{
  "schema": "jevbench-combinations/v1",
  "benchmark": "JevBench v1.2.6",
  "bar": {
    "reference": "classifier-dev-fast",
    "score": 84.83602134050506,
    "listing": "unranked honorable mention only"
  },
  "source_hashes": {
    "jev-1.13.0": [
      {
        "sha256": "c1685865c276ad99478251d15d99098fb4f31298222f01455d6b5043e4ac4830",
        "rows": 72
      },
      {
        "sha256": "218d38ac39cf98fd9225d97c9b64665f8a520827922138e285a1c324dcd00251",
        "rows": 242
      },
      {
        "sha256": "eb01d37bea76535afb6ad1debe338f572fff68415a50411e7409513fc1d9fa51",
        "rows": 220
      }
    ],
    "semif-qwen3.5-4b": [
      {
        "sha256": "30ccd0e88cc5bdaa93d940626bc5cf42441927f9be2749ab231b33b1628e0901",
        "rows": 72
      },
      {
        "sha256": "d35aee6825d091808409d3520a91fb694329a41b3d6529c55564826e1c154929",
        "rows": 242
      },
      {
        "sha256": "31224e5b00ece05e6f42d227db70edf04c90539d7e472752106e697954ff198c",
        "rows": 220
      }
    ],
    "djev": [
      {
        "sha256": "f267e29321a40f81c65306fa1a2774faa271768d6cbb5535b86ccf4cc89ea369",
        "rows": 72
      },
      {
        "sha256": "325d22cf206f33f123500fa45a5dbdb252f8a2156501805df12d0cbe304c2d64",
        "rows": 242
      },
      {
        "sha256": "9f19551bed7a517f3b5ccdba4a4316d9da54338d09e0329a964ee905213a90e7",
        "rows": 220
      }
    ],
    "open-alternative-jev": [
      {
        "sha256": "0108217fd1be5890cc03b21599c87c6557dcd4ccaf4df33c4977243a2be51113",
        "rows": 72
      },
      {
        "sha256": "a342e08f01ecb9209b58b1cb47478b5f91df90b647b9a8fb40c79453fb3546ca",
        "rows": 242
      },
      {
        "sha256": "4e6e3bee4ee21911bb3a74bf91143cf42e71129625f2dcf264ca350056a2aead",
        "rows": 220
      }
    ],
    "system-one-open": [
      {
        "sha256": "cdf70c12d824308bba4dd0746e3dc6274f9a6faa087213f0d3307984017a275e",
        "rows": 72
      },
      {
        "sha256": "109ce4d250c9850736e5a5325b51800eeb93e830a6ef71aa24ccdc787e1df578",
        "rows": 242
      },
      {
        "sha256": "88cf5b8ddf6b947c1510ee1175c3252289f24501ad42084c92248cb0dd0ce847",
        "rows": 220
      }
    ],
    "openjev-razorback16": [
      {
        "sha256": "d89ebe9738c36786b0736715d1dd6329d5be3e33ceee5c2a217a4a04654281bf",
        "rows": 72
      },
      {
        "sha256": "de21565d2b89d4fbb9b882ff3b7780c973a6407d1dfda5ee233a00104d652ae2",
        "rows": 242
      },
      {
        "sha256": "292745cf9274a9515a6514aee9f0e56eead1a47564e9b53dc3bde79c5a8d4649",
        "rows": 220
      }
    ],
    "openjev-sglang": [
      {
        "sha256": "84dadac61cfe19c02f0ee58df97133440795d11caa38a4b2abfbefdaefe86ac3",
        "rows": 72
      },
      {
        "sha256": "46a10d1ac0992ca283ce3e64b55c54fae9acc51ff98297a4e53220f390cba490",
        "rows": 242
      },
      {
        "sha256": "73719ee5b77a960d311efc9994cec9a4c0386b70b31977a1c357a99aec6b94e9",
        "rows": 220
      }
    ],
    "classifier-dev-fast": [
      {
        "sha256": "c625d44c3a2bfaa32ad4a82f4f5c03a191c0d4d8e19581a16f339e148c57d7fc",
        "rows": 72
      },
      {
        "sha256": "5dbf296c8b5ad29a8f199948ecc418bd239d409b04054560380cfbfcfba5b4a2",
        "rows": 242
      },
      {
        "sha256": "aa497b68373c4bf97feeecf32a268067de609a9736089ad4254565352550a638",
        "rows": 220
      }
    ],
    "laya": [
      {
        "sha256": "00633c2dc709aec4c391a65815c0c6595443d2d12d987f2c3f4d1a80521f1d85",
        "rows": 72
      },
      {
        "sha256": "132d19149fbaf831feee275d99f304794e1de7013797b5c79dd2cc5052b972e6",
        "rows": 242
      },
      {
        "sha256": "6ccc56379d4639d6b7477dcae668c7c3c47fa6239dcccaf1747f591bff884ae7",
        "rows": 220
      }
    ],
    "openjev-verdict-1.4": [
      {
        "sha256": "7335208f87813167a77e9f4052080fb0402d629a8f4b40b3f22de1cbf67b2fd9",
        "rows": 72
      },
      {
        "sha256": "f424fb5ae5a658b3f02c77306cc43a2cc3988cc8fc60e65728fab8d86188b00f",
        "rows": 242
      },
      {
        "sha256": "06954876258017a70c35bfe2239d5bbb6f6c475d0ecbdabbf393c0cfc2c8fae5",
        "rows": 220
      }
    ],
    "simplejev-qwen3.8-27b": [
      {
        "sha256": "068e81eba916525cf91ce95e81f3187726f02645fb520a029f97f443d4cd0e6c",
        "rows": 72
      },
      {
        "sha256": "2276119bc264f5165b09ce52b2fb6185d08204d293da638d2f664e06df2591d0",
        "rows": 242
      },
      {
        "sha256": "1daac4643a3d75b2eeddfb2c8ecf41dc850c09c5a70cb0c8286117f442c35f16",
        "rows": 220
      }
    ],
    "simplejev-qwen3.6-35b-a3b": [
      {
        "sha256": "47e0e4eb09be8fe0be871dd6502751688753bd49bba807134a86605497ab2621",
        "rows": 72
      },
      {
        "sha256": "ce0531404344a845912494ddd23a2c1d0afe22ef19daa4a119f607afb1cde342",
        "rows": 242
      },
      {
        "sha256": "bcce85d1f253a569e8407ce33f031624bffa99cb0ce077979bc8967dda203b25",
        "rows": 220
      }
    ]
  },
  "complete_systems": [
    "classifier-dev-fast",
    "djev",
    "jev-1.13.0",
    "laya",
    "open-alternative-jev",
    "openjev-razorback16",
    "openjev-sglang",
    "openjev-verdict-1.4",
    "semif-qwen3.5-4b",
    "simplejev-qwen3.6-35b-a3b",
    "simplejev-qwen3.8-27b",
    "system-one-open"
  ],
  "committees": [
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9794520547945206,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8389513108614233,
      "ece_hard": 0.0395606580896503,
      "calibration": 87.12001913325832,
      "p50_s": 0.6695001281797885,
      "p95_s": 1.1348857231438156,
      "cost_usd_per_1000": 0.08831009737827715,
      "axes": {
        "intelligence": 85.62162723121628,
        "calibration": 87.12001913325832,
        "speed": 81.19297202879132,
        "cost": 41.61968909031034
      },
      "jevbench_score": 70.85649692925469
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9794520547945206,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8352059925093633,
      "ece_hard": 0.0537356197745687,
      "calibration": 85.46734967278327,
      "p50_s": 0.6695001281797885,
      "p95_s": 1.1348857231438156,
      "cost_usd_per_1000": 0.08831009737827715,
      "axes": {
        "intelligence": 85.34889995848901,
        "calibration": 85.46734967278327,
        "speed": 81.19297202879132,
        "cost": 41.61968909031034
      },
      "jevbench_score": 70.46182034949827
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.8052434456928839,
      "ece_hard": 0.0480709888821369,
      "calibration": 85.52189781990481,
      "p50_s": 0.6719580851495266,
      "p95_s": 1.1348857231438156,
      "cost_usd_per_1000": 0.08453024719101122,
      "axes": {
        "intelligence": 82.43503528435035,
        "calibration": 85.52189781990481,
        "speed": 81.17705683541841,
        "cost": 42.18963583057602
      },
      "jevbench_score": 70.09823112385502
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.06802569324224442,
      "calibration": 84.09283904935688,
      "p50_s": 0.6722430549561977,
      "p95_s": 1.1239915058016774,
      "cost_usd_per_1000": 0.08803689513108615,
      "axes": {
        "intelligence": 83.91090701535909,
        "calibration": 84.09283904935688,
        "speed": 81.21710646636012,
        "cost": 41.660058473978935
      },
      "jevbench_score": 69.90145321400585
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.958904109589041,
        "hard": 0.6318181818181818
      },
      "accuracy": 0.799625468164794,
      "ece_hard": 0.05838299133363121,
      "calibration": 83.92096747261274,
      "p50_s": 0.6719580851495266,
      "p95_s": 1.1348857231438156,
      "cost_usd_per_1000": 0.08453024719101122,
      "axes": {
        "intelligence": 81.97052718970528,
        "calibration": 83.92096747261274,
        "speed": 81.17705683541841,
        "cost": 42.18963583057602
      },
      "jevbench_score": 69.6693601694214
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "system-one-open"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9794520547945206,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.05702825880694417,
      "calibration": 84.80332744606399,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.07696657677902621,
      "axes": {
        "intelligence": 83.51935450394355,
        "calibration": 84.80332744606399,
        "speed": 75.77019658655011,
        "cost": 43.41093487016646
      },
      "jevbench_score": 69.47433424319723
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "system-one-open"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9794520547945206,
        "hard": 0.6181818181818182
      },
      "accuracy": 0.8052434456928839,
      "ece_hard": 0.05408130583506763,
      "calibration": 84.80341831257005,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.07723977902621722,
      "axes": {
        "intelligence": 83.0117787463678,
        "calibration": 84.80341831257005,
        "speed": 75.77019658655011,
        "cost": 43.36476932066527
      },
      "jevbench_score": 69.35010663721552
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "system-one-open"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9794520547945206,
        "hard": 0.6227272727272727
      },
      "accuracy": 0.8071161048689138,
      "ece_hard": 0.06253866512741826,
      "calibration": 84.55366801966257,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.07723977902621722,
      "axes": {
        "intelligence": 83.14814238273142,
        "calibration": 84.55366801966257,
        "speed": 75.77019658655011,
        "cost": 43.36476932066527
      },
      "jevbench_score": 69.32743215730079
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6363636363636364
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.09127237326247599,
      "calibration": 81.40005719540585,
      "p50_s": 0.6722430549561977,
      "p95_s": 1.1239915058016774,
      "cost_usd_per_1000": 0.08803689513108615,
      "axes": {
        "intelligence": 83.36545246990454,
        "calibration": 81.40005719540585,
        "speed": 81.21710646636012,
        "cost": 41.660058473978935
      },
      "jevbench_score": 69.22206525414448
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "system-one-open"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.06030659620752806,
      "calibration": 83.5727539191667,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.08074642696629214,
      "axes": {
        "intelligence": 84.55624740556247,
        "calibration": 83.5727539191667,
        "speed": 75.77019658655011,
        "cost": 42.78630058377141
      },
      "jevbench_score": 69.18363736474558
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6227272727272727
      },
      "accuracy": 0.8052434456928839,
      "ece_hard": 0.08469404597810404,
      "calibration": 78.65943513389516,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.06327679775280898,
      "axes": {
        "intelligence": 82.95636156081362,
        "calibration": 78.65943513389516,
        "speed": 75.77019658655011,
        "cost": 45.9626652185008
      },
      "jevbench_score": 69.04401437308921
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6227272727272727
      },
      "accuracy": 0.8052434456928839,
      "ece_hard": 0.08782905137769649,
      "calibration": 78.47230678648533,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.06327679775280898,
      "axes": {
        "intelligence": 82.95636156081362,
        "calibration": 78.47230678648533,
        "speed": 75.77019658655011,
        "cost": 45.9626652185008
      },
      "jevbench_score": 69.00291429878109
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "system-one-open"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.65
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.06354726142176578,
      "calibration": 82.71902454747364,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.08074642696629214,
      "axes": {
        "intelligence": 83.8744292237443,
        "calibration": 82.71902454747364,
        "speed": 75.77019658655011,
        "cost": 42.78630058377141
      },
      "jevbench_score": 68.86674136252734
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "system-one-open"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6136363636363636
      },
      "accuracy": 0.7883895131086143,
      "ece_hard": 0.06172769759265953,
      "calibration": 83.55895817803227,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.07696657677902621,
      "axes": {
        "intelligence": 81.04151100041511,
        "calibration": 83.55895817803227,
        "speed": 75.77019658655011,
        "cost": 43.41093487016646
      },
      "jevbench_score": 68.69885910846105
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9452054794520548,
        "hard": 0.5818181818181818
      },
      "accuracy": 0.7790262172284644,
      "ece_hard": 0.14595699122316214,
      "calibration": 73.2437689465666,
      "p50_s": 0.5735304296016693,
      "p95_s": 1.1444025911390774,
      "cost_usd_per_1000": 0.070567265917603,
      "axes": {
        "intelligence": 80.67029887920299,
        "calibration": 73.2437689465666,
        "speed": 81.82864702484957,
        "cost": 44.541901260836084
      },
      "jevbench_score": 68.12234945447156
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9452054794520548,
        "hard": 0.5863636363636363
      },
      "accuracy": 0.7808988764044944,
      "ece_hard": 0.15140514694337298,
      "calibration": 72.70728170647902,
      "p50_s": 0.5735304296016693,
      "p95_s": 1.1444025911390774,
      "cost_usd_per_1000": 0.070567265917603,
      "axes": {
        "intelligence": 80.80666251556663,
        "calibration": 72.70728170647902,
        "speed": 81.82864702484957,
        "cost": 44.541901260836084
      },
      "jevbench_score": 68.02597886660847
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "system-one-open"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6090909090909091
      },
      "accuracy": 0.795880149812734,
      "ece_hard": 0.12384089814940558,
      "calibration": 74.6812491550473,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.06300359550561799,
      "axes": {
        "intelligence": 82.16370900788709,
        "calibration": 74.6812491550473,
        "speed": 75.77019658655011,
        "cost": 46.0190399622533
      },
      "jevbench_score": 68.01142812981439
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "openjev-razorback16"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.06273831106273409,
      "calibration": 83.81495216876573,
      "p50_s": 0.6811514683067799,
      "p95_s": 1.1347835324704645,
      "cost_usd_per_1000": 0.12796339325842696,
      "axes": {
        "intelligence": 84.33893731838938,
        "calibration": 83.81495216876573,
        "speed": 81.11843278006634,
        "cost": 36.78742756204445
      },
      "jevbench_score": 67.77072775937233
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "system-one-open"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.6
      },
      "accuracy": 0.7902621722846442,
      "ece_hard": 0.13044528187715135,
      "calibration": 73.93673322175258,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.06300359550561799,
      "axes": {
        "intelligence": 81.59931506849315,
        "calibration": 73.93673322175258,
        "speed": 75.77019658655011,
        "cost": 46.0190399622533
      },
      "jevbench_score": 67.72448090459815
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.910958904109589,
        "hard": 0.5590909090909091
      },
      "accuracy": 0.7584269662921348,
      "ece_hard": 0.12196744331030088,
      "calibration": 74.07586998644128,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.05949694756554307,
      "axes": {
        "intelligence": 78.7379099211291,
        "calibration": 74.07586998644128,
        "speed": 75.77019658655011,
        "cost": 46.765159442990324
      },
      "jevbench_score": 67.4249090244371
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "openjev-razorback16"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.07289534352950582,
      "calibration": 82.4196727683094,
      "p50_s": 0.6811514683067799,
      "p95_s": 1.1347835324704645,
      "cost_usd_per_1000": 0.12796339325842696,
      "axes": {
        "intelligence": 83.92984640929846,
        "calibration": 82.4196727683094,
        "speed": 81.11843278006634,
        "cost": 36.78742756204445
      },
      "jevbench_score": 67.40491593747868
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.910958904109589,
        "hard": 0.5590909090909091
      },
      "accuracy": 0.7565543071161048,
      "ece_hard": 0.12281363784726532,
      "calibration": 74.01281472102082,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.05949694756554307,
      "axes": {
        "intelligence": 78.44624325446243,
        "calibration": 74.01281472102082,
        "speed": 75.77019658655011,
        "cost": 46.765159442990324
      },
      "jevbench_score": 67.34804232190076
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9452054794520548,
        "hard": 0.65
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.051315080207149665,
      "calibration": 84.97617581855849,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.12039972284644193,
      "axes": {
        "intelligence": 83.29908675799086,
        "calibration": 84.97617581855849,
        "speed": 75.77019658655011,
        "cost": 37.5812353839736
      },
      "jevbench_score": 67.00415309556654
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "openjev-razorback16"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9178082191780822,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.799625468164794,
      "ece_hard": 0.07750377426845723,
      "calibration": 81.94568488667103,
      "p50_s": 0.6816155403852463,
      "p95_s": 1.1239915058016774,
      "cost_usd_per_1000": 0.12769019101123594,
      "axes": {
        "intelligence": 82.10393316728934,
        "calibration": 81.94568488667103,
        "speed": 81.15697487293535,
        "cost": 36.815273901199916
      },
      "jevbench_score": 66.95931227998263
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "openjev-razorback16"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9452054794520548,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8089887640449438,
      "ece_hard": 0.10275654501306085,
      "calibration": 77.73473529293796,
      "p50_s": 0.6500487640500069,
      "p95_s": 1.1367489621043205,
      "cost_usd_per_1000": 0.11400041198501872,
      "axes": {
        "intelligence": 82.85211706102118,
        "calibration": 77.73473529293796,
        "speed": 81.31389496755949,
        "cost": 38.2928073750382
      },
      "jevbench_score": 66.91911308955365
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "openjev-razorback16"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9383561643835616,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8052434456928839,
      "ece_hard": 0.09411918378944127,
      "calibration": 80.73467650270085,
      "p50_s": 0.6816155403852463,
      "p95_s": 1.1239915058016774,
      "cost_usd_per_1000": 0.12769019101123594,
      "axes": {
        "intelligence": 82.67927563304276,
        "calibration": 80.73467650270085,
        "speed": 81.15697487293535,
        "cost": 36.815273901199916
      },
      "jevbench_score": 66.82710763321784
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9452054794520548,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.0663522908559217,
      "calibration": 83.74390862329432,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.12039972284644193,
      "axes": {
        "intelligence": 83.57181403071814,
        "calibration": 83.74390862329432,
        "speed": 75.77019658655011,
        "cost": 37.5812353839736
      },
      "jevbench_score": 66.81448582907534
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "openjev-razorback16"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9452054794520548,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8089887640449438,
      "ece_hard": 0.1079061420007763,
      "calibration": 77.12880060780253,
      "p50_s": 0.6500487640500069,
      "p95_s": 1.1367489621043205,
      "cost_usd_per_1000": 0.11400041198501872,
      "axes": {
        "intelligence": 82.85211706102118,
        "calibration": 77.12880060780253,
        "speed": 81.31389496755949,
        "cost": 38.2928073750382
      },
      "jevbench_score": 66.78832316470144
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "openjev-razorback16"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.952054794520548,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.1021994573880076,
      "calibration": 79.29158999564825,
      "p50_s": 0.6792524389922618,
      "p95_s": 1.086352695524692,
      "cost_usd_per_1000": 0.13147004119850186,
      "axes": {
        "intelligence": 83.72571606475717,
        "calibration": 79.29158999564825,
        "speed": 81.31997947189848,
        "cost": 36.43519602918106
      },
      "jevbench_score": 66.59645195807249
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "openjev-razorback16"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9246575342465754,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.799625468164794,
      "ece_hard": 0.11883559528702836,
      "calibration": 76.4373777854438,
      "p50_s": 0.6516780346632004,
      "p95_s": 1.131779689341783,
      "cost_usd_per_1000": 0.11372720973782771,
      "axes": {
        "intelligence": 82.00404732254047,
        "calibration": 76.4373777854438,
        "speed": 81.3220502108525,
        "cost": 38.324068480148846
      },
      "jevbench_score": 66.48217949543644
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "openjev-razorback16"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9246575342465754,
        "hard": 0.65
      },
      "accuracy": 0.8014981273408239,
      "ece_hard": 0.1221469050775356,
      "calibration": 76.09146151226726,
      "p50_s": 0.6516780346632004,
      "p95_s": 1.131779689341783,
      "cost_usd_per_1000": 0.11372720973782771,
      "axes": {
        "intelligence": 82.14041095890411,
        "calibration": 76.09146151226726,
        "speed": 81.3220502108525,
        "cost": 38.324068480148846
      },
      "jevbench_score": 66.43442507273606
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.15151515151515113,
      "calibration": 68.80398484848489,
      "p50_s": 0.6722430549561977,
      "p95_s": 1.1239915058016774,
      "cost_usd_per_1000": 0.08803689513108615,
      "axes": {
        "intelligence": 83.41651100041511,
        "calibration": 68.80398484848489,
        "speed": 81.21710646636012,
        "cost": 41.660058473978935
      },
      "jevbench_score": 66.38321014771127
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.165151515151515,
      "calibration": 67.0250984848485,
      "p50_s": 0.6695001281797885,
      "p95_s": 1.1348857231438156,
      "cost_usd_per_1000": 0.08831009737827715,
      "axes": {
        "intelligence": 85.1571191365712,
        "calibration": 67.0250984848485,
        "speed": 81.19297202879132,
        "cost": 41.61968909031034
      },
      "jevbench_score": 66.27029792583583
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "system-one-open"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6181818181818182
      },
      "accuracy": 0.8033707865168539,
      "ece_hard": 0.07997185533817011,
      "calibration": 82.23858307210071,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.12536243820224718,
      "axes": {
        "intelligence": 82.81999792444998,
        "calibration": 82.23858307210071,
        "speed": 75.77019658655011,
        "cost": 37.05497709298896
      },
      "jevbench_score": 66.12854228532142
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9452054794520548,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8052434456928839,
      "ece_hard": 0.09507663204841531,
      "calibration": 77.95905035481783,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.1064367415730337,
      "axes": {
        "intelligence": 82.5793897882939,
        "calibration": 77.95905035481783,
        "speed": 75.77019658655011,
        "cost": 39.1872528788934
      },
      "jevbench_score": 66.12190552930377
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-razorback16"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9041095890410958,
        "hard": 0.6045454545454545
      },
      "accuracy": 0.7771535580524345,
      "ece_hard": 0.10972915919758466,
      "calibration": 75.63749564948898,
      "p50_s": 0.6506742924451828,
      "p95_s": 1.1367489621043205,
      "cost_usd_per_1000": 0.1102205617977528,
      "axes": {
        "intelligence": 80.20143212951434,
        "calibration": 75.63749564948898,
        "speed": 81.30971785161026,
        "cost": 38.73212139075841
      },
      "jevbench_score": 66.11244986355935
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "openjev-razorback16"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9452054794520548,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.12287562744024,
      "calibration": 76.70951258378736,
      "p50_s": 0.6792524389922618,
      "p95_s": 1.086352695524692,
      "cost_usd_per_1000": 0.13147004119850186,
      "axes": {
        "intelligence": 83.12484433374846,
        "calibration": 76.70951258378736,
        "speed": 81.31997947189848,
        "cost": 36.43519602918106
      },
      "jevbench_score": 65.9287147963788
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "system-one-open"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6136363636363636
      },
      "accuracy": 0.8014981273408239,
      "ece_hard": 0.08368507577193746,
      "calibration": 81.30630100390826,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.12536243820224718,
      "axes": {
        "intelligence": 82.68363428808635,
        "calibration": 81.30630100390826,
        "speed": 75.77019658655011,
        "cost": 37.05497709298896
      },
      "jevbench_score": 65.91316728238024
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-razorback16"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9041095890410958,
        "hard": 0.6
      },
      "accuracy": 0.7752808988764045,
      "ece_hard": 0.12037264970642486,
      "calibration": 74.58644617108854,
      "p50_s": 0.6506742924451828,
      "p95_s": 1.1367489621043205,
      "cost_usd_per_1000": 0.1102205617977528,
      "axes": {
        "intelligence": 80.06506849315069,
        "calibration": 74.58644617108854,
        "speed": 81.30971785161026,
        "cost": 38.73212139075841
      },
      "jevbench_score": 65.85354871128916
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "system-one-open"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9383561643835616,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.13333333333333297,
      "calibration": 69.29250000000003,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.08074642696629214,
      "axes": {
        "intelligence": 83.65276048152761,
        "calibration": 69.29250000000003,
        "speed": 75.77019658655011,
        "cost": 42.78630058377141
      },
      "jevbench_score": 65.84039304968722
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9383561643835616,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.8014981273408239,
      "ece_hard": 0.10778914199997307,
      "calibration": 76.63188399967542,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.1064367415730337,
      "axes": {
        "intelligence": 82.25124533001245,
        "calibration": 76.63188399967542,
        "speed": 75.77019658655011,
        "cost": 39.1872528788934
      },
      "jevbench_score": 65.77317469791706
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.5954545454545455
      },
      "accuracy": 0.7902621722846442,
      "ece_hard": 0.11936797425714693,
      "calibration": 74.99733234129859,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.1029300936329588,
      "axes": {
        "intelligence": 81.75461809879619,
        "calibration": 74.99733234129859,
        "speed": 75.77019658655011,
        "cost": 39.62372896471127
      },
      "jevbench_score": 65.50175964482776
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6045454545454545
      },
      "accuracy": 0.7940074906367042,
      "ece_hard": 0.12175919400229429,
      "calibration": 74.71126949981735,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.1029300936329588,
      "axes": {
        "intelligence": 82.02734537152345,
        "calibration": 74.71126949981735,
        "speed": 75.77019658655011,
        "cost": 39.62372896471127
      },
      "jevbench_score": 65.49371608405538
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.8972602739726028,
        "hard": 0.6045454545454545
      },
      "accuracy": 0.7752808988764045,
      "ece_hard": 0.11296949452200167,
      "calibration": 75.88399970052998,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.10265689138576778,
      "axes": {
        "intelligence": 80.00965130759651,
        "calibration": 75.88399970052998,
        "speed": 75.77019658655011,
        "cost": 39.658356730150174
      },
      "jevbench_score": 65.35539293327498
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "openjev-razorback16"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.08858612628899915,
      "calibration": 81.38585378440033,
      "p50_s": 0.6818747088313103,
      "p95_s": 1.1444025911390774,
      "cost_usd_per_1000": 0.1760860524344569,
      "axes": {
        "intelligence": 83.79348277293484,
        "calibration": 81.38585378440033,
        "speed": 81.07716585059153,
        "cost": 32.62825127850175
      },
      "jevbench_score": 65.17227489753022
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.8972602739726028,
        "hard": 0.6
      },
      "accuracy": 0.7734082397003745,
      "ece_hard": 0.132539959538061,
      "calibration": 73.88599080811515,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.10265689138576778,
      "axes": {
        "intelligence": 79.87328767123287,
        "calibration": 73.88599080811515,
        "speed": 75.77019658655011,
        "cost": 39.658356730150174
      },
      "jevbench_score": 64.89320109437733
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "system-one-open"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.9041095890410958,
        "hard": 0.6272727272727273
      },
      "accuracy": 0.7827715355805244,
      "ece_hard": 0.1530303030303032,
      "calibration": 67.10780303030302,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.07696657677902621,
      "axes": {
        "intelligence": 80.29991697799919,
        "calibration": 67.10780303030302,
        "speed": 75.77019658655011,
        "cost": 43.41093487016646
      },
      "jevbench_score": 64.88531502470569
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.06409691212443323,
      "calibration": 83.80431797811627,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.16852238202247188,
      "axes": {
        "intelligence": 83.73806558738066,
        "calibration": 83.80431797811627,
        "speed": 75.77019658655011,
        "cost": 33.20027232567968
      },
      "jevbench_score": 64.819749009673
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6045454545454545
      },
      "accuracy": 0.795880149812734,
      "ece_hard": 0.19242424242424222,
      "calibration": 61.62915909090911,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.06327679775280898,
      "axes": {
        "intelligence": 82.21912619344127,
        "calibration": 61.62915909090911,
        "speed": 75.77019658655011,
        "cost": 45.9626652185008
      },
      "jevbench_score": 64.81353055787862
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "system-one-open"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.8972602739726028,
        "hard": 0.6045454545454545
      },
      "accuracy": 0.7734082397003745,
      "ece_hard": 0.16969696969696962,
      "calibration": 63.46438636363637,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.06300359550561799,
      "axes": {
        "intelligence": 79.71798464092986,
        "calibration": 63.46438636363637,
        "speed": 75.77019658655011,
        "cost": 46.0190399622533
      },
      "jevbench_score": 64.80829425932453
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "openjev-razorback16"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.10492886059426342,
      "calibration": 79.47647690391136,
      "p50_s": 0.6818747088313103,
      "p95_s": 1.1444025911390774,
      "cost_usd_per_1000": 0.1760860524344569,
      "axes": {
        "intelligence": 83.60170195101702,
        "calibration": 79.47647690391136,
        "speed": 81.07716585059153,
        "cost": 32.62825127850175
      },
      "jevbench_score": 64.7495151607313
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.06914263776544548,
      "calibration": 83.25934586503905,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.1687955842696629,
      "axes": {
        "intelligence": 83.73806558738066,
        "calibration": 83.25934586503905,
        "speed": 75.77019658655011,
        "cost": 33.179167564083926
      },
      "jevbench_score": 64.70382494570713
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.042076559941121854,
      "calibration": 85.20254477398242,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.15239237827715355,
      "axes": {
        "intelligence": 85.1571191365712,
        "calibration": 85.20254477398242,
        "speed": 69.78178103134502,
        "cost": 34.5111025951973
      },
      "jevbench_score": 64.65373262622421
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.044203795365580244,
      "calibration": 85.14753875356429,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.15239237827715355,
      "axes": {
        "intelligence": 85.1571191365712,
        "calibration": 85.14753875356429,
        "speed": 69.78178103134502,
        "cost": 34.5111025951973
      },
      "jevbench_score": 64.64329512740844
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.05183634315422017,
      "calibration": 85.67918102349884,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.18607064044943822,
      "axes": {
        "intelligence": 84.51836861768369,
        "calibration": 85.67918102349884,
        "speed": 75.49954194936167,
        "cost": 31.90966442617821
      },
      "jevbench_score": 64.62837578113631
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6136363636363636
      },
      "accuracy": 0.8014981273408239,
      "ece_hard": 0.06519816944656086,
      "calibration": 83.17941969562601,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.165015734082397,
      "axes": {
        "intelligence": 82.68363428808635,
        "calibration": 83.17941969562601,
        "speed": 75.77019658655011,
        "cost": 33.47423932824064
      },
      "jevbench_score": 64.62657548954687
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6136363636363636
      },
      "accuracy": 0.8014981273408239,
      "ece_hard": 0.06172784903046859,
      "calibration": 83.119697613554,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.165015734082397,
      "axes": {
        "intelligence": 82.68363428808635,
        "calibration": 83.119697613554,
        "speed": 75.77019658655011,
        "cost": 33.47423932824064
      },
      "jevbench_score": 64.61497203857165
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.054809159233216054,
      "calibration": 82.97122525803542,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.17210765917603,
      "axes": {
        "intelligence": 84.24564134495643,
        "calibration": 82.97122525803542,
        "speed": 75.49954194936167,
        "cost": 32.92599406497797
      },
      "jevbench_score": 64.56386773811899
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.07794984806600543,
      "calibration": 82.06517501228655,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.1687955842696629,
      "axes": {
        "intelligence": 83.73806558738066,
        "calibration": 82.06517501228655,
        "speed": 75.77019658655011,
        "cost": 33.179167564083926
      },
      "jevbench_score": 64.47055828068818
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9794520547945206,
        "hard": 0.7136363636363636
      },
      "accuracy": 0.846441947565543,
      "ece_hard": 0.05012008018157422,
      "calibration": 86.05740438275414,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.16635535955056177,
      "axes": {
        "intelligence": 86.16708177667083,
        "calibration": 86.05740438275414,
        "speed": 69.78178103134502,
        "cost": 33.36889608087208
      },
      "jevbench_score": 64.46194113950642
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9794520547945206,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.06479721254882308,
      "calibration": 84.50101910065642,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.19363431086142321,
      "axes": {
        "intelligence": 84.78450601909506,
        "calibration": 84.50101910065642,
        "speed": 76.51812235281348,
        "cost": 31.390530573402955
      },
      "jevbench_score": 64.40733808789405
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.06556136227108918,
      "calibration": 84.61587084168687,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.19363431086142321,
      "axes": {
        "intelligence": 84.59272519717726,
        "calibration": 84.61587084168687,
        "speed": 76.51812235281348,
        "cost": 31.390530573402955
      },
      "jevbench_score": 64.39274682928007
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.958904109589041,
        "hard": 0.7136363636363636
      },
      "accuracy": 0.8352059925093633,
      "ece_hard": 0.03798970972024887,
      "calibration": 87.03354896069351,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.16608215730337078,
      "axes": {
        "intelligence": 84.7167393109174,
        "calibration": 87.03354896069351,
        "speed": 69.7779713205367,
        "cost": 33.390310677437384
      },
      "jevbench_score": 64.37966031666548
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "system-one-open"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6136363636363636
      },
      "accuracy": 0.7940074906367042,
      "ece_hard": 0.1924242424242423,
      "calibration": 63.80207575757577,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.07723977902621722,
      "axes": {
        "intelligence": 81.91651100041511,
        "calibration": 63.80207575757577,
        "speed": 75.77019658655011,
        "cost": 43.36476932066527
      },
      "jevbench_score": 64.37398987446088
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.048953010084816645,
      "calibration": 82.71021858710488,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.14482870786516855,
      "axes": {
        "intelligence": 84.61166459111665,
        "calibration": 82.71021858710488,
        "speed": 69.75909261944061,
        "cost": 35.1743603199228
      },
      "jevbench_score": 64.37305343474661
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.08278555968140468,
      "calibration": 81.54344256813457,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.16852238202247188,
      "axes": {
        "intelligence": 83.60170195101702,
        "calibration": 81.54344256813457,
        "speed": 75.77019658655011,
        "cost": 33.20027232567968
      },
      "jevbench_score": 64.35185277233495
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.7
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.06235577472311554,
      "calibration": 84.76296806419462,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6257096692919728,
      "cost_usd_per_1000": 0.19714095880149812,
      "axes": {
        "intelligence": 84.79109589041096,
        "calibration": 84.76296806419462,
        "speed": 76.53150536083959,
        "cost": 31.156694067130275
      },
      "jevbench_score": 64.34088161865014
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.06290625607246245,
      "calibration": 83.00780797687543,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.1413220599250936,
      "axes": {
        "intelligence": 83.25461809879619,
        "calibration": 83.00780797687543,
        "speed": 69.75909261944061,
        "cost": 35.49370122608096
      },
      "jevbench_score": 64.31612160016375
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.059212327163661205,
      "calibration": 82.19168391306076,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.17210765917603,
      "axes": {
        "intelligence": 83.70018679950188,
        "calibration": 82.19168391306076,
        "speed": 75.49954194936167,
        "cost": 32.92599406497797
      },
      "jevbench_score": 64.30716728722157
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9794520547945206,
        "hard": 0.7090909090909091
      },
      "accuracy": 0.8445692883895131,
      "ece_hard": 0.057621106692257416,
      "calibration": 85.33897028412622,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.16635535955056177,
      "axes": {
        "intelligence": 86.0307181403072,
        "calibration": 85.33897028412622,
        "speed": 69.78178103134502,
        "cost": 33.36889608087208
      },
      "jevbench_score": 64.3015155176426
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.07135063855649967,
      "calibration": 81.8173425641703,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.179671329588015,
      "axes": {
        "intelligence": 84.26458073889582,
        "calibration": 81.8173425641703,
        "speed": 76.51812235281348,
        "cost": 32.365636550689075
      },
      "jevbench_score": 64.28131059916525
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6227272727272727
      },
      "accuracy": 0.8033707865168539,
      "ece_hard": 0.09446110815418166,
      "calibration": 78.56519595075869,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.15105275280898878,
      "axes": {
        "intelligence": 82.76458073889582,
        "calibration": 78.56519595075869,
        "speed": 75.77019658655011,
        "cost": 34.62614067004084
      },
      "jevbench_score": 64.26792898416241
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.958904109589041,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.058616061411224905,
      "calibration": 84.72315137775772,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.19336110861423222,
      "axes": {
        "intelligence": 83.74325446243255,
        "calibration": 84.72315137775772,
        "speed": 76.51812235281348,
        "cost": 31.408926178436772
      },
      "jevbench_score": 64.2602383912045
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6318181818181818
      },
      "accuracy": 0.8052434456928839,
      "ece_hard": 0.05834876435403151,
      "calibration": 83.04332437607292,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.1413220599250936,
      "axes": {
        "intelligence": 82.84552718970528,
        "calibration": 83.04332437607292,
        "speed": 69.75909261944061,
        "cost": 35.49370122608096
      },
      "jevbench_score": 64.24383768196333
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9726027397260274,
        "hard": 0.7318181818181818
      },
      "accuracy": 0.848314606741573,
      "ece_hard": 0.060733770574652506,
      "calibration": 83.52753913886548,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.15879168913857677,
      "axes": {
        "intelligence": 85.93742216687423,
        "calibration": 83.52753913886548,
        "speed": 69.75909261944061,
        "cost": 33.975166944366165
      },
      "jevbench_score": 64.22344647732811
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.06460188787443218,
      "calibration": 81.40482445413056,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.14482870786516855,
      "axes": {
        "intelligence": 85.10170195101703,
        "calibration": 81.40482445413056,
        "speed": 69.75909261944061,
        "cost": 35.1743603199228
      },
      "jevbench_score": 64.21017524282502
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9794520547945206,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.07000870057305038,
      "calibration": 82.7838131284737,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.17791052808988764,
      "axes": {
        "intelligence": 84.37541511000416,
        "calibration": 82.7838131284737,
        "speed": 74.77855855005357,
        "cost": 32.493950536225114
      },
      "jevbench_score": 64.18525018830223
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9726027397260274,
        "hard": 0.7090909090909091
      },
      "accuracy": 0.8389513108614233,
      "ece_hard": 0.055764958179675056,
      "calibration": 83.7328115005626,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.15879168913857677,
      "axes": {
        "intelligence": 85.25560398505606,
        "calibration": 83.7328115005626,
        "speed": 69.75909261944061,
        "cost": 33.975166944366165
      },
      "jevbench_score": 64.13502345458214
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.07050453524811995,
      "calibration": 83.26408432438194,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.18607064044943822,
      "axes": {
        "intelligence": 84.24564134495643,
        "calibration": 83.26408432438194,
        "speed": 75.49954194936167,
        "cost": 31.90966442617821
      },
      "jevbench_score": 64.11622233869313
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.9657534246575342,
        "hard": 0.7045454545454546
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.07737344800444632,
      "calibration": 83.25154587474462,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.19336110861423222,
      "axes": {
        "intelligence": 84.34412619344127,
        "calibration": 83.25154587474462,
        "speed": 76.51812235281348,
        "cost": 31.408926178436772
      },
      "jevbench_score": 64.09381696368014
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9452054794520548,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.0758149788310863,
      "calibration": 81.20557126682206,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.179398127340824,
      "axes": {
        "intelligence": 83.80666251556663,
        "calibration": 81.20557126682206,
        "speed": 76.51812235281348,
        "cost": 32.38546284039515
      },
      "jevbench_score": 64.08327465730912
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.7227272727272728
      },
      "accuracy": 0.846441947565543,
      "ece_hard": 0.047430927920759626,
      "calibration": 84.88709416983284,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.16986200749063668,
      "axes": {
        "intelligence": 85.95636156081362,
        "calibration": 84.88709416983284,
        "speed": 69.78178103134502,
        "cost": 33.097112427150094
      },
      "jevbench_score": 64.07121526670615
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.958904109589041,
        "hard": 0.6227272727272727
      },
      "accuracy": 0.797752808988764,
      "ece_hard": 0.20757575757575725,
      "calibration": 60.00809090909094,
      "p50_s": 0.6719580851495266,
      "p95_s": 1.1348857231438156,
      "cost_usd_per_1000": 0.08453024719101122,
      "axes": {
        "intelligence": 81.98946658364467,
        "calibration": 60.00809090909094,
        "speed": 81.17705683541841,
        "cost": 42.18963583057602
      },
      "jevbench_score": 64.0695593941902
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6227272727272727
      },
      "accuracy": 0.8033707865168539,
      "ece_hard": 0.10424647337496586,
      "calibration": 77.59845779080636,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.15105275280898878,
      "axes": {
        "intelligence": 82.76458073889582,
        "calibration": 77.59845779080636,
        "speed": 75.77019658655011,
        "cost": 34.62614067004084
      },
      "jevbench_score": 64.06930723945564
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9794520547945206,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.07265121045195877,
      "calibration": 82.09035964260859,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.17791052808988764,
      "axes": {
        "intelligence": 84.37541511000416,
        "calibration": 82.09035964260859,
        "speed": 74.77855855005357,
        "cost": 32.493950536225114
      },
      "jevbench_score": 64.05041106157728
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.08395827902372231,
      "calibration": 80.56010091200501,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.179671329588015,
      "axes": {
        "intelligence": 84.26458073889582,
        "calibration": 80.56010091200501,
        "speed": 76.51812235281348,
        "cost": 32.365636550689075
      },
      "jevbench_score": 64.03293091677823
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.952054794520548,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.07385398594247372,
      "calibration": 79.09637722402283,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.1563838764044944,
      "axes": {
        "intelligence": 83.47192818596929,
        "calibration": 79.09637722402283,
        "speed": 74.47320850632062,
        "cost": 34.174240776685366
      },
      "jevbench_score": 64.02491262723176
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9315068493150684,
        "hard": 0.6090909090909091
      },
      "accuracy": 0.7865168539325843,
      "ece_hard": 0.2318181818181815,
      "calibration": 56.77509848484851,
      "p50_s": 0.5735304296016693,
      "p95_s": 1.1444025911390774,
      "cost_usd_per_1000": 0.070567265917603,
      "axes": {
        "intelligence": 81.1049190535492,
        "calibration": 56.77509848484851,
        "speed": 81.82864702484957,
        "cost": 44.541901260836084
      },
      "jevbench_score": 64.00586971872426
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.08210883631557,
      "calibration": 83.06684232090845,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6257096692919728,
      "cost_usd_per_1000": 0.19714095880149812,
      "axes": {
        "intelligence": 84.65473225404733,
        "calibration": 83.06684232090845,
        "speed": 76.53150536083959,
        "cost": 31.156694067130275
      },
      "jevbench_score": 63.99081507529205
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.06892714727699593,
      "calibration": 82.64102319830559,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.17763732584269662,
      "axes": {
        "intelligence": 83.32757368202574,
        "calibration": 82.64102319830559,
        "speed": 74.77855855005357,
        "cost": 32.5139731999152
      },
      "jevbench_score": 63.967280666009245
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.08372862531894754,
      "calibration": 80.69308375967769,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.1703468576779026,
      "axes": {
        "intelligence": 84.18363428808635,
        "calibration": 80.69308375967769,
        "speed": 74.47320850632062,
        "cost": 33.05997619849816
      },
      "jevbench_score": 63.95016159258793
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.06345253870355722,
      "calibration": 82.56642864011525,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.17763732584269662,
      "axes": {
        "intelligence": 83.27215649647157,
        "calibration": 82.56642864011525,
        "speed": 74.77855855005357,
        "cost": 32.5139731999152
      },
      "jevbench_score": 63.94220537729924
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9452054794520548,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.13939393939393913,
      "calibration": 69.97177272727276,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.12039972284644193,
      "axes": {
        "intelligence": 83.70817766708178,
        "calibration": 69.97177272727276,
        "speed": 75.77019658655011,
        "cost": 37.5812353839736
      },
      "jevbench_score": 63.905767884195676
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9452054794520548,
        "hard": 0.7045454545454546
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.056770422661774136,
      "calibration": 85.13828980148442,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.16608215730337078,
      "axes": {
        "intelligence": 84.0604503943545,
        "calibration": 85.13828980148442,
        "speed": 69.7779713205367,
        "cost": 33.390310677437384
      },
      "jevbench_score": 63.901912820605276
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.06904517644326678,
      "calibration": 82.40826930239919,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.15211917602996256,
      "axes": {
        "intelligence": 83.96196554586966,
        "calibration": 82.40826930239919,
        "speed": 69.7779713205367,
        "cost": 34.53448106971932
      },
      "jevbench_score": 63.90078096156789
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.7227272727272728
      },
      "accuracy": 0.848314606741573,
      "ece_hard": 0.05851752586427308,
      "calibration": 83.535860085239,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.16986200749063668,
      "axes": {
        "intelligence": 86.24802822748029,
        "calibration": 83.535860085239,
        "speed": 69.78178103134502,
        "cost": 33.097112427150094
      },
      "jevbench_score": 63.868772520935224
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.08110032554640029,
      "calibration": 80.60230045884151,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.179398127340824,
      "axes": {
        "intelligence": 83.28014736405149,
        "calibration": 80.60230045884151,
        "speed": 76.51812235281348,
        "cost": 32.38546284039515
      },
      "jevbench_score": 63.86322319233723
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.78125,
        "judge": 0.910958904109589,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.795880149812734,
      "ece_hard": 0.05831441373413093,
      "calibration": 82.59334233833974,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.1410488576779026,
      "axes": {
        "intelligence": 81.15457658779577,
        "calibration": 82.59334233833974,
        "speed": 69.75909261944061,
        "cost": 35.51891280235006
      },
      "jevbench_score": 63.83805345952742
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.65
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.08362995243468449,
      "calibration": 78.04349656616408,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.1563838764044944,
      "axes": {
        "intelligence": 83.39098173515981,
        "calibration": 78.04349656616408,
        "speed": 74.47320850632062,
        "cost": 34.174240776685366
      },
      "jevbench_score": 63.79530032924639
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.6227272727272727
      },
      "accuracy": 0.799625468164794,
      "ece_hard": 0.07322851125669572,
      "calibration": 80.27204326313304,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.16860101123595506,
      "axes": {
        "intelligence": 82.28113325031133,
        "calibration": 80.27204326313304,
        "speed": 75.49954194936167,
        "cost": 33.194194746698045
      },
      "jevbench_score": 63.78488240400505
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.952054794520548,
        "hard": 0.65
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.0899039361215802,
      "calibration": 78.73808471397517,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.16394754681647938,
      "axes": {
        "intelligence": 83.19920091324202,
        "calibration": 78.73808471397517,
        "speed": 74.77855855005357,
        "cost": 33.55885232172082
      },
      "jevbench_score": 63.67545364855542
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.952054794520548,
        "hard": 0.65
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.09294233707953749,
      "calibration": 78.46372714080923,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.16394754681647938,
      "axes": {
        "intelligence": 83.19920091324202,
        "calibration": 78.46372714080923,
        "speed": 74.77855855005357,
        "cost": 33.55885232172082
      },
      "jevbench_score": 63.61991281119475
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.9246575342465754,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.7940074906367042,
      "ece_hard": 0.060780127500780975,
      "calibration": 82.82697138529979,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.14861252808988762,
      "axes": {
        "intelligence": 81.2843503528435,
        "calibration": 82.82697138529979,
        "speed": 69.7779713205367,
        "cost": 34.838337335506964
      },
      "jevbench_score": 63.604613784275365
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.0957733333899133,
      "calibration": 80.38270188075279,
      "p50_s": 1.724735751748085,
      "p95_s": 1.9244587391614911,
      "cost_usd_per_1000": 0.18141717602996255,
      "axes": {
        "intelligence": 83.91749688667497,
        "calibration": 80.38270188075279,
        "speed": 74.78968829969378,
        "cost": 32.239647929208815
      },
      "jevbench_score": 63.50556491970039
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "openjev-razorback16"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.910958904109589,
        "hard": 0.65
      },
      "accuracy": 0.799625468164794,
      "ece_hard": 0.16818181818181782,
      "calibration": 66.29356818181822,
      "p50_s": 0.6816155403852463,
      "p95_s": 1.1239915058016774,
      "cost_usd_per_1000": 0.12769019101123594,
      "axes": {
        "intelligence": 82.04851598173516,
        "calibration": 66.29356818181822,
        "speed": 81.15697487293535,
        "cost": 36.815273901199916
      },
      "jevbench_score": 63.492730301897396
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6363636363636364
      },
      "accuracy": 0.8089887640449438,
      "ece_hard": 0.09109738299259694,
      "calibration": 79.3400312496334,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.1703468576779026,
      "axes": {
        "intelligence": 83.17367164798672,
        "calibration": 79.3400312496334,
        "speed": 74.47320850632062,
        "cost": 33.05997619849816
      },
      "jevbench_score": 63.48852106881859
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9794520547945206,
        "hard": 0.6045454545454545
      },
      "accuracy": 0.799625468164794,
      "ece_hard": 0.10224553000259155,
      "calibration": 76.16150417022877,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.15287722846441948,
      "axes": {
        "intelligence": 82.60268783727689,
        "calibration": 76.16150417022877,
        "speed": 74.47320850632062,
        "cost": 34.46971597826156
      },
      "jevbench_score": 63.39308183993642
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.78125,
        "judge": 0.910958904109589,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.7883895131086143,
      "ece_hard": 0.07462952000297095,
      "calibration": 80.61658756520598,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.1410488576779026,
      "axes": {
        "intelligence": 80.60912204234121,
        "calibration": 80.61658756520598,
        "speed": 69.75909261944061,
        "cost": 35.51891280235006
      },
      "jevbench_score": 63.34571933321863
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.958904109589041,
        "hard": 0.6090909090909091
      },
      "accuracy": 0.7921348314606742,
      "ece_hard": 0.08679856617286502,
      "calibration": 78.71351078086829,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.16860101123595506,
      "axes": {
        "intelligence": 81.58037567455376,
        "calibration": 78.71351078086829,
        "speed": 75.49954194936167,
        "cost": 33.194194746698045
      },
      "jevbench_score": 63.33741867091613
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9794520547945206,
        "hard": 0.6090909090909091
      },
      "accuracy": 0.8014981273408239,
      "ece_hard": 0.1061896231365379,
      "calibration": 75.73935198588279,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.15287722846441948,
      "axes": {
        "intelligence": 82.73905147364053,
        "calibration": 75.73935198588279,
        "speed": 74.47320850632062,
        "cost": 34.46971597826156
      },
      "jevbench_score": 63.331164423617324
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9452054794520548,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.08826083612411861,
      "calibration": 80.3616168668002,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.15211917602996256,
      "axes": {
        "intelligence": 82.98848069738482,
        "calibration": 80.3616168668002,
        "speed": 69.7779713205367,
        "cost": 34.53448106971932
      },
      "jevbench_score": 63.31541216392697
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7708333333333334,
        "judge": 0.9315068493150684,
        "hard": 0.6318181818181818
      },
      "accuracy": 0.7883895131086143,
      "ece_hard": 0.08042581131081421,
      "calibration": 79.45623805057694,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.16832780898876404,
      "axes": {
        "intelligence": 80.62007056870073,
        "calibration": 79.45623805057694,
        "speed": 75.49954194936167,
        "cost": 33.2153238838832
      },
      "jevbench_score": 63.30871452976128
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "system-one-open"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6363636363636364
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.14636363636363608,
      "calibration": 68.60263636363639,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.12536243820224718,
      "axes": {
        "intelligence": 83.36545246990454,
        "calibration": 68.60263636363639,
        "speed": 75.77019658655011,
        "cost": 37.05497709298896
      },
      "jevbench_score": 63.30207849902799
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.111054722917709,
      "calibration": 79.1874325435558,
      "p50_s": 1.724735751748085,
      "p95_s": 1.9244587391614911,
      "cost_usd_per_1000": 0.18141717602996255,
      "axes": {
        "intelligence": 83.8365504358655,
        "calibration": 79.1874325435558,
        "speed": 74.78968829969378,
        "cost": 32.239647929208815
      },
      "jevbench_score": 63.25289670601287
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.7
      },
      "accuracy": 0.8389513108614233,
      "ece_hard": 0.03109980423650019,
      "calibration": 87.34133443619709,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.20718755056179775,
      "axes": {
        "intelligence": 85.5662100456621,
        "calibration": 87.34133443619709,
        "speed": 69.75909261944061,
        "cost": 30.509090317912694
      },
      "jevbench_score": 63.15213685706244
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.04304336798600484,
      "calibration": 85.08333045173836,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.19204567415730334,
      "axes": {
        "intelligence": 84.69261104192611,
        "calibration": 85.08333045173836,
        "speed": 69.78178103134502,
        "cost": 31.497864127097145
      },
      "jevbench_score": 63.085316987588136
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.05149609170090978,
      "calibration": 84.60425789849006,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.21874271910112358,
      "axes": {
        "intelligence": 84.33893731838938,
        "calibration": 84.60425789849006,
        "speed": 74.47320850632062,
        "cost": 29.80199180953467
      },
      "jevbench_score": 63.08359359443402
    },
    {
      "members": [
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.958904109589041,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.056769679544029214,
      "calibration": 83.491493361397,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.18448200374531834,
      "axes": {
        "intelligence": 84.90992112909922,
        "calibration": 83.491493361397,
        "speed": 69.75909261944061,
        "cost": 32.0213797884486
      },
      "jevbench_score": 63.082715903971305
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.05097223024250166,
      "calibration": 85.44129416499732,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.2417569700374532,
      "axes": {
        "intelligence": 84.86545246990454,
        "calibration": 85.44129416499732,
        "speed": 76.51812235281348,
        "cost": 28.49862988071989
      },
      "jevbench_score": 63.05895343293836
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9794520547945206,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.04657575858090858,
      "calibration": 84.30614994315054,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.21496286891385769,
      "axes": {
        "intelligence": 83.40193026151931,
        "calibration": 84.30614994315054,
        "speed": 74.47320850632062,
        "cost": 30.029096512085246
      },
      "jevbench_score": 62.97155565896435
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.04899359461242739,
      "calibration": 84.19278103362655,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.19204567415730334,
      "axes": {
        "intelligence": 84.88439186384392,
        "calibration": 84.19278103362655,
        "speed": 69.78178103134502,
        "cost": 31.497864127097145
      },
      "jevbench_score": 62.955178978405804
    },
    {
      "members": [
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.952054794520548,
        "hard": 0.7
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.06656473570732716,
      "calibration": 82.73602755478498,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.18448200374531834,
      "axes": {
        "intelligence": 84.99086757990868,
        "calibration": 82.73602755478498,
        "speed": 69.75909261944061,
        "cost": 32.0213797884486
      },
      "jevbench_score": 62.954524499586
    },
    {
      "members": [
        "jev-1.13.0",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.7318181818181818
      },
      "accuracy": 0.850187265917603,
      "ece_hard": 0.0410136785618546,
      "calibration": 85.82259427677505,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.2095153033707865,
      "axes": {
        "intelligence": 86.32897467828975,
        "calibration": 85.82259427677505,
        "speed": 69.78178103134502,
        "cost": 30.363527496908077
      },
      "jevbench_score": 62.945273348912345
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.054333372044610605,
      "calibration": 84.83266552055315,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.2417569700374532,
      "axes": {
        "intelligence": 84.72908883354089,
        "calibration": 84.83266552055315,
        "speed": 76.51812235281348,
        "cost": 28.49862988071989
      },
      "jevbench_score": 62.921053240848025
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.910958904109589,
        "hard": 0.6272727272727273
      },
      "accuracy": 0.7846441947565543,
      "ece_hard": 0.08721048542737422,
      "calibration": 79.80777560439748,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.14861252808988762,
      "axes": {
        "intelligence": 80.49169779991698,
        "calibration": 79.80777560439748,
        "speed": 69.7779713205367,
        "cost": 34.838337335506964
      },
      "jevbench_score": 62.86269753578472
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9315068493150684,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.797752808988764,
      "ece_hard": 0.11428881143661364,
      "calibration": 76.05010957035618,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.1636743445692884,
      "axes": {
        "intelligence": 81.76779784142798,
        "calibration": 76.05010957035618,
        "speed": 74.77855855005357,
        "cost": 33.580581685787266
      },
      "jevbench_score": 62.86180722032748
    },
    {
      "members": [
        "jev-1.13.0",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.958904109589041,
        "hard": 0.7227272727272728
      },
      "accuracy": 0.8445692883895131,
      "ece_hard": 0.03887243581938465,
      "calibration": 85.72736854179912,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.2095153033707865,
      "axes": {
        "intelligence": 85.86446658364467,
        "calibration": 85.72736854179912,
        "speed": 69.78178103134502,
        "cost": 30.363527496908077
      },
      "jevbench_score": 62.84298576893377
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9315068493150684,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.797752808988764,
      "ece_hard": 0.11548262905586434,
      "calibration": 75.9337440707474,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.1636743445692884,
      "axes": {
        "intelligence": 81.76779784142798,
        "calibration": 75.9337440707474,
        "speed": 74.77855855005357,
        "cost": 33.580581685787266
      },
      "jevbench_score": 62.83774694393944
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.958904109589041,
        "hard": 0.6090909090909091
      },
      "accuracy": 0.7902621722846442,
      "ece_hard": 0.1156332787007377,
      "calibration": 74.6035430515663,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.15260402621722846,
      "axes": {
        "intelligence": 81.28870900788709,
        "calibration": 74.6035430515663,
        "speed": 74.47320850632062,
        "cost": 34.49302024159303
      },
      "jevbench_score": 62.82467374659772
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9246575342465754,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.797752808988764,
      "ece_hard": 0.17121212121212095,
      "calibration": 63.95528787878791,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.1064367415730337,
      "axes": {
        "intelligence": 81.86768368617685,
        "calibration": 63.95528787878791,
        "speed": 75.77019658655011,
        "cost": 39.1872528788934
      },
      "jevbench_score": 62.792539670173205
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.06078117649204772,
      "calibration": 84.5364764726141,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.23419329962546817,
      "axes": {
        "intelligence": 84.24564134495643,
        "calibration": 84.5364764726141,
        "speed": 75.49954194936167,
        "cost": 28.912766033329746
      },
      "jevbench_score": 62.79229919596739
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.958904109589041,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.8033707865168539,
      "ece_hard": 0.03563755844186865,
      "calibration": 85.91402620942772,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.23068665168539326,
      "axes": {
        "intelligence": 82.24325446243255,
        "calibration": 85.91402620942772,
        "speed": 75.49954194936167,
        "cost": 29.10932603525056
      },
      "jevbench_score": 62.77478105631494
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.78125,
        "judge": 0.9452054794520548,
        "hard": 0.6181818181818182
      },
      "accuracy": 0.7883895131086143,
      "ece_hard": 0.10264894035238806,
      "calibration": 76.83444671917795,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.17589147940074906,
      "axes": {
        "intelligence": 80.88620797011208,
        "calibration": 76.83444671917795,
        "speed": 76.51812235281348,
        "cost": 32.64265594854422
      },
      "jevbench_score": 62.768978212975696
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.78125,
        "judge": 0.952054794520548,
        "hard": 0.6045454545454545
      },
      "accuracy": 0.7846441947565543,
      "ece_hard": 0.1151796470744981,
      "calibration": 74.63987339484127,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.15260402621722846,
      "axes": {
        "intelligence": 80.66889788293898,
        "calibration": 74.63987339484127,
        "speed": 74.47320850632062,
        "cost": 34.49302024159303
      },
      "jevbench_score": 62.71220576887885
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.04198655308176018,
      "calibration": 86.66553989382217,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.21447801872659175,
      "axes": {
        "intelligence": 85.02075550020756,
        "calibration": 86.66553989382217,
        "speed": 69.7779713205367,
        "cost": 30.058516326044753
      },
      "jevbench_score": 62.69953521246622
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8089887640449438,
      "ece_hard": 0.05298330875459179,
      "calibration": 84.58276675050713,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.23068665168539326,
      "axes": {
        "intelligence": 82.86306558738066,
        "calibration": 84.58276675050713,
        "speed": 75.49954194936167,
        "cost": 29.10932603525056
      },
      "jevbench_score": 62.64765764524476
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "openjev-razorback16"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9246575342465754,
        "hard": 0.65
      },
      "accuracy": 0.8014981273408239,
      "ece_hard": 0.21515151515151487,
      "calibration": 60.12609848484851,
      "p50_s": 0.6516780346632004,
      "p95_s": 1.131779689341783,
      "cost_usd_per_1000": 0.11372720973782771,
      "axes": {
        "intelligence": 82.14041095890411,
        "calibration": 60.12609848484851,
        "speed": 81.3220502108525,
        "cost": 38.324068480148846
      },
      "jevbench_score": 62.63613557512727
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7708333333333334,
        "judge": 0.9315068493150684,
        "hard": 0.6181818181818182
      },
      "accuracy": 0.7827715355805244,
      "ece_hard": 0.1086684207771313,
      "calibration": 76.4970950465669,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.16832780898876404,
      "axes": {
        "intelligence": 80.2109796596098,
        "calibration": 76.4970950465669,
        "speed": 75.49954194936167,
        "cost": 33.2153238838832
      },
      "jevbench_score": 62.63115101291932
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.78125,
        "judge": 0.9452054794520548,
        "hard": 0.6090909090909091
      },
      "accuracy": 0.7846441947565543,
      "ece_hard": 0.10776309637847917,
      "calibration": 76.17524893024529,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.17589147940074906,
      "axes": {
        "intelligence": 80.61348069738482,
        "calibration": 76.17524893024529,
        "speed": 76.51812235281348,
        "cost": 32.64265594854422
      },
      "jevbench_score": 62.581048750247845
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9794520547945206,
        "hard": 0.6227272727272727
      },
      "accuracy": 0.8052434456928839,
      "ece_hard": 0.06120544289454078,
      "calibration": 82.4843691085041,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.21496286891385769,
      "axes": {
        "intelligence": 82.85647571606476,
        "calibration": 82.4843691085041,
        "speed": 74.47320850632062,
        "cost": 30.029096512085246
      },
      "jevbench_score": 62.52592294523857
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.07583628830978563,
      "calibration": 82.95413183924732,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.2344665018726592,
      "axes": {
        "intelligence": 84.2835201328352,
        "calibration": 82.95413183924732,
        "speed": 75.49954194936167,
        "cost": 28.897575879432267
      },
      "jevbench_score": 62.49519168729477
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.05602283272627454,
      "calibration": 85.02959902138798,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.20340770037453182,
      "axes": {
        "intelligence": 83.52734537152347,
        "calibration": 85.02959902138798,
        "speed": 69.75909261944061,
        "cost": 30.748978302447497
      },
      "jevbench_score": 62.475189308895004
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.07698924605465521,
      "calibration": 81.6788781315649,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.21874271910112358,
      "axes": {
        "intelligence": 83.92984640929846,
        "calibration": 81.6788781315649,
        "speed": 74.47320850632062,
        "cost": 29.80199180953467
      },
      "jevbench_score": 62.4550969793025
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.9178082191780822,
        "hard": 0.5772727272727273
      },
      "accuracy": 0.7659176029962547,
      "ece_hard": 0.24090909090909077,
      "calibration": 54.19592424242426,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.05949694756554307,
      "axes": {
        "intelligence": 79.18347862183481,
        "calibration": 54.19592424242426,
        "speed": 75.77019658655011,
        "cost": 46.765159442990324
      },
      "jevbench_score": 62.4461271965557
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.061524824292706254,
      "calibration": 84.09532588768892,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.20691434831460673,
      "axes": {
        "intelligence": 84.72908883354089,
        "calibration": 84.09532588768892,
        "speed": 69.75909261944061,
        "cost": 30.526281774305716
      },
      "jevbench_score": 62.41224165818741
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.05388657897510735,
      "calibration": 85.33184429464879,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.21447801872659175,
      "axes": {
        "intelligence": 84.61166459111665,
        "calibration": 85.33184429464879,
        "speed": 69.7779713205367,
        "cost": 30.058516326044753
      },
      "jevbench_score": 62.38164352499589
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "openjev-razorback16"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.958904109589041,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.20303030303030284,
      "calibration": 60.830969696969724,
      "p50_s": 0.6811514683067799,
      "p95_s": 1.1347835324704645,
      "cost_usd_per_1000": 0.12796339325842696,
      "axes": {
        "intelligence": 83.40992112909922,
        "calibration": 60.830969696969724,
        "speed": 81.11843278006634,
        "cost": 36.78742756204445
      },
      "jevbench_score": 62.379279664976394
    },
    {
      "members": [
        "jev-1.13.0",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.08663095451524241,
      "calibration": 81.22247600534848,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6257096692919728,
      "cost_usd_per_1000": 0.23679425468164794,
      "axes": {
        "intelligence": 84.48189082606892,
        "calibration": 81.22247600534848,
        "speed": 76.53150536083959,
        "cost": 28.76886517211291
      },
      "jevbench_score": 62.344867915980295
    },
    {
      "members": [
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.08935793255092463,
      "calibration": 79.43968780186547,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.21176095505617978,
      "axes": {
        "intelligence": 83.2356787048568,
        "calibration": 79.43968780186547,
        "speed": 75.49954194936167,
        "cost": 30.2246233901472
      },
      "jevbench_score": 62.32511193814847
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.6181818181818182
      },
      "accuracy": 0.797752808988764,
      "ece_hard": 0.0704911877124503,
      "calibration": 81.08103190284957,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.21672367041198504,
      "axes": {
        "intelligence": 82.1447696139477,
        "calibration": 81.08103190284957,
        "speed": 75.49954194936167,
        "cost": 29.922809582245947
      },
      "jevbench_score": 62.28184469127685
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9726027397260274,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.07916039933304747,
      "calibration": 82.21671347829691,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.23419329962546817,
      "axes": {
        "intelligence": 83.75560398505606,
        "calibration": 82.21671347829691,
        "speed": 75.49954194936167,
        "cost": 28.912766033329746
      },
      "jevbench_score": 62.26614611603291
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6363636363636364
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.07951928028622413,
      "calibration": 81.1750135817222,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.21846951685393257,
      "axes": {
        "intelligence": 83.36545246990454,
        "calibration": 81.1750135817222,
        "speed": 74.47320850632062,
        "cost": 29.818274552891452
      },
      "jevbench_score": 62.261956531824495
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.65
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.08054787000958263,
      "calibration": 82.1057483608319,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.2344665018726592,
      "axes": {
        "intelligence": 83.8744292237443,
        "calibration": 82.1057483608319,
        "speed": 75.49954194936167,
        "cost": 28.897575879432267
      },
      "jevbench_score": 62.259011039694315
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.07140325376564004,
      "calibration": 83.00888596962298,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.20718755056179775,
      "axes": {
        "intelligence": 85.02075550020756,
        "calibration": 83.00888596962298,
        "speed": 69.75909261944061,
        "cost": 30.509090317912694
      },
      "jevbench_score": 62.25437919810072
    },
    {
      "members": [
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.09387687057671629,
      "calibration": 78.90220694380466,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.21176095505617978,
      "axes": {
        "intelligence": 83.37204234122044,
        "calibration": 78.90220694380466,
        "speed": 75.49954194936167,
        "cost": 30.2246233901472
      },
      "jevbench_score": 62.24488967895895
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7708333333333334,
        "judge": 0.910958904109589,
        "hard": 0.6045454545454545
      },
      "accuracy": 0.7715355805243446,
      "ece_hard": 0.11151167743937015,
      "calibration": 74.72461424702773,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.16016769662921349,
      "axes": {
        "intelligence": 79.22654628476546,
        "calibration": 74.72461424702773,
        "speed": 74.77855855005357,
        "cost": 33.86275209892408
      },
      "jevbench_score": 62.22407318912852
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.08795909677914016,
      "calibration": 80.77138362151732,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.21846951685393257,
      "axes": {
        "intelligence": 83.50181610626817,
        "calibration": 80.77138362151732,
        "speed": 74.47320850632062,
        "cost": 29.818274552891452
      },
      "jevbench_score": 62.209828548138695
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6227272727272727
      },
      "accuracy": 0.8014981273408239,
      "ece_hard": 0.07876315302296835,
      "calibration": 80.36294253693114,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.21672367041198504,
      "axes": {
        "intelligence": 82.47291407222914,
        "calibration": 80.36294253693114,
        "speed": 75.49954194936167,
        "cost": 29.922809582245947
      },
      "jevbench_score": 62.20545399072777
    },
    {
      "members": [
        "jev-1.13.0",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9315068493150684,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.08595909155599049,
      "calibration": 81.2641991710193,
      "p50_s": 1.724735751748085,
      "p95_s": 1.9244587391614911,
      "cost_usd_per_1000": 0.22107047191011236,
      "axes": {
        "intelligence": 83.0140099626401,
        "calibration": 81.2641991710193,
        "speed": 74.78968829969378,
        "cost": 29.664077850575623
      },
      "jevbench_score": 62.19862829653094
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.8089887640449438,
      "ece_hard": 0.07631851219975132,
      "calibration": 81.4378046267064,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.1894447191011236,
      "axes": {
        "intelligence": 83.11825446243255,
        "calibration": 81.4378046267064,
        "speed": 69.75909261944061,
        "cost": 31.675524894125246
      },
      "jevbench_score": 62.188743013610356
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.8698630136986302,
        "hard": 0.5863636363636363
      },
      "accuracy": 0.7584269662921348,
      "ece_hard": 0.17575757575757556,
      "calibration": 63.42490909090911,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.10265689138576778,
      "axes": {
        "intelligence": 78.40540680780407,
        "calibration": 63.42490909090911,
        "speed": 75.77019658655011,
        "cost": 39.658356730150174
      },
      "jevbench_score": 62.174134553547496
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.08214180347813439,
      "calibration": 81.20240868946735,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.2260331872659176,
      "axes": {
        "intelligence": 83.6381797426318,
        "calibration": 81.20240868946735,
        "speed": 74.77855855005357,
        "cost": 29.374833729784655
      },
      "jevbench_score": 62.14862114857283
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "openjev-razorback16"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9315068493150684,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.21818181818181814,
      "calibration": 60.72598484848485,
      "p50_s": 0.6792524389922618,
      "p95_s": 1.086352695524692,
      "cost_usd_per_1000": 0.13147004119850186,
      "axes": {
        "intelligence": 82.87764632627646,
        "calibration": 60.72598484848485,
        "speed": 81.31997947189848,
        "cost": 36.43519602918106
      },
      "jevbench_score": 62.14162225235766
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.78125,
        "judge": 0.9041095890410958,
        "hard": 0.6
      },
      "accuracy": 0.7696629213483146,
      "ece_hard": 0.11683255552602001,
      "calibration": 74.14631399363722,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.16016769662921349,
      "axes": {
        "intelligence": 79.19006849315069,
        "calibration": 74.14631399363722,
        "speed": 74.77855855005357,
        "cost": 33.86275209892408
      },
      "jevbench_score": 62.096183144754995
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9315068493150684,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8052434456928839,
      "ece_hard": 0.1254545454545452,
      "calibration": 71.39354545454549,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.16852238202247188,
      "axes": {
        "intelligence": 82.77916147779162,
        "calibration": 71.39354545454549,
        "speed": 75.77019658655011,
        "cost": 33.20027232567968
      },
      "jevbench_score": 62.0947679131074
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.952054794520548,
        "hard": 0.6363636363636364
      },
      "accuracy": 0.8052434456928839,
      "ece_hard": 0.09207641956377695,
      "calibration": 78.59306197853452,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.21932462546816478,
      "axes": {
        "intelligence": 82.7901100041511,
        "calibration": 78.59306197853452,
        "speed": 76.51812235281348,
        "cost": 29.767378107879182
      },
      "jevbench_score": 62.046443002158334
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.08956735850100256,
      "calibration": 80.7402580163839,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.2260331872659176,
      "axes": {
        "intelligence": 83.50181610626817,
        "calibration": 80.7402580163839,
        "speed": 74.77855855005357,
        "cost": 29.374833729784655
      },
      "jevbench_score": 62.03469340137808
    },
    {
      "members": [
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9041095890410958,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8033707865168539,
      "ece_hard": 0.07300567378744893,
      "calibration": 81.77096506429308,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.19177247191011235,
      "axes": {
        "intelligence": 82.26582606890828,
        "calibration": 81.77096506429308,
        "speed": 69.7779713205367,
        "cost": 31.516412012284874
      },
      "jevbench_score": 62.018095242886844
    },
    {
      "members": [
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9178082191780822,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.08533449016301778,
      "calibration": 80.8362479051948,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.19177247191011235,
      "axes": {
        "intelligence": 83.19484225819845,
        "calibration": 80.8362479051948,
        "speed": 69.7779713205367,
        "cost": 31.516412012284874
      },
      "jevbench_score": 62.01395281748643
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.11212121212121193,
      "calibration": 70.51404545454547,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.17210765917603,
      "axes": {
        "intelligence": 84.32658779576589,
        "calibration": 70.51404545454547,
        "speed": 75.49954194936167,
        "cost": 32.92599406497797
      },
      "jevbench_score": 62.00558977923514
    },
    {
      "members": [
        "jev-1.13.0",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.11056905972014008,
      "calibration": 79.2254651976323,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6257096692919728,
      "cost_usd_per_1000": 0.23679425468164794,
      "axes": {
        "intelligence": 84.67367164798672,
        "calibration": 79.2254651976323,
        "speed": 76.53150536083959,
        "cost": 28.76886517211291
      },
      "jevbench_score": 61.99319852276
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.0751238756447119,
      "calibration": 82.40638464195831,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.20691434831460673,
      "axes": {
        "intelligence": 83.99185346616854,
        "calibration": 82.40638464195831,
        "speed": 69.75909261944061,
        "cost": 30.526281774305716
      },
      "jevbench_score": 61.96096734653694
    },
    {
      "members": [
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9178082191780822,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.799625468164794,
      "ece_hard": 0.10128140291200574,
      "calibration": 77.02534251949533,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.19603717228464418,
      "axes": {
        "intelligence": 82.10393316728934,
        "calibration": 77.02534251949533,
        "speed": 74.47320850632062,
        "cost": 31.22984711633177
      },
      "jevbench_score": 61.928688229541976
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.958904109589041,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.8052434456928839,
      "ece_hard": 0.07245057471553942,
      "calibration": 82.98410029093164,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.20340770037453182,
      "axes": {
        "intelligence": 82.53492112909922,
        "calibration": 82.98410029093164,
        "speed": 69.75909261944061,
        "cost": 30.748978302447497
      },
      "jevbench_score": 61.91074581661441
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6181818181818182
      },
      "accuracy": 0.8033707865168539,
      "ece_hard": 0.10572998946903187,
      "calibration": 76.90303246194799,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.20099988764044946,
      "axes": {
        "intelligence": 82.81999792444998,
        "calibration": 76.90303246194799,
        "speed": 74.47320850632062,
        "cost": 30.904125560541516
      },
      "jevbench_score": 61.87622375560585
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.03896333173610071,
      "calibration": 86.42534848306781,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.27384659550561796,
      "axes": {
        "intelligence": 83.56382316313824,
        "calibration": 86.42534848306781,
        "speed": 75.49954194936167,
        "cost": 26.87477961711315
      },
      "jevbench_score": 61.87100453630144
    },
    {
      "members": [
        "djev",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9383561643835616,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.10755263143304067,
      "calibration": 77.8060145971117,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6257096692919728,
      "cost_usd_per_1000": 0.22283127340823972,
      "axes": {
        "intelligence": 83.2057907845579,
        "calibration": 77.8060145971117,
        "speed": 76.53150536083959,
        "cost": 29.5607157358955
      },
      "jevbench_score": 61.862929347644176
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "openjev-razorback16"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9452054794520548,
        "hard": 0.65
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.1636363636363637,
      "calibration": 66.27036363636364,
      "p50_s": 0.6818747088313103,
      "p95_s": 1.1444025911390774,
      "cost_usd_per_1000": 0.1760860524344569,
      "axes": {
        "intelligence": 83.29908675799086,
        "calibration": 66.27036363636364,
        "speed": 81.07716585059153,
        "cost": 32.62825127850175
      },
      "jevbench_score": 61.817720661465465
    },
    {
      "members": [
        "jev-1.13.0",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9246575342465754,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8089887640449438,
      "ece_hard": 0.09997212474584798,
      "calibration": 79.45917721302935,
      "p50_s": 1.724735751748085,
      "p95_s": 1.9244587391614911,
      "cost_usd_per_1000": 0.22107047191011236,
      "axes": {
        "intelligence": 82.68586550435866,
        "calibration": 79.45917721302935,
        "speed": 74.78968829969378,
        "cost": 29.664077850575623
      },
      "jevbench_score": 61.78911557764233
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.958904109589041,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.14636363636363625,
      "calibration": 68.74013636363637,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.1687955842696629,
      "axes": {
        "intelligence": 84.22810294728103,
        "calibration": 68.74013636363637,
        "speed": 75.77019658655011,
        "cost": 33.179167564083926
      },
      "jevbench_score": 61.76718756086523
    },
    {
      "members": [
        "djev",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9383561643835616,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.11203344527991058,
      "calibration": 77.21483199064275,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6257096692919728,
      "cost_usd_per_1000": 0.22283127340823972,
      "axes": {
        "intelligence": 83.2057907845579,
        "calibration": 77.21483199064275,
        "speed": 76.53150536083959,
        "cost": 29.5607157358955
      },
      "jevbench_score": 61.74508190970858
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.6363636363636364
      },
      "accuracy": 0.8052434456928839,
      "ece_hard": 0.10856233191943636,
      "calibration": 77.08903389328982,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.21932462546816478,
      "axes": {
        "intelligence": 82.69022415940225,
        "calibration": 77.08903389328982,
        "speed": 76.51812235281348,
        "cost": 29.767378107879182
      },
      "jevbench_score": 61.728811476772556
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.05370185194144459,
      "calibration": 85.06365472035503,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.2776264456928839,
      "axes": {
        "intelligence": 84.67367164798672,
        "calibration": 85.06365472035503,
        "speed": 75.49954194936167,
        "cost": 26.696175007669808
      },
      "jevbench_score": 61.7264707951279
    },
    {
      "members": [
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.910958904109589,
        "hard": 0.65
      },
      "accuracy": 0.797752808988764,
      "ece_hard": 0.10024027835105517,
      "calibration": 77.6775879315613,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.2190514232209738,
      "axes": {
        "intelligence": 81.75684931506851,
        "calibration": 77.6775879315613,
        "speed": 76.51812235281348,
        "cost": 29.783617623351972
      },
      "jevbench_score": 61.6794379361093
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.058027587217152544,
      "calibration": 84.60225338156177,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.2851901161048689,
      "axes": {
        "intelligence": 84.82897467828975,
        "calibration": 84.60225338156177,
        "speed": 76.51812235281348,
        "cost": 26.34596589989596
      },
      "jevbench_score": 61.67386198407032
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.04474478895669768,
      "calibration": 86.24643564854851,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.24684084644194754,
      "axes": {
        "intelligence": 85.1571191365712,
        "calibration": 86.24643564854851,
        "speed": 69.75909261944061,
        "cost": 28.227489190476646
      },
      "jevbench_score": 61.667848576590806
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "openjev-razorback16"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9452054794520548,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.8033707865168539,
      "ece_hard": 0.23181818181818167,
      "calibration": 56.28551515151517,
      "p50_s": 0.6500487640500069,
      "p95_s": 1.1367489621043205,
      "cost_usd_per_1000": 0.11400041198501872,
      "axes": {
        "intelligence": 82.44302615193027,
        "calibration": 56.28551515151517,
        "speed": 81.31389496755949,
        "cost": 38.2928073750382
      },
      "jevbench_score": 61.65355668903456
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.057848370262717434,
      "calibration": 84.51190697147811,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.274119797752809,
      "axes": {
        "intelligence": 84.2835201328352,
        "calibration": 84.51190697147811,
        "speed": 75.49954194936167,
        "cost": 26.861787918386057
      },
      "jevbench_score": 61.65026532138758
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9246575342465754,
        "hard": 0.6363636363636364
      },
      "accuracy": 0.795880149812734,
      "ece_hard": 0.10231275146575383,
      "calibration": 76.68292186385204,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.2036008426966292,
      "axes": {
        "intelligence": 81.7313200498132,
        "calibration": 76.68292186385204,
        "speed": 74.77855855005357,
        "cost": 30.73661286406545
      },
      "jevbench_score": 61.607000646625956
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.952054794520548,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.11818181818181858,
      "calibration": 69.1409848484848,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.14482870786516855,
      "axes": {
        "intelligence": 84.85450394354504,
        "calibration": 69.1409848484848,
        "speed": 69.75909261944061,
        "cost": 35.1743603199228
      },
      "jevbench_score": 61.59697332055118
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6181818181818182
      },
      "accuracy": 0.8033707865168539,
      "ece_hard": 0.12194007512276023,
      "calibration": 75.37391619383173,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.20099988764044946,
      "axes": {
        "intelligence": 82.81999792444998,
        "calibration": 75.37391619383173,
        "speed": 74.47320850632062,
        "cost": 30.904125560541516
      },
      "jevbench_score": 61.566321380497406
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.65
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.060690681623685,
      "calibration": 83.18932991212571,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.2583960149812734,
      "axes": {
        "intelligence": 83.8744292237443,
        "calibration": 83.18932991212571,
        "speed": 74.47320850632062,
        "cost": 27.631425651228327
      },
      "jevbench_score": 61.556673180512455
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9246575342465754,
        "hard": 0.6318181818181818
      },
      "accuracy": 0.7940074906367042,
      "ece_hard": 0.10446600508808795,
      "calibration": 76.46550840723776,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.2036008426966292,
      "axes": {
        "intelligence": 81.59495641344957,
        "calibration": 76.46550840723776,
        "speed": 74.77855855005357,
        "cost": 30.73661286406545
      },
      "jevbench_score": 61.537591978052674
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.5909090909090909
      },
      "accuracy": 0.7883895131086143,
      "ece_hard": 0.215151515151515,
      "calibration": 58.36051515151517,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.1029300936329588,
      "axes": {
        "intelligence": 81.61825446243255,
        "calibration": 58.36051515151517,
        "speed": 75.77019658655011,
        "cost": 39.62372896471127
      },
      "jevbench_score": 61.49503377783112
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.054321088651836734,
      "calibration": 83.88647845003706,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.2328778651685393,
      "axes": {
        "intelligence": 84.20257368202574,
        "calibration": 83.88647845003706,
        "speed": 69.75909261944061,
        "cost": 28.98615366409723
      },
      "jevbench_score": 61.4755164061078
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.06818709477423501,
      "calibration": 82.74925265306653,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.2583960149812734,
      "axes": {
        "intelligence": 83.73806558738066,
        "calibration": 82.74925265306653,
        "speed": 74.47320850632062,
        "cost": 27.631425651228327
      },
      "jevbench_score": 61.45009951496833
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.06344710381260868,
      "calibration": 83.28040988688238,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.281410265917603,
      "axes": {
        "intelligence": 84.31999792444998,
        "calibration": 83.28040988688238,
        "speed": 76.51812235281348,
        "cost": 26.519801903195614
      },
      "jevbench_score": 61.440112938528465
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.06617540784384371,
      "calibration": 81.95718165534397,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.26015681647940075,
      "axes": {
        "intelligence": 83.44639892071399,
        "calibration": 81.95718165534397,
        "speed": 75.49954194936167,
        "cost": 27.542943714532868
      },
      "jevbench_score": 61.409748907944724
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.065994479288283,
      "calibration": 83.57884479740858,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.2851901161048689,
      "axes": {
        "intelligence": 84.40094437525944,
        "calibration": 83.57884479740858,
        "speed": 76.51812235281348,
        "cost": 26.34596589989596
      },
      "jevbench_score": 61.40878786494324
    },
    {
      "members": [
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.910958904109589,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.795880149812734,
      "ece_hard": 0.11193340831488245,
      "calibration": 76.39566149740118,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.2190514232209738,
      "axes": {
        "intelligence": 81.62048567870485,
        "calibration": 76.39566149740118,
        "speed": 76.51812235281348,
        "cost": 29.783617623351972
      },
      "jevbench_score": 61.39774285703939
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.65
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.06875838150833974,
      "calibration": 81.61932434634613,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.26015681647940075,
      "axes": {
        "intelligence": 83.58276255707764,
        "calibration": 81.61932434634613,
        "speed": 75.49954194936167,
        "cost": 27.542943714532868
      },
      "jevbench_score": 61.37140939726516
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.06879771364712453,
      "calibration": 83.30091904237568,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.2776264456928839,
      "axes": {
        "intelligence": 84.40094437525944,
        "calibration": 83.30091904237568,
        "speed": 75.49954194936167,
        "cost": 26.696175007669808
      },
      "jevbench_score": 61.35466852259277
    },
    {
      "members": [
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9178082191780822,
        "hard": 0.6363636363636364
      },
      "accuracy": 0.7940074906367042,
      "ece_hard": 0.12463457063127112,
      "calibration": 74.68162263510025,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.19603717228464418,
      "axes": {
        "intelligence": 81.5395392278954,
        "calibration": 74.68162263510025,
        "speed": 74.47320850632062,
        "cost": 31.22984711633177
      },
      "jevbench_score": 61.34624438097087
    },
    {
      "members": [
        "djev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.952054794520548,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.10587462503266487,
      "calibration": 77.49517478669117,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.19555232209737827,
      "axes": {
        "intelligence": 83.72571606475717,
        "calibration": 77.49517478669117,
        "speed": 69.78178103134502,
        "cost": 31.262110678787337
      },
      "jevbench_score": 61.33713260399733
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.05580080700322828,
      "calibration": 84.95394366111509,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.24684084644194754,
      "axes": {
        "intelligence": 84.61166459111665,
        "calibration": 84.95394366111509,
        "speed": 69.75909261944061,
        "cost": 28.227489190476646
      },
      "jevbench_score": 61.336884643860785
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9315068493150684,
        "hard": 0.7136363636363636
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.1272727272727277,
      "calibration": 72.35856060606056,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.16608215730337078,
      "axes": {
        "intelligence": 83.94961602324616,
        "calibration": 72.35856060606056,
        "speed": 69.7779713205367,
        "cost": 33.390310677437384
      },
      "jevbench_score": 61.33549266240975
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.7
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.1439393939393936,
      "calibration": 69.59114393939397,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.19336110861423222,
      "axes": {
        "intelligence": 84.59931506849315,
        "calibration": 69.59114393939397,
        "speed": 76.51812235281348,
        "cost": 31.408926178436772
      },
      "jevbench_score": 61.33163662666127
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8370786516853933,
      "ece_hard": 0.04641461027468968,
      "calibration": 85.79686413946173,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.25791116479400744,
      "axes": {
        "intelligence": 85.42984640929848,
        "calibration": 85.79686413946173,
        "speed": 69.78178103134502,
        "cost": 27.65589571451909
      },
      "jevbench_score": 61.327139004587735
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.06345487560677193,
      "calibration": 82.82879585347075,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.2326046629213483,
      "axes": {
        "intelligence": 84.2835201328352,
        "calibration": 82.82879585347075,
        "speed": 69.75909261944061,
        "cost": 29.00144750240858
      },
      "jevbench_score": 61.3036210260935
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9383561643835616,
        "hard": 0.7136363636363636
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.11666666666666621,
      "calibration": 70.2974166666667,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.15879168913857677,
      "axes": {
        "intelligence": 84.72473017849731,
        "calibration": 70.2974166666667,
        "speed": 69.75909261944061,
        "cost": 33.975166944366165
      },
      "jevbench_score": 61.295415820581574
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6136363636363636
      },
      "accuracy": 0.799625468164794,
      "ece_hard": 0.11302125815431323,
      "calibration": 77.44100598048499,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.1894447191011236,
      "axes": {
        "intelligence": 82.49185346616854,
        "calibration": 77.44100598048499,
        "speed": 69.75909261944061,
        "cost": 31.675524894125246
      },
      "jevbench_score": 61.29522911195305
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.952054794520548,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.07345597213026604,
      "calibration": 83.15044525005585,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.2849169138576779,
      "axes": {
        "intelligence": 84.03632212536323,
        "calibration": 83.15044525005585,
        "speed": 76.51812235281348,
        "cost": 26.358453053841984
      },
      "jevbench_score": 61.27085769288307
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.06237968507933941,
      "calibration": 84.42026737298235,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.24656764419475652,
      "axes": {
        "intelligence": 84.72908883354089,
        "calibration": 84.42026737298235,
        "speed": 69.75909261944061,
        "cost": 28.241917427052528
      },
      "jevbench_score": 61.26939124241467
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.05061216047236898,
      "calibration": 85.41863187019518,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.25413131460674154,
      "axes": {
        "intelligence": 84.88439186384392,
        "calibration": 85.41863187019518,
        "speed": 69.7779713205367,
        "cost": 27.84825450858567
      },
      "jevbench_score": 61.26665826196086
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.0746278095799234,
      "calibration": 82.52442077411959,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.281410265917603,
      "axes": {
        "intelligence": 84.12821710253218,
        "calibration": 82.52442077411959,
        "speed": 76.51812235281348,
        "cost": 26.519801903195614
      },
      "jevbench_score": 61.265317358676036
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.03566540787277966,
      "calibration": 86.18390628227083,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.2577165917602996,
      "axes": {
        "intelligence": 84.61825446243255,
        "calibration": 86.18390628227083,
        "speed": 69.78178103134502,
        "cost": 27.6657286218213
      },
      "jevbench_score": 61.25528992962414
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9452054794520548,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.1303030303030301,
      "calibration": 69.50461363636366,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.18607064044943822,
      "axes": {
        "intelligence": 83.94302615193027,
        "calibration": 69.50461363636366,
        "speed": 75.49954194936167,
        "cost": 31.90966442617821
      },
      "jevbench_score": 61.23027390699431
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.07320330232929435,
      "calibration": 82.64485236579279,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.274119797752809,
      "axes": {
        "intelligence": 83.73806558738066,
        "calibration": 82.64485236579279,
        "speed": 75.49954194936167,
        "cost": 26.861787918386057
      },
      "jevbench_score": 61.20747886129957
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.08159295355610177,
      "calibration": 81.72268121682464,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.26190266292134834,
      "axes": {
        "intelligence": 83.99185346616854,
        "calibration": 81.72268121682464,
        "speed": 74.47320850632062,
        "cost": 27.455802574600654
      },
      "jevbench_score": 61.20733845372926
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.7045454545454546
      },
      "accuracy": 0.8352059925093633,
      "ece_hard": 0.15454545454545449,
      "calibration": 69.21612121212121,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6257096692919728,
      "cost_usd_per_1000": 0.19714095880149812,
      "axes": {
        "intelligence": 84.92745952677461,
        "calibration": 69.21612121212121,
        "speed": 76.53150536083959,
        "cost": 31.156694067130275
      },
      "jevbench_score": 61.18736547045555
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9657534246575342,
        "hard": 0.65
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.06659481394070287,
      "calibration": 83.22206919651049,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.27384659550561796,
      "axes": {
        "intelligence": 82.9994292237443,
        "calibration": 83.22206919651049,
        "speed": 75.49954194936167,
        "cost": 26.87477961711315
      },
      "jevbench_score": 61.18580960650921
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8352059925093633,
      "ece_hard": 0.054072234733221834,
      "calibration": 85.10069841863921,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.2576379625468165,
      "axes": {
        "intelligence": 85.29348277293484,
        "calibration": 85.10069841863921,
        "speed": 69.7779713205367,
        "cost": 27.669704319737818
      },
      "jevbench_score": 61.184717256041296
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.952054794520548,
        "hard": 0.65
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.0759089255938634,
      "calibration": 80.95532353139394,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.25988361423220974,
      "axes": {
        "intelligence": 83.19920091324202,
        "calibration": 80.95532353139394,
        "speed": 75.49954194936167,
        "cost": 27.55663306239589
      },
      "jevbench_score": 61.183421436103494
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.952054794520548,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8089887640449438,
      "ece_hard": 0.08039648693598983,
      "calibration": 79.8214001831809,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.24443303370786518,
      "axes": {
        "intelligence": 83.06283727687838,
        "calibration": 79.8214001831809,
        "speed": 74.47320850632062,
        "cost": 28.355203062428018
      },
      "jevbench_score": 61.17017634431174
    },
    {
      "members": [
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9315068493150684,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.799625468164794,
      "ece_hard": 0.12350603390819581,
      "calibration": 74.24889723533006,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.20332764044943819,
      "axes": {
        "intelligence": 81.90416147779162,
        "calibration": 74.24889723533006,
        "speed": 74.77855855005357,
        "cost": 30.75410737493995
      },
      "jevbench_score": 61.15318034503048
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.0802048360222696,
      "calibration": 81.37513712409618,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.2581228127340824,
      "axes": {
        "intelligence": 83.44639892071399,
        "calibration": 81.37513712409618,
        "speed": 74.47320850632062,
        "cost": 27.645208332489517
      },
      "jevbench_score": 61.147656361370835
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6272727272727273
      },
      "accuracy": 0.8033707865168539,
      "ece_hard": 0.070340559236487,
      "calibration": 80.7969867807941,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.2563769662921348,
      "axes": {
        "intelligence": 82.60927770859278,
        "calibration": 80.7969867807941,
        "speed": 75.49954194936167,
        "cost": 27.733629873221304
      },
      "jevbench_score": 61.14257928806132
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.952054794520548,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8089887640449438,
      "ece_hard": 0.08257102296810934,
      "calibration": 79.62150934382481,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.24443303370786518,
      "axes": {
        "intelligence": 83.06283727687838,
        "calibration": 79.62150934382481,
        "speed": 74.47320850632062,
        "cost": 28.355203062428018
      },
      "jevbench_score": 61.131844339380606
    },
    {
      "members": [
        "system-one-open",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.05234601330069842,
      "calibration": 81.81739676359365,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.234429138576779,
      "axes": {
        "intelligence": 84.51836861768369,
        "calibration": 81.81739676359365,
        "speed": 69.75909261944061,
        "cost": 28.899652248482568
      },
      "jevbench_score": 61.10440937874417
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.05421058582640647,
      "calibration": 84.7538060262585,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.25413131460674154,
      "axes": {
        "intelligence": 84.61166459111665,
        "calibration": 84.7538060262585,
        "speed": 69.7779713205367,
        "cost": 27.84825450858567
      },
      "jevbench_score": 61.09792230453661
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.08739626900104826,
      "calibration": 81.97376999343123,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.2849169138576779,
      "axes": {
        "intelligence": 84.26458073889582,
        "calibration": 81.97376999343123,
        "speed": 76.51812235281348,
        "cost": 26.358453053841984
      },
      "jevbench_score": 61.094350061500435
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.07203322176106222,
      "calibration": 81.9784015606999,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.2328778651685393,
      "axes": {
        "intelligence": 84.01079286010793,
        "calibration": 81.9784015606999,
        "speed": 69.75909261944061,
        "cost": 28.98615366409723
      },
      "jevbench_score": 61.088081434369464
    },
    {
      "members": [
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.9315068493150684,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.797752808988764,
      "ece_hard": 0.1252085226072714,
      "calibration": 74.08232510778154,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.20332764044943819,
      "axes": {
        "intelligence": 81.61249481112495,
        "calibration": 74.08232510778154,
        "speed": 74.77855855005357,
        "cost": 30.75410737493995
      },
      "jevbench_score": 61.064368266299596
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.6227272727272727
      },
      "accuracy": 0.799625468164794,
      "ece_hard": 0.07069645208670736,
      "calibration": 80.67696050600108,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.2563769662921348,
      "axes": {
        "intelligence": 82.28113325031133,
        "calibration": 80.67696050600108,
        "speed": 75.49954194936167,
        "cost": 27.733629873221304
      },
      "jevbench_score": 61.05907294024706
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.08262631452913081,
      "calibration": 81.22929891721239,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.26190266292134834,
      "axes": {
        "intelligence": 83.66370900788709,
        "calibration": 81.22929891721239,
        "speed": 74.47320850632062,
        "cost": 27.455802574600654
      },
      "jevbench_score": 61.054967830091876
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.09363636363636339,
      "calibration": 75.40111363636366,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.23419329962546817,
      "axes": {
        "intelligence": 84.38200498132005,
        "calibration": 75.40111363636366,
        "speed": 75.49954194936167,
        "cost": 28.912766033329746
      },
      "jevbench_score": 61.04714946378541
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.7136363636363636
      },
      "accuracy": 0.8426966292134831,
      "ece_hard": 0.14696969696969664,
      "calibration": 69.60586363636367,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.16635535955056177,
      "axes": {
        "intelligence": 85.68363428808635,
        "calibration": 69.60586363636367,
        "speed": 69.78178103134502,
        "cost": 33.36889608087208
      },
      "jevbench_score": 61.045955898593306
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8352059925093633,
      "ece_hard": 0.06675622554158489,
      "calibration": 83.27903133301771,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.2503474943820225,
      "axes": {
        "intelligence": 85.23806558738066,
        "calibration": 83.27903133301771,
        "speed": 69.75909261944061,
        "cost": 28.043702527174077
      },
      "jevbench_score": 61.045176845026816
    },
    {
      "members": [
        "jev-1.13.0",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.7272727272727273
      },
      "accuracy": 0.8445692883895131,
      "ece_hard": 0.043675795151469826,
      "calibration": 86.6869545431268,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.27518622097378276,
      "axes": {
        "intelligence": 85.60927770859278,
        "calibration": 86.6869545431268,
        "speed": 69.78178103134502,
        "cost": 26.811199471911323
      },
      "jevbench_score": 61.04262736422647
    },
    {
      "members": [
        "jev-1.13.0",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.7181818181818181
      },
      "accuracy": 0.8445692883895131,
      "ece_hard": 0.05600158752210355,
      "calibration": 84.05863272156529,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.2594624382022472,
      "axes": {
        "intelligence": 85.81999792444999,
        "calibration": 84.05863272156529,
        "speed": 69.78178103134502,
        "cost": 27.577765153220284
      },
      "jevbench_score": 61.04048630793842
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.952054794520548,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.08887572057867793,
      "calibration": 79.74132928622868,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.25988361423220974,
      "axes": {
        "intelligence": 83.60829182233293,
        "calibration": 79.74132928622868,
        "speed": 75.49954194936167,
        "cost": 27.55663306239589
      },
      "jevbench_score": 61.027534223758025
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.952054794520548,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.8071161048689138,
      "ece_hard": 0.06887042959048502,
      "calibration": 82.08202771785153,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.22909801498127338,
      "axes": {
        "intelligence": 82.92647364051474,
        "calibration": 82.08202771785153,
        "speed": 69.75909261944061,
        "cost": 29.199360212106924
      },
      "jevbench_score": 61.02093505318747
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6181818181818182
      },
      "accuracy": 0.799625468164794,
      "ece_hard": 0.16181818181818164,
      "calibration": 66.29043181818184,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.165015734082397,
      "axes": {
        "intelligence": 82.43643628061437,
        "calibration": 66.29043181818184,
        "speed": 75.77019658655011,
        "cost": 33.47423932824064
      },
      "jevbench_score": 61.016149430055066
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.057539479997921424,
      "calibration": 84.47399145742511,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.25791116479400744,
      "axes": {
        "intelligence": 84.9653383146534,
        "calibration": 84.47399145742511,
        "speed": 69.78178103134502,
        "cost": 27.65589571451909
      },
      "jevbench_score": 61.00615393605959
    },
    {
      "members": [
        "jev-1.13.0",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.7272727272727273
      },
      "accuracy": 0.8445692883895131,
      "ece_hard": 0.04632165552779856,
      "calibration": 86.4297016097221,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.27518622097378276,
      "axes": {
        "intelligence": 85.60927770859278,
        "calibration": 86.4297016097221,
        "speed": 69.78178103134502,
        "cost": 26.811199471911323
      },
      "jevbench_score": 60.997289225052604
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.08560103783832783,
      "calibration": 81.62964904937687,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.2694663333333333,
      "axes": {
        "intelligence": 83.52734537152347,
        "calibration": 81.62964904937687,
        "speed": 74.77855855005357,
        "cost": 27.084864613118356
      },
      "jevbench_score": 60.960018720384305
    },
    {
      "members": [
        "djev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.7227272727272728
      },
      "accuracy": 0.8408239700374532,
      "ece_hard": 0.056265857315133797,
      "calibration": 84.36125315971097,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.26122323970037453,
      "axes": {
        "intelligence": 85.28113325031134,
        "calibration": 84.36125315971097,
        "speed": 69.78178103134502,
        "cost": 27.48964566134252
      },
      "jevbench_score": 60.95043285207745
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.050766803164228255,
      "calibration": 84.57462043760313,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.2577165917602996,
      "axes": {
        "intelligence": 84.48189082606892,
        "calibration": 84.57462043760313,
        "speed": 69.78178103134502,
        "cost": 27.6657286218213
      },
      "jevbench_score": 60.94273788949398
    },
    {
      "members": [
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.952054794520548,
        "hard": 0.7045454545454546
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.06097104663388381,
      "calibration": 83.1174287086896,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.25015292134831457,
      "axes": {
        "intelligence": 84.54389788293899,
        "calibration": 83.1174287086896,
        "speed": 69.75909261944061,
        "cost": 28.05383262854474
      },
      "jevbench_score": 60.89643204016276
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.952054794520548,
        "hard": 0.6363636363636364
      },
      "accuracy": 0.8052434456928839,
      "ece_hard": 0.07234999097875354,
      "calibration": 81.46725368974367,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.22909801498127338,
      "axes": {
        "intelligence": 82.7901100041511,
        "calibration": 81.46725368974367,
        "speed": 69.75909261944061,
        "cost": 29.199360212106924
      },
      "jevbench_score": 60.88130087897734
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6090909090909091
      },
      "accuracy": 0.7921348314606742,
      "ece_hard": 0.1763636363636363,
      "calibration": 63.920636363636376,
      "p50_s": 1.3041210994124413,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.15105275280898878,
      "axes": {
        "intelligence": 81.78014736405149,
        "calibration": 63.920636363636376,
        "speed": 75.77019658655011,
        "cost": 34.62614067004084
      },
      "jevbench_score": 60.85522471634985
    },
    {
      "members": [
        "djev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.952054794520548,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.12504654758914582,
      "calibration": 75.29436603173704,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.19555232209737827,
      "axes": {
        "intelligence": 83.31662515566626,
        "calibration": 75.29436603173704,
        "speed": 69.78178103134502,
        "cost": 31.262110678787337
      },
      "jevbench_score": 60.822409971172
    },
    {
      "members": [
        "jev-1.13.0",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.7136363636363636
      },
      "accuracy": 0.8426966292134831,
      "ece_hard": 0.0660290076196075,
      "calibration": 82.86080568877652,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.2594624382022472,
      "axes": {
        "intelligence": 85.68363428808635,
        "calibration": 82.86080568877652,
        "speed": 69.78178103134502,
        "cost": 27.577765153220284
      },
      "jevbench_score": 60.7976842184843
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.0699870326614458,
      "calibration": 83.36432091047996,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.2576379625468165,
      "axes": {
        "intelligence": 84.88439186384392,
        "calibration": 83.36432091047996,
        "speed": 69.7779713205367,
        "cost": 27.669704319737818
      },
      "jevbench_score": 60.79708107322625
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.08890257503346803,
      "calibration": 80.05844213162386,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.2326046629213483,
      "axes": {
        "intelligence": 84.33893731838938,
        "calibration": 80.05844213162386,
        "speed": 69.75909261944061,
        "cost": 29.00144750240858
      },
      "jevbench_score": 60.79445076291108
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.08935940726378327,
      "calibration": 80.08166118236034,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.2656864831460674,
      "axes": {
        "intelligence": 83.6381797426318,
        "calibration": 80.08166118236034,
        "speed": 74.77855855005357,
        "cost": 27.26891619543717
      },
      "jevbench_score": 60.79189104200487
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9246575342465754,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8014981273408239,
      "ece_hard": 0.09268459321128142,
      "calibration": 78.53812413794896,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.24415983146067416,
      "axes": {
        "intelligence": 82.29571398920714,
        "calibration": 78.53812413794896,
        "speed": 74.47320850632062,
        "cost": 28.3697735053333
      },
      "jevbench_score": 60.789478646315445
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9452054794520548,
        "hard": 0.6363636363636364
      },
      "accuracy": 0.8052434456928839,
      "ece_hard": 0.09341679474580993,
      "calibration": 79.1703116433444,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.26744728464419476,
      "axes": {
        "intelligence": 82.88999584889997,
        "calibration": 79.1703116433444,
        "speed": 76.51812235281348,
        "cost": 27.182854212376725
      },
      "jevbench_score": 60.782835819469014
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.08221912863467656,
      "calibration": 82.13240218944915,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.24656764419475652,
      "axes": {
        "intelligence": 84.31999792444998,
        "calibration": 82.13240218944915,
        "speed": 69.75909261944061,
        "cost": 28.241917427052528
      },
      "jevbench_score": 60.776407953301195
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.07109313096992215,
      "calibration": 81.23982948127366,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.24199280898876402,
      "axes": {
        "intelligence": 84.48189082606892,
        "calibration": 81.23982948127366,
        "speed": 69.78178103134502,
        "cost": 28.48592617714492
      },
      "jevbench_score": 60.775180266677296
    },
    {
      "members": [
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.9383561643835616,
        "hard": 0.7
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.0502569946447274,
      "calibration": 84.65366026020868,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.25744338951310863,
      "axes": {
        "intelligence": 83.44063926940639,
        "calibration": 84.65366026020868,
        "speed": 69.7779713205367,
        "cost": 27.679547657907364
      },
      "jevbench_score": 60.77502872324429
    },
    {
      "members": [
        "djev",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9726027397260274,
        "hard": 0.7
      },
      "accuracy": 0.8352059925093633,
      "ece_hard": 0.07298360068571917,
      "calibration": 81.27622902851539,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.24549945692883895,
      "axes": {
        "intelligence": 84.98287671232877,
        "calibration": 81.27622902851539,
        "speed": 69.78178103134502,
        "cost": 28.298483927379394
      },
      "jevbench_score": 60.771512884789296
    },
    {
      "members": [
        "djev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.7318181818181818
      },
      "accuracy": 0.8445692883895131,
      "ece_hard": 0.07185843322185381,
      "calibration": 83.04190462129867,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.26122323970037453,
      "axes": {
        "intelligence": 85.55386052303862,
        "calibration": 83.04190462129867,
        "speed": 69.78178103134502,
        "cost": 27.48964566134252
      },
      "jevbench_score": 60.75919707711865
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9246575342465754,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8014981273408239,
      "ece_hard": 0.09542357880643523,
      "calibration": 78.31147911085779,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.24415983146067416,
      "axes": {
        "intelligence": 82.29571398920714,
        "calibration": 78.31147911085779,
        "speed": 74.47320850632062,
        "cost": 28.3697735053333
      },
      "jevbench_score": 60.74557459294758
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6318181818181818
      },
      "accuracy": 0.8052434456928839,
      "ece_hard": 0.09148034754736563,
      "calibration": 79.88455544789007,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.2581228127340824,
      "axes": {
        "intelligence": 82.74564134495643,
        "calibration": 79.88455544789007,
        "speed": 74.47320850632062,
        "cost": 27.645208332489517
      },
      "jevbench_score": 60.73750813931886
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.65
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.08339115835779715,
      "calibration": 81.14690787936783,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.24016833333333332,
      "axes": {
        "intelligence": 84.0662100456621,
        "calibration": 81.14690787936783,
        "speed": 69.7779713205367,
        "cost": 28.584527672174644
      },
      "jevbench_score": 60.73453361526942
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-razorback16"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.910958904109589,
        "hard": 0.6090909090909091
      },
      "accuracy": 0.7808988764044944,
      "ece_hard": 0.23939393939393905,
      "calibration": 53.61127272727276,
      "p50_s": 0.6506742924451828,
      "p95_s": 1.1367489621043205,
      "cost_usd_per_1000": 0.1102205617977528,
      "axes": {
        "intelligence": 80.52957658779577,
        "calibration": 53.61127272727276,
        "speed": 81.30971785161026,
        "cost": 38.73212139075841
      },
      "jevbench_score": 60.72343320146087
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9383561643835616,
        "hard": 0.65
      },
      "accuracy": 0.8071161048689138,
      "ece_hard": 0.09115442497633269,
      "calibration": 80.95509470140448,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.26919313108614235,
      "axes": {
        "intelligence": 82.8156392694064,
        "calibration": 80.95509470140448,
        "speed": 74.77855855005357,
        "cost": 27.098080781745452
      },
      "jevbench_score": 60.71109158466869
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.952054794520548,
        "hard": 0.65
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.09371758118356861,
      "calibration": 80.60208661083794,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.2694663333333333,
      "axes": {
        "intelligence": 83.19920091324202,
        "calibration": 80.60208661083794,
        "speed": 74.77855855005357,
        "cost": 27.084864613118356
      },
      "jevbench_score": 60.70749316049181
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.07922760587350372,
      "calibration": 81.79704543583748,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.2503474943820225,
      "axes": {
        "intelligence": 84.69261104192611,
        "calibration": 81.79704543583748,
        "speed": 69.75909261944061,
        "cost": 28.043702527174077
      },
      "jevbench_score": 60.674307526961414
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.7227272727272728
      },
      "accuracy": 0.8445692883895131,
      "ece_hard": 0.14696969696969697,
      "calibration": 68.35394696969698,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.16986200749063668,
      "axes": {
        "intelligence": 85.76458073889582,
        "calibration": 68.35394696969698,
        "speed": 69.78178103134502,
        "cost": 33.097112427150094
      },
      "jevbench_score": 60.659793876957444
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8352059925093633,
      "ece_hard": 0.11636363636363625,
      "calibration": 72.72038636363638,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.2344665018726592,
      "axes": {
        "intelligence": 85.29348277293484,
        "calibration": 72.72038636363638,
        "speed": 75.49954194936167,
        "cost": 28.897575879432267
      },
      "jevbench_score": 60.65190399473975
    },
    {
      "members": [
        "system-one-open",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.06722981949540016,
      "calibration": 80.02208935262979,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.234429138576779,
      "axes": {
        "intelligence": 83.8365504358655,
        "calibration": 80.02208935262979,
        "speed": 69.75909261944061,
        "cost": 28.899652248482568
      },
      "jevbench_score": 60.64348929127021
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.08818181818181867,
      "calibration": 75.14656818181814,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.20691434831460673,
      "axes": {
        "intelligence": 84.48189082606892,
        "calibration": 75.14656818181814,
        "speed": 69.75909261944061,
        "cost": 30.526281774305716
      },
      "jevbench_score": 60.63688420955534
    },
    {
      "members": [
        "djev",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9246575342465754,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.799625468164794,
      "ece_hard": 0.15253781469682146,
      "calibration": 72.2378864206397,
      "p50_s": 1.724735751748085,
      "p95_s": 1.9244587391614911,
      "cost_usd_per_1000": 0.2071074906367041,
      "axes": {
        "intelligence": 82.00404732254047,
        "calibration": 72.2378864206397,
        "speed": 74.78968829969378,
        "cost": 30.514125799489577
      },
      "jevbench_score": 60.63672590927409
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.910958904109589,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8052434456928839,
      "ece_hard": 0.14848484848484814,
      "calibration": 68.26059848484851,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.15211917602996256,
      "axes": {
        "intelligence": 82.14700083022001,
        "calibration": 68.26059848484851,
        "speed": 69.7779713205367,
        "cost": 34.53448106971932
      },
      "jevbench_score": 60.62939984530117
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9383561643835616,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8052434456928839,
      "ece_hard": 0.1681818181818179,
      "calibration": 63.986484848484885,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.1563838764044944,
      "axes": {
        "intelligence": 82.67927563304276,
        "calibration": 63.986484848484885,
        "speed": 74.47320850632062,
        "cost": 34.174240776685366
      },
      "jevbench_score": 60.575354419995094
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.07847496667607876,
      "calibration": 80.25476521095104,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.24199280898876402,
      "axes": {
        "intelligence": 84.34552718970527,
        "calibration": 80.25476521095104,
        "speed": 69.78178103134502,
        "cost": 28.48592617714492
      },
      "jevbench_score": 60.56564127549108
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.09083737581360533,
      "calibration": 80.25448606878507,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.24016833333333332,
      "axes": {
        "intelligence": 84.01079286010793,
        "calibration": 80.25448606878507,
        "speed": 69.7779713205367,
        "cost": 28.584527672174644
      },
      "jevbench_score": 60.55687285171945
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.17727272727272703,
      "calibration": 65.95889393939396,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.19363431086142321,
      "axes": {
        "intelligence": 84.86545246990454,
        "calibration": 65.95889393939396,
        "speed": 76.51812235281348,
        "cost": 31.390530573402955
      },
      "jevbench_score": 60.55385744176667
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.16212121212121183,
      "calibration": 65.91779545454548,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.15239237827715355,
      "axes": {
        "intelligence": 84.69261104192611,
        "calibration": 65.91779545454548,
        "speed": 69.78178103134502,
        "cost": 34.5111025951973
      },
      "jevbench_score": 60.553223902833444
    },
    {
      "members": [
        "jev-1.13.0",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.08889392925112503,
      "calibration": 81.16290668021074,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.928032819926739,
      "cost_usd_per_1000": 0.2867413895131086,
      "axes": {
        "intelligence": 84.24564134495643,
        "calibration": 81.16290668021074,
        "speed": 74.77239356263168,
        "cost": 26.275288436602636
      },
      "jevbench_score": 60.540841336325386
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9452054794520548,
        "hard": 0.6318181818181818
      },
      "accuracy": 0.8033707865168539,
      "ece_hard": 0.10519601337210614,
      "calibration": 77.97561947022595,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.26744728464419476,
      "axes": {
        "intelligence": 82.75363221253633,
        "calibration": 77.97561947022595,
        "speed": 76.51812235281348,
        "cost": 27.182854212376725
      },
      "jevbench_score": 60.527301865810585
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9383561643835616,
        "hard": 0.6136363636363636
      },
      "accuracy": 0.7921348314606742,
      "ece_hard": 0.09986523025058047,
      "calibration": 77.20665583557523,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.24065318352059922,
      "axes": {
        "intelligence": 81.72473017849731,
        "calibration": 77.20665583557523,
        "speed": 74.47320850632062,
        "cost": 28.55825166435858
      },
      "jevbench_score": 60.5250252879171
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9383561643835616,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8033707865168539,
      "ece_hard": 0.08831680254212901,
      "calibration": 79.84958608377255,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.2656864831460674,
      "axes": {
        "intelligence": 82.38760896637609,
        "calibration": 79.84958608377255,
        "speed": 74.77855855005357,
        "cost": 27.26891619543717
      },
      "jevbench_score": 60.519437625982924
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9246575342465754,
        "hard": 0.65
      },
      "accuracy": 0.8014981273408239,
      "ece_hard": 0.09205733310861691,
      "calibration": 80.57660777969929,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.26919313108614235,
      "axes": {
        "intelligence": 82.14041095890411,
        "calibration": 80.57660777969929,
        "speed": 74.77855855005357,
        "cost": 27.098080781745452
      },
      "jevbench_score": 60.516021490325855
    },
    {
      "members": [
        "jev-1.13.0",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.08662786978350617,
      "calibration": 81.0031681390017,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.928032819926739,
      "cost_usd_per_1000": 0.2867413895131086,
      "axes": {
        "intelligence": 84.24564134495643,
        "calibration": 81.0031681390017,
        "speed": 74.77239356263168,
        "cost": 26.275288436602636
      },
      "jevbench_score": 60.51103137847387
    },
    {
      "members": [
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9452054794520548,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.07360209983948694,
      "calibration": 81.42367944101565,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.25015292134831457,
      "axes": {
        "intelligence": 84.0793897882939,
        "calibration": 81.42367944101565,
        "speed": 69.75909261944061,
        "cost": 28.05383262854474
      },
      "jevbench_score": 60.50041098371578
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9452054794520548,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.18181818181818177,
      "calibration": 66.40059848484849,
      "p50_s": 1.724735751748085,
      "p95_s": 1.9244587391614911,
      "cost_usd_per_1000": 0.18141717602996255,
      "axes": {
        "intelligence": 83.53393524283935,
        "calibration": 66.40059848484849,
        "speed": 74.78968829969378,
        "cost": 32.239647929208815
      },
      "jevbench_score": 60.47372730132604
    },
    {
      "members": [
        "djev",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9246575342465754,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.797752808988764,
      "ece_hard": 0.15930504278922325,
      "calibration": 71.55802628248783,
      "p50_s": 1.724735751748085,
      "p95_s": 1.9244587391614911,
      "cost_usd_per_1000": 0.2071074906367041,
      "axes": {
        "intelligence": 81.86768368617685,
        "calibration": 71.55802628248783,
        "speed": 74.78968829969378,
        "cost": 30.514125799489577
      },
      "jevbench_score": 60.468386169655155
    },
    {
      "members": [
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.958904109589041,
        "hard": 0.65
      },
      "accuracy": 0.8071161048689138,
      "ece_hard": 0.07938296977297576,
      "calibration": 78.8790825231116,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.26170808988764044,
      "axes": {
        "intelligence": 82.51598173515981,
        "calibration": 78.8790825231116,
        "speed": 74.47257649879765,
        "cost": 27.4654855688825
      },
      "jevbench_score": 60.4047227831445
    },
    {
      "members": [
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.78125,
        "judge": 0.9246575342465754,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.05954036769630828,
      "calibration": 83.4673811483927,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.25744338951310863,
      "axes": {
        "intelligence": 82.49268368617683,
        "calibration": 83.4673811483927,
        "speed": 69.7779713205367,
        "cost": 27.679547657907364
      },
      "jevbench_score": 60.38824200852824
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8370786516853933,
      "ece_hard": 0.1072727272727272,
      "calibration": 73.11247727272729,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.20718755056179775,
      "axes": {
        "intelligence": 85.42984640929848,
        "calibration": 73.11247727272729,
        "speed": 69.75909261944061,
        "cost": 30.509090317912694
      },
      "jevbench_score": 60.38204279360719
    },
    {
      "members": [
        "open-alternative-jev",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.952054794520548,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.0823504844343548,
      "calibration": 79.8436586438812,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.241719606741573,
      "axes": {
        "intelligence": 83.57041303445413,
        "calibration": 79.8436586438812,
        "speed": 69.7779713205367,
        "cost": 28.500643629559633
      },
      "jevbench_score": 60.35545053304771
    },
    {
      "members": [
        "djev",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.08865583580391989,
      "calibration": 79.49822667510637,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.24549945692883895,
      "axes": {
        "intelligence": 84.32658779576589,
        "calibration": 79.49822667510637,
        "speed": 69.78178103134502,
        "cost": 28.298483927379394
      },
      "jevbench_score": 60.319369984809306
    },
    {
      "members": [
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.958904109589041,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.8033707865168539,
      "ece_hard": 0.08196803845839204,
      "calibration": 78.52492107218362,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.26170808988764044,
      "axes": {
        "intelligence": 82.24325446243255,
        "calibration": 78.52492107218362,
        "speed": 74.47257649879765,
        "cost": 27.4654855688825
      },
      "jevbench_score": 60.28688771578187
    },
    {
      "members": [
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9452054794520548,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.12575757575757554,
      "calibration": 69.92507575757578,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.18448200374531834,
      "axes": {
        "intelligence": 84.38999584889997,
        "calibration": 69.92507575757578,
        "speed": 69.75909261944061,
        "cost": 32.0213797884486
      },
      "jevbench_score": 60.25473682179833
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9383561643835616,
        "hard": 0.6136363636363636
      },
      "accuracy": 0.7921348314606742,
      "ece_hard": 0.11412585150119428,
      "calibration": 75.7737630064887,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.24065318352059922,
      "axes": {
        "intelligence": 81.72473017849731,
        "calibration": 75.7737630064887,
        "speed": 74.47320850632062,
        "cost": 28.55825166435858
      },
      "jevbench_score": 60.242225578050274
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.17424242424242392,
      "calibration": 64.18917424242427,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.1703468576779026,
      "axes": {
        "intelligence": 83.28014736405149,
        "calibration": 64.18917424242427,
        "speed": 74.47320850632062,
        "cost": 33.05997619849816
      },
      "jevbench_score": 60.23188692011913
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9383561643835616,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8052434456928839,
      "ece_hard": 0.18181818181818143,
      "calibration": 64.46368181818187,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.179398127340824,
      "axes": {
        "intelligence": 82.36866957243669,
        "calibration": 64.46368181818187,
        "speed": 76.51812235281348,
        "cost": 32.38546284039515
      },
      "jevbench_score": 60.2279238476012
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.039782905288318036,
      "calibration": 84.5022023829655,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.282825,
      "axes": {
        "intelligence": 84.31999792444998,
        "calibration": 84.5022023829655,
        "speed": 69.75909261944061,
        "cost": 26.45446612608039
      },
      "jevbench_score": 60.21776187089054
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9315068493150684,
        "hard": 0.6272727272727273
      },
      "accuracy": 0.7940074906367042,
      "ece_hard": 0.10977496812383251,
      "calibration": 76.93095719373305,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.2517235018726592,
      "axes": {
        "intelligence": 81.65037359900374,
        "calibration": 76.93095719373305,
        "speed": 74.77855855005357,
        "cost": 27.9722870547499
      },
      "jevbench_score": 60.206183023789826
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.04466048988064954,
      "calibration": 84.29906264050427,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.282825,
      "axes": {
        "intelligence": 84.45636156081362,
        "calibration": 84.29906264050427,
        "speed": 69.75909261944061,
        "cost": 26.45446612608039
      },
      "jevbench_score": 60.205855850440614
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.7272727272727273
      },
      "accuracy": 0.846441947565543,
      "ece_hard": 0.02819270371931308,
      "calibration": 88.57005199091887,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.32330888014981274,
      "axes": {
        "intelligence": 85.90094437525944,
        "calibration": 88.57005199091887,
        "speed": 69.7779713205367,
        "cost": 24.711471000802888
      },
      "jevbench_score": 60.1832232742209
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.035629485026692664,
      "calibration": 85.62788545930822,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.2965147790262172,
      "axes": {
        "intelligence": 84.65473225404733,
        "calibration": 85.62788545930822,
        "speed": 69.75909261944061,
        "cost": 25.838609663638195
      },
      "jevbench_score": 60.122095072362676
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9315068493150684,
        "hard": 0.6272727272727273
      },
      "accuracy": 0.795880149812734,
      "ece_hard": 0.11697720037800781,
      "calibration": 76.22396640857106,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.2517235018726592,
      "axes": {
        "intelligence": 81.94204026567041,
        "calibration": 76.22396640857106,
        "speed": 74.77855855005357,
        "cost": 27.9722870547499
      },
      "jevbench_score": 60.120951561506715
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.7090909090909091
      },
      "accuracy": 0.8389513108614233,
      "ece_hard": 0.046181459603494034,
      "calibration": 84.88961492191787,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.2965147790262172,
      "axes": {
        "intelligence": 85.35548982980491,
        "calibration": 84.88961492191787,
        "speed": 69.75909261944061,
        "cost": 25.838609663638195
      },
      "jevbench_score": 60.11585062732076
    },
    {
      "members": [
        "open-alternative-jev",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.952054794520548,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.08801354295480662,
      "calibration": 78.94018182458251,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.241719606741573,
      "axes": {
        "intelligence": 83.16132212536323,
        "calibration": 78.94018182458251,
        "speed": 69.7779713205367,
        "cost": 28.500643629559633
      },
      "jevbench_score": 60.11019385707561
    },
    {
      "members": [
        "djev",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9452054794520548,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.11113530975321632,
      "calibration": 77.27269458766584,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.928032819926739,
      "cost_usd_per_1000": 0.2727784082397004,
      "axes": {
        "intelligence": 83.80666251556663,
        "calibration": 77.27269458766584,
        "speed": 74.77239356263168,
        "cost": 26.925700276346674
      },
      "jevbench_score": 60.09014102472493
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.9178082191780822,
        "hard": 0.6227272727272727
      },
      "accuracy": 0.7846441947565543,
      "ece_hard": 0.1651515151515151,
      "calibration": 64.54401515151515,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.16832780898876404,
      "axes": {
        "intelligence": 80.54711498547115,
        "calibration": 64.54401515151515,
        "speed": 75.49954194936167,
        "cost": 33.2153238838832
      },
      "jevbench_score": 60.089306824038765
    },
    {
      "members": [
        "djev",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9452054794520548,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.11071345786581163,
      "calibration": 77.31027906531477,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.928032819926739,
      "cost_usd_per_1000": 0.2727784082397004,
      "axes": {
        "intelligence": 83.67029887920299,
        "calibration": 77.31027906531477,
        "speed": 74.77239356263168,
        "cost": 26.925700276346674
      },
      "jevbench_score": 60.07298507170493
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8352059925093633,
      "ece_hard": 0.042125117772199315,
      "calibration": 86.2768791893699,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.3078582996254682,
      "axes": {
        "intelligence": 85.29348277293484,
        "calibration": 86.2768791893699,
        "speed": 69.78178103134502,
        "cost": 25.349474009978593
      },
      "jevbench_score": 60.06622235148132
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6227272727272727
      },
      "accuracy": 0.8033707865168539,
      "ece_hard": 0.18181818181818157,
      "calibration": 63.45234848484851,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.1413220599250936,
      "axes": {
        "intelligence": 82.76458073889582,
        "calibration": 63.45234848484851,
        "speed": 69.75909261944061,
        "cost": 35.49370122608096
      },
      "jevbench_score": 60.049733324176884
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7708333333333334,
        "judge": 0.8972602739726028,
        "hard": 0.6363636363636364
      },
      "accuracy": 0.7808988764044944,
      "ece_hard": 0.15454545454545437,
      "calibration": 65.74212121212122,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.1410488576779026,
      "axes": {
        "intelligence": 79.79753009547531,
        "calibration": 65.74212121212122,
        "speed": 69.75909261944061,
        "cost": 35.51891280235006
      },
      "jevbench_score": 60.044524816261614
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9794520547945206,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.20151515151515126,
      "calibration": 63.62015151515154,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.17791052808988764,
      "axes": {
        "intelligence": 84.0837484433375,
        "calibration": 63.62015151515154,
        "speed": 74.77855855005357,
        "cost": 32.493950536225114
      },
      "jevbench_score": 60.044273145036996
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.05439340116629775,
      "calibration": 84.13302143732096,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.32406693258426966,
      "axes": {
        "intelligence": 84.04727065172271,
        "calibration": 84.13302143732096,
        "speed": 74.47257649879765,
        "cost": 24.680958448439497
      },
      "jevbench_score": 60.04296431438425
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.952054794520548,
        "hard": 0.65
      },
      "accuracy": 0.8089887640449438,
      "ece_hard": 0.19545454545454516,
      "calibration": 62.24946212121215,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.16394754681647938,
      "axes": {
        "intelligence": 82.90753424657535,
        "calibration": 62.24946212121215,
        "speed": 74.77855855005357,
        "cost": 33.55885232172082
      },
      "jevbench_score": 59.989942803885825
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "system-one-open",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9726027397260274,
        "hard": 0.7045454545454546
      },
      "accuracy": 0.8370786516853933,
      "ece_hard": 0.04437033778913478,
      "calibration": 84.79273797427618,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.30029462921348316,
      "axes": {
        "intelligence": 85.1192403486924,
        "calibration": 84.79273797427618,
        "speed": 69.75909261944061,
        "cost": 25.67357305339182
      },
      "jevbench_score": 59.96093327730258
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.7181818181818181
      },
      "accuracy": 0.8389513108614233,
      "ece_hard": 0.04288502527204208,
      "calibration": 86.46975920402494,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3122385617977528,
      "axes": {
        "intelligence": 85.1447696139477,
        "calibration": 86.46975920402494,
        "speed": 69.75909261944061,
        "cost": 25.16540386378908
      },
      "jevbench_score": 59.959325394343935
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.13909090909090885,
      "calibration": 69.95665909090911,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.21846951685393257,
      "axes": {
        "intelligence": 83.14378372768785,
        "calibration": 69.95665909090911,
        "speed": 74.47320850632062,
        "cost": 29.818274552891452
      },
      "jevbench_score": 59.94947095241792
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.045843721787928254,
      "calibration": 85.73843409810637,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.30758509737827716,
      "axes": {
        "intelligence": 85.00181610626817,
        "calibration": 85.73843409810637,
        "speed": 69.7779713205367,
        "cost": 25.36104130309799
      },
      "jevbench_score": 59.92696633580767
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.05900872708921207,
      "calibration": 83.5420800966246,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.32379373033707864,
      "axes": {
        "intelligence": 83.8365504358655,
        "calibration": 83.5420800966246,
        "speed": 74.47257649879765,
        "cost": 24.691946944166034
      },
      "jevbench_score": 59.90631417545384
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8352059925093633,
      "ece_hard": 0.036927186323175196,
      "calibration": 87.53346949281995,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.32358208239700376,
      "axes": {
        "intelligence": 85.29348277293484,
        "calibration": 87.53346949281995,
        "speed": 69.78178103134502,
        "cost": 24.70046603313547
      },
      "jevbench_score": 59.89413497435287
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.06424132996939431,
      "calibration": 83.87479553154182,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.3348640486891386,
      "axes": {
        "intelligence": 84.59272519717726,
        "calibration": 83.87479553154182,
        "speed": 74.77073744801535,
        "cost": 24.253944286318045
      },
      "jevbench_score": 59.89211262308485
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.1527272727272725,
      "calibration": 68.62252272727275,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.21874271910112358,
      "axes": {
        "intelligence": 84.47530095475302,
        "calibration": 68.62252272727275,
        "speed": 74.47320850632062,
        "cost": 29.80199180953467
      },
      "jevbench_score": 59.890845720001664
    },
    {
      "members": [
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.952054794520548,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.1393939393939393,
      "calibration": 67.7659393939394,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.21176095505617978,
      "axes": {
        "intelligence": 83.18026151930262,
        "calibration": 67.7659393939394,
        "speed": 75.49954194936167,
        "cost": 30.2246233901472
      },
      "jevbench_score": 59.887231928266836
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "system-one-open",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.7136363636363636
      },
      "accuracy": 0.8426966292134831,
      "ece_hard": 0.05866784702473189,
      "calibration": 83.76108508506468,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.30029462921348316,
      "axes": {
        "intelligence": 85.68363428808635,
        "calibration": 83.76108508506468,
        "speed": 69.75909261944061,
        "cost": 25.67357305339182
      },
      "jevbench_score": 59.87655811467913
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.06293227429605838,
      "calibration": 82.17371219779861,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.282551797752809,
      "axes": {
        "intelligence": 84.67367164798672,
        "calibration": 82.17371219779861,
        "speed": 69.75909261944061,
        "cost": 26.467057753975837
      },
      "jevbench_score": 59.868302822734876
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.14727272727272744,
      "calibration": 69.49922727272725,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.2417569700374532,
      "axes": {
        "intelligence": 84.67367164798672,
        "calibration": 69.49922727272725,
        "speed": 76.51812235281348,
        "cost": 28.49862988071989
      },
      "jevbench_score": 59.85206837811852
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.10957252284577218,
      "calibration": 76.07412166679708,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.26927176029962546,
      "axes": {
        "intelligence": 83.11685346616854,
        "calibration": 76.07412166679708,
        "speed": 74.77073744801535,
        "cost": 27.09427571653272
      },
      "jevbench_score": 59.82515226867669
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.05684682442337908,
      "calibration": 83.57179656741752,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.33135740074906367,
      "axes": {
        "intelligence": 83.97291407222914,
        "calibration": 83.57179656741752,
        "speed": 74.77073744801535,
        "cost": 24.391099754577894
      },
      "jevbench_score": 59.81229991941737
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.1109601866448033,
      "calibration": 75.83761864021942,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.26927176029962546,
      "axes": {
        "intelligence": 83.25321710253218,
        "calibration": 75.83761864021942,
        "speed": 74.77073744801535,
        "cost": 27.09427571653272
      },
      "jevbench_score": 59.803104613743486
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.048408517089225875,
      "calibration": 84.99525106609205,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3040784494382022,
      "axes": {
        "intelligence": 84.48189082606892,
        "calibration": 84.99525106609205,
        "speed": 69.7779713205367,
        "cost": 25.510430738824738
      },
      "jevbench_score": 59.79276049524032
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.04575770988288359,
      "calibration": 86.12811712432207,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3125117640449438,
      "axes": {
        "intelligence": 84.55624740556247,
        "calibration": 86.12811712432207,
        "speed": 69.75909261944061,
        "cost": 25.15400888908762
      },
      "jevbench_score": 59.789465601937835
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.7045454545454546
      },
      "accuracy": 0.8370786516853933,
      "ece_hard": 0.043539884708379814,
      "calibration": 86.89328761577192,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.32330888014981274,
      "axes": {
        "intelligence": 85.21912619344127,
        "calibration": 86.89328761577192,
        "speed": 69.7779713205367,
        "cost": 24.711471000802888
      },
      "jevbench_score": 59.77713011126648
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.04139205285078347,
      "calibration": 86.96784226098748,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.32358208239700376,
      "axes": {
        "intelligence": 85.1571191365712,
        "calibration": 86.96784226098748,
        "speed": 69.78178103134502,
        "cost": 24.70046603313547
      },
      "jevbench_score": 59.77322842275391
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.2030303030303028,
      "calibration": 61.40638636363639,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.179671329588015,
      "axes": {
        "intelligence": 83.85548982980491,
        "calibration": 61.40638636363639,
        "speed": 76.51812235281348,
        "cost": 32.365636550689075
      },
      "jevbench_score": 59.758319318379385
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.05658088895614088,
      "calibration": 84.64611733076188,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.3078582996254682,
      "axes": {
        "intelligence": 85.1571191365712,
        "calibration": 84.64611733076188,
        "speed": 69.78178103134502,
        "cost": 25.349474009978593
      },
      "jevbench_score": 59.75644479190168
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.9315068493150684,
        "hard": 0.65
      },
      "accuracy": 0.799625468164794,
      "ece_hard": 0.19090909090909047,
      "calibration": 62.07759090909096,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.1636743445692884,
      "axes": {
        "intelligence": 81.74885844748859,
        "calibration": 62.07759090909096,
        "speed": 74.77855855005357,
        "cost": 33.580581685787266
      },
      "jevbench_score": 59.74759987208256
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.06364479449141744,
      "calibration": 82.90703756483012,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.32406693258426966,
      "axes": {
        "intelligence": 83.50181610626817,
        "calibration": 82.90703756483012,
        "speed": 74.47257649879765,
        "cost": 24.680958448439497
      },
      "jevbench_score": 59.72572490980267
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.65
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.054934790829852365,
      "calibration": 82.38188036614235,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.2790451498127341,
      "axes": {
        "intelligence": 83.09931506849315,
        "calibration": 82.38188036614235,
        "speed": 69.75909261944061,
        "cost": 26.629765651456538
      },
      "jevbench_score": 59.71718509112485
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.13636363636363613,
      "calibration": 69.59013636363639,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.23068665168539326,
      "axes": {
        "intelligence": 83.05484640929846,
        "calibration": 69.59013636363639,
        "speed": 75.49954194936167,
        "cost": 29.10932603525056
      },
      "jevbench_score": 59.69971852936994
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "system-one-open",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.06203784422458355,
      "calibration": 83.34602084472863,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.2967879812734082,
      "axes": {
        "intelligence": 84.59272519717726,
        "calibration": 83.34602084472863,
        "speed": 69.75909261944061,
        "cost": 25.82661070680966
      },
      "jevbench_score": 59.6996151444039
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.7181818181818181
      },
      "accuracy": 0.8426966292134831,
      "ece_hard": 0.05908836303780027,
      "calibration": 84.92080155728698,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.31601841198501873,
      "axes": {
        "intelligence": 85.62821710253218,
        "calibration": 84.92080155728698,
        "speed": 69.75909261944061,
        "cost": 25.008628408420932
      },
      "jevbench_score": 59.68022072770548
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.059673909541749115,
      "calibration": 83.67868724566566,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.29827558052434455,
      "axes": {
        "intelligence": 84.32658779576589,
        "calibration": 83.67868724566566,
        "speed": 69.75909261944061,
        "cost": 25.761469011035786
      },
      "jevbench_score": 59.67435152318763
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.7
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.0441348829927152,
      "calibration": 86.08886474479203,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3198022322097378,
      "axes": {
        "intelligence": 84.89098173515983,
        "calibration": 86.08886474479203,
        "speed": 69.7779713205367,
        "cost": 24.853555276512637
      },
      "jevbench_score": 59.666264591386835
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.952054794520548,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.04645007235951735,
      "calibration": 84.26736866154889,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.29476893258426967,
      "axes": {
        "intelligence": 83.16132212536323,
        "calibration": 84.26736866154889,
        "speed": 69.75909261944061,
        "cost": 25.915548736826693
      },
      "jevbench_score": 59.66031094188132
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.05902658669827327,
      "calibration": 82.99500016717127,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.33135740074906367,
      "axes": {
        "intelligence": 83.70018679950188,
        "calibration": 82.99500016717127,
        "speed": 74.77073744801535,
        "cost": 24.391099754577894
      },
      "jevbench_score": 59.66028874618884
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "system-one-open",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.07255982401000771,
      "calibration": 82.72553007156968,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.2967879812734082,
      "axes": {
        "intelligence": 85.00181610626817,
        "calibration": 82.72553007156968,
        "speed": 69.75909261944061,
        "cost": 25.82661070680966
      },
      "jevbench_score": 59.66010325298487
    },
    {
      "members": [
        "jev-1.13.0",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.952054794520548,
        "hard": 0.7045454545454546
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.16363636363636358,
      "calibration": 68.02986363636364,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6257096692919728,
      "cost_usd_per_1000": 0.23679425468164794,
      "axes": {
        "intelligence": 84.54389788293899,
        "calibration": 68.02986363636364,
        "speed": 76.53150536083959,
        "cost": 28.76886517211291
      },
      "jevbench_score": 59.65353898354146
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.06804920131881576,
      "calibration": 82.89536936376236,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.3275735805243446,
      "axes": {
        "intelligence": 83.56382316313824,
        "calibration": 82.89536936376236,
        "speed": 74.47257649879765,
        "cost": 24.540733966979843
      },
      "jevbench_score": 59.64968090662658
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.0729117275088453,
      "calibration": 82.85650930042351,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.3275735805243446,
      "axes": {
        "intelligence": 83.56382316313824,
        "calibration": 82.85650930042351,
        "speed": 74.47257649879765,
        "cost": 24.540733966979843
      },
      "jevbench_score": 59.64268896607351
    },
    {
      "members": [
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.78125,
        "judge": 0.9246575342465754,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.799625468164794,
      "ece_hard": 0.09947502501475769,
      "calibration": 76.54881488086994,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.26899855805243444,
      "axes": {
        "intelligence": 81.53813823163138,
        "calibration": 76.54881488086994,
        "speed": 74.77073744801535,
        "cost": 27.107501439877495
      },
      "jevbench_score": 59.63896583119494
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9315068493150684,
        "hard": 0.65
      },
      "accuracy": 0.8014981273408239,
      "ece_hard": 0.19090909090909053,
      "calibration": 63.41717424242428,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.17763732584269662,
      "axes": {
        "intelligence": 82.04052511415524,
        "calibration": 63.41717424242428,
        "speed": 74.77855855005357,
        "cost": 32.5139731999152
      },
      "jevbench_score": 59.63766247401418
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.7045454545454546
      },
      "accuracy": 0.8352059925093633,
      "ece_hard": 0.050677493349059625,
      "calibration": 85.75119691676622,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3198022322097378,
      "axes": {
        "intelligence": 85.02734537152345,
        "calibration": 85.75119691676622,
        "speed": 69.7779713205367,
        "cost": 24.853555276512637
      },
      "jevbench_score": 59.63159394974998
    },
    {
      "members": [
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.78125,
        "judge": 0.9178082191780822,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.797752808988764,
      "ece_hard": 0.09699128217991279,
      "calibration": 76.68281137357324,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.26899855805243444,
      "axes": {
        "intelligence": 81.34635740971359,
        "calibration": 76.68281137357324,
        "speed": 74.77073744801535,
        "cost": 27.107501439877495
      },
      "jevbench_score": 59.6299331831633
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.06013706757673379,
      "calibration": 85.01853715392346,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3125117640449438,
      "axes": {
        "intelligence": 84.67367164798672,
        "calibration": 85.01853715392346,
        "speed": 69.75909261944061,
        "cost": 25.15400888908762
      },
      "jevbench_score": 59.61664244754412
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.952054794520548,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.1045454545454544,
      "calibration": 74.68520454545455,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.27384659550561796,
      "axes": {
        "intelligence": 83.31662515566626,
        "calibration": 74.68520454545455,
        "speed": 75.49954194936167,
        "cost": 26.87477961711315
      },
      "jevbench_score": 59.60927891750946
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.13090909090909114,
      "calibration": 71.14809090909088,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.21447801872659175,
      "axes": {
        "intelligence": 84.5373080116231,
        "calibration": 71.14809090909088,
        "speed": 69.7779713205367,
        "cost": 30.058516326044753
      },
      "jevbench_score": 59.59699827213199
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.05717655870803351,
      "calibration": 84.39488962392107,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.30758509737827716,
      "axes": {
        "intelligence": 84.45636156081362,
        "calibration": 84.39488962392107,
        "speed": 69.7779713205367,
        "cost": 25.36104130309799
      },
      "jevbench_score": 59.594816159957276
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.07575506494380399,
      "calibration": 80.57767814757537,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.3098307490636704,
      "axes": {
        "intelligence": 83.15473225404733,
        "calibration": 80.57767814757537,
        "speed": 74.47257649879765,
        "cost": 25.266264490204037
      },
      "jevbench_score": 59.58813375753566
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.06598953545020647,
      "calibration": 83.00545422515239,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.29854878277153557,
      "axes": {
        "intelligence": 84.55624740556247,
        "calibration": 83.00545422515239,
        "speed": 69.75909261944061,
        "cost": 25.749540854883023
      },
      "jevbench_score": 59.58756805148907
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.08818181818181774,
      "calibration": 75.95906818181822,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.24656764419475652,
      "axes": {
        "intelligence": 84.23469281859694,
        "calibration": 75.95906818181822,
        "speed": 69.75909261944061,
        "cost": 28.241917427052528
      },
      "jevbench_score": 59.58561232552783
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.06659515593229912,
      "calibration": 82.7182453460706,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.29854878277153557,
      "axes": {
        "intelligence": 84.69261104192611,
        "calibration": 82.7182453460706,
        "speed": 69.75909261944061,
        "cost": 25.749540854883023
      },
      "jevbench_score": 59.559944858741815
    },
    {
      "members": [
        "jev-1.13.0",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.952054794520548,
        "hard": 0.7318181818181818
      },
      "accuracy": 0.8445692883895131,
      "ece_hard": 0.1499999999999999,
      "calibration": 69.33625,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.2095153033707865,
      "axes": {
        "intelligence": 85.65374636778746,
        "calibration": 69.33625,
        "speed": 69.78178103134502,
        "cost": 30.363527496908077
      },
      "jevbench_score": 59.55939076583053
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9726027397260274,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.07602095966591964,
      "calibration": 82.39811712911444,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.3348640486891386,
      "axes": {
        "intelligence": 84.16469489414695,
        "calibration": 82.39811712911444,
        "speed": 74.77073744801535,
        "cost": 24.253944286318045
      },
      "jevbench_score": 59.551172980347616
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.053338492493658324,
      "calibration": 84.38154941725747,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3058392509363296,
      "axes": {
        "intelligence": 83.93643628061437,
        "calibration": 84.38154941725747,
        "speed": 69.7779713205367,
        "cost": 25.435203359945874
      },
      "jevbench_score": 59.543984614928654
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.06789290805288649,
      "calibration": 81.27379658417708,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.2790451498127341,
      "axes": {
        "intelligence": 83.2356787048568,
        "calibration": 81.27379658417708,
        "speed": 69.75909261944061,
        "cost": 26.629765651456538
      },
      "jevbench_score": 59.5397573074775
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.07368414648888992,
      "calibration": 80.86358118361957,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.282551797752809,
      "axes": {
        "intelligence": 84.12821710253218,
        "calibration": 80.86358118361957,
        "speed": 69.75909261944061,
        "cost": 26.467057753975837
      },
      "jevbench_score": 59.53197435774043
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.13454545454545452,
      "calibration": 70.28445454545455,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.20340770037453182,
      "axes": {
        "intelligence": 83.15473225404733,
        "calibration": 70.28445454545455,
        "speed": 69.75909261944061,
        "cost": 30.748978302447497
      },
      "jevbench_score": 59.50376424251458
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.07413865425703099,
      "calibration": 81.61236496944007,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.32379373033707864,
      "axes": {
        "intelligence": 83.4085201328352,
        "calibration": 81.61236496944007,
        "speed": 74.47257649879765,
        "cost": 24.691946944166034
      },
      "jevbench_score": 59.481172843855006
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.07687299778624036,
      "calibration": 82.3283185417962,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.3351372509363296,
      "axes": {
        "intelligence": 83.8365504358655,
        "calibration": 82.3283185417962,
        "speed": 74.77073744801535,
        "cost": 24.24331891275166
      },
      "jevbench_score": 59.47392435359742
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.07714253938170032,
      "calibration": 82.51525147802737,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.3351372509363296,
      "axes": {
        "intelligence": 83.56382316313824,
        "calibration": 82.51525147802737,
        "speed": 74.77073744801535,
        "cost": 24.24331891275166
      },
      "jevbench_score": 59.45920071501112
    },
    {
      "members": [
        "jev-1.13.0",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.910958904109589,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8071161048689138,
      "ece_hard": 0.17575757575757558,
      "calibration": 68.29199242424244,
      "p50_s": 1.724735751748085,
      "p95_s": 1.9244587391614911,
      "cost_usd_per_1000": 0.22107047191011236,
      "axes": {
        "intelligence": 82.43866749688668,
        "calibration": 68.29199242424244,
        "speed": 74.78968829969378,
        "cost": 29.664077850575623
      },
      "jevbench_score": 59.44883257438648
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.952054794520548,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.057933864063032116,
      "calibration": 84.54951287127423,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3122385617977528,
      "axes": {
        "intelligence": 84.13480697384807,
        "calibration": 84.54951287127423,
        "speed": 69.75909261944061,
        "cost": 25.16540386378908
      },
      "jevbench_score": 59.446033922672136
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8014981273408239,
      "ece_hard": 0.04494506038169408,
      "calibration": 84.1812793951261,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.29476893258426967,
      "axes": {
        "intelligence": 81.99605645496057,
        "calibration": 84.1812793951261,
        "speed": 69.75909261944061,
        "cost": 25.915548736826693
      },
      "jevbench_score": 59.43502229055472
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.06998137799296594,
      "calibration": 81.9467646955024,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.290115468164794,
      "axes": {
        "intelligence": 83.52734537152347,
        "calibration": 81.9467646955024,
        "speed": 69.7779713205367,
        "cost": 26.122873455514053
      },
      "jevbench_score": 59.43262933918366
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6363636363636364
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.08605919018002611,
      "calibration": 79.32476791375755,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.31010395131086144,
      "axes": {
        "intelligence": 83.36545246990454,
        "calibration": 79.32476791375755,
        "speed": 74.47257649879765,
        "cost": 25.254780999829194
      },
      "jevbench_score": 59.38595255236417
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.65
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.07234645803005157,
      "calibration": 81.55790981847032,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.290115468164794,
      "axes": {
        "intelligence": 83.58276255707764,
        "calibration": 81.55790981847032,
        "speed": 69.7779713205367,
        "cost": 26.122873455514053
      },
      "jevbench_score": 59.37184205714714
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.09202041593424758,
      "calibration": 78.80960844449305,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.31010395131086144,
      "axes": {
        "intelligence": 83.6381797426318,
        "calibration": 78.80960844449305,
        "speed": 74.47257649879765,
        "cost": 25.254780999829194
      },
      "jevbench_score": 59.33773054260465
    },
    {
      "members": [
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.7045454545454546
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.07914834898730214,
      "calibration": 81.7182171773643,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.30087653558052435,
      "axes": {
        "intelligence": 84.73567870485678,
        "calibration": 81.7182171773643,
        "speed": 69.78178103134502,
        "cost": 25.648350406207385
      },
      "jevbench_score": 59.33304961660633
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.7
      },
      "accuracy": 0.8370786516853933,
      "ece_hard": 0.0739497960147552,
      "calibration": 82.99134023947865,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.31601841198501873,
      "axes": {
        "intelligence": 85.3744292237443,
        "calibration": 82.99134023947865,
        "speed": 69.75909261944061,
        "cost": 25.008628408420932
      },
      "jevbench_score": 59.294283017657406
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.952054794520548,
        "hard": 0.6363636363636364
      },
      "accuracy": 0.8014981273408239,
      "ece_hard": 0.07802279207037248,
      "calibration": 79.40213631367638,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.30632410112359554,
      "axes": {
        "intelligence": 82.20677667081777,
        "calibration": 79.40213631367638,
        "speed": 74.47257649879765,
        "cost": 25.4145649662033
      },
      "jevbench_score": 59.28635041442097
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.06412790549805247,
      "calibration": 83.14907006598463,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3058392509363296,
      "axes": {
        "intelligence": 83.66370900788709,
        "calibration": 83.14907006598463,
        "speed": 69.7779713205367,
        "cost": 25.435203359945874
      },
      "jevbench_score": 59.27710918497017
    },
    {
      "members": [
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.910958904109589,
        "hard": 0.6318181818181818
      },
      "accuracy": 0.7921348314606742,
      "ece_hard": 0.17272727272727248,
      "calibration": 65.07360606060608,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.19603717228464418,
      "axes": {
        "intelligence": 81.50306143628062,
        "calibration": 65.07360606060608,
        "speed": 74.47320850632062,
        "cost": 31.22984711633177
      },
      "jevbench_score": 59.26348405642471
    },
    {
      "members": [
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.7
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.08241832811732093,
      "calibration": 81.1172309151026,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.30087653558052435,
      "axes": {
        "intelligence": 84.89098173515983,
        "calibration": 81.1172309151026,
        "speed": 69.78178103134502,
        "cost": 25.648350406207385
      },
      "jevbench_score": 59.2507756744737
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.958904109589041,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.1072727272727273,
      "calibration": 73.48747727272728,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.24684084644194754,
      "axes": {
        "intelligence": 84.77355749273559,
        "calibration": 73.48747727272728,
        "speed": 69.75909261944061,
        "cost": 28.227489190476646
      },
      "jevbench_score": 59.18160037007864
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.952054794520548,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8052434456928839,
      "ece_hard": 0.08695537589279544,
      "calibration": 78.56136575502805,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.30632410112359554,
      "axes": {
        "intelligence": 82.47950394354504,
        "calibration": 78.56136575502805,
        "speed": 74.47257649879765,
        "cost": 25.4145649662033
      },
      "jevbench_score": 59.177761215278814
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.952054794520548,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.8033707865168539,
      "ece_hard": 0.08307622694231523,
      "calibration": 79.8055138123608,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.31739441947565544,
      "axes": {
        "intelligence": 82.3431403071814,
        "calibration": 79.8055138123608,
        "speed": 74.77073744801535,
        "cost": 24.95202140231555
      },
      "jevbench_score": 59.173114783542545
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6318181818181818
      },
      "accuracy": 0.8052434456928839,
      "ece_hard": 0.16181818181818153,
      "calibration": 65.57418181818184,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.21672367041198504,
      "axes": {
        "intelligence": 82.74564134495643,
        "calibration": 65.57418181818184,
        "speed": 75.49954194936167,
        "cost": 29.922809582245947
      },
      "jevbench_score": 59.17062725519932
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.04103541583773958,
      "calibration": 84.45520827071792,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3224782958801498,
      "axes": {
        "intelligence": 84.04727065172271,
        "calibration": 84.45520827071792,
        "speed": 69.75909261944061,
        "cost": 24.744985295669025
      },
      "jevbench_score": 59.16427114735916
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.952054794520548,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.1681818181818182,
      "calibration": 66.89131818181818,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.2260331872659176,
      "axes": {
        "intelligence": 83.33556454960565,
        "calibration": 66.89131818181818,
        "speed": 74.77855855005357,
        "cost": 29.374833729784655
      },
      "jevbench_score": 59.154550777571735
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.08001405317038326,
      "calibration": 81.29591471392007,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.29827558052434455,
      "axes": {
        "intelligence": 83.78113325031134,
        "calibration": 81.29591471392007,
        "speed": 69.75909261944061,
        "cost": 25.761469011035786
      },
      "jevbench_score": 59.14889013132087
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.952054794520548,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.12181818181818166,
      "calibration": 72.09718181818184,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.2776264456928839,
      "axes": {
        "intelligence": 84.15374636778748,
        "calibration": 72.09718181818184,
        "speed": 75.49954194936167,
        "cost": 26.696175007669808
      },
      "jevbench_score": 59.13522796135681
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.7045454545454546
      },
      "accuracy": 0.8370786516853933,
      "ece_hard": 0.04803090643351003,
      "calibration": 85.41835680211746,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3399479250936329,
      "axes": {
        "intelligence": 85.21912619344127,
        "calibration": 85.41835680211746,
        "speed": 69.75909261944061,
        "cost": 24.05762815725552
      },
      "jevbench_score": 59.12014357544211
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.7045454545454546
      },
      "accuracy": 0.8370786516853933,
      "ece_hard": 0.04074823179535705,
      "calibration": 85.65673534877413,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3417087265917603,
      "axes": {
        "intelligence": 85.21912619344127,
        "calibration": 85.65673534877413,
        "speed": 69.75909261944061,
        "cost": 23.990317900106177
      },
      "jevbench_score": 59.11992237712195
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9726027397260274,
        "hard": 0.6090909090909091
      },
      "accuracy": 0.797752808988764,
      "ece_hard": 0.20606060606060583,
      "calibration": 59.190939393939416,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.16860101123595506,
      "axes": {
        "intelligence": 82.25560398505604,
        "calibration": 59.190939393939416,
        "speed": 75.49954194936167,
        "cost": 33.194194746698045
      },
      "jevbench_score": 59.10262846561874
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.046753314740477864,
      "calibration": 84.10230143103323,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3224782958801498,
      "axes": {
        "intelligence": 84.04727065172271,
        "calibration": 84.10230143103323,
        "speed": 69.75909261944061,
        "cost": 24.744985295669025
      },
      "jevbench_score": 59.102367701164646
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9794520547945206,
        "hard": 0.6318181818181818
      },
      "accuracy": 0.8089887640449438,
      "ece_hard": 0.17090909090909073,
      "calibration": 65.61859090909093,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.21496286891385769,
      "axes": {
        "intelligence": 83.12920298879204,
        "calibration": 65.61859090909093,
        "speed": 74.47320850632062,
        "cost": 30.029096512085246
      },
      "jevbench_score": 59.09907885734304
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6318181818181818
      },
      "accuracy": 0.8052434456928839,
      "ece_hard": 0.15636363636363618,
      "calibration": 66.60263636363639,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.1894447191011236,
      "axes": {
        "intelligence": 82.84552718970528,
        "calibration": 66.60263636363639,
        "speed": 69.75909261944061,
        "cost": 31.675524894125246
      },
      "jevbench_score": 59.09099221206457
    },
    {
      "members": [
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9246575342465754,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.08775065245351754,
      "calibration": 79.92148395066893,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.2851527528089888,
      "axes": {
        "intelligence": 82.95859277708593,
        "calibration": 79.92148395066893,
        "speed": 69.78178103134502,
        "cost": 26.347672943935677
      },
      "jevbench_score": 59.088410478480625
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6363636363636364
      },
      "accuracy": 0.8052434456928839,
      "ece_hard": 0.09627426829518855,
      "calibration": 78.4193919682005,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.3098307490636704,
      "axes": {
        "intelligence": 82.5903383146534,
        "calibration": 78.4193919682005,
        "speed": 74.47257649879765,
        "cost": 25.266264490204037
      },
      "jevbench_score": 59.084359678372394
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.08136844551974219,
      "calibration": 81.29196014043004,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3040784494382022,
      "axes": {
        "intelligence": 84.20916355334164,
        "calibration": 81.29196014043004,
        "speed": 69.7779713205367,
        "cost": 25.510430738824738
      },
      "jevbench_score": 59.08275933400893
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.7136363636363636
      },
      "accuracy": 0.8389513108614233,
      "ece_hard": 0.029809600293121106,
      "calibration": 88.07844436337939,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.36296217602996256,
      "axes": {
        "intelligence": 85.30007264425073,
        "calibration": 88.07844436337939,
        "speed": 69.7779713205367,
        "cost": 23.20415890159012
      },
      "jevbench_score": 59.05760103046775
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.7045454545454546
      },
      "accuracy": 0.8370786516853933,
      "ece_hard": 0.0483031147394982,
      "calibration": 85.05154715608063,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3399479250936329,
      "axes": {
        "intelligence": 85.21912619344127,
        "calibration": 85.05154715608063,
        "speed": 69.75909261944061,
        "cost": 24.05762815725552
      },
      "jevbench_score": 59.056571618187505
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9452054794520548,
        "hard": 0.6363636363636364
      },
      "accuracy": 0.799625468164794,
      "ece_hard": 0.08745154801868092,
      "calibration": 79.33690309531289,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.31739441947565544,
      "axes": {
        "intelligence": 82.01499584889996,
        "calibration": 79.33690309531289,
        "speed": 74.77073744801535,
        "cost": 24.95202140231555
      },
      "jevbench_score": 59.027104142246436
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.958904109589041,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.03791335292444814,
      "calibration": 85.6459341668208,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3382020786516854,
      "axes": {
        "intelligence": 84.0917393109174,
        "calibration": 85.6459341668208,
        "speed": 69.75909261944061,
        "cost": 24.12471182430835
      },
      "jevbench_score": 59.0039057764239
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.958904109589041,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.035177860619374404,
      "calibration": 85.74129162014475,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3382020786516854,
      "axes": {
        "intelligence": 83.95537567455376,
        "calibration": 85.74129162014475,
        "speed": 69.75909261944061,
        "cost": 24.12471182430835
      },
      "jevbench_score": 58.99638104979315
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.05471738415643128,
      "calibration": 83.09149794902422,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3222050936329588,
      "axes": {
        "intelligence": 84.26458073889582,
        "calibration": 83.09149794902422,
        "speed": 69.75909261944061,
        "cost": 24.756027947373553
      },
      "jevbench_score": 58.968605818752735
    },
    {
      "members": [
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9246575342465754,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8089887640449438,
      "ece_hard": 0.10105857408597478,
      "calibration": 77.6922490135228,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.928032819926739,
      "cost_usd_per_1000": 0.3124317041198502,
      "axes": {
        "intelligence": 82.68586550435866,
        "calibration": 77.6922490135228,
        "speed": 74.77239356263168,
        "cost": 25.157347071081787
      },
      "jevbench_score": 58.95949752881324
    },
    {
      "members": [
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9246575342465754,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8089887640449438,
      "ece_hard": 0.10141412852683555,
      "calibration": 77.6111096919567,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.928032819926739,
      "cost_usd_per_1000": 0.3124317041198502,
      "axes": {
        "intelligence": 82.68586550435866,
        "calibration": 77.6111096919567,
        "speed": 74.77239356263168,
        "cost": 25.157347071081787
      },
      "jevbench_score": 58.94409763885292
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.958904109589041,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.13545454545454533,
      "calibration": 70.62379545454547,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.274119797752809,
      "axes": {
        "intelligence": 84.22810294728103,
        "calibration": 70.62379545454547,
        "speed": 75.49954194936167,
        "cost": 26.861787918386057
      },
      "jevbench_score": 58.93480167588876
    },
    {
      "members": [
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9315068493150684,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.10413640022344417,
      "calibration": 78.49327221533595,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.2851527528089888,
      "axes": {
        "intelligence": 83.42310087173101,
        "calibration": 78.49327221533595,
        "speed": 69.78178103134502,
        "cost": 26.347672943935677
      },
      "jevbench_score": 58.90481130783985
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.952054794520548,
        "hard": 0.6181818181818182
      },
      "accuracy": 0.797752808988764,
      "ece_hard": 0.17636363636363617,
      "calibration": 63.60263636363638,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.20099988764044946,
      "axes": {
        "intelligence": 82.24465545869656,
        "calibration": 63.60263636363638,
        "speed": 74.47320850632062,
        "cost": 30.904125560541516
      },
      "jevbench_score": 58.90468419468217
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.910958904109589,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.795880149812734,
      "ece_hard": 0.13181818181818158,
      "calibration": 71.49643181818185,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.2581228127340824,
      "axes": {
        "intelligence": 81.77578870900788,
        "calibration": 71.49643181818185,
        "speed": 74.47320850632062,
        "cost": 27.645208332489517
      },
      "jevbench_score": 58.902300951719916
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.06027091837036038,
      "calibration": 83.54837107813347,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.36722687640449436,
      "axes": {
        "intelligence": 83.8365504358655,
        "calibration": 83.54837107813347,
        "speed": 74.47257649879765,
        "cost": 23.05196624185075
      },
      "jevbench_score": 58.88693296854332
    },
    {
      "members": [
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.8904109589041096,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.7940074906367042,
      "ece_hard": 0.16363636363636327,
      "calibration": 67.31203030303034,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.19177247191011235,
      "axes": {
        "intelligence": 81.1625674553757,
        "calibration": 67.31203030303034,
        "speed": 69.7779713205367,
        "cost": 31.516412012284874
      },
      "jevbench_score": 58.8743186123869
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7708333333333334,
        "judge": 0.8904109589041096,
        "hard": 0.6045454545454545
      },
      "accuracy": 0.7659176029962547,
      "ece_hard": 0.20151515151515162,
      "calibration": 59.4306515151515,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.15260402621722846,
      "axes": {
        "intelligence": 78.65120381901205,
        "calibration": 59.4306515151515,
        "speed": 74.47320850632062,
        "cost": 34.49302024159303
      },
      "jevbench_score": 58.86562892317323
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.06809674848473898,
      "calibration": 83.1342207543425,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.36722687640449436,
      "axes": {
        "intelligence": 83.97291407222914,
        "calibration": 83.1342207543425,
        "speed": 74.47257649879765,
        "cost": 23.05196624185075
      },
      "jevbench_score": 58.83772231317531
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.05227671753982764,
      "calibration": 84.90152014854753,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3472383932584269,
      "axes": {
        "intelligence": 84.86545246990454,
        "calibration": 84.90152014854753,
        "speed": 69.7779713205367,
        "cost": 23.781167860415607
      },
      "jevbench_score": 58.80299935966425
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.7090909090909091
      },
      "accuracy": 0.8370786516853933,
      "ece_hard": 0.041364438789567165,
      "calibration": 86.67338964485324,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.36296217602996256,
      "axes": {
        "intelligence": 85.1637090078871,
        "calibration": 86.67338964485324,
        "speed": 69.7779713205367,
        "cost": 23.20415890159012
      },
      "jevbench_score": 58.79713023993588
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.05628101907579171,
      "calibration": 84.71379337777378,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.34751159550561794,
      "axes": {
        "intelligence": 85.02075550020756,
        "calibration": 84.71379337777378,
        "speed": 69.78178103134502,
        "cost": 23.77092098861135
      },
      "jevbench_score": 58.7918040428234
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.7
      },
      "accuracy": 0.8352059925093633,
      "ece_hard": 0.05348602992188112,
      "calibration": 85.67922984563108,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3556717078651685,
      "axes": {
        "intelligence": 85.08276255707763,
        "calibration": 85.67922984563108,
        "speed": 69.75909261944061,
        "cost": 23.468520390228022
      },
      "jevbench_score": 58.776120514906495
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.958904109589041,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.15090909090909077,
      "calibration": 69.17934090909093,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.2583960149812734,
      "axes": {
        "intelligence": 83.81901203819014,
        "calibration": 69.17934090909093,
        "speed": 74.47320850632062,
        "cost": 27.631425651228327
      },
      "jevbench_score": 58.77336803461405
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.06163325465482573,
      "calibration": 82.60669006696236,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3259849438202247,
      "axes": {
        "intelligence": 84.072799916978,
        "calibration": 82.60669006696236,
        "speed": 69.75909261944061,
        "cost": 24.604073743372496
      },
      "jevbench_score": 58.758357029438635
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9315068493150684,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.1445454545454549,
      "calibration": 70.14070454545451,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.26190266292134834,
      "axes": {
        "intelligence": 83.0329493565795,
        "calibration": 70.14070454545451,
        "speed": 74.47320850632062,
        "cost": 27.455802574600654
      },
      "jevbench_score": 58.74402488018098
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9383561643835616,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.12454545454545432,
      "calibration": 70.48445454545455,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.2326046629213483,
      "axes": {
        "intelligence": 83.38003320880034,
        "calibration": 70.48445454545455,
        "speed": 69.75909261944061,
        "cost": 29.00144750240858
      },
      "jevbench_score": 58.72107210589887
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.7
      },
      "accuracy": 0.8370786516853933,
      "ece_hard": 0.0577494264786445,
      "calibration": 85.00658995379015,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3556717078651685,
      "axes": {
        "intelligence": 85.3744292237443,
        "calibration": 85.00658995379015,
        "speed": 69.75909261944061,
        "cost": 23.468520390228022
      },
      "jevbench_score": 58.71062925738846
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.05841082819248307,
      "calibration": 84.19579127358368,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.34751159550561794,
      "axes": {
        "intelligence": 84.74802822748029,
        "calibration": 84.19579127358368,
        "speed": 69.78178103134502,
        "cost": 23.77092098861135
      },
      "jevbench_score": 58.65459101400207
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.06558306093344685,
      "calibration": 81.99598082033694,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3259849438202247,
      "axes": {
        "intelligence": 83.93643628061437,
        "calibration": 81.99598082033694,
        "speed": 69.75909261944061,
        "cost": 24.604073743372496
      },
      "jevbench_score": 58.62565846434005
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9794520547945206,
        "hard": 0.5863636363636363
      },
      "accuracy": 0.7902621722846442,
      "ece_hard": 0.23636363636363628,
      "calibration": 56.246136363636374,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.15287722846441948,
      "axes": {
        "intelligence": 81.76556662515567,
        "calibration": 56.246136363636374,
        "speed": 74.47320850632062,
        "cost": 34.46971597826156
      },
      "jevbench_score": 58.617221535996244
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.06106052998424248,
      "calibration": 83.25864343850691,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.33792887640449437,
      "axes": {
        "intelligence": 84.19022415940225,
        "calibration": 83.25864343850691,
        "speed": 69.75909261944061,
        "cost": 24.135240870550234
      },
      "jevbench_score": 58.61190866617968
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.952054794520548,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.07286391849216306,
      "calibration": 82.5001980866374,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.3745173445692884,
      "axes": {
        "intelligence": 83.8810190950602,
        "calibration": 82.5001980866374,
        "speed": 74.77073744801535,
        "cost": 22.79584193629418
      },
      "jevbench_score": 58.60389716757958
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9452054794520548,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.8033707865168539,
      "ece_hard": 0.14636363636363614,
      "calibration": 68.69463636363639,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.25988361423220974,
      "axes": {
        "intelligence": 82.44302615193027,
        "calibration": 68.69463636363639,
        "speed": 75.49954194936167,
        "cost": 27.55663306239589
      },
      "jevbench_score": 58.58842265823762
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.07055646192321605,
      "calibration": 81.27764536021317,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3222050936329588,
      "axes": {
        "intelligence": 83.8365504358655,
        "calibration": 81.27764536021317,
        "speed": 69.75909261944061,
        "cost": 24.756027947373553
      },
      "jevbench_score": 58.56950792276229
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.952054794520548,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.07744800365483456,
      "calibration": 82.66068621400152,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.928032819926739,
      "cost_usd_per_1000": 0.3782971947565543,
      "axes": {
        "intelligence": 83.99844333748445,
        "calibration": 82.66068621400152,
        "speed": 74.77239356263168,
        "cost": 22.66500637551316
      },
      "jevbench_score": 58.56886975322332
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.7
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.06079504497288242,
      "calibration": 83.9596799541093,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3489991947565543,
      "axes": {
        "intelligence": 84.59931506849315,
        "calibration": 83.9596799541093,
        "speed": 69.7779713205367,
        "cost": 23.715267252530197
      },
      "jevbench_score": 58.552574570201465
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.06383548292378885,
      "calibration": 83.85961925727452,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.3510182434456929,
      "axes": {
        "intelligence": 84.94639892071399,
        "calibration": 83.85961925727452,
        "speed": 69.78178103134502,
        "cost": 23.640109341760308
      },
      "jevbench_score": 58.54938632239577
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.05501293721552285,
      "calibration": 85.41052144238817,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.3632353782771535,
      "axes": {
        "intelligence": 84.9653383146534,
        "calibration": 85.41052144238817,
        "speed": 69.78178103134502,
        "cost": 23.194355764692247
      },
      "jevbench_score": 58.542246235565536
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.0765997285077929,
      "calibration": 81.88031568730136,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.3747905468164794,
      "axes": {
        "intelligence": 84.12821710253218,
        "calibration": 81.88031568730136,
        "speed": 74.77073744801535,
        "cost": 22.786341150167118
      },
      "jevbench_score": 58.530450011968924
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.958904109589041,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.05668421927695331,
      "calibration": 83.59842561276567,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3454925468164794,
      "axes": {
        "intelligence": 84.36446658364467,
        "calibration": 83.59842561276567,
        "speed": 69.7779713205367,
        "cost": 23.846839511911085
      },
      "jevbench_score": 58.52975521907663
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.7181818181818181
      },
      "accuracy": 0.8426966292134831,
      "ece_hard": 0.054517867314106475,
      "calibration": 85.00939726893014,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.36674202621722846,
      "axes": {
        "intelligence": 85.62821710253218,
        "calibration": 85.00939726893014,
        "speed": 69.78178103134502,
        "cost": 23.06917959713782
      },
      "jevbench_score": 58.50789988281842
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.06413018654097975,
      "calibration": 82.020539948123,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3297687640449438,
      "axes": {
        "intelligence": 83.66370900788709,
        "calibration": 82.020539948123,
        "speed": 69.7779713205367,
        "cost": 24.45371450368343
      },
      "jevbench_score": 58.49661404643271
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.06403926562420141,
      "calibration": 83.42941250586745,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3472383932584269,
      "axes": {
        "intelligence": 84.45636156081362,
        "calibration": 83.42941250586745,
        "speed": 69.7779713205367,
        "cost": 23.781167860415607
      },
      "jevbench_score": 58.4757455449608
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9246575342465754,
        "hard": 0.6272727272727273
      },
      "accuracy": 0.7940074906367042,
      "ece_hard": 0.15181818181818163,
      "calibration": 67.68768181818183,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.24415983146067416,
      "axes": {
        "intelligence": 81.75025944375261,
        "calibration": 67.68768181818183,
        "speed": 74.47320850632062,
        "cost": 28.3697735053333
      },
      "jevbench_score": 58.47411780818955
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.18181818181818152,
      "calibration": 62.95218181818184,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.19204567415730334,
      "axes": {
        "intelligence": 84.41988376919885,
        "calibration": 62.95218181818184,
        "speed": 69.78178103134502,
        "cost": 31.497864127097145
      },
      "jevbench_score": 58.46146212093844
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9178082191780822,
        "hard": 0.65
      },
      "accuracy": 0.797752808988764,
      "ece_hard": 0.06718188973270682,
      "calibration": 80.96444005409782,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.34948404494382024,
      "axes": {
        "intelligence": 81.65696347031965,
        "calibration": 80.96444005409782,
        "speed": 74.47257649879765,
        "cost": 23.697179391628367
      },
      "jevbench_score": 58.44470145654107
    },
    {
      "members": [
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.9315068493150684,
        "hard": 0.6363636363636364
      },
      "accuracy": 0.7940074906367042,
      "ece_hard": 0.19393939393939358,
      "calibration": 62.34114393939397,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.20332764044943819,
      "axes": {
        "intelligence": 81.33976753839768,
        "calibration": 62.34114393939397,
        "speed": 74.77855855005357,
        "cost": 30.75410737493995
      },
      "jevbench_score": 58.437210596967645
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9452054794520548,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.15545454545454568,
      "calibration": 69.55504545454544,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.2849169138576779,
      "axes": {
        "intelligence": 83.12484433374846,
        "calibration": 69.55504545454544,
        "speed": 76.51812235281348,
        "cost": 26.358453053841984
      },
      "jevbench_score": 58.43673282214442
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.08391719906121317,
      "calibration": 80.03272862220028,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.36082756554307116,
      "axes": {
        "intelligence": 83.68923827314238,
        "calibration": 80.03272862220028,
        "speed": 74.77073744801535,
        "cost": 23.28100875369647
      },
      "jevbench_score": 58.43427690939231
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.15272727272727266,
      "calibration": 67.05827272727274,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.26015681647940075,
      "axes": {
        "intelligence": 83.44639892071399,
        "calibration": 67.05827272727274,
        "speed": 75.49954194936167,
        "cost": 27.542943714532868
      },
      "jevbench_score": 58.40548820082228
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.13909090909090913,
      "calibration": 68.46740909090909,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.2328778651685393,
      "axes": {
        "intelligence": 84.01079286010793,
        "calibration": 68.46740909090909,
        "speed": 69.75909261944061,
        "cost": 28.98615366409723
      },
      "jevbench_score": 58.39862175414908
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9246575342465754,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8071161048689138,
      "ece_hard": 0.15454545454545449,
      "calibration": 69.51770454545456,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.26919313108614235,
      "axes": {
        "intelligence": 82.54950186799502,
        "calibration": 69.51770454545456,
        "speed": 74.77855855005357,
        "cost": 27.098080781745452
      },
      "jevbench_score": 58.39576816082595
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9383561643835616,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.0850749401942941,
      "calibration": 79.91925146495734,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.36082756554307116,
      "axes": {
        "intelligence": 83.49745745122458,
        "calibration": 79.91925146495734,
        "speed": 74.77073744801535,
        "cost": 23.28100875369647
      },
      "jevbench_score": 58.38005895454937
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.15818181818181826,
      "calibration": 68.61381818181817,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.2694663333333333,
      "axes": {
        "intelligence": 83.55287463677875,
        "calibration": 68.61381818181817,
        "speed": 74.77855855005357,
        "cost": 27.084864613118356
      },
      "jevbench_score": 58.37396394547448
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.06866229920178343,
      "calibration": 82.87882114462238,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.3492723970037453,
      "axes": {
        "intelligence": 84.67367164798672,
        "calibration": 82.87882114462238,
        "speed": 69.78178103134502,
        "cost": 23.70507205892477
      },
      "jevbench_score": 58.3705548672392
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9246575342465754,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.0740449940920034,
      "calibration": 82.0401254323759,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.3745173445692884,
      "axes": {
        "intelligence": 82.97753217102533,
        "calibration": 82.0401254323759,
        "speed": 74.77073744801535,
        "cost": 22.79584193629418
      },
      "jevbench_score": 58.363796264666554
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.0695641582414862,
      "calibration": 82.6542598620504,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.3492723970037453,
      "axes": {
        "intelligence": 84.81003528435036,
        "calibration": 82.6542598620504,
        "speed": 69.78178103134502,
        "cost": 23.70507205892477
      },
      "jevbench_score": 58.35444644708745
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.06852524237016946,
      "calibration": 82.26428072260592,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.33792887640449437,
      "axes": {
        "intelligence": 83.6447696139477,
        "calibration": 82.26428072260592,
        "speed": 69.75909261944061,
        "cost": 24.135240870550234
      },
      "jevbench_score": 58.34123773427821
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.08510091069541113,
      "calibration": 81.3097453049096,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.3747905468164794,
      "axes": {
        "intelligence": 83.56382316313824,
        "calibration": 81.3097453049096,
        "speed": 74.77073744801535,
        "cost": 22.786341150167118
      },
      "jevbench_score": 58.32997500326949
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.06528282146234977,
      "calibration": 84.15044253707117,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.3632353782771535,
      "axes": {
        "intelligence": 84.9653383146534,
        "calibration": 84.15044253707117,
        "speed": 69.78178103134502,
        "cost": 23.194355764692247
      },
      "jevbench_score": 58.32511983924771
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.08259156163836842,
      "calibration": 81.25157177475458,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3417087265917603,
      "axes": {
        "intelligence": 84.94639892071399,
        "calibration": 81.25157177475458,
        "speed": 69.75909261944061,
        "cost": 23.990317900106177
      },
      "jevbench_score": 58.297964631326096
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.08180310351685512,
      "calibration": 81.23446112971442,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.3335486142322097,
      "axes": {
        "intelligence": 83.80007264425073,
        "calibration": 81.23446112971442,
        "speed": 69.78178103134502,
        "cost": 24.305225780087525
      },
      "jevbench_score": 58.2916840264891
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.08877554112850548,
      "calibration": 81.26848801796933,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.928032819926739,
      "cost_usd_per_1000": 0.3782971947565543,
      "axes": {
        "intelligence": 83.82560190950602,
        "calibration": 81.26848801796933,
        "speed": 74.77239356263168,
        "cost": 22.66500637551316
      },
      "jevbench_score": 58.29066330510384
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.8052434456928839,
      "ece_hard": 0.16454545454545452,
      "calibration": 65.97745454545455,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.24443303370786518,
      "axes": {
        "intelligence": 82.73469281859693,
        "calibration": 65.97745454545455,
        "speed": 74.47320850632062,
        "cost": 28.355203062428018
      },
      "jevbench_score": 58.26785225939537
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9246575342465754,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8089887640449438,
      "ece_hard": 0.08382304550604387,
      "calibration": 80.04191597867717,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.36055436329588014,
      "axes": {
        "intelligence": 82.68586550435866,
        "calibration": 80.04191597867717,
        "speed": 74.77073744801535,
        "cost": 23.29087733198999
      },
      "jevbench_score": 58.26618268322629
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.09531971827463012,
      "calibration": 78.73751901495196,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.35326389513108614,
      "axes": {
        "intelligence": 83.41651100041511,
        "calibration": 78.73751901495196,
        "speed": 74.47257649879765,
        "cost": 23.55702240369645
      },
      "jevbench_score": 58.262300702269954
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.09566327000663073,
      "calibration": 78.79791422293283,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.35326389513108614,
      "axes": {
        "intelligence": 83.28014736405149,
        "calibration": 78.79791422293283,
        "speed": 74.47257649879765,
        "cost": 23.55702240369645
      },
      "jevbench_score": 58.24963995012959
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.06990778487418844,
      "calibration": 82.09130592997619,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3454925468164794,
      "axes": {
        "intelligence": 84.20916355334164,
        "calibration": 82.09130592997619,
        "speed": 69.7779713205367,
        "cost": 23.846839511911085
      },
      "jevbench_score": 58.237325410975075
    },
    {
      "members": [
        "djev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.7318181818181818
      },
      "accuracy": 0.8445692883895131,
      "ece_hard": 0.13484848484848472,
      "calibration": 70.08306818181819,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.26122323970037453,
      "axes": {
        "intelligence": 85.55386052303862,
        "calibration": 70.08306818181819,
        "speed": 69.78178103134502,
        "cost": 27.48964566134252
      },
      "jevbench_score": 58.23592491237001
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.07577831882662801,
      "calibration": 82.48991844709784,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.3510182434456929,
      "axes": {
        "intelligence": 84.48189082606892,
        "calibration": 82.48991844709784,
        "speed": 69.78178103134502,
        "cost": 23.640109341760308
      },
      "jevbench_score": 58.2289565313716
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9246575342465754,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8071161048689138,
      "ece_hard": 0.08441796732408605,
      "calibration": 79.94756597510826,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.36055436329588014,
      "axes": {
        "intelligence": 82.54950186799502,
        "calibration": 79.94756597510826,
        "speed": 74.77073744801535,
        "cost": 23.29087733198999
      },
      "jevbench_score": 58.22497406622083
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9246575342465754,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8089887640449438,
      "ece_hard": 0.0697052707885655,
      "calibration": 81.2798816717748,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3297687640449438,
      "axes": {
        "intelligence": 82.68586550435866,
        "calibration": 81.2798816717748,
        "speed": 69.7779713205367,
        "cost": 24.45371450368343
      },
      "jevbench_score": 58.19281671925562
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.08538382393703325,
      "calibration": 80.74029777297747,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.3335486142322097,
      "axes": {
        "intelligence": 83.66370900788709,
        "calibration": 80.74029777297747,
        "speed": 69.78178103134502,
        "cost": 24.305225780087525
      },
      "jevbench_score": 58.17913936987425
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.07435752141342679,
      "calibration": 82.44342313862771,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3489991947565543,
      "axes": {
        "intelligence": 83.96196554586966,
        "calibration": 82.44342313862771,
        "speed": 69.7779713205367,
        "cost": 23.715267252530197
      },
      "jevbench_score": 58.176319683111196
    },
    {
      "members": [
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9178082191780822,
        "hard": 0.6318181818181818
      },
      "accuracy": 0.7902621722846442,
      "ece_hard": 0.19696969696969668,
      "calibration": 61.952613636363665,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.2190514232209738,
      "axes": {
        "intelligence": 81.1115089248651,
        "calibration": 61.952613636363665,
        "speed": 76.51812235281348,
        "cost": 29.783617623351972
      },
      "jevbench_score": 58.17293374316375
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9246575342465754,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.795880149812734,
      "ece_hard": 0.08133760553718619,
      "calibration": 79.49542954615595,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.34948404494382024,
      "axes": {
        "intelligence": 81.57601701951018,
        "calibration": 79.49542954615595,
        "speed": 74.47257649879765,
        "cost": 23.697179391628367
      },
      "jevbench_score": 58.16335144727902
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.8089887640449438,
      "ece_hard": 0.09706557154885422,
      "calibration": 78.08869393917719,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.34975724719101126,
      "axes": {
        "intelligence": 83.01836861768369,
        "calibration": 78.08869393917719,
        "speed": 74.47257649879765,
        "cost": 23.686998336610245
      },
      "jevbench_score": 58.15233941737236
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.7090909090909091
      },
      "accuracy": 0.8389513108614233,
      "ece_hard": 0.07002961320077393,
      "calibration": 83.21691460659756,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.36674202621722846,
      "axes": {
        "intelligence": 85.35548982980491,
        "calibration": 83.21691460659756,
        "speed": 69.78178103134502,
        "cost": 23.06917959713782
      },
      "jevbench_score": 58.15061565863241
    },
    {
      "members": [
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.952054794520548,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.11818181818181782,
      "calibration": 69.24623484848487,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.25015292134831457,
      "axes": {
        "intelligence": 84.27117061021171,
        "calibration": 69.24623484848487,
        "speed": 69.75909261944061,
        "cost": 28.05383262854474
      },
      "jevbench_score": 58.132239468907066
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9315068493150684,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.08456492558262153,
      "calibration": 80.77319023541511,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3332754119850187,
      "axes": {
        "intelligence": 83.0140099626401,
        "calibration": 80.77319023541511,
        "speed": 69.7779713205367,
        "cost": 24.31590178128478
      },
      "jevbench_score": 58.07735605694422
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.78125,
        "judge": 0.9178082191780822,
        "hard": 0.6227272727272727
      },
      "accuracy": 0.7827715355805244,
      "ece_hard": 0.22727272727272693,
      "calibration": 58.23456060606064,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.14861252808988762,
      "axes": {
        "intelligence": 80.2554483188045,
        "calibration": 58.23456060606064,
        "speed": 69.7779713205367,
        "cost": 34.838337335506964
      },
      "jevbench_score": 58.05742526006052
    },
    {
      "members": [
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.07259271592963874,
      "calibration": 81.51265694334423,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.35082367041198503,
      "axes": {
        "intelligence": 84.46295143212951,
        "calibration": 81.51265694334423,
        "speed": 69.78178103134502,
        "cost": 23.64733336147438
      },
      "jevbench_score": 58.05690520308325
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.16454545454545472,
      "calibration": 66.44270454545452,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.281410265917603,
      "axes": {
        "intelligence": 83.99185346616854,
        "calibration": 66.44270454545452,
        "speed": 76.51812235281348,
        "cost": 26.519801903195614
      },
      "jevbench_score": 58.01025330177151
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.14636363636363645,
      "calibration": 69.96938636363635,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.2576379625468165,
      "axes": {
        "intelligence": 83.68923827314238,
        "calibration": 69.96938636363635,
        "speed": 69.7779713205367,
        "cost": 27.669704319737818
      },
      "jevbench_score": 57.98626478188713
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.17454545454545473,
      "calibration": 66.54320454545453,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.2851901161048689,
      "axes": {
        "intelligence": 84.26458073889582,
        "calibration": 66.54320454545453,
        "speed": 76.51812235281348,
        "cost": 26.34596589989596
      },
      "jevbench_score": 57.98381705510917
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.7227272727272728
      },
      "accuracy": 0.8426966292134831,
      "ece_hard": 0.0936363636363638,
      "calibration": 76.56786363636363,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.32330888014981274,
      "axes": {
        "intelligence": 85.572799916978,
        "calibration": 76.56786363636363,
        "speed": 69.7779713205367,
        "cost": 24.711471000802888
      },
      "jevbench_score": 57.97620745349077
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9246575342465754,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.795880149812734,
      "ece_hard": 0.08600347194370975,
      "calibration": 79.02767896252651,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.35704771535580526,
      "axes": {
        "intelligence": 81.57601701951018,
        "calibration": 79.02767896252651,
        "speed": 74.77073744801535,
        "cost": 23.418212245121367
      },
      "jevbench_score": 57.96379094228175
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6272727272727273
      },
      "accuracy": 0.8033707865168539,
      "ece_hard": 0.1618181818181815,
      "calibration": 65.16793181818184,
      "p50_s": 1.3879805654287338,
      "p95_s": 2.030777859687805,
      "cost_usd_per_1000": 0.2563769662921348,
      "axes": {
        "intelligence": 82.60927770859278,
        "calibration": 65.16793181818184,
        "speed": 75.49954194936167,
        "cost": 27.733629873221304
      },
      "jevbench_score": 57.943329783298395
    },
    {
      "members": [
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.958904109589041,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.07387558614851436,
      "calibration": 81.1180665776696,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.35082367041198503,
      "axes": {
        "intelligence": 84.17128476546284,
        "calibration": 81.1180665776696,
        "speed": 69.78178103134502,
        "cost": 23.64733336147438
      },
      "jevbench_score": 57.936391557003006
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.21515151515151482,
      "calibration": 59.19834848484852,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.21932462546816478,
      "axes": {
        "intelligence": 83.44639892071399,
        "calibration": 59.19834848484852,
        "speed": 76.51812235281348,
        "cost": 29.767378107879182
      },
      "jevbench_score": 57.916928213494
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9315068493150684,
        "hard": 0.6363636363636364
      },
      "accuracy": 0.797752808988764,
      "ece_hard": 0.2106060606060603,
      "calibration": 59.73839393939397,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.2036008426966292,
      "axes": {
        "intelligence": 81.92310087173101,
        "calibration": 59.73839393939397,
        "speed": 74.77855855005357,
        "cost": 30.73661286406545
      },
      "jevbench_score": 57.912625630097644
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.15000000000000013,
      "calibration": 68.54324999999997,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.25791116479400744,
      "axes": {
        "intelligence": 84.82897467828975,
        "calibration": 68.54324999999997,
        "speed": 69.78178103134502,
        "cost": 27.65589571451909
      },
      "jevbench_score": 57.87748782461144
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.7318181818181818
      },
      "accuracy": 0.848314606741573,
      "ece_hard": 0.08818181818181789,
      "calibration": 74.73381818181821,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.31601841198501873,
      "axes": {
        "intelligence": 86.03730801162308,
        "calibration": 74.73381818181821,
        "speed": 69.75909261944061,
        "cost": 25.008628408420932
      },
      "jevbench_score": 57.87269011463164
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6409090909090909
      },
      "accuracy": 0.8089887640449438,
      "ece_hard": 0.11249516919728607,
      "calibration": 76.5908416971034,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.34975724719101126,
      "axes": {
        "intelligence": 83.01836861768369,
        "calibration": 76.5908416971034,
        "speed": 74.47257649879765,
        "cost": 23.686998336610245
      },
      "jevbench_score": 57.87144966560866
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9246575342465754,
        "hard": 0.6363636363636364
      },
      "accuracy": 0.7940074906367042,
      "ece_hard": 0.08928094741352204,
      "calibration": 78.64681468577577,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.35704771535580526,
      "axes": {
        "intelligence": 81.43965338314653,
        "calibration": 78.64681468577577,
        "speed": 74.77073744801535,
        "cost": 23.418212245121367
      },
      "jevbench_score": 57.86961779505729
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.952054794520548,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.1563636363636367,
      "calibration": 67.75063636363633,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.2503474943820225,
      "axes": {
        "intelligence": 84.44541303445415,
        "calibration": 67.75063636363633,
        "speed": 69.75909261944061,
        "cost": 28.043702527174077
      },
      "jevbench_score": 57.84041554467908
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.7
      },
      "accuracy": 0.8370786516853933,
      "ece_hard": 0.10818181818181805,
      "calibration": 72.53856818181819,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.29854878277153557,
      "axes": {
        "intelligence": 85.3744292237443,
        "calibration": 72.53856818181819,
        "speed": 69.75909261944061,
        "cost": 25.749540854883023
      },
      "jevbench_score": 57.751966399148586
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.044044741288041506,
      "calibration": 84.77903592385883,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.391655861423221,
      "axes": {
        "intelligence": 84.51836861768369,
        "calibration": 84.77903592385883,
        "speed": 69.75909261944061,
        "cost": 22.212861085919087
      },
      "jevbench_score": 57.72463901627288
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6227272727272727
      },
      "accuracy": 0.8014981273408239,
      "ece_hard": 0.16454545454545444,
      "calibration": 65.94070454545455,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.22909801498127338,
      "axes": {
        "intelligence": 82.572799916978,
        "calibration": 65.94070454545455,
        "speed": 69.75909261944061,
        "cost": 29.199360212106924
      },
      "jevbench_score": 57.708686328177066
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.952054794520548,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.10454545454545427,
      "calibration": 73.33970454545457,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.29827558052434455,
      "axes": {
        "intelligence": 83.8620797011208,
        "calibration": 73.33970454545457,
        "speed": 69.75909261944061,
        "cost": 25.761469011035786
      },
      "jevbench_score": 57.65925914765117
    },
    {
      "members": [
        "djev",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9246575342465754,
        "hard": 0.65
      },
      "accuracy": 0.8014981273408239,
      "ece_hard": 0.22878787878787868,
      "calibration": 58.89221212121214,
      "p50_s": 1.724735751748085,
      "p95_s": 1.9244587391614911,
      "cost_usd_per_1000": 0.2071074906367041,
      "axes": {
        "intelligence": 82.14041095890411,
        "calibration": 58.89221212121214,
        "speed": 74.78968829969378,
        "cost": 30.514125799489577
      },
      "jevbench_score": 57.64204082200466
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.044988430416424786,
      "calibration": 84.33226827064439,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.391655861423221,
      "axes": {
        "intelligence": 84.46295143212951,
        "calibration": 84.33226827064439,
        "speed": 69.75909261944061,
        "cost": 22.212861085919087
      },
      "jevbench_score": 57.638987008211295
    },
    {
      "members": [
        "djev",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9452054794520548,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8089887640449438,
      "ece_hard": 0.23030303030303015,
      "calibration": 58.724696969696986,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6257096692919728,
      "cost_usd_per_1000": 0.22283127340823972,
      "axes": {
        "intelligence": 82.85211706102118,
        "calibration": 58.724696969696986,
        "speed": 76.53150536083959,
        "cost": 29.5607157358955
      },
      "jevbench_score": 57.599657218512
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.04797880110707982,
      "calibration": 83.82541036916811,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.38814921348314607,
      "axes": {
        "intelligence": 84.24564134495643,
        "calibration": 83.82541036916811,
        "speed": 69.75909261944061,
        "cost": 22.33003868565656
      },
      "jevbench_score": 57.59083254968916
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.16090909090909108,
      "calibration": 67.3813409090909,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.25413131460674154,
      "axes": {
        "intelligence": 83.99185346616854,
        "calibration": 67.3813409090909,
        "speed": 69.7779713205367,
        "cost": 27.84825450858567
      },
      "jevbench_score": 57.586844679982335
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.10909090909090965,
      "calibration": 72.54765909090904,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.2965147790262172,
      "axes": {
        "intelligence": 84.0903383146534,
        "calibration": 72.54765909090904,
        "speed": 69.75909261944061,
        "cost": 25.838609663638195
      },
      "jevbench_score": 57.585065725824
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.7
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.03737827106953008,
      "calibration": 86.53180840229675,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.41290931086142324,
      "axes": {
        "intelligence": 84.59931506849315,
        "calibration": 86.53180840229675,
        "speed": 69.7779713205367,
        "cost": 21.52435971791394
      },
      "jevbench_score": 57.58346598832961
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.045302055195838534,
      "calibration": 85.40548946270616,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.40561884269662923,
      "axes": {
        "intelligence": 84.81003528435036,
        "calibration": 85.40548946270616,
        "speed": 69.75909261944061,
        "cost": 21.756456352172563
      },
      "jevbench_score": 57.58117239015174
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9452054794520548,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.1154545454545452,
      "calibration": 71.34979545454547,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.282551797752809,
      "axes": {
        "intelligence": 83.37863221253632,
        "calibration": 71.34979545454547,
        "speed": 69.75909261944061,
        "cost": 26.467057753975837
      },
      "jevbench_score": 57.56897495869577
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.952054794520548,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.03952629716971819,
      "calibration": 84.47323084142617,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.38787601123595505,
      "axes": {
        "intelligence": 83.4340493980905,
        "calibration": 84.47323084142617,
        "speed": 69.75909261944061,
        "cost": 22.339212374566742
      },
      "jevbench_score": 57.56821673830777
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.12909090909090887,
      "calibration": 69.98615909090911,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.282825,
      "axes": {
        "intelligence": 85.02075550020756,
        "calibration": 69.98615909090911,
        "speed": 69.75909261944061,
        "cost": 26.45446612608039
      },
      "jevbench_score": 57.56509636101748
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.10454545454545441,
      "calibration": 73.49320454545456,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3125117640449438,
      "axes": {
        "intelligence": 85.00181610626817,
        "calibration": 73.49320454545456,
        "speed": 69.75909261944061,
        "cost": 25.15400888908762
      },
      "jevbench_score": 57.540132225021324
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9315068493150684,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.11291208370369404,
      "calibration": 77.81472454175275,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3332754119850187,
      "axes": {
        "intelligence": 82.87764632627646,
        "calibration": 77.81472454175275,
        "speed": 69.7779713205367,
        "cost": 24.31590178128478
      },
      "jevbench_score": 57.51445094038164
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "system-one-open",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.11636363636363617,
      "calibration": 71.79438636363638,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.30029462921348316,
      "axes": {
        "intelligence": 84.94639892071399,
        "calibration": 71.79438636363638,
        "speed": 69.75909261944061,
        "cost": 25.67357305339182
      },
      "jevbench_score": 57.488456645391025
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.952054794520548,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.10545454545454602,
      "calibration": 73.81029545454538,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3122385617977528,
      "axes": {
        "intelligence": 84.27117061021171,
        "calibration": 73.81029545454538,
        "speed": 69.75909261944061,
        "cost": 25.16540386378908
      },
      "jevbench_score": 57.48442273568411
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9315068493150684,
        "hard": 0.6136363636363636
      },
      "accuracy": 0.7902621722846442,
      "ece_hard": 0.18636363636363612,
      "calibration": 62.75888636363639,
      "p50_s": 1.7357386276125908,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.24065318352059922,
      "axes": {
        "intelligence": 81.5329493565795,
        "calibration": 62.75888636363639,
        "speed": 74.47320850632062,
        "cost": 28.55825166435858
      },
      "jevbench_score": 57.43610960879795
    },
    {
      "members": [
        "jev-1.13.0",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.7181818181818181
      },
      "accuracy": 0.8408239700374532,
      "ece_hard": 0.1636363636363635,
      "calibration": 68.01303030303032,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.27518622097378276,
      "axes": {
        "intelligence": 85.43643628061437,
        "calibration": 68.01303030303032,
        "speed": 69.78178103134502,
        "cost": 26.811199471911323
      },
      "jevbench_score": 57.4213482979534
    },
    {
      "members": [
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.9315068493150684,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.15757575757575723,
      "calibration": 68.01825757575762,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.25744338951310863,
      "axes": {
        "intelligence": 82.70340390203404,
        "calibration": 68.01825757575762,
        "speed": 69.7779713205367,
        "cost": 27.679547657907364
      },
      "jevbench_score": 57.41251258366296
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9452054794520548,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8089887640449438,
      "ece_hard": 0.17090909090909107,
      "calibration": 65.4660909090909,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.24016833333333332,
      "axes": {
        "intelligence": 83.16272312162724,
        "calibration": 65.4660909090909,
        "speed": 69.7779713205367,
        "cost": 28.584527672174644
      },
      "jevbench_score": 57.4048541078344
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.12818181818181787,
      "calibration": 70.09306818181821,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.32379373033707864,
      "axes": {
        "intelligence": 84.24564134495643,
        "calibration": 70.09306818181821,
        "speed": 74.47257649879765,
        "cost": 24.691946944166034
      },
      "jevbench_score": 57.404185143682255
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "system-one-open",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9794520547945206,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.12636363636363634,
      "calibration": 70.84988636363636,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.2967879812734082,
      "axes": {
        "intelligence": 85.05723329182234,
        "calibration": 70.84988636363636,
        "speed": 69.75909261944061,
        "cost": 25.82661070680966
      },
      "jevbench_score": 57.40234867155044
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.05263553909983084,
      "calibration": 83.13371827265513,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.38814921348314607,
      "axes": {
        "intelligence": 83.8365504358655,
        "calibration": 83.13371827265513,
        "speed": 69.75909261944061,
        "cost": 22.33003868565656
      },
      "jevbench_score": 57.40176231337348
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6318181818181818
      },
      "accuracy": 0.8014981273408239,
      "ece_hard": 0.18818181818181837,
      "calibration": 63.193318181818164,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.26744728464419476,
      "axes": {
        "intelligence": 82.46196554586966,
        "calibration": 63.193318181818164,
        "speed": 76.51812235281348,
        "cost": 27.182854212376725
      },
      "jevbench_score": 57.37808515678451
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.952054794520548,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.120909090909091,
      "calibration": 73.2748409090909,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.30758509737827716,
      "axes": {
        "intelligence": 83.57041303445413,
        "calibration": 73.2748409090909,
        "speed": 69.7779713205367,
        "cost": 25.36104130309799
      },
      "jevbench_score": 57.37506799953209
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9315068493150684,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8033707865168539,
      "ece_hard": 0.1854545454545455,
      "calibration": 64.39729545454546,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.2656864831460674,
      "axes": {
        "intelligence": 82.48749481112495,
        "calibration": 64.39729545454546,
        "speed": 74.77855855005357,
        "cost": 27.26891619543717
      },
      "jevbench_score": 57.368722264012206
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9452054794520548,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.13363636363636344,
      "calibration": 69.45661363636366,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.3098307490636704,
      "axes": {
        "intelligence": 82.83317766708178,
        "calibration": 69.45661363636366,
        "speed": 74.47257649879765,
        "cost": 25.266264490204037
      },
      "jevbench_score": 57.360619912289884
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.7090909090909091
      },
      "accuracy": 0.8389513108614233,
      "ece_hard": 0.05939720626584547,
      "calibration": 84.41580849762701,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.4131825131086142,
      "axes": {
        "intelligence": 85.35548982980491,
        "calibration": 84.41580849762701,
        "speed": 69.78178103134502,
        "cost": 21.515742014945715
      },
      "jevbench_score": 57.35065803336644
    },
    {
      "members": [
        "system-one-open",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.163636363636364,
      "calibration": 63.77928030303026,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.234429138576779,
      "axes": {
        "intelligence": 84.0903383146534,
        "calibration": 63.77928030303026,
        "speed": 69.75909261944061,
        "cost": 28.899652248482568
      },
      "jevbench_score": 57.34291792316614
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.04468877576991892,
      "calibration": 85.4665591996505,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.41290931086142324,
      "axes": {
        "intelligence": 84.19022415940225,
        "calibration": 85.4665591996505,
        "speed": 69.7779713205367,
        "cost": 21.52435971791394
      },
      "jevbench_score": 57.33589769564344
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-sglang"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6090909090909091
      },
      "accuracy": 0.7865168539325843,
      "ece_hard": 0.2530303030303028,
      "calibration": 53.45880303030306,
      "p50_s": 1.3671194911003113,
      "p95_s": 1.6307271040976046,
      "cost_usd_per_1000": 0.17589147940074906,
      "axes": {
        "intelligence": 80.90514736405147,
        "calibration": 53.45880303030306,
        "speed": 76.51812235281348,
        "cost": 32.64265594854422
      },
      "jevbench_score": 57.33057452265406
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.952054794520548,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.048236543251886796,
      "calibration": 83.36176592426182,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.38787601123595505,
      "axes": {
        "intelligence": 83.0060190950602,
        "calibration": 83.36176592426182,
        "speed": 69.75909261944061,
        "cost": 22.339212374566742
      },
      "jevbench_score": 57.304178764448636
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9315068493150684,
        "hard": 0.6318181818181818
      },
      "accuracy": 0.797752808988764,
      "ece_hard": 0.1927272727272728,
      "calibration": 62.78427272727272,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.2517235018726592,
      "axes": {
        "intelligence": 82.07840390203404,
        "calibration": 62.78427272727272,
        "speed": 74.77855855005357,
        "cost": 27.9722870547499
      },
      "jevbench_score": 57.29889002434988
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.13636363636363605,
      "calibration": 70.2193863636364,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.3275735805243446,
      "axes": {
        "intelligence": 83.97291407222914,
        "calibration": 70.2193863636364,
        "speed": 74.47257649879765,
        "cost": 24.540733966979843
      },
      "jevbench_score": 57.29543820122508
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.0650591272294599,
      "calibration": 82.90184309938567,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.398946329588015,
      "axes": {
        "intelligence": 84.65473225404733,
        "calibration": 82.90184309938567,
        "speed": 69.7779713205367,
        "cost": 21.9725657859062
      },
      "jevbench_score": 57.27348825231051
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.05833599539288054,
      "calibration": 83.69125695575411,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.40561884269662923,
      "axes": {
        "intelligence": 84.67367164798672,
        "calibration": 83.69125695575411,
        "speed": 69.75909261944061,
        "cost": 21.756456352172563
      },
      "jevbench_score": 57.26699125680851
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.958904109589041,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.05230667938776917,
      "calibration": 83.15239587111974,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3954396816479401,
      "axes": {
        "intelligence": 83.89855749273558,
        "calibration": 83.15239587111974,
        "speed": 69.7779713205367,
        "cost": 22.087592565387524
      },
      "jevbench_score": 57.26298664290935
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7708333333333334,
        "judge": 0.910958904109589,
        "hard": 0.5954545454545455
      },
      "accuracy": 0.7677902621722846,
      "ece_hard": 0.25151515151515114,
      "calibration": 53.69581818181822,
      "p50_s": 1.7256089895963669,
      "p95_s": 1.9284205481410026,
      "cost_usd_per_1000": 0.16016769662921349,
      "axes": {
        "intelligence": 78.9538190120382,
        "calibration": 53.69581818181822,
        "speed": 74.77855855005357,
        "cost": 33.86275209892408
      },
      "jevbench_score": 57.240476006176735
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.06010732269951966,
      "calibration": 84.8710999727096,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.41668916104868914,
      "axes": {
        "intelligence": 84.65473225404733,
        "calibration": 84.8710999727096,
        "speed": 69.78178103134502,
        "cost": 21.405633888943044
      },
      "jevbench_score": 57.23613555440268
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.7045454545454546
      },
      "accuracy": 0.8370786516853933,
      "ece_hard": 0.06228586261778751,
      "calibration": 83.83378657227547,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.4131825131086142,
      "axes": {
        "intelligence": 85.21912619344127,
        "calibration": 83.83378657227547,
        "speed": 69.78178103134502,
        "cost": 21.515742014945715
      },
      "jevbench_score": 57.22866754364795
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.7090909090909091
      },
      "accuracy": 0.8389513108614233,
      "ece_hard": 0.12181818181818202,
      "calibration": 72.8416818181818,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.32358208239700376,
      "axes": {
        "intelligence": 85.35548982980491,
        "calibration": 72.8416818181818,
        "speed": 69.78178103134502,
        "cost": 24.70046603313547
      },
      "jevbench_score": 57.21562615618846
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.0626153059529273,
      "calibration": 83.01183445720116,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.398946329588015,
      "axes": {
        "intelligence": 84.0903383146534,
        "calibration": 83.01183445720116,
        "speed": 69.7779713205367,
        "cost": 21.9725657859062
      },
      "jevbench_score": 57.19674388666945
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.06909257061074472,
      "calibration": 82.53371334034618,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.399219531835206,
      "axes": {
        "intelligence": 84.24564134495643,
        "calibration": 82.53371334034618,
        "speed": 69.78178103134502,
        "cost": 21.963646569580348
      },
      "jevbench_score": 57.135539243102265
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.06612185868870593,
      "calibration": 84.11453520389139,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.41668916104868914,
      "axes": {
        "intelligence": 84.51836861768369,
        "calibration": 84.11453520389139,
        "speed": 69.78178103134502,
        "cost": 21.405633888943044
      },
      "jevbench_score": 57.08514052808157
    },
    {
      "members": [
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.16969696969696937,
      "calibration": 62.660719696969736,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.26170808988764044,
      "axes": {
        "intelligence": 82.84412619344126,
        "calibration": 62.660719696969736,
        "speed": 74.47257649879765,
        "cost": 27.4654855688825
      },
      "jevbench_score": 57.08344699935262
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.1727272727272724,
      "calibration": 65.19927272727276,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.2577165917602996,
      "axes": {
        "intelligence": 84.34552718970527,
        "calibration": 65.19927272727276,
        "speed": 69.78178103134502,
        "cost": 27.6657286218213
      },
      "jevbench_score": 57.0817452049903
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.14363636363636373,
      "calibration": 70.53161363636363,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.3078582996254682,
      "axes": {
        "intelligence": 85.00181610626817,
        "calibration": 70.53161363636363,
        "speed": 69.78178103134502,
        "cost": 25.349474009978593
      },
      "jevbench_score": 57.066436851175744
    },
    {
      "members": [
        "jev-1.13.0",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.19242424242424228,
      "calibration": 65.04599242424243,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.2594624382022472,
      "axes": {
        "intelligence": 84.55484640929846,
        "calibration": 65.04599242424243,
        "speed": 69.78178103134502,
        "cost": 27.577765153220284
      },
      "jevbench_score": 57.03809890794552
    },
    {
      "members": [
        "djev",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.952054794520548,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.1803030303030302,
      "calibration": 63.99111363636365,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.24549945692883895,
      "axes": {
        "intelligence": 83.68783727687837,
        "calibration": 63.99111363636365,
        "speed": 69.78178103134502,
        "cost": 28.298483927379394
      },
      "jevbench_score": 57.02585532355081
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.12818181818181837,
      "calibration": 71.90831818181816,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3198022322097378,
      "axes": {
        "intelligence": 84.75461809879619,
        "calibration": 71.90831818181816,
        "speed": 69.7779713205367,
        "cost": 24.853555276512637
      },
      "jevbench_score": 57.018047459311475
    },
    {
      "members": [
        "open-alternative-jev",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.8904109589041096,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.7940074906367042,
      "ece_hard": 0.1681818181818178,
      "calibration": 65.48065151515155,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.241719606741573,
      "axes": {
        "intelligence": 81.1625674553757,
        "calibration": 65.48065151515155,
        "speed": 69.7779713205367,
        "cost": 28.500643629559633
      },
      "jevbench_score": 57.01779836690686
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.18787878787878765,
      "calibration": 63.76962121212124,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.24199280898876402,
      "axes": {
        "intelligence": 83.25321710253218,
        "calibration": 63.76962121212124,
        "speed": 69.78178103134502,
        "cost": 28.48592617714492
      },
      "jevbench_score": 56.99631972810035
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.07673676124205396,
      "calibration": 81.64369973949832,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.399219531835206,
      "axes": {
        "intelligence": 84.10927770859277,
        "calibration": 81.64369973949832,
        "speed": 69.78178103134502,
        "cost": 21.963646569580348
      },
      "jevbench_score": 56.957808244115284
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.952054794520548,
        "hard": 0.7227272727272728
      },
      "accuracy": 0.8408239700374532,
      "ece_hard": 0.0899999999999998,
      "calibration": 75.20825000000002,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3556717078651685,
      "axes": {
        "intelligence": 85.3810190950602,
        "calibration": 75.20825000000002,
        "speed": 69.75909261944061,
        "cost": 23.468520390228022
      },
      "jevbench_score": 56.94142579339267
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.1572727272727271,
      "calibration": 66.68497727272728,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.31010395131086144,
      "axes": {
        "intelligence": 83.71912619344127,
        "calibration": 66.68497727272728,
        "speed": 74.47257649879765,
        "cost": 25.254780999829194
      },
      "jevbench_score": 56.92436177458378
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.7090909090909091
      },
      "accuracy": 0.8370786516853933,
      "ece_hard": 0.10272727272727292,
      "calibration": 76.03377272727272,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.36296217602996256,
      "axes": {
        "intelligence": 85.1637090078871,
        "calibration": 76.03377272727272,
        "speed": 69.7779713205367,
        "cost": 23.20415890159012
      },
      "jevbench_score": 56.903151436272516
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9452054794520548,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.1527272727272727,
      "calibration": 69.17977272727273,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.3348640486891386,
      "axes": {
        "intelligence": 83.39757160647572,
        "calibration": 69.17977272727273,
        "speed": 74.77073744801535,
        "cost": 24.253944286318045
      },
      "jevbench_score": 56.87372109018665
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.15545454545454526,
      "calibration": 67.42829545454546,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.32406693258426966,
      "axes": {
        "intelligence": 84.18363428808635,
        "calibration": 67.42829545454546,
        "speed": 74.47257649879765,
        "cost": 24.680958448439497
      },
      "jevbench_score": 56.83384820216175
    },
    {
      "members": [
        "djev",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9452054794520548,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.20303030303030287,
      "calibration": 62.338053030303044,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.928032819926739,
      "cost_usd_per_1000": 0.2727784082397004,
      "axes": {
        "intelligence": 82.96954130344541,
        "calibration": 62.338053030303044,
        "speed": 74.77239356263168,
        "cost": 26.925700276346674
      },
      "jevbench_score": 56.80611038449694
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "djev",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.16545454545454552,
      "calibration": 68.33729545454545,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.3351372509363296,
      "axes": {
        "intelligence": 83.97291407222914,
        "calibration": 68.33729545454545,
        "speed": 74.77073744801535,
        "cost": 24.24331891275166
      },
      "jevbench_score": 56.79108781347363
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.7
      },
      "accuracy": 0.8352059925093633,
      "ece_hard": 0.10272727272727251,
      "calibration": 73.00627272727274,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3417087265917603,
      "axes": {
        "intelligence": 85.08276255707763,
        "calibration": 73.00627272727274,
        "speed": 69.75909261944061,
        "cost": 23.990317900106177
      },
      "jevbench_score": 56.78186413827475
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.958904109589041,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.07387792705546839,
      "calibration": 80.76852778368523,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3954396816479401,
      "axes": {
        "intelligence": 83.48946658364467,
        "calibration": 80.76852778368523,
        "speed": 69.7779713205367,
        "cost": 22.087592565387524
      },
      "jevbench_score": 56.77866063747892
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.1472727272727275,
      "calibration": 69.48222727272726,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3040784494382022,
      "axes": {
        "intelligence": 83.95397467828975,
        "calibration": 69.48222727272726,
        "speed": 69.7779713205367,
        "cost": 25.510430738824738
      },
      "jevbench_score": 56.76593309412532
    },
    {
      "members": [
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.7
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.14999999999999974,
      "calibration": 68.54708333333336,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.30087653558052435,
      "axes": {
        "intelligence": 84.59931506849315,
        "calibration": 68.54708333333336,
        "speed": 69.78178103134502,
        "cost": 25.648350406207385
      },
      "jevbench_score": 56.75960034337848
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.16272727272727278,
      "calibration": 66.95377272727272,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.33135740074906367,
      "axes": {
        "intelligence": 84.18363428808635,
        "calibration": 66.95377272727272,
        "speed": 74.77073744801535,
        "cost": 24.391099754577894
      },
      "jevbench_score": 56.622813205018765
    },
    {
      "members": [
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.7045454545454546
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.06064484244047272,
      "calibration": 82.72871763454019,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.4313091573033708,
      "axes": {
        "intelligence": 84.73567870485678,
        "calibration": 82.72871763454019,
        "speed": 69.75909261944061,
        "cost": 20.956339632103877
      },
      "jevbench_score": 56.57957931223532
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.13999999999999985,
      "calibration": 69.61225000000002,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.35326389513108614,
      "axes": {
        "intelligence": 83.82560190950602,
        "calibration": 69.61225000000002,
        "speed": 74.47257649879765,
        "cost": 23.55702240369645
      },
      "jevbench_score": 56.564607965556455
    },
    {
      "members": [
        "djev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9452054794520548,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8089887640449438,
      "ece_hard": 0.23484848484848475,
      "calibration": 56.55848484848486,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.19555232209737827,
      "axes": {
        "intelligence": 82.85211706102118,
        "calibration": 56.55848484848486,
        "speed": 69.78178103134502,
        "cost": 31.262110678787337
      },
      "jevbench_score": 56.54450814279836
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.952054794520548,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8146067415730337,
      "ece_hard": 0.1145454545454544,
      "calibration": 72.71470454545457,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.33792887640449437,
      "axes": {
        "intelligence": 83.31662515566626,
        "calibration": 72.71470454545457,
        "speed": 69.75909261944061,
        "cost": 24.135240870550234
      },
      "jevbench_score": 56.513420447077
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9315068493150684,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.12363636363636378,
      "calibration": 73.81461363636362,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3472383932584269,
      "axes": {
        "intelligence": 83.26779784142798,
        "calibration": 73.81461363636362,
        "speed": 69.7779713205367,
        "cost": 23.781167860415607
      },
      "jevbench_score": 56.51226796144915
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.952054794520548,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.13454545454545433,
      "calibration": 71.05745454545456,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.36722687640449436,
      "axes": {
        "intelligence": 83.58935242839352,
        "calibration": 71.05745454545456,
        "speed": 74.47257649879765,
        "cost": 23.05196624185075
      },
      "jevbench_score": 56.5088202097725
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9246575342465754,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8071161048689138,
      "ece_hard": 0.12272727272727255,
      "calibration": 71.43502272727275,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3222050936329588,
      "axes": {
        "intelligence": 82.39419883769199,
        "calibration": 71.43502272727275,
        "speed": 69.75909261944061,
        "cost": 24.756027947373553
      },
      "jevbench_score": 56.46409899348799
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9726027397260274,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.13818181818181807,
      "calibration": 69.45206818181819,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3224782958801498,
      "axes": {
        "intelligence": 84.61166459111665,
        "calibration": 69.45206818181819,
        "speed": 69.75909261944061,
        "cost": 24.744985295669025
      },
      "jevbench_score": 56.43530302159974
    },
    {
      "members": [
        "jev-1.13.0",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.7
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.060625065786167304,
      "calibration": 84.72949976972265,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.45634245692883896,
      "axes": {
        "intelligence": 84.79109589041096,
        "calibration": 84.72949976972265,
        "speed": 69.78178103134502,
        "cost": 20.22127371117014
      },
      "jevbench_score": 56.42659734041625
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.952054794520548,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8239700374531835,
      "ece_hard": 0.12818181818181862,
      "calibration": 71.70631818181815,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3399479250936329,
      "axes": {
        "intelligence": 84.15374636778748,
        "calibration": 71.70631818181815,
        "speed": 69.75909261944061,
        "cost": 24.05762815725552
      },
      "jevbench_score": 56.411951958908446
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.1545454545454547,
      "calibration": 67.80145454545453,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3058392509363296,
      "axes": {
        "intelligence": 84.072799916978,
        "calibration": 67.80145454545453,
        "speed": 69.7779713205367,
        "cost": 25.435203359945874
      },
      "jevbench_score": 56.3977812635475
    },
    {
      "members": [
        "djev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9452054794520548,
        "hard": 0.7
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.06391630435212176,
      "calibration": 83.12091461485913,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.44237947565543073,
      "axes": {
        "intelligence": 84.5074200913242,
        "calibration": 83.12091461485913,
        "speed": 69.78178103134502,
        "cost": 20.62615091423565
      },
      "jevbench_score": 56.388604826619705
    },
    {
      "members": [
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9452054794520548,
        "hard": 0.7
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.0602507815449363,
      "calibration": 82.93633937551843,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.4385996254681648,
      "axes": {
        "intelligence": 84.21575342465754,
        "calibration": 82.93633937551843,
        "speed": 69.7779713205367,
        "cost": 20.73795230541691
      },
      "jevbench_score": 56.38396370177937
    },
    {
      "members": [
        "jev-1.13.0",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.7
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.061101243423026655,
      "calibration": 84.43567021707187,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.45634245692883896,
      "axes": {
        "intelligence": 84.79109589041096,
        "calibration": 84.43567021707187,
        "speed": 69.78178103134502,
        "cost": 20.22127371117014
      },
      "jevbench_score": 56.37761379057314
    },
    {
      "members": [
        "djev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.952054794520548,
        "hard": 0.7045454545454546
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.06692165376562664,
      "calibration": 82.96814754617974,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.44237947565543073,
      "axes": {
        "intelligence": 84.54389788293899,
        "calibration": 82.96814754617974,
        "speed": 69.78178103134502,
        "cost": 20.62615091423565
      },
      "jevbench_score": 56.368759222939325
    },
    {
      "members": [
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.958904109589041,
        "hard": 0.7090909090909091
      },
      "accuracy": 0.8352059925093633,
      "ece_hard": 0.07692441560759831,
      "calibration": 81.3098955162518,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.4313091573033708,
      "axes": {
        "intelligence": 84.87204234122044,
        "calibration": 81.3098955162518,
        "speed": 69.75909261944061,
        "cost": 20.956339632103877
      },
      "jevbench_score": 56.35806541705665
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "calibration_weighted",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.06924665028804328,
      "calibration": 82.07074179391333,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.4388728277153558,
      "axes": {
        "intelligence": 84.38200498132005,
        "calibration": 82.07074179391333,
        "speed": 69.78178103134502,
        "cost": 20.729839214335655
      },
      "jevbench_score": 56.25926391082368
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9246575342465754,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.797752808988764,
      "ece_hard": 0.13727272727272707,
      "calibration": 69.4679772727273,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.34948404494382024,
      "axes": {
        "intelligence": 81.7123806558738,
        "calibration": 69.4679772727273,
        "speed": 74.47257649879765,
        "cost": 23.697179391628367
      },
      "jevbench_score": 56.25891966164086
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8333333333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.12818181818181815,
      "calibration": 70.35106818181818,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3382020786516854,
      "axes": {
        "intelligence": 84.55624740556247,
        "calibration": 70.35106818181818,
        "speed": 69.75909261944061,
        "cost": 24.12471182430835
      },
      "jevbench_score": 56.24965181361576
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9452054794520548,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8071161048689138,
      "ece_hard": 0.16363636363636375,
      "calibration": 66.37536363636363,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.290115468164794,
      "axes": {
        "intelligence": 82.56045039435452,
        "calibration": 66.37536363636363,
        "speed": 69.7779713205367,
        "cost": 26.122873455514053
      },
      "jevbench_score": 56.21854004450148
    },
    {
      "members": [
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7708333333333334,
        "judge": 0.9246575342465754,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.797752808988764,
      "ece_hard": 0.1999999999999996,
      "calibration": 60.61475000000004,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.26899855805243444,
      "axes": {
        "intelligence": 81.24647156496472,
        "calibration": 60.61475000000004,
        "speed": 74.77073744801535,
        "cost": 27.107501439877495
      },
      "jevbench_score": 56.20837051606258
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.952054794520548,
        "hard": 0.65
      },
      "accuracy": 0.8089887640449438,
      "ece_hard": 0.1772727272727273,
      "calibration": 64.49922727272727,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.31739441947565544,
      "axes": {
        "intelligence": 82.90753424657535,
        "calibration": 64.49922727272727,
        "speed": 74.77073744801535,
        "cost": 24.95202140231555
      },
      "jevbench_score": 56.20131498751867
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9726027397260274,
        "hard": 0.65
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.17909090909090847,
      "calibration": 63.31740909090915,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.30632410112359554,
      "axes": {
        "intelligence": 83.1912100456621,
        "calibration": 63.31740909090915,
        "speed": 74.47257649879765,
        "cost": 25.4145649662033
      },
      "jevbench_score": 56.19140729910973
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.21515151515151495,
      "calibration": 58.84234848484851,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.26927176029962546,
      "axes": {
        "intelligence": 83.44499792444998,
        "calibration": 58.84234848484851,
        "speed": 74.77073744801535,
        "cost": 27.09427571653272
      },
      "jevbench_score": 56.15971290669399
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.952054794520548,
        "hard": 0.6363636363636364
      },
      "accuracy": 0.8014981273408239,
      "ece_hard": 0.15363636363636335,
      "calibration": 66.89236363636367,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.29476893258426967,
      "axes": {
        "intelligence": 82.20677667081777,
        "calibration": 66.89236363636367,
        "speed": 69.75909261944061,
        "cost": 25.915548736826693
      },
      "jevbench_score": 56.15149821565454
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.14727272727272742,
      "calibration": 70.54297727272726,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.34751159550561794,
      "axes": {
        "intelligence": 84.72908883354089,
        "calibration": 70.54297727272726,
        "speed": 69.78178103134502,
        "cost": 23.77092098861135
      },
      "jevbench_score": 56.11365980350295
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9246575342465754,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8089887640449438,
      "ece_hard": 0.14727272727272733,
      "calibration": 70.10022727272727,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.3745173445692884,
      "axes": {
        "intelligence": 82.68586550435866,
        "calibration": 70.10022727272727,
        "speed": 74.77073744801535,
        "cost": 22.79584193629418
      },
      "jevbench_score": 56.06405431764852
    },
    {
      "members": [
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.9315068493150684,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8089887640449438,
      "ece_hard": 0.18484848484848462,
      "calibration": 65.07823484848487,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.2851527528089888,
      "axes": {
        "intelligence": 82.43067662930676,
        "calibration": 65.07823484848487,
        "speed": 69.78178103134502,
        "cost": 26.347672943935677
      },
      "jevbench_score": 56.04053023694929
    },
    {
      "members": [
        "jev-1.13.0",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.22727272727272724,
      "calibration": 60.08539393939394,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.928032819926739,
      "cost_usd_per_1000": 0.2867413895131086,
      "axes": {
        "intelligence": 83.54488376919885,
        "calibration": 60.08539393939394,
        "speed": 74.77239356263168,
        "cost": 26.275288436602636
      },
      "jevbench_score": 56.03951743592406
    },
    {
      "members": [
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9178082191780822,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.07134734780115437,
      "calibration": 81.65737801181443,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.4385996254681648,
      "axes": {
        "intelligence": 83.17590286425904,
        "calibration": 81.65737801181443,
        "speed": 69.7779713205367,
        "cost": 20.73795230541691
      },
      "jevbench_score": 55.99113757822506
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.1500000000000004,
      "calibration": 68.13699999999994,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.3259849438202247,
      "axes": {
        "intelligence": 83.55287463677875,
        "calibration": 68.13699999999994,
        "speed": 69.75909261944061,
        "cost": 24.604073743372496
      },
      "jevbench_score": 55.90981585560211
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.7045454545454546
      },
      "accuracy": 0.8352059925093633,
      "ece_hard": 0.13454545454545466,
      "calibration": 71.32445454545453,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.36674202621722846,
      "axes": {
        "intelligence": 84.92745952677461,
        "calibration": 71.32445454545453,
        "speed": 69.78178103134502,
        "cost": 23.06917959713782
      },
      "jevbench_score": 55.88113236242433
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9452054794520548,
        "hard": 0.6727272727272727
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.16454545454545472,
      "calibration": 68.92720454545453,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.928032819926739,
      "cost_usd_per_1000": 0.3782971947565543,
      "axes": {
        "intelligence": 83.39757160647572,
        "calibration": 68.92720454545453,
        "speed": 74.77239356263168,
        "cost": 22.66500637551316
      },
      "jevbench_score": 55.86763662679778
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "probability_average",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6681818181818182
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.0889231664104011,
      "calibration": 79.98358407045305,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.4388728277153558,
      "axes": {
        "intelligence": 83.93643628061437,
        "calibration": 79.98358407045305,
        "speed": 69.78178103134502,
        "cost": 20.729839214335655
      },
      "jevbench_score": 55.82417873977902
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.14454545454545475,
      "calibration": 70.38145454545452,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.3632353782771535,
      "axes": {
        "intelligence": 84.94639892071399,
        "calibration": 70.38145454545452,
        "speed": 69.78178103134502,
        "cost": 23.194355764692247
      },
      "jevbench_score": 55.77401301576039
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "system-one-open",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.958904109589041,
        "hard": 0.6227272727272727
      },
      "accuracy": 0.795880149812734,
      "ece_hard": 0.17999999999999983,
      "calibration": 63.73900000000002,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.2790451498127341,
      "axes": {
        "intelligence": 81.697799916978,
        "calibration": 63.73900000000002,
        "speed": 69.75909261944061,
        "cost": 26.629765651456538
      },
      "jevbench_score": 55.769396337418094
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.17363636363636364,
      "calibration": 67.33161363636364,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.3747905468164794,
      "axes": {
        "intelligence": 83.70018679950188,
        "calibration": 67.33161363636364,
        "speed": 74.77073744801535,
        "cost": 22.786341150167118
      },
      "jevbench_score": 55.66573237295112
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.17272727272727256,
      "calibration": 64.95202272727275,
      "p50_s": 1.7359912395477295,
      "p95_s": 2.0568130582571027,
      "cost_usd_per_1000": 0.34975724719101126,
      "axes": {
        "intelligence": 83.44639892071399,
        "calibration": 64.95202272727275,
        "speed": 74.47257649879765,
        "cost": 23.686998336610245
      },
      "jevbench_score": 55.606642348146146
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9452054794520548,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8258426966292135,
      "ece_hard": 0.16000000000000014,
      "calibration": 68.80374999999998,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.3510182434456929,
      "axes": {
        "intelligence": 84.0793897882939,
        "calibration": 68.80374999999998,
        "speed": 69.78178103134502,
        "cost": 23.640109341760308
      },
      "jevbench_score": 55.580608573866
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9383561643835616,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8164794007490637,
      "ece_hard": 0.1536363636363638,
      "calibration": 69.13411363636362,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3489991947565543,
      "axes": {
        "intelligence": 83.34215442092155,
        "calibration": 69.13411363636362,
        "speed": 69.7779713205367,
        "cost": 23.715267252530197
      },
      "jevbench_score": 55.56814139393792
    },
    {
      "members": [
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9246575342465754,
        "hard": 0.65
      },
      "accuracy": 0.799625468164794,
      "ece_hard": 0.20757575757575736,
      "calibration": 61.86267424242426,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.928032819926739,
      "cost_usd_per_1000": 0.3124317041198502,
      "axes": {
        "intelligence": 81.84874429223746,
        "calibration": 61.86267424242426,
        "speed": 74.77239356263168,
        "cost": 25.157347071081787
      },
      "jevbench_score": 55.55353622351479
    },
    {
      "members": [
        "djev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.7090909090909091
      },
      "accuracy": 0.8370786516853933,
      "ece_hard": 0.11090909090909058,
      "calibration": 71.79434090909095,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.391655861423221,
      "axes": {
        "intelligence": 85.06382316313824,
        "calibration": 71.79434090909095,
        "speed": 69.75909261944061,
        "cost": 22.212861085919087
      },
      "jevbench_score": 55.463862256865184
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.9315068493150684,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8014981273408239,
      "ece_hard": 0.16000000000000003,
      "calibration": 67.91125,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3332754119850187,
      "axes": {
        "intelligence": 81.88522208385223,
        "calibration": 67.91125,
        "speed": 69.7779713205367,
        "cost": 24.31590178128478
      },
      "jevbench_score": 55.42286774633081
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9246575342465754,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8033707865168539,
      "ece_hard": 0.17818181818181827,
      "calibration": 65.67106818181817,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.36055436329588014,
      "axes": {
        "intelligence": 82.27677459526774,
        "calibration": 65.67106818181817,
        "speed": 74.77073744801535,
        "cost": 23.29087733198999
      },
      "jevbench_score": 55.385006711303696
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6590909090909091
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.18818181818181828,
      "calibration": 64.06831818181817,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.36082756554307116,
      "axes": {
        "intelligence": 83.28014736405149,
        "calibration": 64.06831818181817,
        "speed": 74.77073744801535,
        "cost": 23.28100875369647
      },
      "jevbench_score": 55.205146500023574
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.952054794520548,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8127340823970037,
      "ece_hard": 0.17636363636363644,
      "calibration": 65.33738636363636,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.3335486142322097,
      "axes": {
        "intelligence": 83.33556454960565,
        "calibration": 65.33738636363636,
        "speed": 69.78178103134502,
        "cost": 24.305225780087525
      },
      "jevbench_score": 55.12625151761061
    },
    {
      "members": [
        "open-alternative-jev",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.958904109589041,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.11545454545454523,
      "calibration": 70.86579545454546,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.38787601123595505,
      "axes": {
        "intelligence": 83.47052718970527,
        "calibration": 70.86579545454546,
        "speed": 69.75909261944061,
        "cost": 22.339212374566742
      },
      "jevbench_score": 55.10101839080564
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9315068493150684,
        "hard": 0.6454545454545455
      },
      "accuracy": 0.8014981273408239,
      "ece_hard": 0.18000000000000005,
      "calibration": 63.82025,
      "p50_s": 1.7284078150987625,
      "p95_s": 1.9287681855261325,
      "cost_usd_per_1000": 0.35704771535580526,
      "axes": {
        "intelligence": 82.19582814445829,
        "calibration": 63.82025,
        "speed": 74.77073744801535,
        "cost": 23.418212245121367
      },
      "jevbench_score": 55.052040359762444
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.16909090909090926,
      "calibration": 66.08865909090906,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.3492723970037453,
      "axes": {
        "intelligence": 83.99185346616854,
        "calibration": 66.08865909090906,
        "speed": 69.78178103134502,
        "cost": 23.70507205892477
      },
      "jevbench_score": 55.047406025055786
    },
    {
      "members": [
        "djev",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.9452054794520548,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8220973782771536,
      "ece_hard": 0.12818181818181823,
      "calibration": 71.50206818181817,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.398946329588015,
      "axes": {
        "intelligence": 83.49605645496057,
        "calibration": 71.50206818181817,
        "speed": 69.7779713205367,
        "cost": 21.9725657859062
      },
      "jevbench_score": 55.004208553687484
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.958904109589041,
        "hard": 0.6636363636363637
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.1727272727272728,
      "calibration": 65.57702272727272,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3454925468164794,
      "axes": {
        "intelligence": 83.80007264425073,
        "calibration": 65.57702272727272,
        "speed": 69.7779713205367,
        "cost": 23.846839511911085
      },
      "jevbench_score": 54.99032856258428
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-razorback16",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9246575342465754,
        "hard": 0.6545454545454545
      },
      "accuracy": 0.8014981273408239,
      "ece_hard": 0.17818181818181827,
      "calibration": 65.07706818181816,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3297687640449438,
      "axes": {
        "intelligence": 81.98510792860108,
        "calibration": 65.07706818181816,
        "speed": 69.7779713205367,
        "cost": 24.45371450368343
      },
      "jevbench_score": 54.92961208935613
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.13636363636363585,
      "calibration": 68.36688636363641,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.38814921348314607,
      "axes": {
        "intelligence": 84.59272519717726,
        "calibration": 68.36688636363641,
        "speed": 69.75909261944061,
        "cost": 22.33003868565656
      },
      "jevbench_score": 54.7857080660046
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "djev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9726027397260274,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.1463636363636363,
      "calibration": 69.27588636363637,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.399219531835206,
      "axes": {
        "intelligence": 84.84651307596513,
        "calibration": 69.27588636363637,
        "speed": 69.78178103134502,
        "cost": 21.963646569580348
      },
      "jevbench_score": 54.785502143315995
    },
    {
      "members": [
        "jev-1.13.0",
        "djev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.7
      },
      "accuracy": 0.8333333333333334,
      "ece_hard": 0.14636363636363647,
      "calibration": 70.38613636363635,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.41668916104868914,
      "axes": {
        "intelligence": 84.79109589041096,
        "calibration": 70.38613636363635,
        "speed": 69.78178103134502,
        "cost": 21.405633888943044
      },
      "jevbench_score": 54.64203680178989
    },
    {
      "members": [
        "system-one-open",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8295880149812734,
      "ece_hard": 0.1154545454545452,
      "calibration": 71.99604545454548,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.4313091573033708,
      "axes": {
        "intelligence": 84.51836861768369,
        "calibration": 71.99604545454548,
        "speed": 69.75909261944061,
        "cost": 20.956339632103877
      },
      "jevbench_score": 54.61274422294187
    },
    {
      "members": [
        "jev-1.13.0",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9657534246575342,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.14181818181818184,
      "calibration": 70.22943181818181,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.41290931086142324,
      "axes": {
        "intelligence": 84.22670195101702,
        "calibration": 70.22943181818181,
        "speed": 69.7779713205367,
        "cost": 21.52435971791394
      },
      "jevbench_score": 54.59519011356115
    },
    {
      "members": [
        "jev-1.13.0",
        "system-one-open",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9657534246575342,
        "hard": 0.6909090909090909
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.14999999999999963,
      "calibration": 68.35575000000003,
      "p50_s": 2.405150428414345,
      "p95_s": 4.394894900918007,
      "cost_usd_per_1000": 0.40561884269662923,
      "axes": {
        "intelligence": 84.81003528435036,
        "calibration": 68.35575000000003,
        "speed": 69.75909261944061,
        "cost": 21.756456352172563
      },
      "jevbench_score": 54.46315798855425
    },
    {
      "members": [
        "jev-1.13.0",
        "semif-qwen3.5-4b",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8229166666666666,
        "judge": 0.9726027397260274,
        "hard": 0.6863636363636364
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.16454545454545452,
      "calibration": 68.01920454545454,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.4131825131086142,
      "axes": {
        "intelligence": 84.86545246990454,
        "calibration": 68.01920454545454,
        "speed": 69.78178103134502,
        "cost": 21.515742014945715
      },
      "jevbench_score": 54.25817905573954
    },
    {
      "members": [
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.78125,
        "judge": 0.9657534246575342,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8183520599250936,
      "ece_hard": 0.19848484848484838,
      "calibration": 62.4985984848485,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.35082367041198503,
      "axes": {
        "intelligence": 83.23427770859277,
        "calibration": 62.4985984848485,
        "speed": 69.78178103134502,
        "cost": 23.64733336147438
      },
      "jevbench_score": 54.12827405116949
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "open-alternative-jev",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.958904109589041,
        "hard": 0.6772727272727272
      },
      "accuracy": 0.8202247191011236,
      "ece_hard": 0.16454545454545422,
      "calibration": 66.27195454545458,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.3954396816479401,
      "axes": {
        "intelligence": 83.6258302200083,
        "calibration": 66.27195454545458,
        "speed": 69.7779713205367,
        "cost": 22.087592565387524
      },
      "jevbench_score": 54.06102003464228
    },
    {
      "members": [
        "open-alternative-jev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.7916666666666666,
        "judge": 0.9246575342465754,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8108614232209738,
      "ece_hard": 0.1363636363636365,
      "calibration": 71.05888636363636,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.385688671469688,
      "cost_usd_per_1000": 0.4385996254681648,
      "axes": {
        "intelligence": 82.51162308011624,
        "calibration": 71.05888636363636,
        "speed": 69.7779713205367,
        "cost": 20.73795230541691
      },
      "jevbench_score": 53.970250563168065
    },
    {
      "members": [
        "jev-1.13.0",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9657534246575342,
        "hard": 0.6954545454545454
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.150909090909091,
      "calibration": 70.5878409090909,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.45634245692883896,
      "axes": {
        "intelligence": 84.65473225404733,
        "calibration": 70.5878409090909,
        "speed": 69.78178103134502,
        "cost": 20.22127371117014
      },
      "jevbench_score": 53.88686572466083
    },
    {
      "members": [
        "djev",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9452054794520548,
        "hard": 0.7090909090909091
      },
      "accuracy": 0.8314606741573034,
      "ece_hard": 0.1500000000000002,
      "calibration": 69.32074999999998,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.44237947565543073,
      "axes": {
        "intelligence": 84.48848069738482,
        "calibration": 69.32074999999998,
        "speed": 69.78178103134502,
        "cost": 20.62615091423565
      },
      "jevbench_score": 53.88343188128679
    },
    {
      "members": [
        "semif-qwen3.5-4b",
        "openjev-razorback16",
        "openjev-sglang",
        "simplejev-qwen3.8-27b",
        "simplejev-qwen3.6-35b-a3b"
      ],
      "method": "majority",
      "tiers": {
        "easy": 1.0,
        "standard": 0.8125,
        "judge": 0.9726027397260274,
        "hard": 0.6818181818181818
      },
      "accuracy": 0.8277153558052435,
      "ece_hard": 0.16636363636363638,
      "calibration": 67.08838636363636,
      "p50_s": 2.3997448533773422,
      "p95_s": 4.381843151897192,
      "cost_usd_per_1000": 0.4388728277153558,
      "axes": {
        "intelligence": 84.43742216687423,
        "calibration": 67.08838636363636,
        "speed": 69.78178103134502,
        "cost": 20.729839214335655
      },
      "jevbench_score": 53.50323894774292
    }
  ],
  "cascades": [
    {
      "cheap": "classifier-dev-fast",
      "backend": "jev-1.13.0",
      "chosen": {
        "threshold": 0.42,
        "public": {
          "n": 231,
          "escalation": 0.047619047619047616,
          "tiers": {
            "easy": 1.0,
            "standard": 0.8194444444444444,
            "hard": 0.7027027027027027
          },
          "accuracy": 0.8008658008658008,
          "ece_hard": 0.12020202020202014,
          "calibration": 74.125797979798,
          "p50_s": 0.3823304697871208,
          "p95_s": 0.6449073478579521,
          "cost_usd_per_1000": 0.005234011235955055,
          "axes": {
            "intelligence": 80.59100767434103,
            "calibration": 74.125797979798,
            "speed": 86.08063764376911,
            "cost": 78.43496048159845
          },
          "jevbench_score": 79.69256058741296
        },
        "heldout": {
          "n": 303,
          "escalation": 0.0297029702970297,
          "tiers": {
            "easy": 1.0,
            "standard": 0.8333333333333334,
            "judge": 0.9726027397260274,
            "hard": 0.6513761467889908
          },
          "accuracy": 0.8481848184818482,
          "ece_hard": 0.13549902696691687,
          "calibration": 74.25959730330831,
          "p50_s": 0.3878225088119507,
          "p95_s": 0.4766422070562839,
          "cost_usd_per_1000": 0.004518904698335002,
          "axes": {
            "intelligence": 84.10749444933184,
            "calibration": 74.25959730330831,
            "speed": 87.3317449168534,
            "cost": 80.34900452941774
          },
          "jevbench_score": 81.36450391759082
        }
      },
      "full": {
        "tiers": {
          "easy": 1.0,
          "standard": 0.8229166666666666,
          "judge": 0.9726027397260274,
          "hard": 0.6772727272727272
        },
        "accuracy": 0.8277153558052435,
        "ece_hard": 0.12750826446280986,
        "calibration": 74.22692355371902,
        "p50_s": 0.38611557707190514,
        "p95_s": 0.49209726192057135,
        "cost_usd_per_1000": 0.004828248537642553,
        "axes": {
          "intelligence": 84.59272519717726,
          "calibration": 74.22692355371902,
          "speed": 87.21231728685717,
          "cost": 79.48631147114776
        },
        "jevbench_score": 81.2252696657347
      },
      "full_escalation": 0.03745318352059925,
      "backend_heldout_accuracy": 0.8514851485148515,
      "useful": true,
      "curve": [
        {
          "threshold": 0.0,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.01,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.02,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.03,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.04,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.05,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.06,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.07,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.08,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.09,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.1,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.11,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.12,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.13,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.14,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.15,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.16,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.17,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.18,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.19,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.2,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.21,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.22,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.23,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.24,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.25,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.26,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 87.5964887612797,
              "cost": 84.31363764158988
            },
            "jevbench_score": 81.42477349817814
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.27,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.11970151970151963,
            "calibration": 74.17584802984803,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.0035061222335716715,
            "axes": {
              "intelligence": 80.21563229896564,
              "calibration": 74.17584802984803,
              "speed": 87.5964887612797,
              "cost": 83.6551884164597
            },
            "jevbench_score": 81.25971181881896
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.28,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.11970151970151963,
            "calibration": 74.17584802984803,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.0035061222335716715,
            "axes": {
              "intelligence": 80.21563229896564,
              "calibration": 74.17584802984803,
              "speed": 87.5964887612797,
              "cost": 83.6551884164597
            },
            "jevbench_score": 81.25971181881896
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.29,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.11970151970151963,
            "calibration": 74.17584802984803,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.0035061222335716715,
            "axes": {
              "intelligence": 80.21563229896564,
              "calibration": 74.17584802984803,
              "speed": 87.5964887612797,
              "cost": 83.6551884164597
            },
            "jevbench_score": 81.25971181881896
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4573646493256092,
            "cost_usd_per_1000": 0.003333333333333333,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 87.52217540292565,
              "cost": 84.31363764158988
            },
            "jevbench_score": 82.05699584888464
          }
        },
        {
          "threshold": 0.3,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.11970151970151963,
            "calibration": 74.17584802984803,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.0035061222335716715,
            "axes": {
              "intelligence": 80.21563229896564,
              "calibration": 74.17584802984803,
              "speed": 87.5964887612797,
              "cost": 83.6551884164597
            },
            "jevbench_score": 81.25971181881896
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.1477008618293022,
            "calibration": 73.03941381706977,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.4617097586393355,
            "cost_usd_per_1000": 0.003465063485000185,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.03941381706977,
              "speed": 87.48111080486143,
              "cost": 83.80866412219129
            },
            "jevbench_score": 81.92166971672712
          }
        },
        {
          "threshold": 0.31,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.11970151970151963,
            "calibration": 74.17584802984803,
            "p50_s": 0.37952230870723724,
            "p95_s": 0.45826196670532227,
            "cost_usd_per_1000": 0.0035061222335716715,
            "axes": {
              "intelligence": 80.21563229896564,
              "calibration": 74.17584802984803,
              "speed": 87.5964887612797,
              "cost": 83.6551884164597
            },
            "jevbench_score": 81.25971181881896
          },
          "heldout": {
            "n": 303,
            "escalation": 0.009900990099009901,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8448844884488449,
            "ece_hard": 0.15155407283847652,
            "calibration": 72.65409271615235,
            "p50_s": 0.38682974874973297,
            "p95_s": 0.46461645364761345,
            "cost_usd_per_1000": 0.003728523788333889,
            "axes": {
              "intelligence": 83.83226509153367,
              "calibration": 72.65409271615235,
              "speed": 87.45385548747693,
              "cost": 82.85389245174045
            },
            "jevbench_score": 81.50622711444174
          }
        },
        {
          "threshold": 0.32,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.12663845663845658,
            "calibration": 73.48215433615434,
            "p50_s": 0.3799804672598839,
            "p95_s": 0.46032172814011574,
            "cost_usd_per_1000": 0.00367891113381001,
            "axes": {
              "intelligence": 80.21563229896564,
              "calibration": 73.48215433615434,
              "speed": 87.57177252561257,
              "cost": 83.02842108016867
            },
            "jevbench_score": 80.91107153958086
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14357242146232974,
            "calibration": 73.45225785376701,
            "p50_s": 0.3868839740753174,
            "p95_s": 0.4686349973082542,
            "cost_usd_per_1000": 0.004123714243334445,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.45225785376701,
              "speed": 87.41584541463484,
              "cost": 81.54134311574016
            },
            "jevbench_score": 81.46141828859678
          }
        },
        {
          "threshold": 0.33,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.12663845663845658,
            "calibration": 73.48215433615434,
            "p50_s": 0.3799804672598839,
            "p95_s": 0.46032172814011574,
            "cost_usd_per_1000": 0.00367891113381001,
            "axes": {
              "intelligence": 80.21563229896564,
              "calibration": 73.48215433615434,
              "speed": 87.57177252561257,
              "cost": 83.02842108016867
            },
            "jevbench_score": 80.91107153958086
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0231023102310231,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.13898526549902696,
            "calibration": 73.91097345009729,
            "p50_s": 0.3868839740753174,
            "p95_s": 0.4715754613280296,
            "cost_usd_per_1000": 0.004255444395001298,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.91097345009729,
              "speed": 87.3886806144598,
              "cost": 81.13165239838685
            },
            "jevbench_score": 81.47929833649593
          }
        },
        {
          "threshold": 0.34,
          "public": {
            "n": 231,
            "escalation": 0.012987012987012988,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.12618800618800613,
            "calibration": 73.52719938119938,
            "p50_s": 0.3799804672598839,
            "p95_s": 0.4620703458786011,
            "cost_usd_per_1000": 0.0038517000340483483,
            "axes": {
              "intelligence": 80.21563229896564,
              "calibration": 73.52719938119938,
              "speed": 87.5553062968599,
              "cost": 82.43042627750147
            },
            "jevbench_score": 80.77356722996103
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0231023102310231,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.13898526549902696,
            "calibration": 73.91097345009729,
            "p50_s": 0.3868839740753174,
            "p95_s": 0.4715754613280296,
            "cost_usd_per_1000": 0.004255444395001298,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.91097345009729,
              "speed": 87.3886806144598,
              "cost": 81.13165239838685
            },
            "jevbench_score": 81.47929833649593
          }
        },
        {
          "threshold": 0.35,
          "public": {
            "n": 231,
            "escalation": 0.012987012987012988,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.12618800618800613,
            "calibration": 73.52719938119938,
            "p50_s": 0.3799804672598839,
            "p95_s": 0.4620703458786011,
            "cost_usd_per_1000": 0.0038517000340483483,
            "axes": {
              "intelligence": 80.21563229896564,
              "calibration": 73.52719938119938,
              "speed": 87.5553062968599,
              "cost": 82.43042627750147
            },
            "jevbench_score": 80.77356722996103
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0231023102310231,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.13898526549902696,
            "calibration": 73.91097345009729,
            "p50_s": 0.3868839740753174,
            "p95_s": 0.4715754613280296,
            "cost_usd_per_1000": 0.004255444395001298,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.91097345009729,
              "speed": 87.3886806144598,
              "cost": 81.13165239838685
            },
            "jevbench_score": 81.47929833649593
          }
        },
        {
          "threshold": 0.36,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.13177359177359171,
            "calibration": 72.96864082264082,
            "p50_s": 0.38095298409461975,
            "p95_s": 0.4637797400355339,
            "cost_usd_per_1000": 0.004024488934286687,
            "axes": {
              "intelligence": 80.21563229896564,
              "calibration": 72.96864082264082,
              "speed": 87.5281684734722,
              "cost": 81.85867787213589
            },
            "jevbench_score": 80.4733273743367
          },
          "heldout": {
            "n": 303,
            "escalation": 0.026402640264026403,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.1350403113705866,
            "calibration": 74.30546886294132,
            "p50_s": 0.3868839740753174,
            "p95_s": 0.4743887178599834,
            "cost_usd_per_1000": 0.00438717454666815,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 74.30546886294132,
              "speed": 87.36284907840614,
              "cost": 80.73445259666298
            },
            "jevbench_score": 81.48173953294231
          }
        },
        {
          "threshold": 0.37,
          "public": {
            "n": 231,
            "escalation": 0.025974025974025976,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.12663845663845658,
            "calibration": 73.48215433615434,
            "p50_s": 0.3810563385486603,
            "p95_s": 0.4835945852100849,
            "cost_usd_per_1000": 0.004370066734763364,
            "axes": {
              "intelligence": 80.21563229896564,
              "calibration": 73.48215433615434,
              "speed": 87.34529380419866,
              "cost": 80.78535792760462
            },
            "jevbench_score": 80.30697436018168
          },
          "heldout": {
            "n": 303,
            "escalation": 0.026402640264026403,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.1350403113705866,
            "calibration": 74.30546886294132,
            "p50_s": 0.3868839740753174,
            "p95_s": 0.4743887178599834,
            "cost_usd_per_1000": 0.00438717454666815,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 74.30546886294132,
              "speed": 87.36284907840614,
              "cost": 80.73445259666298
            },
            "jevbench_score": 81.48173953294231
          }
        },
        {
          "threshold": 0.38,
          "public": {
            "n": 231,
            "escalation": 0.025974025974025976,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.12663845663845658,
            "calibration": 73.48215433615434,
            "p50_s": 0.3810563385486603,
            "p95_s": 0.4835945852100849,
            "cost_usd_per_1000": 0.004370066734763364,
            "axes": {
              "intelligence": 80.21563229896564,
              "calibration": 73.48215433615434,
              "speed": 87.34529380419866,
              "cost": 80.78535792760462
            },
            "jevbench_score": 80.30697436018168
          },
          "heldout": {
            "n": 303,
            "escalation": 0.026402640264026403,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.1350403113705866,
            "calibration": 74.30546886294132,
            "p50_s": 0.3868839740753174,
            "p95_s": 0.4743887178599834,
            "cost_usd_per_1000": 0.00438717454666815,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 74.30546886294132,
              "speed": 87.36284907840614,
              "cost": 80.73445259666298
            },
            "jevbench_score": 81.48173953294231
          }
        },
        {
          "threshold": 0.39,
          "public": {
            "n": 231,
            "escalation": 0.025974025974025976,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.12663845663845658,
            "calibration": 73.48215433615434,
            "p50_s": 0.3810563385486603,
            "p95_s": 0.4835945852100849,
            "cost_usd_per_1000": 0.004370066734763364,
            "axes": {
              "intelligence": 80.21563229896564,
              "calibration": 73.48215433615434,
              "speed": 87.34529380419866,
              "cost": 80.78535792760462
            },
            "jevbench_score": 80.30697436018168
          },
          "heldout": {
            "n": 303,
            "escalation": 0.026402640264026403,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.1350403113705866,
            "calibration": 74.30546886294132,
            "p50_s": 0.3868839740753174,
            "p95_s": 0.4743887178599834,
            "cost_usd_per_1000": 0.00438717454666815,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 74.30546886294132,
              "speed": 87.36284907840614,
              "cost": 80.73445259666298
            },
            "jevbench_score": 81.48173953294231
          }
        },
        {
          "threshold": 0.4,
          "public": {
            "n": 231,
            "escalation": 0.03463203463203463,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.11654836654836648,
            "calibration": 74.49116334516336,
            "p50_s": 0.3822959288954735,
            "p95_s": 0.49219903722405434,
            "cost_usd_per_1000": 0.00471564453524004,
            "axes": {
              "intelligence": 80.21563229896564,
              "calibration": 74.49116334516336,
              "speed": 87.25459566941197,
              "cost": 79.79376818238512
            },
            "jevbench_score": 80.31196708974745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.026402640264026403,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.1350403113705866,
            "calibration": 74.30546886294132,
            "p50_s": 0.3868839740753174,
            "p95_s": 0.4743887178599834,
            "cost_usd_per_1000": 0.00438717454666815,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 74.30546886294132,
              "speed": 87.36284907840614,
              "cost": 80.73445259666298
            },
            "jevbench_score": 81.48173953294231
          }
        },
        {
          "threshold": 0.41,
          "public": {
            "n": 231,
            "escalation": 0.03896103896103896,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.11794976794976789,
            "calibration": 74.35102320502321,
            "p50_s": 0.3822959288954735,
            "p95_s": 0.5056085176765919,
            "cost_usd_per_1000": 0.004888433435478378,
            "axes": {
              "intelligence": 80.21563229896564,
              "calibration": 74.35102320502321,
              "speed": 87.13785945169523,
              "cost": 79.32490882340409
            },
            "jevbench_score": 80.12916320591279
          },
          "heldout": {
            "n": 303,
            "escalation": 0.026402640264026403,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.1350403113705866,
            "calibration": 74.30546886294132,
            "p50_s": 0.3868839740753174,
            "p95_s": 0.4743887178599834,
            "cost_usd_per_1000": 0.00438717454666815,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 74.30546886294132,
              "speed": 87.36284907840614,
              "cost": 80.73445259666298
            },
            "jevbench_score": 81.48173953294231
          }
        },
        {
          "threshold": 0.42,
          "public": {
            "n": 231,
            "escalation": 0.047619047619047616,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.12020202020202014,
            "calibration": 74.125797979798,
            "p50_s": 0.3823304697871208,
            "p95_s": 0.6449073478579521,
            "cost_usd_per_1000": 0.005234011235955055,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 74.125797979798,
              "speed": 86.08063764376911,
              "cost": 78.43496048159845
            },
            "jevbench_score": 79.69256058741296
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0297029702970297,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.13549902696691687,
            "calibration": 74.25959730330831,
            "p50_s": 0.3878225088119507,
            "p95_s": 0.4766422070562839,
            "cost_usd_per_1000": 0.004518904698335002,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 74.25959730330831,
              "speed": 87.3317449168534,
              "cost": 80.34900452941774
            },
            "jevbench_score": 81.36450391759082
          }
        },
        {
          "threshold": 0.43,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.12002184002183997,
            "calibration": 74.143815997816,
            "p50_s": 0.3823304697871208,
            "p95_s": 0.871529832482338,
            "cost_usd_per_1000": 0.005406800136193394,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 74.143815997816,
              "speed": 84.7727883193944,
              "cost": 78.01179051816464
            },
            "jevbench_score": 79.2856440854687
          },
          "heldout": {
            "n": 303,
            "escalation": 0.033003300330033,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.13531554072838478,
            "calibration": 74.27794592716151,
            "p50_s": 0.3878225088119507,
            "p95_s": 0.47853453680872915,
            "cost_usd_per_1000": 0.0046506348500018535,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 74.27794592716151,
              "speed": 87.31453701371083,
              "cost": 79.97463274857031
            },
            "jevbench_score": 81.2705778547526
          }
        },
        {
          "threshold": 0.44,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.12002184002183997,
            "calibration": 74.143815997816,
            "p50_s": 0.3823304697871208,
            "p95_s": 0.871529832482338,
            "cost_usd_per_1000": 0.005406800136193394,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 74.143815997816,
              "speed": 84.7727883193944,
              "cost": 78.01179051816464
            },
            "jevbench_score": 79.2856440854687
          },
          "heldout": {
            "n": 303,
            "escalation": 0.033003300330033,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.13531554072838478,
            "calibration": 74.27794592716151,
            "p50_s": 0.3878225088119507,
            "p95_s": 0.47853453680872915,
            "cost_usd_per_1000": 0.0046506348500018535,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 74.27794592716151,
              "speed": 87.31453701371083,
              "cost": 79.97463274857031
            },
            "jevbench_score": 81.2705778547526
          }
        },
        {
          "threshold": 0.45,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.12002184002183997,
            "calibration": 74.143815997816,
            "p50_s": 0.3823304697871208,
            "p95_s": 0.871529832482338,
            "cost_usd_per_1000": 0.005406800136193394,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 74.143815997816,
              "speed": 84.7727883193944,
              "cost": 78.01179051816464
            },
            "jevbench_score": 79.2856440854687
          },
          "heldout": {
            "n": 303,
            "escalation": 0.036303630363036306,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.13513205448985266,
            "calibration": 74.29629455101473,
            "p50_s": 0.3878225088119507,
            "p95_s": 0.47853453680872915,
            "cost_usd_per_1000": 0.004782365001668705,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 74.29629455101473,
              "speed": 87.31453701371083,
              "cost": 79.61071841648685
            },
            "jevbench_score": 81.18297964670548
          }
        },
        {
          "threshold": 0.46,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.12002184002183997,
            "calibration": 74.143815997816,
            "p50_s": 0.3823304697871208,
            "p95_s": 0.871529832482338,
            "cost_usd_per_1000": 0.005406800136193394,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 74.143815997816,
              "speed": 84.7727883193944,
              "cost": 78.01179051816464
            },
            "jevbench_score": 79.2856440854687
          },
          "heldout": {
            "n": 303,
            "escalation": 0.036303630363036306,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.13513205448985266,
            "calibration": 74.29629455101473,
            "p50_s": 0.3878225088119507,
            "p95_s": 0.47853453680872915,
            "cost_usd_per_1000": 0.004782365001668705,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 74.29629455101473,
              "speed": 87.31453701371083,
              "cost": 79.61071841648685
            },
            "jevbench_score": 81.18297964670548
          }
        },
        {
          "threshold": 0.47,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.12002184002183997,
            "calibration": 74.143815997816,
            "p50_s": 0.3823304697871208,
            "p95_s": 0.871529832482338,
            "cost_usd_per_1000": 0.005406800136193394,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 74.143815997816,
              "speed": 84.7727883193944,
              "cost": 78.01179051816464
            },
            "jevbench_score": 79.2856440854687
          },
          "heldout": {
            "n": 303,
            "escalation": 0.039603960396039604,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.13439810953572423,
            "calibration": 74.36968904642757,
            "p50_s": 0.3878225088119507,
            "p95_s": 0.48337363377213466,
            "cost_usd_per_1000": 0.004914095153335558,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 74.36968904642757,
              "speed": 87.27084030954856,
              "cost": 79.25669315137732
            },
            "jevbench_score": 81.1024440044659
          }
        },
        {
          "threshold": 0.48,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.12002184002183997,
            "calibration": 74.143815997816,
            "p50_s": 0.3823304697871208,
            "p95_s": 0.871529832482338,
            "cost_usd_per_1000": 0.005406800136193394,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 74.143815997816,
              "speed": 84.7727883193944,
              "cost": 78.01179051816464
            },
            "jevbench_score": 79.2856440854687
          },
          "heldout": {
            "n": 303,
            "escalation": 0.039603960396039604,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.13439810953572423,
            "calibration": 74.36968904642757,
            "p50_s": 0.3878225088119507,
            "p95_s": 0.48337363377213466,
            "cost_usd_per_1000": 0.004914095153335558,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 74.36968904642757,
              "speed": 87.27084030954856,
              "cost": 79.25669315137732
            },
            "jevbench_score": 81.1024440044659
          }
        },
        {
          "threshold": 0.49,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.12002184002183997,
            "calibration": 74.143815997816,
            "p50_s": 0.3823304697871208,
            "p95_s": 0.871529832482338,
            "cost_usd_per_1000": 0.005406800136193394,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 74.143815997816,
              "speed": 84.7727883193944,
              "cost": 78.01179051816464
            },
            "jevbench_score": 79.2856440854687
          },
          "heldout": {
            "n": 303,
            "escalation": 0.039603960396039604,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.13439810953572423,
            "calibration": 74.36968904642757,
            "p50_s": 0.3878225088119507,
            "p95_s": 0.48337363377213466,
            "cost_usd_per_1000": 0.004914095153335558,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 74.36968904642757,
              "speed": 87.27084030954856,
              "cost": 79.25669315137732
            },
            "jevbench_score": 81.1024440044659
          }
        },
        {
          "threshold": 0.5,
          "public": {
            "n": 231,
            "escalation": 0.05627705627705628,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.11984165984165979,
            "calibration": 74.16183401583402,
            "p50_s": 0.3823304697871208,
            "p95_s": 0.9914946109056473,
            "cost_usd_per_1000": 0.005579589036431732,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 74.16183401583402,
              "speed": 84.21270731531501,
              "cost": 77.60193363285504
            },
            "jevbench_score": 79.05499306935997
          },
          "heldout": {
            "n": 303,
            "escalation": 0.039603960396039604,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.13439810953572423,
            "calibration": 74.36968904642757,
            "p50_s": 0.3878225088119507,
            "p95_s": 0.48337363377213466,
            "cost_usd_per_1000": 0.004914095153335558,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 74.36968904642757,
              "speed": 87.27084030954856,
              "cost": 79.25669315137732
            },
            "jevbench_score": 81.1024440044659
          }
        },
        {
          "threshold": 0.51,
          "public": {
            "n": 231,
            "escalation": 0.06493506493506493,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.1112831012831012,
            "calibration": 75.01768987168988,
            "p50_s": 0.38274315744638443,
            "p95_s": 1.007637556642294,
            "cost_usd_per_1000": 0.005925166836908409,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 75.01768987168988,
              "speed": 84.13788218590159,
              "cost": 76.81898249711246
            },
            "jevbench_score": 79.06378470159942
          },
          "heldout": {
            "n": 303,
            "escalation": 0.039603960396039604,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.13439810953572423,
            "calibration": 74.36968904642757,
            "p50_s": 0.3878225088119507,
            "p95_s": 0.48337363377213466,
            "cost_usd_per_1000": 0.004914095153335558,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 74.36968904642757,
              "speed": 87.27084030954856,
              "cost": 79.25669315137732
            },
            "jevbench_score": 81.1024440044659
          }
        },
        {
          "threshold": 0.52,
          "public": {
            "n": 231,
            "escalation": 0.06926406926406926,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.11200382200382195,
            "calibration": 74.9456177996178,
            "p50_s": 0.38274315744638443,
            "p95_s": 1.0190754160284996,
            "cost_usd_per_1000": 0.006097955737146748,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 74.9456177996178,
              "speed": 84.08886239848334,
              "cost": 76.44447197036884
            },
            "jevbench_score": 78.93676935983687
          },
          "heldout": {
            "n": 303,
            "escalation": 0.052805280528052806,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.1278843480678343,
            "calibration": 75.90106519321657,
            "p50_s": 0.3884039744734764,
            "p95_s": 1.0087750829756224,
            "cost_usd_per_1000": 0.0054410157600029655,
            "axes": {
              "intelligence": 84.38272380713,
              "calibration": 75.90106519321657,
              "speed": 84.06921988174533,
              "cost": 77.92960048450779
            },
            "jevbench_score": 80.48412362816174
          }
        },
        {
          "threshold": 0.53,
          "public": {
            "n": 231,
            "escalation": 0.0735930735930736,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.10407589407589402,
            "calibration": 75.7384105924106,
            "p50_s": 0.38274315744638443,
            "p95_s": 1.0220291279256344,
            "cost_usd_per_1000": 0.006270744637385086,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 75.7384105924106,
              "speed": 84.07629291322792,
              "cost": 76.08042653725288
            },
            "jevbench_score": 79.04735026488143
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0627062706270627,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.1283430636641646,
            "calibration": 75.67869363358355,
            "p50_s": 0.3886619731783867,
            "p95_s": 1.0376297369599339,
            "cost_usd_per_1000": 0.005836206215003522,
            "axes": {
              "intelligence": 84.38272380713,
              "calibration": 75.67869363358355,
              "speed": 83.94385539309273,
              "cost": 77.01608113775158
            },
            "jevbench_score": 80.15846160698234
          }
        },
        {
          "threshold": 0.54,
          "public": {
            "n": 231,
            "escalation": 0.0735930735930736,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.10407589407589402,
            "calibration": 75.7384105924106,
            "p50_s": 0.38274315744638443,
            "p95_s": 1.0220291279256344,
            "cost_usd_per_1000": 0.006270744637385086,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 75.7384105924106,
              "speed": 84.07629291322792,
              "cost": 76.08042653725288
            },
            "jevbench_score": 79.04735026488143
          },
          "heldout": {
            "n": 303,
            "escalation": 0.066006600660066,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.1301779260494857,
            "calibration": 75.49520739505144,
            "p50_s": 0.38873713463544846,
            "p95_s": 1.039823915064335,
            "cost_usd_per_1000": 0.005967936366670374,
            "axes": {
              "intelligence": 84.38272380713,
              "calibration": 75.49520739505144,
              "speed": 83.93384169209432,
              "cost": 76.72527448572276
            },
            "jevbench_score": 80.03171411251284
          }
        },
        {
          "threshold": 0.55,
          "public": {
            "n": 231,
            "escalation": 0.07792207792207792,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.10542724542724535,
            "calibration": 75.60327545727546,
            "p50_s": 0.3835790231823921,
            "p95_s": 1.0302141197025776,
            "cost_usd_per_1000": 0.0064435335376234245,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 75.60327545727546,
              "speed": 84.03217653298277,
              "cost": 75.72627720107005
            },
            "jevbench_score": 78.90960223109724
          },
          "heldout": {
            "n": 303,
            "escalation": 0.066006600660066,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.1301779260494857,
            "calibration": 75.49520739505144,
            "p50_s": 0.38873713463544846,
            "p95_s": 1.039823915064335,
            "cost_usd_per_1000": 0.005967936366670374,
            "axes": {
              "intelligence": 84.38272380713,
              "calibration": 75.49520739505144,
              "speed": 83.93384169209432,
              "cost": 76.72527448572276
            },
            "jevbench_score": 80.03171411251284
          }
        },
        {
          "threshold": 0.56,
          "public": {
            "n": 231,
            "escalation": 0.09090909090909091,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.10975156975156969,
            "calibration": 74.97084302484302,
            "p50_s": 0.3852977529168129,
            "p95_s": 1.0302141197025776,
            "cost_usd_per_1000": 0.006961900238338439,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 74.97084302484302,
              "speed": 84.01276025963342,
              "cost": 74.71816612897885
            },
            "jevbench_score": 78.47613571565142
          },
          "heldout": {
            "n": 303,
            "escalation": 0.06930693069306931,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.12981095357242148,
            "calibration": 75.53190464275785,
            "p50_s": 0.38873713463544846,
            "p95_s": 1.0501402437686918,
            "cost_usd_per_1000": 0.0060996665183372266,
            "axes": {
              "intelligence": 84.38272380713,
              "calibration": 75.53190464275785,
              "speed": 83.89096668871568,
              "cost": 76.44081724412754
            },
            "jevbench_score": 79.95693246634008
          }
        },
        {
          "threshold": 0.57,
          "public": {
            "n": 231,
            "escalation": 0.09956709956709957,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.11173355173355165,
            "calibration": 74.77264482664484,
            "p50_s": 0.3855065032839775,
            "p95_s": 1.0476276613771915,
            "cost_usd_per_1000": 0.007307478038815116,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 74.77264482664484,
              "speed": 83.9376133430074,
              "cost": 74.08697443465081
            },
            "jevbench_score": 78.24056016393858
          },
          "heldout": {
            "n": 303,
            "escalation": 0.06930693069306931,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.12981095357242148,
            "calibration": 75.53190464275785,
            "p50_s": 0.38873713463544846,
            "p95_s": 1.0501402437686918,
            "cost_usd_per_1000": 0.0060996665183372266,
            "axes": {
              "intelligence": 84.38272380713,
              "calibration": 75.53190464275785,
              "speed": 83.89096668871568,
              "cost": 76.44081724412754
            },
            "jevbench_score": 79.95693246634008
          }
        },
        {
          "threshold": 0.58,
          "public": {
            "n": 231,
            "escalation": 0.1038961038961039,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.11047229047229039,
            "calibration": 74.89877095277096,
            "p50_s": 0.3855883702635765,
            "p95_s": 1.0476276613771915,
            "cost_usd_per_1000": 0.007480266939053455,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 74.89877095277096,
              "speed": 83.93669116393856,
              "cost": 73.78248711183608
            },
            "jevbench_score": 78.19277087095824
          },
          "heldout": {
            "n": 303,
            "escalation": 0.08250825082508251,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9657534246575342,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.12329719210453156,
            "calibration": 76.18328078954684,
            "p50_s": 0.38873713463544846,
            "p95_s": 1.0609071180224416,
            "cost_usd_per_1000": 0.006626587125004635,
            "axes": {
              "intelligence": 84.46617234301034,
              "calibration": 76.18328078954684,
              "speed": 83.84666607560868,
              "cost": 75.3613026292933
            },
            "jevbench_score": 79.85353937206726
          }
        },
        {
          "threshold": 0.59,
          "public": {
            "n": 231,
            "escalation": 0.10822510822510822,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.11011193011193003,
            "calibration": 74.934806988807,
            "p50_s": 0.38687043637037277,
            "p95_s": 1.0476276613771915,
            "cost_usd_per_1000": 0.007653055839291793,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 74.934806988807,
              "speed": 83.92227499722267,
              "cost": 73.48495353697324
            },
            "jevbench_score": 78.11986117377339
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0891089108910891,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9657534246575342,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8547854785478548,
            "ece_hard": 0.11678343063664166,
            "calibration": 77.48865693633584,
            "p50_s": 0.38921745866537094,
            "p95_s": 1.0731464132666586,
            "cost_usd_per_1000": 0.006890047428338339,
            "axes": {
              "intelligence": 84.74140170080852,
              "calibration": 77.48865693633584,
              "speed": 83.79148708951487,
              "cost": 74.8533336571628
            },
            "jevbench_score": 80.10990292434155
          }
        },
        {
          "threshold": 0.6,
          "public": {
            "n": 231,
            "escalation": 0.10822510822510822,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.11011193011193003,
            "calibration": 74.934806988807,
            "p50_s": 0.38687043637037277,
            "p95_s": 1.0476276613771915,
            "cost_usd_per_1000": 0.007653055839291793,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 74.934806988807,
              "speed": 83.92227499722267,
              "cost": 73.48495353697324
            },
            "jevbench_score": 78.11986117377339
          },
          "heldout": {
            "n": 303,
            "escalation": 0.09900990099009901,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9657534246575342,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8547854785478548,
            "ece_hard": 0.11724214623297192,
            "calibration": 77.4427853767028,
            "p50_s": 0.38939036428928375,
            "p95_s": 1.083354840427637,
            "cost_usd_per_1000": 0.007285237883338895,
            "axes": {
              "intelligence": 84.74140170080852,
              "calibration": 77.4427853767028,
              "speed": 83.74844071481766,
              "cost": 74.12668788208522
            },
            "jevbench_score": 79.89267881264858
          }
        },
        {
          "threshold": 0.61,
          "public": {
            "n": 231,
            "escalation": 0.11688311688311688,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.11164346164346158,
            "calibration": 74.78165383565384,
            "p50_s": 0.3878612667322159,
            "p95_s": 1.0530537962913513,
            "cost_usd_per_1000": 0.007998633639768469,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 74.78165383565384,
              "speed": 83.888730303818,
              "cost": 72.9095258404532
            },
            "jevbench_score": 77.91882353165111
          },
          "heldout": {
            "n": 303,
            "escalation": 0.11221122112211221,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9657534246575342,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.858085808580858,
            "ece_hard": 0.10650820127884351,
            "calibration": 78.51617987211566,
            "p50_s": 0.39043400436639786,
            "p95_s": 1.0957592256367206,
            "cost_usd_per_1000": 0.0078121584900063025,
            "axes": {
              "intelligence": 85.01663105860669,
              "calibration": 78.51617987211566,
              "speed": 83.68737229176769,
              "cost": 73.21686863496268
            },
            "jevbench_score": 79.97118543905125
          }
        },
        {
          "threshold": 0.62,
          "public": {
            "n": 231,
            "escalation": 0.11688311688311688,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.11164346164346158,
            "calibration": 74.78165383565384,
            "p50_s": 0.3878612667322159,
            "p95_s": 1.0530537962913513,
            "cost_usd_per_1000": 0.007998633639768469,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 74.78165383565384,
              "speed": 83.888730303818,
              "cost": 72.9095258404532
            },
            "jevbench_score": 77.91882353165111
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1188118811881188,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9657534246575342,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.858085808580858,
            "ece_hard": 0.10540728384765084,
            "calibration": 78.62627161523491,
            "p50_s": 0.39046943187713623,
            "p95_s": 1.0957592256367206,
            "cost_usd_per_1000": 0.008075618793340008,
            "axes": {
              "intelligence": 85.01663105860669,
              "calibration": 78.62627161523491,
              "speed": 83.68697823606969,
              "cost": 72.78472569874772
            },
            "jevbench_score": 79.88080401324913
          }
        },
        {
          "threshold": 0.63,
          "public": {
            "n": 231,
            "escalation": 0.12554112554112554,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.11182364182364177,
            "calibration": 74.76363581763582,
            "p50_s": 0.3878612667322159,
            "p95_s": 1.0698232911527157,
            "cost_usd_per_1000": 0.008344211440245147,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 74.76363581763582,
              "speed": 83.82011539796571,
              "cost": 72.35844098583406
            },
            "jevbench_score": 77.75057575279476
          },
          "heldout": {
            "n": 303,
            "escalation": 0.12211221122112212,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9657534246575342,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.858085808580858,
            "ece_hard": 0.10540728384765084,
            "calibration": 78.62627161523491,
            "p50_s": 0.39095765352249146,
            "p95_s": 1.0957592256367206,
            "cost_usd_per_1000": 0.008207348945006859,
            "axes": {
              "intelligence": 85.01663105860669,
              "calibration": 78.62627161523491,
              "speed": 83.68155144710693,
              "cost": 72.57391304944335
            },
            "jevbench_score": 79.82160558929792
          }
        },
        {
          "threshold": 0.64,
          "public": {
            "n": 231,
            "escalation": 0.12987012987012986,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.11966147966147961,
            "calibration": 73.97985203385204,
            "p50_s": 0.38910215348005295,
            "p95_s": 1.0698232911527157,
            "cost_usd_per_1000": 0.008517000340483485,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 73.97985203385204,
              "speed": 83.80624316894082,
              "cost": 72.09140006178166
            },
            "jevbench_score": 77.47114401774449
          },
          "heldout": {
            "n": 303,
            "escalation": 0.12211221122112212,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9657534246575342,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.858085808580858,
            "ece_hard": 0.10540728384765084,
            "calibration": 78.62627161523491,
            "p50_s": 0.39095765352249146,
            "p95_s": 1.0957592256367206,
            "cost_usd_per_1000": 0.008207348945006859,
            "axes": {
              "intelligence": 85.01663105860669,
              "calibration": 78.62627161523491,
              "speed": 83.68155144710693,
              "cost": 72.57391304944335
            },
            "jevbench_score": 79.82160558929792
          }
        },
        {
          "threshold": 0.65,
          "public": {
            "n": 231,
            "escalation": 0.1341991341991342,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.12191373191373188,
            "calibration": 73.75462680862681,
            "p50_s": 0.38922879844903946,
            "p95_s": 1.0698232911527157,
            "cost_usd_per_1000": 0.008689789240721824,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 73.75462680862681,
              "speed": 83.8048298572502,
              "cost": 71.82972269975578
            },
            "jevbench_score": 77.34144352248612
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1254125412541254,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.958904109589041,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8547854785478548,
            "ece_hard": 0.10540728384765084,
            "calibration": 78.62627161523491,
            "p50_s": 0.39095765352249146,
            "p95_s": 1.1019696988165377,
            "cost_usd_per_1000": 0.00833907909667371,
            "axes": {
              "intelligence": 84.82485023668887,
              "calibration": 78.62627161523491,
              "speed": 83.65700627794217,
              "cost": 72.36645720502423
            },
            "jevbench_score": 79.71363314814587
          }
        },
        {
          "threshold": 0.66,
          "public": {
            "n": 231,
            "escalation": 0.1341991341991342,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.12191373191373188,
            "calibration": 73.75462680862681,
            "p50_s": 0.38922879844903946,
            "p95_s": 1.0698232911527157,
            "cost_usd_per_1000": 0.008689789240721824,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 73.75462680862681,
              "speed": 83.8048298572502,
              "cost": 71.82972269975578
            },
            "jevbench_score": 77.34144352248612
          },
          "heldout": {
            "n": 303,
            "escalation": 0.132013201320132,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.958904109589041,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8547854785478548,
            "ece_hard": 0.10504031137058663,
            "calibration": 78.66296886294134,
            "p50_s": 0.39180759340524673,
            "p95_s": 1.1019696988165377,
            "cost_usd_per_1000": 0.008602539400007415,
            "axes": {
              "intelligence": 84.82485023668887,
              "calibration": 78.66296886294134,
              "speed": 83.64757498682278,
              "cost": 71.96119988844158
            },
            "jevbench_score": 79.608840137007
          }
        },
        {
          "threshold": 0.67,
          "public": {
            "n": 231,
            "escalation": 0.1471861471861472,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.11137319137319134,
            "calibration": 74.80868086268086,
            "p50_s": 0.389875203371048,
            "p95_s": 1.0812386125326157,
            "cost_usd_per_1000": 0.009208155941436839,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 74.80868086268086,
              "speed": 83.75152839130439,
              "cost": 71.07482003430606
            },
            "jevbench_score": 77.4892239293938
          },
          "heldout": {
            "n": 303,
            "escalation": 0.132013201320132,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.958904109589041,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8547854785478548,
            "ece_hard": 0.10504031137058663,
            "calibration": 78.66296886294134,
            "p50_s": 0.39180759340524673,
            "p95_s": 1.1019696988165377,
            "cost_usd_per_1000": 0.008602539400007415,
            "axes": {
              "intelligence": 84.82485023668887,
              "calibration": 78.66296886294134,
              "speed": 83.64757498682278,
              "cost": 71.96119988844158
            },
            "jevbench_score": 79.608840137007
          }
        },
        {
          "threshold": 0.68,
          "public": {
            "n": 231,
            "escalation": 0.15151515151515152,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.11137319137319134,
            "calibration": 74.80868086268086,
            "p50_s": 0.39158909022808075,
            "p95_s": 1.0812386125326157,
            "cost_usd_per_1000": 0.009380944841675178,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 74.80868086268086,
              "speed": 83.73247869692602,
              "cost": 70.8326025281785
            },
            "jevbench_score": 77.41871712317396
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1353135313531353,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.952054794520548,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.10504031137058663,
            "calibration": 78.66296886294134,
            "p50_s": 0.39212508499622345,
            "p95_s": 1.1019696988165377,
            "cost_usd_per_1000": 0.008734269551674268,
            "axes": {
              "intelligence": 84.63306941477107,
              "calibration": 78.66296886294134,
              "speed": 83.64405721399994,
              "cost": 71.7632022783312
            },
            "jevbench_score": 79.50818350181088
          }
        },
        {
          "threshold": 0.69,
          "public": {
            "n": 231,
            "escalation": 0.16017316017316016,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.11119301119301114,
            "calibration": 74.87669888069888,
            "p50_s": 0.39193499088287354,
            "p95_s": 1.0856791250407696,
            "cost_usd_per_1000": 0.009726522642151854,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 74.87669888069888,
              "speed": 83.7108447468334,
              "cost": 70.3612719366065
            },
            "jevbench_score": 77.30217411318344
          },
          "heldout": {
            "n": 303,
            "escalation": 0.14521452145214522,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.10935223797609119,
            "calibration": 78.23177620239088,
            "p50_s": 0.3926578313112259,
            "p95_s": 1.1019696988165377,
            "cost_usd_per_1000": 0.009129460006674823,
            "axes": {
              "intelligence": 84.44128859285325,
              "calibration": 78.23177620239088,
              "speed": 83.63816083640066,
              "cost": 71.1866472864252
            },
            "jevbench_score": 79.19272079217745
          }
        },
        {
          "threshold": 0.7,
          "public": {
            "n": 231,
            "escalation": 0.1645021645021645,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.11146328146328142,
            "calibration": 74.84967185367185,
            "p50_s": 0.3930845111608505,
            "p95_s": 1.0856791250407696,
            "cost_usd_per_1000": 0.009899311542390193,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 74.84967185367185,
              "speed": 83.69812581006597,
              "cost": 70.13185023400568
            },
            "jevbench_score": 77.22917888602628
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1551155115511551,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.11559077008618295,
            "calibration": 77.60792299138171,
            "p50_s": 0.3926578313112259,
            "p95_s": 1.1050984039902687,
            "cost_usd_per_1000": 0.00952465046167538,
            "axes": {
              "intelligence": 84.44128859285325,
              "calibration": 77.60792299138171,
              "speed": 83.62584784704703,
              "cost": 70.63452859666009
            },
            "jevbench_score": 78.87777009684197
          }
        },
        {
          "threshold": 0.71,
          "public": {
            "n": 231,
            "escalation": 0.17316017316017315,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.11191373191373188,
            "calibration": 74.90462680862682,
            "p50_s": 0.3938719406723976,
            "p95_s": 1.0908589139580727,
            "cost_usd_per_1000": 0.01024488934286687,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 74.90462680862682,
              "speed": 83.66876372285617,
              "cost": 69.68478184421402
            },
            "jevbench_score": 77.11319013298365
          },
          "heldout": {
            "n": 303,
            "escalation": 0.16501650165016502,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.1148568251320545,
            "calibration": 77.68131748679454,
            "p50_s": 0.3928951770067215,
            "p95_s": 1.1062885060906409,
            "cost_usd_per_1000": 0.009919840916675936,
            "axes": {
              "intelligence": 84.44128859285325,
              "calibration": 77.68131748679454,
              "speed": 83.61854902083515,
              "cost": 70.1048587755877
            },
            "jevbench_score": 78.74637038182465
          }
        },
        {
          "threshold": 0.72,
          "public": {
            "n": 231,
            "escalation": 0.17316017316017315,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.11191373191373188,
            "calibration": 74.90462680862682,
            "p50_s": 0.3938719406723976,
            "p95_s": 1.0908589139580727,
            "cost_usd_per_1000": 0.01024488934286687,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 74.90462680862682,
              "speed": 83.66876372285617,
              "cost": 69.68478184421402
            },
            "jevbench_score": 77.11319013298365
          },
          "heldout": {
            "n": 303,
            "escalation": 0.16501650165016502,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.1148568251320545,
            "calibration": 77.68131748679454,
            "p50_s": 0.3928951770067215,
            "p95_s": 1.1062885060906409,
            "cost_usd_per_1000": 0.009919840916675936,
            "axes": {
              "intelligence": 84.44128859285325,
              "calibration": 77.68131748679454,
              "speed": 83.61854902083515,
              "cost": 70.1048587755877
            },
            "jevbench_score": 78.74637038182465
          }
        },
        {
          "threshold": 0.73,
          "public": {
            "n": 231,
            "escalation": 0.17316017316017315,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.11191373191373188,
            "calibration": 74.90462680862682,
            "p50_s": 0.3938719406723976,
            "p95_s": 1.0908589139580727,
            "cost_usd_per_1000": 0.01024488934286687,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 74.90462680862682,
              "speed": 83.66876372285617,
              "cost": 69.68478184421402
            },
            "jevbench_score": 77.11319013298365
          },
          "heldout": {
            "n": 303,
            "escalation": 0.16501650165016502,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.1148568251320545,
            "calibration": 77.68131748679454,
            "p50_s": 0.3928951770067215,
            "p95_s": 1.1062885060906409,
            "cost_usd_per_1000": 0.009919840916675936,
            "axes": {
              "intelligence": 84.44128859285325,
              "calibration": 77.68131748679454,
              "speed": 83.61854902083515,
              "cost": 70.1048587755877
            },
            "jevbench_score": 78.74637038182465
          }
        },
        {
          "threshold": 0.74,
          "public": {
            "n": 231,
            "escalation": 0.17316017316017315,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.11191373191373188,
            "calibration": 74.90462680862682,
            "p50_s": 0.3938719406723976,
            "p95_s": 1.0908589139580727,
            "cost_usd_per_1000": 0.01024488934286687,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 74.90462680862682,
              "speed": 83.66876372285617,
              "cost": 69.68478184421402
            },
            "jevbench_score": 77.11319013298365
          },
          "heldout": {
            "n": 303,
            "escalation": 0.16501650165016502,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.1148568251320545,
            "calibration": 77.68131748679454,
            "p50_s": 0.3928951770067215,
            "p95_s": 1.1062885060906409,
            "cost_usd_per_1000": 0.009919840916675936,
            "axes": {
              "intelligence": 84.44128859285325,
              "calibration": 77.68131748679454,
              "speed": 83.61854902083515,
              "cost": 70.1048587755877
            },
            "jevbench_score": 78.74637038182465
          }
        },
        {
          "threshold": 0.75,
          "public": {
            "n": 231,
            "escalation": 0.17316017316017315,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.11191373191373188,
            "calibration": 74.90462680862682,
            "p50_s": 0.3938719406723976,
            "p95_s": 1.0908589139580727,
            "cost_usd_per_1000": 0.01024488934286687,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 74.90462680862682,
              "speed": 83.66876372285617,
              "cost": 69.68478184421402
            },
            "jevbench_score": 77.11319013298365
          },
          "heldout": {
            "n": 303,
            "escalation": 0.16501650165016502,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.1148568251320545,
            "calibration": 77.68131748679454,
            "p50_s": 0.3928951770067215,
            "p95_s": 1.1062885060906409,
            "cost_usd_per_1000": 0.009919840916675936,
            "axes": {
              "intelligence": 84.44128859285325,
              "calibration": 77.68131748679454,
              "speed": 83.61854902083515,
              "cost": 70.1048587755877
            },
            "jevbench_score": 78.74637038182465
          }
        },
        {
          "threshold": 0.76,
          "public": {
            "n": 231,
            "escalation": 0.18614718614718614,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.11263445263445257,
            "calibration": 74.73255473655473,
            "p50_s": 0.3938719406723976,
            "p95_s": 1.1284871771931648,
            "cost_usd_per_1000": 0.010763256043581883,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 74.73255473655473,
              "speed": 83.52148328479194,
              "cost": 69.04168984935862
            },
            "jevbench_score": 76.85657815278927
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1716171617161716,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.1053155407283848,
            "calibration": 78.63544592716153,
            "p50_s": 0.39295361191034317,
            "p95_s": 1.1062885060906409,
            "cost_usd_per_1000": 0.01018330122000964,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 78.63544592716153,
              "speed": 83.61790314705897,
              "cost": 69.76334229095981
            },
            "jevbench_score": 78.95474780325324
          }
        },
        {
          "threshold": 0.77,
          "public": {
            "n": 231,
            "escalation": 0.19047619047619047,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.11263445263445257,
            "calibration": 74.73255473655473,
            "p50_s": 0.3942127153277397,
            "p95_s": 1.1284871771931648,
            "cost_usd_per_1000": 0.010936044943820222,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 74.73255473655473,
              "speed": 83.51772743038,
              "cost": 68.83419140854807
            },
            "jevbench_score": 76.79790321456078
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1716171617161716,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.1053155407283848,
            "calibration": 78.63544592716153,
            "p50_s": 0.39295361191034317,
            "p95_s": 1.1062885060906409,
            "cost_usd_per_1000": 0.01018330122000964,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 78.63544592716153,
              "speed": 83.61790314705897,
              "cost": 69.76334229095981
            },
            "jevbench_score": 78.95474780325324
          }
        },
        {
          "threshold": 0.78,
          "public": {
            "n": 231,
            "escalation": 0.19047619047619047,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.11263445263445257,
            "calibration": 74.73255473655473,
            "p50_s": 0.3942127153277397,
            "p95_s": 1.1284871771931648,
            "cost_usd_per_1000": 0.010936044943820222,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 74.73255473655473,
              "speed": 83.51772743038,
              "cost": 68.83419140854807
            },
            "jevbench_score": 76.79790321456078
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1782178217821782,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.10669168751737561,
            "calibration": 78.49783124826243,
            "p50_s": 0.39392561465501785,
            "p95_s": 1.1062885060906409,
            "cost_usd_per_1000": 0.010446761523343343,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 78.49783124826243,
              "speed": 83.60717378405474,
              "cost": 69.43054957515645
            },
            "jevbench_score": 78.82336574863777
          }
        },
        {
          "threshold": 0.79,
          "public": {
            "n": 231,
            "escalation": 0.19047619047619047,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.11263445263445257,
            "calibration": 74.73255473655473,
            "p50_s": 0.3942127153277397,
            "p95_s": 1.1284871771931648,
            "cost_usd_per_1000": 0.010936044943820222,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 74.73255473655473,
              "speed": 83.51772743038,
              "cost": 68.83419140854807
            },
            "jevbench_score": 76.79790321456078
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1782178217821782,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.10669168751737561,
            "calibration": 78.49783124826243,
            "p50_s": 0.39392561465501785,
            "p95_s": 1.1062885060906409,
            "cost_usd_per_1000": 0.010446761523343343,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 78.49783124826243,
              "speed": 83.60717378405474,
              "cost": 69.43054957515645
            },
            "jevbench_score": 78.82336574863777
          }
        },
        {
          "threshold": 0.8,
          "public": {
            "n": 231,
            "escalation": 0.19913419913419914,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.11218400218400211,
            "calibration": 74.77759978159979,
            "p50_s": 0.3942127153277397,
            "p95_s": 1.1284871771931648,
            "cost_usd_per_1000": 0.0112816227442969,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 74.77759978159979,
              "speed": 83.51772743038,
              "cost": 68.42885281322432
            },
            "jevbench_score": 76.69614701945575
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1848184818481848,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.10797609118710035,
            "calibration": 77.86939088128997,
            "p50_s": 0.39403771609067917,
            "p95_s": 1.126306684315204,
            "cost_usd_per_1000": 0.010710221826677049,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 77.86939088128997,
              "speed": 83.52805545301862,
              "cost": 69.10604602321209
            },
            "jevbench_score": 78.55445549824395
          }
        },
        {
          "threshold": 0.81,
          "public": {
            "n": 231,
            "escalation": 0.2077922077922078,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.11310219310219305,
            "calibration": 74.6857806897807,
            "p50_s": 0.3962126150727272,
            "p95_s": 1.1284871771931648,
            "cost_usd_per_1000": 0.011627200544773578,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 74.6857806897807,
              "speed": 83.49575072382476,
              "cost": 68.03574510407958
            },
            "jevbench_score": 76.5572008082423
          },
          "heldout": {
            "n": 303,
            "escalation": 0.18811881188118812,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.10797609118710035,
            "calibration": 77.86939088128997,
            "p50_s": 0.39494913071393967,
            "p95_s": 1.126306684315204,
            "cost_usd_per_1000": 0.010841951978343901,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 77.86939088128997,
              "speed": 83.51802176185443,
              "cost": 68.94677561942821
            },
            "jevbench_score": 78.50679692399305
          }
        },
        {
          "threshold": 0.82,
          "public": {
            "n": 231,
            "escalation": 0.22077922077922077,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7207207207207207
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.11274183274183269,
            "calibration": 74.72181672581672,
            "p50_s": 0.39779794961214066,
            "p95_s": 1.1284871771931648,
            "cost_usd_per_1000": 0.01214556724548859,
            "axes": {
              "intelligence": 81.34175842509177,
              "calibration": 74.72181672581672,
              "speed": 83.47840831081513,
              "cost": 67.46746591403387
            },
            "jevbench_score": 76.49047965246521
          },
          "heldout": {
            "n": 303,
            "escalation": 0.19141914191419143,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.10843480678343063,
            "calibration": 77.82351932165693,
            "p50_s": 0.39519932121038437,
            "p95_s": 1.1310784369707108,
            "cost_usd_per_1000": 0.010973682130010752,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 77.82351932165693,
              "speed": 83.49691087005014,
              "cost": 68.78942871944608
            },
            "jevbench_score": 78.44545179431726
          }
        },
        {
          "threshold": 0.83,
          "public": {
            "n": 231,
            "escalation": 0.22077922077922077,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7207207207207207
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.11274183274183269,
            "calibration": 74.72181672581672,
            "p50_s": 0.39779794961214066,
            "p95_s": 1.1284871771931648,
            "cost_usd_per_1000": 0.01214556724548859,
            "axes": {
              "intelligence": 81.34175842509177,
              "calibration": 74.72181672581672,
              "speed": 83.47840831081513,
              "cost": 67.46746591403387
            },
            "jevbench_score": 76.49047965246521
          },
          "heldout": {
            "n": 303,
            "escalation": 0.19801980198019803,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.1078843480678343,
            "calibration": 77.87856519321657,
            "p50_s": 0.3956253454089165,
            "p95_s": 1.1310784369707108,
            "cost_usd_per_1000": 0.011237142433344456,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 77.87856519321657,
              "speed": 83.49223170450847,
              "cost": 68.48032342958626
            },
            "jevbench_score": 78.36993341287075
          }
        },
        {
          "threshold": 0.84,
          "public": {
            "n": 231,
            "escalation": 0.22943722943722944,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7207207207207207
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.10940849940849937,
            "calibration": 75.05515005915007,
            "p50_s": 0.3989381045103073,
            "p95_s": 1.1284871771931648,
            "cost_usd_per_1000": 0.012491145045965268,
            "axes": {
              "intelligence": 81.34175842509177,
              "calibration": 75.05515005915007,
              "speed": 83.4659785151197,
              "cost": 67.1019324588222
            },
            "jevbench_score": 76.46886475021883
          },
          "heldout": {
            "n": 303,
            "escalation": 0.20462046204620463,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.10898526549902691,
            "calibration": 77.7684734500973,
            "p50_s": 0.39571626484394073,
            "p95_s": 1.1310784369707108,
            "cost_usd_per_1000": 0.011500602736678162,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 77.7684734500973,
              "speed": 83.4912337585243,
              "cost": 68.17838194151216
            },
            "jevbench_score": 78.25548906341446
          }
        },
        {
          "threshold": 0.85,
          "public": {
            "n": 231,
            "escalation": 0.22943722943722944,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7207207207207207
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.10940849940849937,
            "calibration": 75.05515005915007,
            "p50_s": 0.3989381045103073,
            "p95_s": 1.1284871771931648,
            "cost_usd_per_1000": 0.012491145045965268,
            "axes": {
              "intelligence": 81.34175842509177,
              "calibration": 75.05515005915007,
              "speed": 83.4659785151197,
              "cost": 67.1019324588222
            },
            "jevbench_score": 76.46886475021883
          },
          "heldout": {
            "n": 303,
            "escalation": 0.22772277227722773,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.09733388935223791,
            "calibration": 78.93361106477622,
            "p50_s": 0.3963628485798836,
            "p95_s": 1.1310784369707108,
            "cost_usd_per_1000": 0.012422713798346124,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 78.93361106477622,
              "speed": 83.4841433604511,
              "cost": 67.17350560569275
            },
            "jevbench_score": 78.25426546309595
          }
        },
        {
          "threshold": 0.86,
          "public": {
            "n": 231,
            "escalation": 0.24242424242424243,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7207207207207207
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.10985894985894981,
            "calibration": 75.01010501410502,
            "p50_s": 0.4004004970192909,
            "p95_s": 1.1531940624117851,
            "cost_usd_per_1000": 0.013009511746680285,
            "axes": {
              "intelligence": 81.34175842509177,
              "calibration": 75.01010501410502,
              "speed": 83.35602994482329,
              "cost": 66.5721700724873
            },
            "jevbench_score": 76.28089264126436
          },
          "heldout": {
            "n": 303,
            "escalation": 0.23432343234323433,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.09733388935223791,
            "calibration": 78.93361106477622,
            "p50_s": 0.3967704549431801,
            "p95_s": 1.1310784369707108,
            "cost_usd_per_1000": 0.01268617410167983,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 78.93361106477622,
              "speed": 83.47967951536563,
              "cost": 66.90007998267029
            },
            "jevbench_score": 78.17346632161782
          }
        },
        {
          "threshold": 0.87,
          "public": {
            "n": 231,
            "escalation": 0.24675324675324675,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7207207207207207
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.10940849940849937,
            "calibration": 75.05515005915007,
            "p50_s": 0.40055521577596664,
            "p95_s": 1.1531940624117851,
            "cost_usd_per_1000": 0.013182300646918624,
            "axes": {
              "intelligence": 81.34175842509177,
              "calibration": 75.05515005915007,
              "speed": 83.35435211165391,
              "cost": 66.4002636306505
            },
            "jevbench_score": 76.24265906978503
          },
          "heldout": {
            "n": 303,
            "escalation": 0.24092409240924093,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.0969669168751737,
            "calibration": 79.22030831248264,
            "p50_s": 0.3967770114541054,
            "p95_s": 1.1310784369707108,
            "cost_usd_per_1000": 0.012949634405013535,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 79.22030831248264,
              "speed": 83.47960775011816,
              "cost": 66.63227477325755
            },
            "jevbench_score": 78.16591503472638
          }
        },
        {
          "threshold": 0.88,
          "public": {
            "n": 231,
            "escalation": 0.2597402597402597,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7207207207207207
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.11066976066976068,
            "calibration": 74.92902393302393,
            "p50_s": 0.40208370983600616,
            "p95_s": 1.1844173558056355,
            "cost_usd_per_1000": 0.013700667347633637,
            "axes": {
              "intelligence": 81.34175842509177,
              "calibration": 74.92902393302393,
              "speed": 83.22178759025218,
              "cost": 65.89774834661557
            },
            "jevbench_score": 76.03574611243515
          },
          "heldout": {
            "n": 303,
            "escalation": 0.25742574257425743,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.09568251320544893,
            "calibration": 80.04874867945512,
            "p50_s": 0.39877817034721375,
            "p95_s": 1.1310784369707108,
            "cost_usd_per_1000": 0.013608285163347795,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 80.04874867945512,
              "speed": 83.45775900555344,
              "cost": 65.9858979581195
            },
            "jevbench_score": 78.17360203942133
          }
        },
        {
          "threshold": 0.89,
          "public": {
            "n": 231,
            "escalation": 0.2683982683982684,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7207207207207207
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.1142733642733643,
            "calibration": 75.56866357266357,
            "p50_s": 0.4030695781111717,
            "p95_s": 1.1844173558056355,
            "cost_usd_per_1000": 0.014046245148110315,
            "axes": {
              "intelligence": 81.34175842509177,
              "calibration": 75.56866357266357,
              "speed": 83.21115216536671,
              "cost": 65.5731926842932
            },
            "jevbench_score": 76.10107486017729
          },
          "heldout": {
            "n": 303,
            "escalation": 0.264026402640264,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.09549902696691683,
            "calibration": 80.06709730330832,
            "p50_s": 0.39877817034721375,
            "p95_s": 1.137706685066223,
            "cost_usd_per_1000": 0.013871745466681497,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 80.06709730330832,
              "speed": 83.43238313602367,
              "cost": 65.73606666054688
            },
            "jevbench_score": 78.09804025200785
          }
        },
        {
          "threshold": 0.9,
          "public": {
            "n": 231,
            "escalation": 0.27705627705627706,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7207207207207207
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.09931840931840934,
            "calibration": 77.06415906815906,
            "p50_s": 0.4035724848508835,
            "p95_s": 1.1844173558056355,
            "cost_usd_per_1000": 0.014391822948586992,
            "axes": {
              "intelligence": 81.34175842509177,
              "calibration": 77.06415906815906,
              "speed": 83.20573688490228,
              "cost": 65.2565257725141
            },
            "jevbench_score": 76.38108178251198
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2739273927392739,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.09403113705865995,
            "calibration": 80.213886294134,
            "p50_s": 0.3995610922574997,
            "p95_s": 1.137706685066223,
            "cost_usd_per_1000": 0.014266935921682052,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 80.213886294134,
              "speed": 83.42386498364587,
              "cost": 65.37007868012566
            },
            "jevbench_score": 78.02283782829697
          }
        },
        {
          "threshold": 0.91,
          "public": {
            "n": 231,
            "escalation": 0.2857142857142857,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7207207207207207
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.09832741832741831,
            "calibration": 77.16325816725816,
            "p50_s": 0.40393005311489105,
            "p95_s": 1.1844173558056355,
            "cost_usd_per_1000": 0.014737400749063666,
            "axes": {
              "intelligence": 81.34175842509177,
              "calibration": 77.16325816725816,
              "speed": 83.20189070667223,
              "cost": 64.94737320098527
            },
            "jevbench_score": 76.31408913925064
          },
          "heldout": {
            "n": 303,
            "escalation": 0.28052805280528054,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.09348067834306362,
            "calibration": 80.26893216569364,
            "p50_s": 0.39969054609537125,
            "p95_s": 1.137706685066223,
            "cost_usd_per_1000": 0.014530396225015757,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 80.26893216569364,
              "speed": 83.42245814041296,
              "cost": 65.1316762868369
            },
            "jevbench_score": 77.9646449053614
          }
        },
        {
          "threshold": 0.92,
          "public": {
            "n": 231,
            "escalation": 0.2943722943722944,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7207207207207207
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.09868777868777864,
            "calibration": 77.12722213122214,
            "p50_s": 0.4045165404677391,
            "p95_s": 1.1844173558056355,
            "cost_usd_per_1000": 0.015082978549540344,
            "axes": {
              "intelligence": 81.34175842509177,
              "calibration": 77.12722213122214,
              "speed": 83.19558952938353,
              "cost": 64.64538659769605
            },
            "jevbench_score": 76.21488027487807
          },
          "heldout": {
            "n": 303,
            "escalation": 0.30033003300330036,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.09348067834306367,
            "calibration": 80.26893216569363,
            "p50_s": 0.3999708816409111,
            "p95_s": 1.1412913136184213,
            "cost_usd_per_1000": 0.01532077713501687,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 80.26893216569363,
              "speed": 83.40575112821251,
              "cost": 64.44157614641017
            },
            "jevbench_score": 77.75340799437703
          }
        },
        {
          "threshold": 0.93,
          "public": {
            "n": 231,
            "escalation": 0.3116883116883117,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7207207207207207
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.10039949039949024,
            "calibration": 76.95605096005099,
            "p50_s": 0.4066837579011917,
            "p95_s": 1.1844173558056355,
            "cost_usd_per_1000": 0.0157741341504937,
            "axes": {
              "intelligence": 81.34175842509177,
              "calibration": 76.95605096005099,
              "speed": 83.172384093842,
              "cost": 64.06163410162651
            },
            "jevbench_score": 75.99471197134426
          },
          "heldout": {
            "n": 303,
            "escalation": 0.31683168316831684,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.09329719210453148,
            "calibration": 80.13728078954685,
            "p50_s": 0.40096187591552734,
            "p95_s": 1.1449913650751111,
            "cost_usd_per_1000": 0.01597942789335113,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 80.13728078954685,
              "speed": 83.38094707350939,
              "cost": 63.89316320975049
            },
            "jevbench_score": 77.5498528433556
          }
        },
        {
          "threshold": 0.94,
          "public": {
            "n": 231,
            "escalation": 0.3333333333333333,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7207207207207207
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.10455455455455454,
            "calibration": 76.54054454454456,
            "p50_s": 0.4094219505786896,
            "p95_s": 1.210436686873436,
            "cost_usd_per_1000": 0.01663807865168539,
            "axes": {
              "intelligence": 81.34175842509177,
              "calibration": 76.54054454454456,
              "speed": 83.0488679880944,
              "cost": 63.36690481097774
            },
            "jevbench_score": 75.65721123534553
          },
          "heldout": {
            "n": 303,
            "escalation": 0.36303630363036304,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08917431192660548,
            "calibration": 81.08956880733945,
            "p50_s": 0.40668586641550064,
            "p95_s": 1.1480483673512936,
            "cost_usd_per_1000": 0.017823650016687058,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.08956880733945,
              "speed": 83.30780735100197,
              "cost": 62.47010062549927
            },
            "jevbench_score": 77.3255022224787
          }
        },
        {
          "threshold": 0.95,
          "public": {
            "n": 231,
            "escalation": 0.3463203463203463,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7207207207207207
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.09536536536536534,
            "calibration": 77.30946346346347,
            "p50_s": 0.409928597509861,
            "p95_s": 1.210436686873436,
            "cost_usd_per_1000": 0.017156445352400407,
            "axes": {
              "intelligence": 81.34175842509177,
              "calibration": 77.30946346346347,
              "speed": 83.04349705144125,
              "cost": 62.967180662019665
            },
            "jevbench_score": 75.72539082170127
          },
          "heldout": {
            "n": 303,
            "escalation": 0.36633663366336633,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.088348623853211,
            "calibration": 81.17213761467889,
            "p50_s": 0.4092683419585228,
            "p95_s": 1.1480483673512936,
            "cost_usd_per_1000": 0.01795538016835391,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.17213761467889,
              "speed": 83.28031662636582,
              "cost": 62.37416185436547
            },
            "jevbench_score": 77.30908668298979
          }
        },
        {
          "threshold": 0.96,
          "public": {
            "n": 231,
            "escalation": 0.3593073593073593,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7207207207207207
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.0915815815815815,
            "calibration": 78.36284184184186,
            "p50_s": 0.4113641306757927,
            "p95_s": 1.210436686873436,
            "cost_usd_per_1000": 0.01767481205311542,
            "axes": {
              "intelligence": 81.34175842509177,
              "calibration": 78.36284184184186,
              "speed": 83.02831501594865,
              "cost": 62.57935586861168
            },
            "jevbench_score": 75.86129668543015
          },
          "heldout": {
            "n": 303,
            "escalation": 0.38283828382838286,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.086788990825688,
            "calibration": 81.32810091743119,
            "p50_s": 0.4161411300301552,
            "p95_s": 1.149820913374424,
            "cost_usd_per_1000": 0.01861403092668817,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.32810091743119,
              "speed": 83.20129154344635,
              "cost": 61.904787065635304
            },
            "jevbench_score": 77.18195190964732
          }
        },
        {
          "threshold": 0.97,
          "public": {
            "n": 231,
            "escalation": 0.37662337662337664,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7207207207207207
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.09041041041041031,
            "calibration": 78.47995895895897,
            "p50_s": 0.41320376843214035,
            "p95_s": 1.2149329222738743,
            "cost_usd_per_1000": 0.018365967654068775,
            "axes": {
              "intelligence": 81.34175842509177,
              "calibration": 78.47995895895897,
              "speed": 82.99283425613694,
              "cost": 62.079585546784
            },
            "jevbench_score": 75.72955977905909
          },
          "heldout": {
            "n": 303,
            "escalation": 0.40264026402640263,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08587155963302745,
            "calibration": 81.41984403669726,
            "p50_s": 0.41730349510908127,
            "p95_s": 1.149820913374424,
            "cost_usd_per_1000": 0.019404411836689284,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.41984403669726,
              "speed": 83.18917774363766,
              "cost": 61.36298549617274
            },
            "jevbench_score": 77.03142270531016
          }
        },
        {
          "threshold": 0.98,
          "public": {
            "n": 231,
            "escalation": 0.3939393939393939,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7207207207207207
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.09023023023023015,
            "calibration": 78.39797697697699,
            "p50_s": 0.41639333218336105,
            "p95_s": 1.2149329222738743,
            "cost_usd_per_1000": 0.019057123255022127,
            "axes": {
              "intelligence": 81.34175842509177,
              "calibration": 78.39797697697699,
              "speed": 82.95943932837795,
              "cost": 61.59827971443925
            },
            "jevbench_score": 75.55499847278793
          },
          "heldout": {
            "n": 303,
            "escalation": 0.4389438943894389,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08550458715596324,
            "calibration": 81.45654128440367,
            "p50_s": 0.430687740445137,
            "p95_s": 1.1517731554806232,
            "cost_usd_per_1000": 0.020853443505024657,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.45654128440367,
              "speed": 83.04470538125808,
              "cost": 60.4246666066792
            },
            "jevbench_score": 76.71054504728303
          }
        },
        {
          "threshold": 0.99,
          "public": {
            "n": 231,
            "escalation": 0.4069264069264069,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7207207207207207
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.0898698698698698,
            "calibration": 78.43401301301303,
            "p50_s": 0.4255792573094368,
            "p95_s": 1.2149329222738743,
            "cost_usd_per_1000": 0.019575489955737144,
            "axes": {
              "intelligence": 81.34175842509177,
              "calibration": 78.43401301301303,
              "speed": 82.86467246926404,
              "cost": 61.24862077479008
            },
            "jevbench_score": 75.43465892532016
          },
          "heldout": {
            "n": 303,
            "escalation": 0.49504950495049505,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08495412844036687,
            "calibration": 81.51158715596331,
            "p50_s": 0.48460932821035385,
            "p95_s": 1.1517731554806232,
            "cost_usd_per_1000": 0.023092856083361143,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.51158715596331,
              "speed": 82.53241278257939,
              "cost": 59.09567052976098
            },
            "jevbench_score": 76.18016574577516
          }
        },
        {
          "threshold": 1.0,
          "public": {
            "n": 231,
            "escalation": 0.48917748917748916,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.09392392392392392,
            "calibration": 78.02860760760763,
            "p50_s": 0.5186787471175194,
            "p95_s": 1.2149329222738743,
            "cost_usd_per_1000": 0.022858479060265575,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 78.02860760760763,
              "speed": 82.0054924613516,
              "cost": 59.228580091855434
            },
            "jevbench_score": 74.42746283770617
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5973597359735974,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08321100917431191,
            "calibration": 81.68589908256881,
            "p50_s": 1.0143876299262047,
            "p95_s": 1.153977608680725,
            "cost_usd_per_1000": 0.027176490785033557,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.68589908256881,
              "speed": 79.31598673461828,
              "cost": 56.97419869200009
            },
            "jevbench_score": 74.78052966890709
          }
        }
      ]
    },
    {
      "cheap": "laya",
      "backend": "classifier-dev-fast",
      "chosen": {
        "threshold": 0.96,
        "public": {
          "n": 231,
          "escalation": 0.8874458874458875,
          "tiers": {
            "easy": 1.0,
            "standard": 0.8194444444444444,
            "hard": 0.6846846846846847
          },
          "accuracy": 0.7922077922077922,
          "ece_hard": 0.11600782600782594,
          "calibration": 74.5452173992174,
          "p50_s": 1.5650968194007873,
          "p95_s": 4.825077628344298,
          "cost_usd_per_1000": 0.005841280298976928,
          "axes": {
            "intelligence": 79.84025692359026,
            "calibration": 74.5452173992174,
            "speed": 71.21954486242686,
            "cost": 77.00475859771826
          },
          "jevbench_score": 75.58569614404567
        },
        "heldout": {
          "n": 303,
          "escalation": 0.9537953795379538,
          "tiers": {
            "easy": 1.0,
            "standard": 0.8333333333333334,
            "judge": 0.9726027397260274,
            "hard": 0.6513761467889908
          },
          "accuracy": 0.8481848184818482,
          "ece_hard": 0.14760911871003615,
          "calibration": 73.04858812899639,
          "p50_s": 3.141072319447994,
          "p95_s": 5.1524781987071036,
          "cost_usd_per_1000": 0.006062445272617149,
          "axes": {
            "intelligence": 84.10749444933184,
            "calibration": 73.04858812899639,
            "speed": 67.90905901515731,
            "cost": 76.52056506607882
          },
          "jevbench_score": 75.16888369854337
        }
      },
      "full": {
        "tiers": {
          "easy": 1.0,
          "standard": 0.8229166666666666,
          "judge": 0.9726027397260274,
          "hard": 0.6681818181818182
        },
        "accuracy": 0.8239700374531835,
        "ece_hard": 0.12748301193755732,
        "calibration": 74.22944880624428,
        "p50_s": 2.6266960330307483,
        "p95_s": 4.994102110341192,
        "cost_usd_per_1000": 0.005966772784019975,
        "axes": {
          "intelligence": 84.31999792444998,
          "calibration": 74.22944880624428,
          "speed": 68.82132764034878,
          "cost": 76.72781499602524
        },
        "jevbench_score": 75.82207666946415
      },
      "full_escalation": 0.9250936329588015,
      "backend_heldout_accuracy": 0.8481848184818482,
      "useful": false,
      "curve": [
        {
          "threshold": 0.0,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.01,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.02,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.03,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.04,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.05,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.06,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.07,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.08,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.09,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.1,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.11,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.12,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.13,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.14,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.15,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.16,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.17,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.18,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.19,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.2,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.21,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.22,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.20223603603603607,
            "calibration": 64.4588963963964,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028975573552539845,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 64.4588963963964,
              "speed": 72.85668019555155,
              "cost": 86.13903876111615
            },
            "jevbench_score": 68.35381653239362
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.23,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.20223603603603607,
            "calibration": 64.4588963963964,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028975573552539845,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 64.4588963963964,
              "speed": 72.85668019555155,
              "cost": 86.13903876111615
            },
            "jevbench_score": 68.35381653239362
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2661174311926606,
            "calibration": 54.73700688073394,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028941284409339813,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 54.73700688073394,
              "speed": 68.8164811989393,
              "cost": 86.15446596619417
            },
            "jevbench_score": 66.33839190479289
          }
        },
        {
          "threshold": 0.24,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.20223603603603607,
            "calibration": 64.4588963963964,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028975573552539845,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 64.4588963963964,
              "speed": 72.85668019555155,
              "cost": 86.13903876111615
            },
            "jevbench_score": 68.35381653239362
          },
          "heldout": {
            "n": 303,
            "escalation": 0.006600660066006601,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.30275229357798167
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.26831467889908267,
            "calibration": 54.51728211009173,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.776861734688282,
            "cost_usd_per_1000": 0.0029051295410439924,
            "axes": {
              "intelligence": 59.95243182103809,
              "calibration": 54.51728211009173,
              "speed": 68.78687472081019,
              "cost": 86.10503492361818
            },
            "jevbench_score": 66.33134161539225
          }
        },
        {
          "threshold": 0.25,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.35135135135135137
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.20445495495495497,
            "calibration": 64.23700450450451,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.002911987369683999,
            "axes": {
              "intelligence": 54.33871371371373,
              "calibration": 64.23700450450451,
              "speed": 72.85668019555155,
              "cost": 86.07431539129652
            },
            "jevbench_score": 68.40051907028403
          },
          "heldout": {
            "n": 303,
            "escalation": 0.009900990099009901,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2651376146788991,
            "calibration": 54.83498853211009,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.776861734688282,
            "cost_usd_per_1000": 0.0029161306411540034,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 54.83498853211009,
              "speed": 68.78687472081019,
              "cost": 86.05579071245948
            },
            "jevbench_score": 66.34191028199702
          }
        },
        {
          "threshold": 0.26,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.35135135135135137
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.20445495495495497,
            "calibration": 64.23700450450451,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.002911987369683999,
            "axes": {
              "intelligence": 54.33871371371373,
              "calibration": 64.23700450450451,
              "speed": 72.85668019555155,
              "cost": 86.07431539129652
            },
            "jevbench_score": 68.40051907028403
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2749247706422019,
            "calibration": 53.85627293577981,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.805826105177402,
            "cost_usd_per_1000": 0.002927131741264014,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 53.85627293577981,
              "speed": 68.76062090811617,
              "cost": 86.00673192572431
            },
            "jevbench_score": 66.02816786093783
          }
        },
        {
          "threshold": 0.27,
          "public": {
            "n": 231,
            "escalation": 0.021645021645021644,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.35135135135135137
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.21054414414414419,
            "calibration": 63.62808558558559,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4528342053294185,
            "cost_usd_per_1000": 0.002955277412974042,
            "axes": {
              "intelligence": 54.33871371371373,
              "calibration": 63.62808558558559,
              "speed": 72.84771266552642,
              "cost": 85.88205236460911
            },
            "jevbench_score": 68.1976070477389
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2749247706422019,
            "calibration": 53.85627293577981,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.805826105177402,
            "cost_usd_per_1000": 0.002927131741264014,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 53.85627293577981,
              "speed": 68.76062090811617,
              "cost": 86.00673192572431
            },
            "jevbench_score": 66.02816786093783
          }
        },
        {
          "threshold": 0.28,
          "public": {
            "n": 231,
            "escalation": 0.021645021645021644,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.35135135135135137
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.21054414414414419,
            "calibration": 63.62808558558559,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4528342053294185,
            "cost_usd_per_1000": 0.002955277412974042,
            "axes": {
              "intelligence": 54.33871371371373,
              "calibration": 63.62808558558559,
              "speed": 72.84771266552642,
              "cost": 85.88205236460911
            },
            "jevbench_score": 68.1976070477389
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.30275229357798167
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2767513761467891,
            "calibration": 53.67361238532109,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.807024084031581,
            "cost_usd_per_1000": 0.002949133941484036,
            "axes": {
              "intelligence": 59.95243182103809,
              "calibration": 53.67361238532109,
              "speed": 68.75953844953571,
              "cost": 85.90916507648336
            },
            "jevbench_score": 66.02904563034339
          }
        },
        {
          "threshold": 0.29,
          "public": {
            "n": 231,
            "escalation": 0.03896103896103896,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.22890613340613344,
            "calibration": 61.79188665938666,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.467663718014956,
            "cost_usd_per_1000": 0.0030129974706941,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 61.79188665938666,
              "speed": 72.83327315437609,
              "cost": 85.63003698704512
            },
            "jevbench_score": 67.41222565229677
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0231023102310231,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.30275229357798167
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.27010183486238537,
            "calibration": 54.338566513761464,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.807024084031581,
            "cost_usd_per_1000": 0.0029601350415940472,
            "axes": {
              "intelligence": 59.95243182103809,
              "calibration": 54.338566513761464,
              "speed": 68.75953844953571,
              "cost": 85.86065427821823
            },
            "jevbench_score": 66.22325630120746
          }
        },
        {
          "threshold": 0.3,
          "public": {
            "n": 231,
            "escalation": 0.04329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.2250592865592866,
            "calibration": 62.17657134407135,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.467663718014956,
            "cost_usd_per_1000": 0.0030274274851241146,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 62.17657134407135,
              "speed": 72.83327315437609,
              "cost": 85.56778751677061
            },
            "jevbench_score": 67.62253186509137
          },
          "heldout": {
            "n": 303,
            "escalation": 0.033003300330033,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.30275229357798167
            },
            "accuracy": 0.570957095709571,
            "ece_hard": 0.26870183486238536,
            "calibration": 54.478566513761464,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.807024084031581,
            "cost_usd_per_1000": 0.0029931383419240804,
            "axes": {
              "intelligence": 60.1442126429559,
              "calibration": 54.478566513761464,
              "speed": 68.75953844953571,
              "cost": 85.7161962921973
            },
            "jevbench_score": 66.29088846929578
          }
        },
        {
          "threshold": 0.31,
          "public": {
            "n": 231,
            "escalation": 0.05627705627705628,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.23898721448721455,
            "calibration": 60.783778551278544,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.467663718014956,
            "cost_usd_per_1000": 0.0030707175284141576,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 60.783778551278544,
              "speed": 72.83327315437609,
              "cost": 85.38280395828644
            },
            "jevbench_score": 67.20424181091859
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.3302752293577982
            },
            "accuracy": 0.5808580858085809,
            "ece_hard": 0.25499266055045877,
            "calibration": 55.84948394495412,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.003026141642254113,
            "axes": {
              "intelligence": 60.96990071635039,
              "calibration": 55.84948394495412,
              "speed": 68.75300303786179,
              "cost": 85.57332244460922
            },
            "jevbench_score": 66.90232022365875
          }
        },
        {
          "threshold": 0.32,
          "public": {
            "n": 231,
            "escalation": 0.06060606060606061,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2475277550277551,
            "calibration": 59.9297244972245,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.486792547255755,
            "cost_usd_per_1000": 0.0030851475428441723,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 59.9297244972245,
              "speed": 72.81471801852942,
              "cost": 85.32172184833048
            },
            "jevbench_score": 66.83394212353933
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.3302752293577982
            },
            "accuracy": 0.5808580858085809,
            "ece_hard": 0.2574935779816514,
            "calibration": 55.59939220183486,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.0030371427423641242,
            "axes": {
              "intelligence": 60.96990071635039,
              "calibration": 55.59939220183486,
              "speed": 68.75300303786179,
              "cost": 85.52604388719092
            },
            "jevbench_score": 66.81806535426922
          }
        },
        {
          "threshold": 0.33,
          "public": {
            "n": 231,
            "escalation": 0.06493506493506493,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2535304577304578,
            "calibration": 59.329454226954226,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4975419580936435,
            "cost_usd_per_1000": 0.0030995775572741865,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 59.329454226954226,
              "speed": 72.80432568054275,
              "cost": 85.26092476929185
            },
            "jevbench_score": 66.6516961962081
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0594059405940594,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.3394495412844037
            },
            "accuracy": 0.5841584158415841,
            "ece_hard": 0.2563293577981652,
            "calibration": 55.94806422018348,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.0030811471428041685,
            "axes": {
              "intelligence": 61.245130074148555,
              "calibration": 55.94806422018348,
              "speed": 68.75300303786179,
              "cost": 85.33862683255605
            },
            "jevbench_score": 66.9612399690877
          }
        },
        {
          "threshold": 0.34,
          "public": {
            "n": 231,
            "escalation": 0.0735930735930736,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.2521412685412686,
            "calibration": 59.468373145873144,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.505149663984776,
            "cost_usd_per_1000": 0.0031284375861342154,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 59.468373145873144,
              "speed": 72.79698568576424,
              "cost": 85.14017514964502
            },
            "jevbench_score": 66.78181230458033
          },
          "heldout": {
            "n": 303,
            "escalation": 0.06930693069306931,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3486238532110092
            },
            "accuracy": 0.5907590759075908,
            "ece_hard": 0.25898990825688073,
            "calibration": 55.68200917431193,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.003114150443134201,
            "axes": {
              "intelligence": 61.71214025386453,
              "calibration": 55.68200917431193,
              "speed": 68.75300303786179,
              "cost": 85.19981232100605
            },
            "jevbench_score": 66.98135889683054
          }
        },
        {
          "threshold": 0.35,
          "public": {
            "n": 231,
            "escalation": 0.0735930735930736,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.2521412685412686,
            "calibration": 59.468373145873144,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.505149663984776,
            "cost_usd_per_1000": 0.0031284375861342154,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 59.468373145873144,
              "speed": 72.79698568576424,
              "cost": 85.14017514964502
            },
            "jevbench_score": 66.78181230458033
          },
          "heldout": {
            "n": 303,
            "escalation": 0.07920792079207921,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3669724770642202
            },
            "accuracy": 0.5973597359735974,
            "ece_hard": 0.25261376146788994,
            "calibration": 56.319623853211006,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.0031471537434642344,
            "axes": {
              "intelligence": 62.26259896946086,
              "calibration": 56.319623853211006,
              "speed": 68.75300303786179,
              "cost": 85.06246121777775
            },
            "jevbench_score": 67.29443510998284
          }
        },
        {
          "threshold": 0.36,
          "public": {
            "n": 231,
            "escalation": 0.08658008658008658,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5411255411255411,
            "ece_hard": 0.24759352079352087,
            "calibration": 59.92314792064792,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.538626746833325,
            "cost_usd_per_1000": 0.003171727629424259,
            "axes": {
              "intelligence": 54.7140890890891,
              "calibration": 59.92314792064792,
              "speed": 72.76483323506824,
              "cost": 84.96112343745148
            },
            "jevbench_score": 67.09789481800553
          },
          "heldout": {
            "n": 303,
            "escalation": 0.08250825082508251,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3669724770642202
            },
            "accuracy": 0.5973597359735974,
            "ece_hard": 0.2572330275229358,
            "calibration": 56.94619724770642,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.0031581548435742454,
            "axes": {
              "intelligence": 62.26259896946086,
              "calibration": 56.94619724770642,
              "speed": 68.75300303786179,
              "cost": 85.01699741354368
            },
            "jevbench_score": 67.47180865447906
          }
        },
        {
          "threshold": 0.37,
          "public": {
            "n": 231,
            "escalation": 0.11255411255411256,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3963963963963964
            },
            "accuracy": 0.5584415584415584,
            "ece_hard": 0.2300394121394122,
            "calibration": 61.67855878605879,
            "p50_s": 1.169974410533905,
            "p95_s": 4.690320664644242,
            "cost_usd_per_1000": 0.0032583077160043454,
            "axes": {
              "intelligence": 56.2155905905906,
              "calibration": 61.67855878605879,
              "speed": 72.60621101680323,
              "cost": 84.61023709390076
            },
            "jevbench_score": 67.9355225216964
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0891089108910891,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3761467889908257
            },
            "accuracy": 0.6006600660066007,
            "ece_hard": 0.25524122880177924,
            "calibration": 57.14537711982207,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.003180157043794267,
            "axes": {
              "intelligence": 62.53782832725903,
              "calibration": 57.14537711982207,
              "speed": 68.75300303786179,
              "cost": 84.92654298943665
            },
            "jevbench_score": 67.58724660825652
          }
        },
        {
          "threshold": 0.38,
          "public": {
            "n": 231,
            "escalation": 0.12554112554112554,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3963963963963964
            },
            "accuracy": 0.5584415584415584,
            "ece_hard": 0.2316340067340068,
            "calibration": 61.519099326599324,
            "p50_s": 1.2405554592609405,
            "p95_s": 4.690320664644242,
            "cost_usd_per_1000": 0.0033015977592943885,
            "axes": {
              "intelligence": 56.2155905905906,
              "calibration": 61.519099326599324,
              "speed": 72.35181280463719,
              "cost": 84.43827516623578
            },
            "jevbench_score": 67.7975311228811
          },
          "heldout": {
            "n": 303,
            "escalation": 0.09900990099009901,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7123287671232876,
              "hard": 0.3853211009174312
            },
            "accuracy": 0.6072607260726073,
            "ece_hard": 0.2572687517375591,
            "calibration": 56.94262482624409,
            "p50_s": 2.7859468325972556,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.0032131603441243003,
            "axes": {
              "intelligence": 63.004838506975005,
              "calibration": 56.94262482624409,
              "speed": 68.72497336777371,
              "cost": 84.79202804829248
            },
            "jevbench_score": 67.61923405507102
          }
        },
        {
          "threshold": 0.39,
          "public": {
            "n": 231,
            "escalation": 0.14285714285714285,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.5627705627705628,
            "ece_hard": 0.23433580853580857,
            "calibration": 61.24891914641914,
            "p50_s": 1.2405554592609405,
            "p95_s": 4.712589012086392,
            "cost_usd_per_1000": 0.0033593178170144462,
            "axes": {
              "intelligence": 56.59096596596597,
              "calibration": 61.24891914641914,
              "speed": 72.33124249432274,
              "cost": 84.21246719960932
            },
            "jevbench_score": 67.78552487404835
          },
          "heldout": {
            "n": 303,
            "escalation": 0.11221122112211221,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7191780821917808,
              "hard": 0.3944954128440367
            },
            "accuracy": 0.6138613861386139,
            "ece_hard": 0.2629008618293022,
            "calibration": 56.379413817069775,
            "p50_s": 2.79284847676754,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.003257164744564344,
            "axes": {
              "intelligence": 63.471848686690954,
              "calibration": 56.379413817069775,
              "speed": 68.71422786684701,
              "cost": 84.6148082392548
            },
            "jevbench_score": 67.53807644448501
          }
        },
        {
          "threshold": 0.4,
          "public": {
            "n": 231,
            "escalation": 0.1471861471861472,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4144144144144144
            },
            "accuracy": 0.5670995670995671,
            "ece_hard": 0.23547905177905176,
            "calibration": 61.134594822094826,
            "p50_s": 1.2405554592609405,
            "p95_s": 4.712589012086392,
            "cost_usd_per_1000": 0.003373747831444461,
            "axes": {
              "intelligence": 56.96634134134135,
              "calibration": 61.134594822094826,
              "speed": 72.33124249432274,
              "cost": 84.15662144764902
            },
            "jevbench_score": 67.85469392573874
          },
          "heldout": {
            "n": 303,
            "escalation": 0.132013201320132,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7191780821917808,
              "hard": 0.4036697247706422
            },
            "accuracy": 0.6171617161716172,
            "ece_hard": 0.26782563247150404,
            "calibration": 55.820186752849594,
            "p50_s": 2.79284847676754,
            "p95_s": 4.822164891660214,
            "cost_usd_per_1000": 0.0033231713452244105,
            "axes": {
              "intelligence": 63.74707804448912,
              "calibration": 55.820186752849594,
              "speed": 68.7071056908665,
              "cost": 84.35341796777469
            },
            "jevbench_score": 67.38899455406859
          }
        },
        {
          "threshold": 0.41,
          "public": {
            "n": 231,
            "escalation": 0.1645021645021645,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.43243243243243246
            },
            "accuracy": 0.5757575757575758,
            "ece_hard": 0.2318159887159888,
            "calibration": 61.500901128401125,
            "p50_s": 1.2405554592609405,
            "p95_s": 4.732986265420914,
            "cost_usd_per_1000": 0.0034314678891645186,
            "axes": {
              "intelligence": 57.7170920920921,
              "calibration": 61.500901128401125,
              "speed": 72.31248571545316,
              "cost": 83.93560182326843
            },
            "jevbench_score": 68.1296809549965
          },
          "heldout": {
            "n": 303,
            "escalation": 0.13861386138613863,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7191780821917808,
              "hard": 0.4036697247706422
            },
            "accuracy": 0.6171617161716172,
            "ece_hard": 0.27266508201278844,
            "calibration": 54.67374179872116,
            "p50_s": 2.8226395934820174,
            "p95_s": 4.822164891660214,
            "cost_usd_per_1000": 0.003345173545444432,
            "axes": {
              "intelligence": 63.74707804448912,
              "calibration": 54.67374179872116,
              "speed": 68.66102514071885,
              "cost": 84.26744039182847
            },
            "jevbench_score": 67.01195552121199
          }
        },
        {
          "threshold": 0.42,
          "public": {
            "n": 231,
            "escalation": 0.16883116883116883,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.5800865800865801,
            "ece_hard": 0.22446373646373652,
            "calibration": 62.236126353626354,
            "p50_s": 1.2405554592609405,
            "p95_s": 4.732986265420914,
            "cost_usd_per_1000": 0.0034458979035945332,
            "axes": {
              "intelligence": 58.09246746746747,
              "calibration": 62.236126353626354,
              "speed": 72.31248571545316,
              "cost": 83.880927824304
            },
            "jevbench_score": 68.43207728022723
          },
          "heldout": {
            "n": 303,
            "escalation": 0.15841584158415842,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.726027397260274,
              "hard": 0.42201834862385323
            },
            "accuracy": 0.6270627062706271,
            "ece_hard": 0.2634971921045315,
            "calibration": 55.590530789546854,
            "p50_s": 2.8226395934820174,
            "p95_s": 4.822164891660214,
            "cost_usd_per_1000": 0.003411180146104498,
            "axes": {
              "intelligence": 64.48931758200327,
              "calibration": 55.590530789546854,
              "speed": 68.66102514071885,
              "cost": 84.01286034044097
            },
            "jevbench_score": 67.43512457878148
          }
        },
        {
          "threshold": 0.43,
          "public": {
            "n": 231,
            "escalation": 0.18614718614718614,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.5887445887445888,
            "ece_hard": 0.22487178997179,
            "calibration": 61.836821002821,
            "p50_s": 1.2405554592609405,
            "p95_s": 4.732986265420914,
            "cost_usd_per_1000": 0.003503617961314591,
            "axes": {
              "intelligence": 58.84321821821823,
              "calibration": 61.836821002821,
              "speed": 72.31248571545316,
              "cost": 83.66449767733212
            },
            "jevbench_score": 68.49746789419666
          },
          "heldout": {
            "n": 303,
            "escalation": 0.19141914191419143,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7397260273972602,
              "hard": 0.43119266055045874
            },
            "accuracy": 0.636963696369637,
            "ece_hard": 0.25695407283847654,
            "calibration": 56.24484271615235,
            "p50_s": 2.8282473921775817,
            "p95_s": 4.961904856562615,
            "cost_usd_per_1000": 0.003521191147204608,
            "axes": {
              "intelligence": 65.14810858363705,
              "calibration": 56.24484271615235,
              "speed": 68.52834172134803,
              "cost": 83.59931196084862
            },
            "jevbench_score": 67.68841753737458
          }
        },
        {
          "threshold": 0.44,
          "public": {
            "n": 231,
            "escalation": 0.19913419913419914,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.5930735930735931,
            "ece_hard": 0.2254844025844026,
            "calibration": 62.356559741559735,
            "p50_s": 1.2405554592609405,
            "p95_s": 4.732986265420914,
            "cost_usd_per_1000": 0.003546908004604634,
            "axes": {
              "intelligence": 59.2185935935936,
              "calibration": 62.356559741559735,
              "speed": 72.31248571545316,
              "cost": 83.50450226755605
            },
            "jevbench_score": 68.71726319447318
          },
          "heldout": {
            "n": 303,
            "escalation": 0.20132013201320131,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7397260273972602,
              "hard": 0.43119266055045874
            },
            "accuracy": 0.636963696369637,
            "ece_hard": 0.25695407283847654,
            "calibration": 56.24484271615235,
            "p50_s": 2.8282473921775817,
            "p95_s": 4.961904856562615,
            "cost_usd_per_1000": 0.0035541944475346414,
            "axes": {
              "intelligence": 65.14810858363705,
              "calibration": 56.24484271615235,
              "speed": 68.52834172134803,
              "cost": 83.4777644778469
            },
            "jevbench_score": 67.66380056941402
          }
        },
        {
          "threshold": 0.45,
          "public": {
            "n": 231,
            "escalation": 0.21212121212121213,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.6060606060606061,
            "ece_hard": 0.20620332150332155,
            "calibration": 64.28466784966784,
            "p50_s": 1.2405554592609405,
            "p95_s": 4.732986265420914,
            "cost_usd_per_1000": 0.003590198047894677,
            "axes": {
              "intelligence": 60.34471971971972,
              "calibration": 64.28466784966784,
              "speed": 72.31248571545316,
              "cost": 83.34644780669976
            },
            "jevbench_score": 69.53633006594983
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2145214521452145,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7465753424657534,
              "hard": 0.43119266055045874
            },
            "accuracy": 0.6402640264026402,
            "ece_hard": 0.26133021962746733,
            "calibration": 55.80722803725327,
            "p50_s": 2.8427457749843597,
            "p95_s": 4.961904856562615,
            "cost_usd_per_1000": 0.003598198847974685,
            "axes": {
              "intelligence": 65.33988940555486,
              "calibration": 55.80722803725327,
              "speed": 68.50613544748256,
              "cost": 83.31744519476233
            },
            "jevbench_score": 67.54350056473933
          }
        },
        {
          "threshold": 0.46,
          "public": {
            "n": 231,
            "escalation": 0.22510822510822512,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.5045045045045045
            },
            "accuracy": 0.6103896103896104,
            "ece_hard": 0.20219971789971797,
            "calibration": 64.6850282100282,
            "p50_s": 1.2450210839509963,
            "p95_s": 4.746018932759762,
            "cost_usd_per_1000": 0.0036334880911847206,
            "axes": {
              "intelligence": 60.720095095095104,
              "calibration": 64.6850282100282,
              "speed": 72.28493827529797,
              "cost": 83.19028776626479
            },
            "jevbench_score": 69.7130628630743
          },
          "heldout": {
            "n": 303,
            "escalation": 0.21782178217821782,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7465753424657534,
              "hard": 0.44036697247706424
            },
            "accuracy": 0.6435643564356436,
            "ece_hard": 0.25522838476508203,
            "calibration": 57.655911523491795,
            "p50_s": 2.8427457749843597,
            "p95_s": 4.961904856562615,
            "cost_usd_per_1000": 0.0036091999480846963,
            "axes": {
              "intelligence": 65.61511876335302,
              "calibration": 57.655911523491795,
              "speed": 68.50613544748256,
              "cost": 83.27767172654015
            },
            "jevbench_score": 68.15950870284128
          }
        },
        {
          "threshold": 0.47,
          "public": {
            "n": 231,
            "escalation": 0.24242424242424243,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.6060606060606061,
            "ece_hard": 0.21457359177359187,
            "calibration": 63.601140822640815,
            "p50_s": 1.2450210839509963,
            "p95_s": 4.746018932759762,
            "cost_usd_per_1000": 0.0036912081489047783,
            "axes": {
              "intelligence": 60.34471971971972,
              "calibration": 63.601140822640815,
              "speed": 72.28493827529797,
              "cost": 82.98494392151916
            },
            "jevbench_score": 69.26882565133599
          },
          "heldout": {
            "n": 303,
            "escalation": 0.23432343234323433,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7671232876712328,
              "hard": 0.44954128440366975
            },
            "accuracy": 0.6567656765676567,
            "ece_hard": 0.2509861829302196,
            "calibration": 58.08013170697804,
            "p50_s": 2.8838920310139655,
            "p95_s": 4.961904856562615,
            "cost_usd_per_1000": 0.003664205448634751,
            "axes": {
              "intelligence": 66.46569058690461,
              "calibration": 58.08013170697804,
              "speed": 68.44372570526994,
              "cost": 83.08060551486128
            },
            "jevbench_score": 68.44860512568506
          }
        },
        {
          "threshold": 0.48,
          "public": {
            "n": 231,
            "escalation": 0.2510822510822511,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.6017316017316018,
            "ece_hard": 0.224253771953772,
            "calibration": 62.096122804622794,
            "p50_s": 1.296530620753765,
            "p95_s": 4.746018932759762,
            "cost_usd_per_1000": 0.003720068177764807,
            "axes": {
              "intelligence": 59.96934434434435,
              "calibration": 62.096122804622794,
              "speed": 72.10887755476139,
              "cost": 82.88347302164212
            },
            "jevbench_score": 68.6851127148648
          },
          "heldout": {
            "n": 303,
            "escalation": 0.264026402640264,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7808219178082192,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.66996699669967,
            "ece_hard": 0.24881095357242144,
            "calibration": 58.297654642757855,
            "p50_s": 2.9360936373472213,
            "p95_s": 4.961904856562615,
            "cost_usd_per_1000": 0.00376321534962485,
            "axes": {
              "intelligence": 67.39971094633657,
              "calibration": 58.297654642757855,
              "speed": 68.36581665582412,
              "cost": 82.73322785531198
            },
            "jevbench_score": 68.66050968217877
          }
        },
        {
          "threshold": 0.49,
          "public": {
            "n": 231,
            "escalation": 0.2554112554112554,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.6060606060606061,
            "ece_hard": 0.2191231413231414,
            "calibration": 62.60918586768586,
            "p50_s": 1.296530620753765,
            "p95_s": 4.746018932759762,
            "cost_usd_per_1000": 0.003734498192194822,
            "axes": {
              "intelligence": 60.34471971971972,
              "calibration": 62.60918586768586,
              "speed": 72.10887755476139,
              "cost": 82.83303239378671
            },
            "jevbench_score": 68.92351325364011
          },
          "heldout": {
            "n": 303,
            "escalation": 0.26732673267326734,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7808219178082192,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.6732673267326733,
            "ece_hard": 0.24119352237976094,
            "calibration": 59.059397762023906,
            "p50_s": 2.9360936373472213,
            "p95_s": 4.961904856562615,
            "cost_usd_per_1000": 0.0037742164497348613,
            "axes": {
              "intelligence": 67.67494030413474,
              "calibration": 59.059397762023906,
              "speed": 68.36581665582412,
              "cost": 82.69519590549913
            },
            "jevbench_score": 68.94599530364384
          }
        },
        {
          "threshold": 0.5,
          "public": {
            "n": 231,
            "escalation": 0.26406926406926406,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5555555555555556,
              "hard": 0.5045045045045045
            },
            "accuracy": 0.6147186147186147,
            "ece_hard": 0.21312224042224046,
            "calibration": 63.209275957775944,
            "p50_s": 1.3233075231313705,
            "p95_s": 4.746018932759762,
            "cost_usd_per_1000": 0.0037633582210548503,
            "axes": {
              "intelligence": 61.260218551885224,
              "calibration": 63.209275957775944,
              "speed": 72.02009752121813,
              "cost": 82.73273322168012
            },
            "jevbench_score": 69.30628317716341
          },
          "heldout": {
            "n": 303,
            "escalation": 0.27722772277227725,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7808219178082192,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.66996699669967,
            "ece_hard": 0.2508036141228802,
            "calibration": 58.09838858771198,
            "p50_s": 2.9360936373472213,
            "p95_s": 4.990756732225417,
            "cost_usd_per_1000": 0.0038072197500648945,
            "axes": {
              "intelligence": 67.39971094633657,
              "calibration": 58.09838858771198,
              "speed": 68.34063696819729,
              "cost": 82.58176165864012
            },
            "jevbench_score": 68.5640276865627
          }
        },
        {
          "threshold": 0.51,
          "public": {
            "n": 231,
            "escalation": 0.2813852813852814,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5972222222222222,
              "hard": 0.5045045045045045
            },
            "accuracy": 0.6277056277056277,
            "ece_hard": 0.21751683501683503,
            "calibration": 62.76981649831649,
            "p50_s": 1.3687158465385436,
            "p95_s": 4.746018932759762,
            "cost_usd_per_1000": 0.003821078278774908,
            "axes": {
              "intelligence": 62.8805889222556,
              "calibration": 62.76981649831649,
              "speed": 71.87357238230547,
              "cost": 82.53442195734746
            },
            "jevbench_score": 69.56134188540501
          },
          "heldout": {
            "n": 303,
            "escalation": 0.29042904290429045,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7808219178082192,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.6732673267326733,
            "ece_hard": 0.24922012788434805,
            "calibration": 59.659737211565194,
            "p50_s": 2.952823558449745,
            "p95_s": 4.990756732225417,
            "cost_usd_per_1000": 0.0038512241505049383,
            "axes": {
              "intelligence": 67.67494030413474,
              "calibration": 59.659737211565194,
              "speed": 68.31596101598828,
              "cost": 82.43203610975927
            },
            "jevbench_score": 69.05288956996623
          }
        },
        {
          "threshold": 0.52,
          "public": {
            "n": 231,
            "escalation": 0.2943722943722944,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5972222222222222,
              "hard": 0.5045045045045045
            },
            "accuracy": 0.6277056277056277,
            "ece_hard": 0.22147088907088913,
            "calibration": 62.37441109291108,
            "p50_s": 1.3951993823051452,
            "p95_s": 4.746018932759762,
            "cost_usd_per_1000": 0.0038643683220649515,
            "axes": {
              "intelligence": 62.8805889222556,
              "calibration": 62.37441109291108,
              "speed": 71.79034258319184,
              "cost": 82.38764459955163
            },
            "jevbench_score": 69.40053092168891
          },
          "heldout": {
            "n": 303,
            "escalation": 0.32673267326732675,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7945205479452054,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.6765676567656765,
            "ece_hard": 0.26164306366416457,
            "calibration": 58.417443633583545,
            "p50_s": 2.952823558449745,
            "p95_s": 5.016249541938305,
            "cost_usd_per_1000": 0.003972236251715059,
            "axes": {
              "intelligence": 67.78327259017217,
              "calibration": 58.417443633583545,
              "speed": 68.29383369792049,
              "cost": 82.02894788260377
            },
            "jevbench_score": 68.62832965662284
          }
        },
        {
          "threshold": 0.53,
          "public": {
            "n": 231,
            "escalation": 0.30735930735930733,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.6363636363636364,
            "ece_hard": 0.22094386204386204,
            "calibration": 62.42711379561379,
            "p50_s": 1.3951993823051452,
            "p95_s": 4.7561725653707985,
            "cost_usd_per_1000": 0.003907658365354994,
            "axes": {
              "intelligence": 63.79608775442109,
              "calibration": 62.42711379561379,
              "speed": 71.78106121206088,
              "cost": 82.24250237004165
            },
            "jevbench_score": 69.63352385250315
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3465346534653465,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.8082191780821918,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.6864686468646864,
            "ece_hard": 0.260465999443981,
            "calibration": 58.535150055601896,
            "p50_s": 2.952823558449745,
            "p95_s": 5.087025054544209,
            "cost_usd_per_1000": 0.004038242852375125,
            "axes": {
              "intelligence": 68.44206359180596,
              "calibration": 58.535150055601896,
              "speed": 68.23298626258405,
              "cost": 81.81422700846528
            },
            "jevbench_score": 68.76869143593478
          }
        },
        {
          "threshold": 0.54,
          "public": {
            "n": 231,
            "escalation": 0.3246753246753247,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.5225225225225225
            },
            "accuracy": 0.6406926406926406,
            "ece_hard": 0.21950872690872694,
            "calibration": 62.5706273091273,
            "p50_s": 1.3951993823051452,
            "p95_s": 4.7561725653707985,
            "cost_usd_per_1000": 0.003965378423075053,
            "axes": {
              "intelligence": 64.17146312979646,
              "calibration": 62.5706273091273,
              "speed": 71.78106121206088,
              "cost": 82.05146082634765
            },
            "jevbench_score": 69.7352176448955
          },
          "heldout": {
            "n": 303,
            "escalation": 0.36303630363036304,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.815068493150685,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.6963696369636964,
            "ece_hard": 0.24626232971921042,
            "calibration": 59.95551702807896,
            "p50_s": 2.952823558449745,
            "p95_s": 5.087025054544209,
            "cost_usd_per_1000": 0.00409324835292518,
            "axes": {
              "intelligence": 69.18430312932009,
              "calibration": 59.95551702807896,
              "speed": 68.23298626258405,
              "cost": 81.63795712778472
            },
            "jevbench_score": 69.33153373929838
          }
        },
        {
          "threshold": 0.55,
          "public": {
            "n": 231,
            "escalation": 0.3463203463203463,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6111111111111112,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.6493506493506493,
            "ece_hard": 0.21895917735917736,
            "calibration": 63.117582264082266,
            "p50_s": 1.3951993823051452,
            "p95_s": 4.7561725653707985,
            "cost_usd_per_1000": 0.004037528495225124,
            "axes": {
              "intelligence": 64.95193109776444,
              "calibration": 63.117582264082266,
              "speed": 71.78106121206088,
              "cost": 81.81653198731479
            },
            "jevbench_score": 70.04841953530865
          },
          "heldout": {
            "n": 303,
            "escalation": 0.37293729372937295,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.815068493150685,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.6996699669966997,
            "ece_hard": 0.2402531554072838,
            "calibration": 60.556434459271614,
            "p50_s": 2.952823558449745,
            "p95_s": 5.087025054544209,
            "cost_usd_per_1000": 0.004126251653255213,
            "axes": {
              "intelligence": 69.45953248711825,
              "calibration": 60.556434459271614,
              "speed": 68.23298626258405,
              "cost": 81.5333286596165
            },
            "jevbench_score": 69.55132788016257
          }
        },
        {
          "threshold": 0.56,
          "public": {
            "n": 231,
            "escalation": 0.354978354978355,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.625,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.6536796536796536,
            "ece_hard": 0.21895917735917736,
            "calibration": 63.117582264082266,
            "p50_s": 1.4203849747776984,
            "p95_s": 4.7561725653707985,
            "cost_usd_per_1000": 0.0040663885240851535,
            "axes": {
              "intelligence": 65.49205455455457,
              "calibration": 63.117582264082266,
              "speed": 71.70336326952386,
              "cost": 81.7237338682944
            },
            "jevbench_score": 70.15468425629167
          },
          "heldout": {
            "n": 303,
            "escalation": 0.39933993399339934,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.821917808219178,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.7095709570957096,
            "ece_hard": 0.23302746733388932,
            "calibration": 61.27900326661106,
            "p50_s": 2.9652757436037063,
            "p95_s": 5.087025054544209,
            "cost_usd_per_1000": 0.0042142604541353015,
            "axes": {
              "intelligence": 71.0932093335009,
              "calibration": 61.27900326661106,
              "speed": 68.214710383777,
              "cost": 81.25835881529065
            },
            "jevbench_score": 70.10055795433425
          }
        },
        {
          "threshold": 0.57,
          "public": {
            "n": 231,
            "escalation": 0.36363636363636365,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6388888888888888,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.22229701519701522,
            "calibration": 62.46379848029848,
            "p50_s": 1.4203849747776984,
            "p95_s": 4.7561725653707985,
            "cost_usd_per_1000": 0.004095248552945182,
            "axes": {
              "intelligence": 66.03217801134468,
              "calibration": 62.46379848029848,
              "speed": 71.70336326952386,
              "cost": 81.63159203398067
            },
            "jevbench_score": 70.09635762229706
          },
          "heldout": {
            "n": 303,
            "escalation": 0.40924092409240925,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.8287671232876712,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7161716171617162,
            "ece_hard": 0.22761278843480676,
            "calibration": 61.820471156519325,
            "p50_s": 2.984680587053299,
            "p95_s": 5.087025054544209,
            "cost_usd_per_1000": 0.004247263754465334,
            "axes": {
              "intelligence": 71.56021951321688,
              "calibration": 61.820471156519325,
              "speed": 68.18638262524165,
              "cost": 81.15672305641958
            },
            "jevbench_score": 70.34067510123123
          }
        },
        {
          "threshold": 0.58,
          "public": {
            "n": 231,
            "escalation": 0.36796536796536794,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6388888888888888,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.21694926744926754,
            "calibration": 62.99857325507324,
            "p50_s": 1.4203849747776984,
            "p95_s": 4.782240876555443,
            "cost_usd_per_1000": 0.004109678567375197,
            "axes": {
              "intelligence": 66.40755338672005,
              "calibration": 62.99857325507324,
              "speed": 71.67962483135251,
              "cost": 81.585764335501
            },
            "jevbench_score": 70.32983136188402
          },
          "heldout": {
            "n": 303,
            "escalation": 0.42244224422442245,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.8356164383561644,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7227722772277227,
            "ece_hard": 0.22191554072838474,
            "calibration": 62.39019592716153,
            "p50_s": 2.984680587053299,
            "p95_s": 5.087025054544209,
            "cost_usd_per_1000": 0.0042912681549053784,
            "axes": {
              "intelligence": 72.02722969293285,
              "calibration": 62.39019592716153,
              "speed": 68.18638262524165,
              "cost": 81.02243038627357
            },
            "jevbench_score": 70.58769403703695
          }
        },
        {
          "threshold": 0.59,
          "public": {
            "n": 231,
            "escalation": 0.37662337662337664,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6388888888888888,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.21988169988170003,
            "calibration": 62.70533001183,
            "p50_s": 1.4203849747776984,
            "p95_s": 4.782240876555443,
            "cost_usd_per_1000": 0.004138538596235226,
            "axes": {
              "intelligence": 66.40755338672005,
              "calibration": 62.70533001183,
              "speed": 71.67962483135251,
              "cost": 81.49458970577119
            },
            "jevbench_score": 70.2282117233141
          },
          "heldout": {
            "n": 303,
            "escalation": 0.43564356435643564,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.8356164383561644,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7260726072607261,
            "ece_hard": 0.21693572421462323,
            "calibration": 62.88817757853767,
            "p50_s": 2.9955545231699943,
            "p95_s": 5.087740131467579,
            "cost_usd_per_1000": 0.004335272555345422,
            "axes": {
              "intelligence": 72.30245905073102,
              "calibration": 62.88817757853767,
              "speed": 68.16997850676584,
              "cost": 80.88950780679882
            },
            "jevbench_score": 70.76228639471232
          }
        },
        {
          "threshold": 0.6,
          "public": {
            "n": 231,
            "escalation": 0.3939393939393939,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.21212584402584417,
            "calibration": 63.48091559741559,
            "p50_s": 1.4203849747776984,
            "p95_s": 4.782240876555443,
            "cost_usd_per_1000": 0.004196258653955284,
            "axes": {
              "intelligence": 67.86317567567568,
              "calibration": 63.48091559741559,
              "speed": 71.67962483135251,
              "cost": 81.31413250289059
            },
            "jevbench_score": 70.78802235354338
          },
          "heldout": {
            "n": 303,
            "escalation": 0.44224422442244227,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.8356164383561644,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7293729372937293,
            "ece_hard": 0.21359719210453149,
            "calibration": 63.22203078954685,
            "p50_s": 2.9955545231699943,
            "p95_s": 5.087740131467579,
            "cost_usd_per_1000": 0.004357274755565445,
            "axes": {
              "intelligence": 72.57768840852918,
              "calibration": 63.22203078954685,
              "speed": 68.16997850676584,
              "cost": 80.82355162012513
            },
            "jevbench_score": 70.90888646606757
          }
        },
        {
          "threshold": 0.61,
          "public": {
            "n": 231,
            "escalation": 0.4199134199134199,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.5765765765765766
            },
            "accuracy": 0.6883116883116883,
            "ece_hard": 0.1946708890708891,
            "calibration": 66.98541109291108,
            "p50_s": 1.442924478650093,
            "p95_s": 4.782240876555443,
            "cost_usd_per_1000": 0.00428283874053537,
            "axes": {
              "intelligence": 68.9893018018018,
              "calibration": 66.98541109291108,
              "speed": 71.61124951591216,
              "cost": 81.04804832668876
            },
            "jevbench_score": 71.96501950178167
          },
          "heldout": {
            "n": 303,
            "escalation": 0.46534653465346537,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.8424657534246576,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.21526049485682508,
            "calibration": 63.05570051431749,
            "p50_s": 2.9955545231699943,
            "p95_s": 5.087740131467579,
            "cost_usd_per_1000": 0.004434282456335521,
            "axes": {
              "intelligence": 72.76946923044699,
              "calibration": 63.05570051431749,
              "speed": 68.16997850676584,
              "cost": 80.59529939536783
            },
            "jevbench_score": 70.85885135896798
          }
        },
        {
          "threshold": 0.62,
          "public": {
            "n": 231,
            "escalation": 0.44155844155844154,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.696969696969697,
            "ece_hard": 0.18803845663845664,
            "calibration": 67.64865433615434,
            "p50_s": 1.442924478650093,
            "p95_s": 4.782240876555443,
            "cost_usd_per_1000": 0.004354988812685442,
            "axes": {
              "intelligence": 69.74005255255254,
              "calibration": 67.64865433615434,
              "speed": 71.61124951591216,
              "cost": 80.83038868877257
            },
            "jevbench_score": 72.2893530043655
          },
          "heldout": {
            "n": 303,
            "escalation": 0.4752475247524752,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.75,
              "judge": 0.8424657534246576,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.21487425632471502,
            "calibration": 63.0943243675285,
            "p50_s": 2.9955545231699943,
            "p95_s": 5.087740131467579,
            "cost_usd_per_1000": 0.0044672857566655545,
            "axes": {
              "intelligence": 73.93613589711366,
              "calibration": 63.0943243675285,
              "speed": 68.16997850676584,
              "cost": 80.49868799015827
            },
            "jevbench_score": 71.13072752438715
          }
        },
        {
          "threshold": 0.63,
          "public": {
            "n": 231,
            "escalation": 0.44155844155844154,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.696969696969697,
            "ece_hard": 0.18803845663845664,
            "calibration": 67.64865433615434,
            "p50_s": 1.442924478650093,
            "p95_s": 4.782240876555443,
            "cost_usd_per_1000": 0.004354988812685442,
            "axes": {
              "intelligence": 69.74005255255254,
              "calibration": 67.64865433615434,
              "speed": 71.61124951591216,
              "cost": 80.83038868877257
            },
            "jevbench_score": 72.2893530043655
          },
          "heldout": {
            "n": 303,
            "escalation": 0.49504950495049505,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7916666666666666,
              "judge": 0.8424657534246576,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7392739273927392,
            "ece_hard": 0.21758434806783428,
            "calibration": 62.82331519321657,
            "p50_s": 2.9999807715415954,
            "p95_s": 5.087740131467579,
            "cost_usd_per_1000": 0.00453329235732562,
            "axes": {
              "intelligence": 75.10280256378033,
              "calibration": 62.82331519321657,
              "speed": 68.16356608319376,
              "cost": 80.3075881563732
            },
            "jevbench_score": 71.28882720810728
          }
        },
        {
          "threshold": 0.64,
          "public": {
            "n": 231,
            "escalation": 0.4588744588744589,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.6926406926406926,
            "ece_hard": 0.1957051233051233,
            "calibration": 66.88198766948767,
            "p50_s": 1.442924478650093,
            "p95_s": 4.812191115319729,
            "cost_usd_per_1000": 0.0044127088704055,
            "axes": {
              "intelligence": 69.36467717717717,
              "calibration": 66.88198766948767,
              "speed": 71.5841353194946,
              "cost": 80.65884172891013
            },
            "jevbench_score": 71.94143168932182
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5148514851485149,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7916666666666666,
              "judge": 0.8493150684931506,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.7458745874587459,
            "ece_hard": 0.21496141228801777,
            "calibration": 63.085608771198224,
            "p50_s": 3.000173182785511,
            "p95_s": 5.099191654473543,
            "cost_usd_per_1000": 0.004599298957985686,
            "axes": {
              "intelligence": 75.5698127434963,
              "calibration": 63.085608771198224,
              "speed": 68.15352339880152,
              "cost": 80.11925080094782
            },
            "jevbench_score": 71.4292284714158
          }
        },
        {
          "threshold": 0.65,
          "public": {
            "n": 231,
            "escalation": 0.48917748917748916,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.696969696969697,
            "ece_hard": 0.19285467285467275,
            "calibration": 67.16703271453272,
            "p50_s": 1.4510595366358756,
            "p95_s": 4.812191115319729,
            "cost_usd_per_1000": 0.004513718971415601,
            "axes": {
              "intelligence": 69.74005255255254,
              "calibration": 67.16703271453272,
              "speed": 71.55971901256028,
              "cost": 80.36396452054899
            },
            "jevbench_score": 72.0430520640829
          },
          "heldout": {
            "n": 303,
            "escalation": 0.528052805280528,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7916666666666666,
              "judge": 0.863013698630137,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.759075907590759,
            "ece_hard": 0.2047513205448985,
            "calibration": 64.10661794551015,
            "p50_s": 3.000173182785511,
            "p95_s": 5.099191654473543,
            "cost_usd_per_1000": 0.00464330335842573,
            "axes": {
              "intelligence": 76.81193707846342,
              "calibration": 64.10661794551015,
              "speed": 68.15352339880152,
              "cost": 79.99518825641647
            },
            "jevbench_score": 71.98150789561214
          }
        },
        {
          "threshold": 0.66,
          "public": {
            "n": 231,
            "escalation": 0.5151515151515151,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6944444444444444,
              "hard": 0.5765765765765766
            },
            "accuracy": 0.696969696969697,
            "ece_hard": 0.214970889070889,
            "calibration": 63.8404110929111,
            "p50_s": 1.4510595366358756,
            "p95_s": 4.812191115319729,
            "cost_usd_per_1000": 0.004600299057995687,
            "axes": {
              "intelligence": 70.06954871538206,
              "calibration": 63.8404110929111,
              "speed": 71.55971901256028,
              "cost": 80.11641803858157
            },
            "jevbench_score": 71.16292433776687
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5478547854785478,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.5779816513761468
            },
            "accuracy": 0.768976897689769,
            "ece_hard": 0.20021187100361418,
            "calibration": 64.56056289963858,
            "p50_s": 3.030290076136589,
            "p95_s": 5.099191654473543,
            "cost_usd_per_1000": 0.004709309959085796,
            "axes": {
              "intelligence": 77.47072808009719,
              "calibration": 64.56056289963858,
              "speed": 68.11014461088686,
              "cost": 79.81128172190334
            },
            "jevbench_score": 72.20965306387897
          }
        },
        {
          "threshold": 0.67,
          "public": {
            "n": 231,
            "escalation": 0.5194805194805194,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6944444444444444,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.2086627809627809,
            "calibration": 64.47122190372191,
            "p50_s": 1.4510595366358756,
            "p95_s": 4.812191115319729,
            "cost_usd_per_1000": 0.004614729072425701,
            "axes": {
              "intelligence": 70.44492409075743,
              "calibration": 64.47122190372191,
              "speed": 71.55971901256028,
              "cost": 80.07561373061152
            },
            "jevbench_score": 71.42432213744257
          },
          "heldout": {
            "n": 303,
            "escalation": 0.570957095709571,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.5963302752293578
            },
            "accuracy": 0.7755775577557755,
            "ece_hard": 0.18736875173755912,
            "calibration": 65.84487482624408,
            "p50_s": 3.030290076136589,
            "p95_s": 5.099191654473543,
            "cost_usd_per_1000": 0.004786317659855873,
            "axes": {
              "intelligence": 78.02118679569352,
              "calibration": 65.84487482624408,
              "speed": 68.11014461088686,
              "cost": 79.59995444114416
            },
            "jevbench_score": 72.64651539726569
          }
        },
        {
          "threshold": 0.68,
          "public": {
            "n": 231,
            "escalation": 0.5238095238095238,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6944444444444444,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.2086627809627809,
            "calibration": 64.47122190372191,
            "p50_s": 1.4510595366358756,
            "p95_s": 4.812191115319729,
            "cost_usd_per_1000": 0.004629159086855716,
            "axes": {
              "intelligence": 70.44492409075743,
              "calibration": 64.47122190372191,
              "speed": 71.55971901256028,
              "cost": 80.03493681659101
            },
            "jevbench_score": 71.41524985412649
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5907590759075908,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.5963302752293578
            },
            "accuracy": 0.7788778877887789,
            "ece_hard": 0.18661370586599949,
            "calibration": 68.05262941340006,
            "p50_s": 3.040104070305824,
            "p95_s": 5.1252806268632405,
            "cost_usd_per_1000": 0.004852324260515939,
            "axes": {
              "intelligence": 78.21296761761131,
              "calibration": 68.05262941340006,
              "speed": 68.07393899653368,
              "cost": 79.42150554261009
            },
            "jevbench_score": 73.24207974438326
          }
        },
        {
          "threshold": 0.69,
          "public": {
            "n": 231,
            "escalation": 0.5238095238095238,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6944444444444444,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.2086627809627809,
            "calibration": 64.47122190372191,
            "p50_s": 1.4510595366358756,
            "p95_s": 4.812191115319729,
            "cost_usd_per_1000": 0.004629159086855716,
            "axes": {
              "intelligence": 70.44492409075743,
              "calibration": 64.47122190372191,
              "speed": 71.55971901256028,
              "cost": 80.03493681659101
            },
            "jevbench_score": 71.41524985412649
          },
          "heldout": {
            "n": 303,
            "escalation": 0.594059405940594,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7916666666666666,
              "judge": 0.8904109589041096,
              "hard": 0.5963302752293578
            },
            "accuracy": 0.7821782178217822,
            "ece_hard": 0.18661370586599949,
            "calibration": 68.05262941340006,
            "p50_s": 3.040104070305824,
            "p95_s": 5.1252806268632405,
            "cost_usd_per_1000": 0.00486332536062595,
            "axes": {
              "intelligence": 78.40474843952914,
              "calibration": 68.05262941340006,
              "speed": 68.07393899653368,
              "cost": 79.39200024362864
            },
            "jevbench_score": 73.2801290074974
          }
        },
        {
          "threshold": 0.7,
          "public": {
            "n": 231,
            "escalation": 0.5367965367965368,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.7083333333333334,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.70995670995671,
            "ece_hard": 0.20207719537719532,
            "calibration": 65.12978046228046,
            "p50_s": 1.4510595366358756,
            "p95_s": 4.812191115319729,
            "cost_usd_per_1000": 0.004672449130145759,
            "axes": {
              "intelligence": 71.36042292292292,
              "calibration": 65.12978046228046,
              "speed": 71.55971901256028,
              "cost": 79.91366254513365
            },
            "jevbench_score": 71.80119508836819
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6105610561056105,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7916666666666666,
              "judge": 0.9041095890410958,
              "hard": 0.5963302752293578
            },
            "accuracy": 0.7887788778877888,
            "ece_hard": 0.1872595774256325,
            "calibration": 67.98804225743675,
            "p50_s": 3.040104070305824,
            "p95_s": 5.1252806268632405,
            "cost_usd_per_1000": 0.004918330861176006,
            "axes": {
              "intelligence": 78.78831008336475,
              "calibration": 67.98804225743675,
              "speed": 68.07393899653368,
              "cost": 79.2454677753421
            },
            "jevbench_score": 73.31830376395807
          }
        },
        {
          "threshold": 0.71,
          "public": {
            "n": 231,
            "escalation": 0.5454545454545454,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.7083333333333334,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.70995670995671,
            "ece_hard": 0.20207719537719532,
            "calibration": 65.12978046228046,
            "p50_s": 1.4510595366358756,
            "p95_s": 4.812191115319729,
            "cost_usd_per_1000": 0.0047013091590057884,
            "axes": {
              "intelligence": 71.36042292292292,
              "calibration": 65.12978046228046,
              "speed": 71.55971901256028,
              "cost": 79.8334356574892
            },
            "jevbench_score": 71.78316764440521
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6303630363036303,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7916666666666666,
              "judge": 0.9178082191780822,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17992104531554076,
            "calibration": 68.72189546844592,
            "p50_s": 3.040104070305824,
            "p95_s": 5.1252806268632405,
            "cost_usd_per_1000": 0.004984337461836071,
            "axes": {
              "intelligence": 79.44710108499855,
              "calibration": 68.72189546844592,
              "speed": 68.07393899653368,
              "cost": 79.0717768505077
            },
            "jevbench_score": 73.62815043067694
          }
        },
        {
          "threshold": 0.72,
          "public": {
            "n": 231,
            "escalation": 0.5497835497835498,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.7083333333333334,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.70995670995671,
            "ece_hard": 0.2045222404222404,
            "calibration": 64.88527595777596,
            "p50_s": 1.4510595366358756,
            "p95_s": 4.812191115319729,
            "cost_usd_per_1000": 0.004715739173435803,
            "axes": {
              "intelligence": 71.36042292292292,
              "calibration": 64.88527595777596,
              "speed": 71.55971901256028,
              "cost": 79.79350670953575
            },
            "jevbench_score": 71.70673318408956
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6501650165016502,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7916666666666666,
              "judge": 0.9178082191780822,
              "hard": 0.6146788990825688
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.17559719210453162,
            "calibration": 69.15428078954685,
            "p50_s": 3.040104070305824,
            "p95_s": 5.1252806268632405,
            "cost_usd_per_1000": 0.005050344062496137,
            "axes": {
              "intelligence": 79.7223304427967,
              "calibration": 69.15428078954685,
              "speed": 68.07393899653368,
              "cost": 78.90037101671639
            },
            "jevbench_score": 73.76744563018828
          }
        },
        {
          "threshold": 0.73,
          "public": {
            "n": 231,
            "escalation": 0.5584415584415584,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.2045222404222404,
            "calibration": 64.88527595777596,
            "p50_s": 1.4510595366358756,
            "p95_s": 4.812191115319729,
            "cost_usd_per_1000": 0.0047445992022958315,
            "axes": {
              "intelligence": 71.76551551551552,
              "calibration": 64.88527595777596,
              "speed": 71.55971901256028,
              "cost": 79.71401405505472
            },
            "jevbench_score": 71.79039082005781
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6666666666666666,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6146788990825688
            },
            "accuracy": 0.8118811881188119,
            "ece_hard": 0.17559719210453162,
            "calibration": 69.15428078954685,
            "p50_s": 3.040104070305824,
            "p95_s": 5.1252806268632405,
            "cost_usd_per_1000": 0.005105349563046192,
            "axes": {
              "intelligence": 80.68922541996565,
              "calibration": 69.15428078954685,
              "speed": 68.07393899653368,
              "cost": 78.75923549308337
            },
            "jevbench_score": 73.95699336333021
          }
        },
        {
          "threshold": 0.74,
          "public": {
            "n": 231,
            "escalation": 0.5627705627705628,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7186147186147186,
            "ece_hard": 0.2045222404222404,
            "calibration": 64.88527595777596,
            "p50_s": 1.4510595366358756,
            "p95_s": 4.812191115319729,
            "cost_usd_per_1000": 0.004759029216725846,
            "axes": {
              "intelligence": 72.30563897230566,
              "calibration": 64.88527595777596,
              "speed": 71.55971901256028,
              "cost": 79.67444886891478
            },
            "jevbench_score": 71.9161624482477
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6897689768976898,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6146788990825688
            },
            "accuracy": 0.8184818481848185,
            "ece_hard": 0.17243572421462333,
            "calibration": 69.47042757853767,
            "p50_s": 3.040104070305824,
            "p95_s": 5.1252806268632405,
            "cost_usd_per_1000": 0.0051823572638162695,
            "axes": {
              "intelligence": 81.07278706380127,
              "calibration": 69.47042757853767,
              "speed": 68.07393899653368,
              "cost": 78.56417952154192
            },
            "jevbench_score": 74.08326833373026
          }
        },
        {
          "threshold": 0.75,
          "public": {
            "n": 231,
            "escalation": 0.5844155844155844,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.19387359177359179,
            "calibration": 65.95014082264082,
            "p50_s": 1.4701635405421256,
            "p95_s": 4.820986015349627,
            "cost_usd_per_1000": 0.004831179288875918,
            "axes": {
              "intelligence": 73.22113780447116,
              "calibration": 65.95014082264082,
              "speed": 71.49498480090054,
              "cost": 79.4784053561041
            },
            "jevbench_score": 72.37594226713652
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7029702970297029,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6146788990825688
            },
            "accuracy": 0.8184818481848185,
            "ece_hard": 0.17479719210453162,
            "calibration": 69.23428078954683,
            "p50_s": 3.040104070305824,
            "p95_s": 5.1252806268632405,
            "cost_usd_per_1000": 0.005226361664256314,
            "axes": {
              "intelligence": 81.07278706380127,
              "calibration": 69.23428078954683,
              "speed": 68.07393899653368,
              "cost": 78.45401621164706
            },
            "jevbench_score": 73.99426959185095
          }
        },
        {
          "threshold": 0.76,
          "public": {
            "n": 231,
            "escalation": 0.5974025974025974,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.19380422240422238,
            "calibration": 65.95707775957777,
            "p50_s": 1.4701635405421256,
            "p95_s": 4.820986015349627,
            "cost_usd_per_1000": 0.004874469332165962,
            "axes": {
              "intelligence": 73.22113780447116,
              "calibration": 65.95707775957777,
              "speed": 71.49498480090054,
              "cost": 79.36217972915807
            },
            "jevbench_score": 72.35137035492953
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7227722772277227,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6238532110091743
            },
            "accuracy": 0.8217821782178217,
            "ece_hard": 0.16724489852654995,
            "calibration": 69.989510147345,
            "p50_s": 3.040104070305824,
            "p95_s": 5.1252806268632405,
            "cost_usd_per_1000": 0.005292368264916379,
            "axes": {
              "intelligence": 81.34801642159944,
              "calibration": 69.989510147345,
              "speed": 68.07393899653368,
              "cost": 78.29049830269682
            },
            "jevbench_score": 74.2194044189072
          }
        },
        {
          "threshold": 0.77,
          "public": {
            "n": 231,
            "escalation": 0.6190476190476191,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7359307359307359,
            "ece_hard": 0.18003305123305124,
            "calibration": 67.33419487669488,
            "p50_s": 1.4701635405421256,
            "p95_s": 4.820986015349627,
            "cost_usd_per_1000": 0.004946619404316033,
            "axes": {
              "intelligence": 73.9718885552219,
              "calibration": 67.33419487669488,
              "speed": 71.49498480090054,
              "cost": 79.17074509637594
            },
            "jevbench_score": 72.8678024350421
          },
          "heldout": {
            "n": 303,
            "escalation": 0.735973597359736,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.6238532110091743
            },
            "accuracy": 0.8250825082508251,
            "ece_hard": 0.16724489852654995,
            "calibration": 69.989510147345,
            "p50_s": 3.0780361533164977,
            "p95_s": 5.1252806268632405,
            "cost_usd_per_1000": 0.005336372665356423,
            "axes": {
              "intelligence": 81.53979724351724,
              "calibration": 69.989510147345,
              "speed": 68.02008633928816,
              "cost": 78.18261547287742
            },
            "jevbench_score": 74.22282648608086
          }
        },
        {
          "threshold": 0.78,
          "public": {
            "n": 231,
            "escalation": 0.6406926406926406,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7316017316017316,
            "ece_hard": 0.1918006188006188,
            "calibration": 66.15743811993812,
            "p50_s": 1.470290558040142,
            "p95_s": 4.825077628344298,
            "cost_usd_per_1000": 0.0050187694764661055,
            "axes": {
              "intelligence": 73.59651317984653,
              "calibration": 66.15743811993812,
              "speed": 71.49092526834971,
              "cost": 78.9820825598906
            },
            "jevbench_score": 72.41088480555037
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7557755775577558,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.6146788990825688
            },
            "accuracy": 0.8250825082508251,
            "ece_hard": 0.18030728384765085,
            "calibration": 68.68327161523491,
            "p50_s": 3.095755861699581,
            "p95_s": 5.1252806268632405,
            "cost_usd_per_1000": 0.005402379266016489,
            "axes": {
              "intelligence": 81.45634870763688,
              "calibration": 68.68327161523491,
              "speed": 67.99515646576953,
              "cost": 78.02244790236738
            },
            "jevbench_score": 73.81053709116478
          }
        },
        {
          "threshold": 0.79,
          "public": {
            "n": 231,
            "escalation": 0.645021645021645,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7359307359307359,
            "ece_hard": 0.1918006188006188,
            "calibration": 66.15743811993812,
            "p50_s": 1.470290558040142,
            "p95_s": 4.825077628344298,
            "cost_usd_per_1000": 0.00503319949089612,
            "axes": {
              "intelligence": 74.13663663663664,
              "calibration": 66.15743811993812,
              "speed": 71.49092526834971,
              "cost": 78.94467567990934
            },
            "jevbench_score": 72.53478538343923
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7755775577557755,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.6146788990825688
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.18225865999443983,
            "calibration": 68.48813400055602,
            "p50_s": 3.095755861699581,
            "p95_s": 5.1252806268632405,
            "cost_usd_per_1000": 0.005468385866676555,
            "axes": {
              "intelligence": 81.6481295295547,
              "calibration": 68.48813400055602,
              "speed": 67.99515646576953,
              "cost": 77.86422543474447
            },
            "jevbench_score": 73.76398650954296
          }
        },
        {
          "threshold": 0.8,
          "public": {
            "n": 231,
            "escalation": 0.658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7359307359307359,
            "ece_hard": 0.1918006188006188,
            "calibration": 66.15743811993812,
            "p50_s": 1.4783253163099288,
            "p95_s": 4.825077628344298,
            "cost_usd_per_1000": 0.005076489534186164,
            "axes": {
              "intelligence": 74.13663663663664,
              "calibration": 66.15743811993812,
              "speed": 71.46725680853416,
              "cost": 78.83309514492846
            },
            "jevbench_score": 72.50313945595396
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7821782178217822,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.6146788990825688
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.18369168751737558,
            "calibration": 68.34483124826244,
            "p50_s": 3.095755861699581,
            "p95_s": 5.1252806268632405,
            "cost_usd_per_1000": 0.005490388066896577,
            "axes": {
              "intelligence": 81.6481295295547,
              "calibration": 68.34483124826244,
              "speed": 67.99515646576953,
              "cost": 77.81190874105725
            },
            "jevbench_score": 73.71298367084545
          }
        },
        {
          "threshold": 0.81,
          "public": {
            "n": 231,
            "escalation": 0.6623376623376623,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7402597402597403,
            "ece_hard": 0.1849961142961143,
            "calibration": 66.83788857038857,
            "p50_s": 1.4783253163099288,
            "p95_s": 4.825077628344298,
            "cost_usd_per_1000": 0.005090919548616178,
            "axes": {
              "intelligence": 74.51201201201201,
              "calibration": 66.83788857038857,
              "speed": 71.46725680853416,
              "cost": 78.79611298085467
            },
            "jevbench_score": 72.77215398747518
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7887788778877888,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.6146788990825688
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.18585223797609118,
            "calibration": 67.82077620239087,
            "p50_s": 3.1247262448072433,
            "p95_s": 5.1252806268632405,
            "cost_usd_per_1000": 0.0055123902671165995,
            "axes": {
              "intelligence": 81.6481295295547,
              "calibration": 67.82077620239087,
              "speed": 67.95470375399013,
              "cost": 77.7598012827848
            },
            "jevbench_score": 73.5480081241969
          }
        },
        {
          "threshold": 0.82,
          "public": {
            "n": 231,
            "escalation": 0.670995670995671,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7445887445887446,
            "ece_hard": 0.1849961142961143,
            "calibration": 66.83788857038857,
            "p50_s": 1.4783253163099288,
            "p95_s": 4.825077628344298,
            "cost_usd_per_1000": 0.005119779577476207,
            "axes": {
              "intelligence": 75.05213546880213,
              "calibration": 66.83788857038857,
              "speed": 71.46725680853416,
              "cost": 78.72246209072375
            },
            "jevbench_score": 72.88663312198042
          },
          "heldout": {
            "n": 303,
            "escalation": 0.801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6146788990825688
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.18585223797609118,
            "calibration": 67.82077620239087,
            "p50_s": 3.139329770207405,
            "p95_s": 5.1252806268632405,
            "cost_usd_per_1000": 0.005556394667556643,
            "axes": {
              "intelligence": 81.8399103514725,
              "calibration": 67.82077620239087,
              "speed": 67.93445412029405,
              "cost": 77.6562074244549
            },
            "jevbench_score": 73.56115539300038
          }
        },
        {
          "threshold": 0.83,
          "public": {
            "n": 231,
            "escalation": 0.696969696969697,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7575757575757576,
            "ece_hard": 0.17054025844025839,
            "calibration": 68.28347415597416,
            "p50_s": 1.4999325588345527,
            "p95_s": 4.825077628344298,
            "cost_usd_per_1000": 0.005206359664056293,
            "axes": {
              "intelligence": 76.34300967634302,
              "calibration": 68.28347415597416,
              "speed": 71.40423962710378,
              "cost": 78.5039750019807
            },
            "jevbench_score": 73.5233239735231
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8250825082508251,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6238532110091743
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.17832654990269672,
            "calibration": 68.57334500973033,
            "p50_s": 3.139329770207405,
            "p95_s": 5.1524781987071036,
            "cost_usd_per_1000": 0.005633402368326721,
            "axes": {
              "intelligence": 82.11513970927066,
              "calibration": 68.57334500973033,
              "speed": 67.91146898677458,
              "cost": 77.47687683927623
            },
            "jevbench_score": 73.77741770384162
          }
        },
        {
          "threshold": 0.84,
          "public": {
            "n": 231,
            "escalation": 0.7056277056277056,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7575757575757576,
            "ece_hard": 0.17115827645827644,
            "calibration": 68.22167235417236,
            "p50_s": 1.4999325588345527,
            "p95_s": 4.825077628344298,
            "cost_usd_per_1000": 0.005235219692916323,
            "axes": {
              "intelligence": 76.34300967634302,
              "calibration": 68.22167235417236,
              "speed": 71.40423962710378,
              "cost": 78.4319526607043
            },
            "jevbench_score": 73.48981704171389
          },
          "heldout": {
            "n": 303,
            "escalation": 0.834983498349835,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6238532110091743
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.17971003614122882,
            "calibration": 68.43499638587711,
            "p50_s": 3.139329770207405,
            "p95_s": 5.1524781987071036,
            "cost_usd_per_1000": 0.0056664056686567535,
            "axes": {
              "intelligence": 82.11513970927066,
              "calibration": 68.43499638587711,
              "speed": 67.91146898677458,
              "cost": 77.40077010227309
            },
            "jevbench_score": 73.72206181643844
          }
        },
        {
          "threshold": 0.85,
          "public": {
            "n": 231,
            "escalation": 0.70995670995671,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.17476097916097916,
            "calibration": 67.86140208390208,
            "p50_s": 1.4999325588345527,
            "p95_s": 4.825077628344298,
            "cost_usd_per_1000": 0.005249649707346336,
            "axes": {
              "intelligence": 75.96763430096765,
              "calibration": 67.86140208390208,
              "speed": 71.40423962710378,
              "cost": 78.39609024206135
            },
            "jevbench_score": 73.29383706637759
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8481848184818482,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.1616091187100361,
            "calibration": 70.24508812899639,
            "p50_s": 3.139329770207405,
            "p95_s": 5.1524781987071036,
            "cost_usd_per_1000": 0.005710410069096798,
            "axes": {
              "intelligence": 82.665598424867,
              "calibration": 70.24508812899639,
              "speed": 67.91146898677458,
              "cost": 77.29998110804645
            },
            "jevbench_score": 74.30462077894528
          }
        },
        {
          "threshold": 0.86,
          "public": {
            "n": 231,
            "escalation": 0.7229437229437229,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7619047619047619,
            "ece_hard": 0.1564943124943124,
            "calibration": 69.68806875056876,
            "p50_s": 1.4999325588345527,
            "p95_s": 4.825077628344298,
            "cost_usd_per_1000": 0.005292939750636379,
            "axes": {
              "intelligence": 76.71838505171839,
              "calibration": 69.68806875056876,
              "speed": 71.40423962710378,
              "cost": 78.28909148622313
            },
            "jevbench_score": 73.93852513321383
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8547854785478548,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.16231554072838478,
            "calibration": 69.78944592716152,
            "p50_s": 3.139329770207405,
            "p95_s": 5.1524781987071036,
            "cost_usd_per_1000": 0.00573241226931682,
            "axes": {
              "intelligence": 82.665598424867,
              "calibration": 69.78944592716152,
              "speed": 67.91146898677458,
              "cost": 77.24987749389265
            },
            "jevbench_score": 74.17180914330396
          }
        },
        {
          "threshold": 0.87,
          "public": {
            "n": 231,
            "escalation": 0.7532467532467533,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.6666666666666666
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.14092404222404215,
            "calibration": 71.2450957775958,
            "p50_s": 1.4999325588345527,
            "p95_s": 4.825077628344298,
            "cost_usd_per_1000": 0.005393949851646481,
            "axes": {
              "intelligence": 77.46913580246914,
              "calibration": 71.2450957775958,
              "speed": 71.40423962710378,
              "cost": 78.04279286694128
            },
            "jevbench_score": 74.47064612104384
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8646864686468647,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.16231554072838478,
            "calibration": 69.78944592716152,
            "p50_s": 3.139329770207405,
            "p95_s": 5.1524781987071036,
            "cost_usd_per_1000": 0.0057654155696468526,
            "axes": {
              "intelligence": 82.665598424867,
              "calibration": 69.78944592716152,
              "speed": 67.91146898677458,
              "cost": 77.17508150225007
            },
            "jevbench_score": 74.15384869579998
          }
        },
        {
          "threshold": 0.88,
          "public": {
            "n": 231,
            "escalation": 0.7792207792207793,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.6666666666666666
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.13051233051233044,
            "calibration": 72.28626694876695,
            "p50_s": 1.4999325588345527,
            "p95_s": 4.825077628344298,
            "cost_usd_per_1000": 0.005480529938226567,
            "axes": {
              "intelligence": 78.00925925925925,
              "calibration": 72.28626694876695,
              "speed": 71.40423962710378,
              "cost": 77.8353233652495
            },
            "jevbench_score": 74.82137259007293
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8712871287128713,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.16231554072838478,
            "calibration": 69.78944592716152,
            "p50_s": 3.139329770207405,
            "p95_s": 5.1524781987071036,
            "cost_usd_per_1000": 0.005787417769866875,
            "axes": {
              "intelligence": 82.665598424867,
              "calibration": 69.78944592716152,
              "speed": 67.91146898677458,
              "cost": 77.12545499721591
            },
            "jevbench_score": 74.14192488568392
          }
        },
        {
          "threshold": 0.89,
          "public": {
            "n": 231,
            "escalation": 0.7878787878787878,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.6666666666666666
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.13051233051233044,
            "calibration": 72.28626694876695,
            "p50_s": 1.4999325588345527,
            "p95_s": 4.825077628344298,
            "cost_usd_per_1000": 0.0055093899670865965,
            "axes": {
              "intelligence": 78.00925925925925,
              "calibration": 72.28626694876695,
              "speed": 71.40423962710378,
              "cost": 77.76689458578078
            },
            "jevbench_score": 74.80492239820533
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8877887788778878,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8448844884488449,
            "ece_hard": 0.16231554072838478,
            "calibration": 69.78944592716152,
            "p50_s": 3.139329770207405,
            "p95_s": 5.1524781987071036,
            "cost_usd_per_1000": 0.0058424232704169295,
            "axes": {
              "intelligence": 83.83226509153367,
              "calibration": 69.78944592716152,
              "speed": 67.91146898677458,
              "cost": 77.00220947694675
            },
            "jevbench_score": 74.37240329706266
          }
        },
        {
          "threshold": 0.9,
          "public": {
            "n": 231,
            "escalation": 0.8008658008658008,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.6756756756756757
            },
            "accuracy": 0.7792207792207793,
            "ece_hard": 0.1223402584402584,
            "calibration": 73.10347415597415,
            "p50_s": 1.525398464500904,
            "p95_s": 4.825077628344298,
            "cost_usd_per_1000": 0.00555268001037664,
            "axes": {
              "intelligence": 78.38463463463465,
              "calibration": 73.10347415597415,
              "speed": 71.33112390227056,
              "cost": 77.66492059934481
            },
            "jevbench_score": 75.0616714894156
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9042904290429042,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.15410086182930222,
            "calibration": 70.61091381706979,
            "p50_s": 3.141072319447994,
            "p95_s": 5.1524781987071036,
            "cost_usd_per_1000": 0.005897428770966984,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 70.61091381706979,
              "speed": 67.90905901515731,
              "cost": 76.88011887433655
            },
            "jevbench_score": 74.62117300112475
          }
        },
        {
          "threshold": 0.91,
          "public": {
            "n": 231,
            "escalation": 0.8138528138528138,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6756756756756757
            },
            "accuracy": 0.7835497835497836,
            "ece_hard": 0.1223402584402584,
            "calibration": 73.10347415597415,
            "p50_s": 1.525398464500904,
            "p95_s": 4.825077628344298,
            "cost_usd_per_1000": 0.005595970053666683,
            "axes": {
              "intelligence": 78.92475809142476,
              "calibration": 73.10347415597415,
              "speed": 71.33112390227056,
              "cost": 77.56373854786222
            },
            "jevbench_score": 75.16614357915876
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9108910891089109,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.15410086182930222,
            "calibration": 70.61091381706979,
            "p50_s": 3.141072319447994,
            "p95_s": 5.1524781987071036,
            "cost_usd_per_1000": 0.0059194309711870065,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 70.61091381706979,
              "speed": 67.90905901515731,
              "cost": 76.8316011865783
            },
            "jevbench_score": 74.60939718723277
          }
        },
        {
          "threshold": 0.92,
          "public": {
            "n": 231,
            "escalation": 0.8225108225108225,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6756756756756757
            },
            "accuracy": 0.7835497835497836,
            "ece_hard": 0.12088350168350163,
            "calibration": 74.05764983164983,
            "p50_s": 1.525398464500904,
            "p95_s": 4.825077628344298,
            "cost_usd_per_1000": 0.005624830082526712,
            "axes": {
              "intelligence": 78.92475809142476,
              "calibration": 74.05764983164983,
              "speed": 71.33112390227056,
              "cost": 77.49671777162132
            },
            "jevbench_score": 75.39393144318008
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9207920792079208,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.1547256324715041,
            "calibration": 70.5484367528496,
            "p50_s": 3.141072319447994,
            "p95_s": 5.1524781987071036,
            "cost_usd_per_1000": 0.005952434271517039,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 70.5484367528496,
              "speed": 67.90905901515731,
              "cost": 76.75916174501742
            },
            "jevbench_score": 74.57529957386045
          }
        },
        {
          "threshold": 0.93,
          "public": {
            "n": 231,
            "escalation": 0.8398268398268398,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6756756756756757
            },
            "accuracy": 0.7835497835497836,
            "ece_hard": 0.12088350168350163,
            "calibration": 74.05764983164983,
            "p50_s": 1.525398464500904,
            "p95_s": 4.825077628344298,
            "cost_usd_per_1000": 0.005682550140246769,
            "axes": {
              "intelligence": 78.92475809142476,
              "calibration": 74.05764983164983,
              "speed": 71.33112390227056,
              "cost": 77.36370170705275
            },
            "jevbench_score": 75.36155889322913
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9240924092409241,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.1547256324715041,
            "calibration": 70.5484367528496,
            "p50_s": 3.141072319447994,
            "p95_s": 5.1524781987071036,
            "cost_usd_per_1000": 0.00596343537162705,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 70.5484367528496,
              "speed": 67.90905901515731,
              "cost": 76.73510449075148
            },
            "jevbench_score": 74.56945568565658
          }
        },
        {
          "threshold": 0.94,
          "public": {
            "n": 231,
            "escalation": 0.8528138528138528,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6756756756756757
            },
            "accuracy": 0.7835497835497836,
            "ece_hard": 0.12088350168350163,
            "calibration": 74.05764983164983,
            "p50_s": 1.5650968194007873,
            "p95_s": 4.825077628344298,
            "cost_usd_per_1000": 0.005725840183536813,
            "axes": {
              "intelligence": 78.92475809142476,
              "calibration": 74.05764983164983,
              "speed": 71.21954486242686,
              "cost": 77.26482333793086
            },
            "jevbench_score": 75.3079887058293
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9405940594059405,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 3.141072319447994,
            "p95_s": 5.1524781987071036,
            "cost_usd_per_1000": 0.006018440872177105,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 67.90905901515731,
              "cost": 76.61548005450476
            },
            "jevbench_score": 75.19218245971385
          }
        },
        {
          "threshold": 0.95,
          "public": {
            "n": 231,
            "escalation": 0.8614718614718615,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6756756756756757
            },
            "accuracy": 0.7835497835497836,
            "ece_hard": 0.12088350168350163,
            "calibration": 74.05764983164983,
            "p50_s": 1.5650968194007873,
            "p95_s": 4.825077628344298,
            "cost_usd_per_1000": 0.005754700212396841,
            "axes": {
              "intelligence": 78.92475809142476,
              "calibration": 74.05764983164983,
              "speed": 71.21954486242686,
              "cost": 77.19931887254425
            },
            "jevbench_score": 75.29202225947688
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9471947194719472,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 3.141072319447994,
            "p95_s": 5.1524781987071036,
            "cost_usd_per_1000": 0.006040443072397128,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 67.90905901515731,
              "cost": 76.56793612858587
            },
            "jevbench_score": 75.18051457039336
          }
        },
        {
          "threshold": 0.96,
          "public": {
            "n": 231,
            "escalation": 0.8874458874458875,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 1.5650968194007873,
            "p95_s": 4.825077628344298,
            "cost_usd_per_1000": 0.005841280298976928,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 71.21954486242686,
              "cost": 77.00475859771826
            },
            "jevbench_score": 75.58569614404567
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 3.141072319447994,
            "p95_s": 5.1524781987071036,
            "cost_usd_per_1000": 0.006062445272617149,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 67.90905901515731,
              "cost": 76.52056506607882
            },
            "jevbench_score": 75.16888369854337
          }
        },
        {
          "threshold": 0.97,
          "public": {
            "n": 231,
            "escalation": 0.8961038961038961,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 1.5650968194007873,
            "p95_s": 4.825077628344298,
            "cost_usd_per_1000": 0.005870140327836957,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 71.21954486242686,
              "cost": 76.94054549982812
            },
            "jevbench_score": 75.56993377336936
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9603960396039604,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 3.141072319447994,
            "p95_s": 5.1524781987071036,
            "cost_usd_per_1000": 0.006084447472837171,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 67.90905901515731,
              "cost": 76.47336561451914
            },
            "jevbench_score": 75.15728958968928
          }
        },
        {
          "threshold": 0.98,
          "public": {
            "n": 231,
            "escalation": 0.9090909090909091,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 1.5650968194007873,
            "p95_s": 4.825077628344298,
            "cost_usd_per_1000": 0.005913430371127,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 71.21954486242686,
              "cost": 76.8448153753134
            },
            "jevbench_score": 75.5464165986741
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9702970297029703,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 3.141072319447994,
            "p95_s": 5.1524781987071036,
            "cost_usd_per_1000": 0.006117450773167204,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 67.90905901515731,
              "cost": 76.402885501269
            },
            "jevbench_score": 75.13996680691841
          }
        },
        {
          "threshold": 0.99,
          "public": {
            "n": 231,
            "escalation": 0.9393939393939394,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 1.6205359265208243,
            "p95_s": 4.825077628344298,
            "cost_usd_per_1000": 0.006014440472137101,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 71.06837031529986,
              "cost": 76.62414307549071
            },
            "jevbench_score": 75.45202929400934
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9834983498349835,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 3.141072319447994,
            "p95_s": 5.1524781987071036,
            "cost_usd_per_1000": 0.006161455173607248,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 67.90905901515731,
              "cost": 76.30950120373203
            },
            "jevbench_score": 75.11699610546773
          }
        },
        {
          "threshold": 1.0,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11600782600782594,
            "calibration": 74.5452173992174,
            "p50_s": 1.6205359265208243,
            "p95_s": 4.825077628344298,
            "cost_usd_per_1000": 0.006216460674157303,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.5452173992174,
              "speed": 71.06837031529986,
              "cost": 76.19370428166211
            },
            "jevbench_score": 75.34584173841574
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.14760911871003615,
            "calibration": 73.04858812899639,
            "p50_s": 3.141072319447994,
            "p95_s": 5.1524781987071036,
            "cost_usd_per_1000": 0.006216460674157303,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 73.04858812899639,
              "speed": 67.90905901515731,
              "cost": 76.19370428166211
            },
            "jevbench_score": 75.0884830403791
          }
        }
      ]
    },
    {
      "cheap": "laya",
      "backend": "system-one-open",
      "chosen": {
        "threshold": 0.91,
        "public": {
          "n": 231,
          "escalation": 0.8138528138528138,
          "tiers": {
            "easy": 1.0,
            "standard": 0.7638888888888888,
            "hard": 0.4594594594594595
          },
          "accuracy": 0.6666666666666666,
          "ece_hard": 0.3137055500866056,
          "calibration": 50.439975401472736,
          "p50_s": 2.5121211051940917,
          "p95_s": 6.363939964771271,
          "cost_usd_per_1000": 0.01499401924542374,
          "axes": {
            "intelligence": 68.29537871204539,
            "calibration": 50.439975401472736,
            "speed": 67.96233353804574,
            "cost": 64.72245808165604
          },
          "jevbench_score": 62.391060436713175
        },
        "heldout": {
          "n": 303,
          "escalation": 0.9108910891089109,
          "tiers": {
            "easy": 1.0,
            "standard": 0.7916666666666666,
            "judge": 0.8767123287671232,
            "hard": 0.46788990825688076
          },
          "accuracy": 0.7326732673267327,
          "ece_hard": 0.2841529622766471,
          "calibration": 53.51857296709248,
          "p50_s": 4.074841046333313,
          "p95_s": 6.448686248064041,
          "cost_usd_per_1000": 0.016438039641042755,
          "axes": {
            "intelligence": 74.75130911985254,
            "calibration": 53.51857296709248,
            "speed": 65.80418080342096,
            "cost": 63.524499297021315
          },
          "jevbench_score": 63.94837547956297
        }
      },
      "full": {
        "tiers": {
          "easy": 1.0,
          "standard": 0.7708333333333334,
          "judge": 0.8767123287671232,
          "hard": 0.4636363636363636
        },
        "accuracy": 0.704119850187266,
        "ece_hard": 0.28892783904029906,
        "calibration": 52.97941589841535,
        "p50_s": 3.5437258943915366,
        "p95_s": 6.403170879930256,
        "cost_usd_per_1000": 0.01581337913282554,
        "axes": {
          "intelligence": 74.0403694479037,
          "calibration": 52.97941589841535,
          "speed": 66.44144786074723,
          "cost": 64.0292594960931
        },
        "jevbench_score": 63.91434278007289
      },
      "full_escalation": 0.8689138576779026,
      "backend_heldout_accuracy": 0.7326732673267327,
      "useful": false,
      "curve": [
        {
          "threshold": 0.0,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.01,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.02,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.03,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.04,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.05,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.06,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.07,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.08,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.09,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.1,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.11,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.12,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.13,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.14,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.15,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.16,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.17,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.18,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.19,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.2,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.21,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.22,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2109514675973772,
            "calibration": 63.58735324026229,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4528342053294185,
            "cost_usd_per_1000": 0.0029475469786143945,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 63.58735324026229,
              "speed": 72.84771266552642,
              "cost": 85.91617792906855
            },
            "jevbench_score": 67.95668985424277
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.23,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2109514675973772,
            "calibration": 63.58735324026229,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4528342053294185,
            "cost_usd_per_1000": 0.0029475469786143945,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 63.58735324026229,
              "speed": 72.84771266552642,
              "cost": 85.91617792906855
            },
            "jevbench_score": 67.95668985424277
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.26490004594654126,
            "calibration": 54.85874540534587,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.776861734688282,
            "cost_usd_per_1000": 0.0029322393419117195,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 54.85874540534587,
              "speed": 68.78687472081019,
              "cost": 85.98401750835001
            },
            "jevbench_score": 66.33525602570792
          }
        },
        {
          "threshold": 0.24,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2109514675973772,
            "calibration": 63.58735324026229,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4528342053294185,
            "cost_usd_per_1000": 0.0029475469786143945,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 63.58735324026229,
              "speed": 72.84771266552642,
              "cost": 85.91617792906855
            },
            "jevbench_score": 67.95668985424277
          },
          "heldout": {
            "n": 303,
            "escalation": 0.006600660066006601,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.30275229357798167
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.266448921982739,
            "calibration": 54.7038578017261,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.808721804618835,
            "cost_usd_per_1000": 0.002981351342999469,
            "axes": {
              "intelligence": 59.95243182103809,
              "calibration": 54.7038578017261,
              "speed": 68.75800490091856,
              "cost": 85.76760522085276
            },
            "jevbench_score": 66.31592431921413
          }
        },
        {
          "threshold": 0.25,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.2122342461680507,
            "calibration": 63.459075383194936,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4528342053294185,
            "cost_usd_per_1000": 0.0030119666164048187,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 63.459075383194936,
              "speed": 72.84771266552642,
              "cost": 85.63449538043015
            },
            "jevbench_score": 67.98518800513597
          },
          "heldout": {
            "n": 303,
            "escalation": 0.009900990099009901,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.26275862263976985,
            "calibration": 55.07288773602301,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.003030463344087218,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.07288773602301,
              "speed": 68.75300303786179,
              "cost": 85.55472894298916
            },
            "jevbench_score": 66.30869783379735
          }
        },
        {
          "threshold": 0.26,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.2122342461680507,
            "calibration": 63.459075383194936,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4528342053294185,
            "cost_usd_per_1000": 0.0030119666164048187,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 63.459075383194936,
              "speed": 72.84771266552642,
              "cost": 85.63449538043015
            },
            "jevbench_score": 67.98518800513597
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.27401382352715237,
            "calibration": 53.947367647284764,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.822164891660214,
            "cost_usd_per_1000": 0.003079575345174967,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 53.947367647284764,
              "speed": 68.74588086188128,
              "cost": 85.34527497864451
            },
            "jevbench_score": 65.92516407893501
          }
        },
        {
          "threshold": 0.27,
          "public": {
            "n": 231,
            "escalation": 0.021645021645021644,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.21176639376803566,
            "calibration": 63.50586062319644,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.455602088570595,
            "cost_usd_per_1000": 0.003205225529776092,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 63.50586062319644,
              "speed": 72.84501392824589,
              "cost": 84.8242422022213
            },
            "jevbench_score": 67.83566837785781
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.27401382352715237,
            "calibration": 53.947367647284764,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.822164891660214,
            "cost_usd_per_1000": 0.003079575345174967,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 53.947367647284764,
              "speed": 68.74588086188128,
              "cost": 85.34527497864451
            },
            "jevbench_score": 65.92516407893501
          }
        },
        {
          "threshold": 0.28,
          "public": {
            "n": 231,
            "escalation": 0.021645021645021644,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.21176639376803566,
            "calibration": 63.50586062319644,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.455602088570595,
            "cost_usd_per_1000": 0.003205225529776092,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 63.50586062319644,
              "speed": 72.84501392824589,
              "cost": 84.8242422022213
            },
            "jevbench_score": 67.83566837785781
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.27959022181537174,
            "calibration": 53.38972781846282,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.90338304042816,
            "cost_usd_per_1000": 0.0031777993473504655,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 53.38972781846282,
              "speed": 68.6733432237271,
              "cost": 84.93620585473003
            },
            "jevbench_score": 65.6578719538466
          }
        },
        {
          "threshold": 0.29,
          "public": {
            "n": 231,
            "escalation": 0.03896103896103896,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.32432432432432434
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.23881953195838246,
            "calibration": 60.800546804161755,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.538626746833325,
            "cost_usd_per_1000": 0.0034629040809377887,
            "axes": {
              "intelligence": 53.2125875875876,
              "calibration": 60.800546804161755,
              "speed": 72.76483323506824,
              "cost": 83.8167861345126
            },
            "jevbench_score": 66.64899444073065
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0231023102310231,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.28440366972477066
            },
            "accuracy": 0.5610561056105611,
            "ece_hard": 0.2772077593659042,
            "calibration": 53.62797406340958,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.969698165357111,
            "cost_usd_per_1000": 0.0032269113484382148,
            "axes": {
              "intelligence": 59.401973105441755,
              "calibration": 53.62797406340958,
              "speed": 68.61500130322224,
              "cost": 84.73638896858893
            },
            "jevbench_score": 65.60248981845197
          }
        },
        {
          "threshold": 0.3,
          "public": {
            "n": 231,
            "escalation": 0.04329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.32432432432432434
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.24123091618005224,
            "calibration": 60.559408381994785,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.646009536087513,
            "cost_usd_per_1000": 0.0035273237187282134,
            "axes": {
              "intelligence": 53.2125875875876,
              "calibration": 60.559408381994785,
              "speed": 72.66327694805801,
              "cost": 83.57664043901507
            },
            "jevbench_score": 66.51184158617701
          },
          "heldout": {
            "n": 303,
            "escalation": 0.033003300330033,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.27522935779816515
            },
            "accuracy": 0.5610561056105611,
            "ece_hard": 0.2859139026064392,
            "calibration": 52.75735973935608,
            "p50_s": 2.79284847676754,
            "p95_s": 5.036343874037265,
            "cost_usd_per_1000": 0.0033742473517014626,
            "axes": {
              "intelligence": 59.31852456956139,
              "calibration": 52.75735973935608,
              "speed": 68.5183725045077,
              "cost": 84.15469252903787
            },
            "jevbench_score": 65.17629851127684
          }
        },
        {
          "threshold": 0.31,
          "public": {
            "n": 231,
            "escalation": 0.05627705627705628,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.32432432432432434
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.25366384120245244,
            "calibration": 59.31611587975476,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.646009536087513,
            "cost_usd_per_1000": 0.003720582632099486,
            "axes": {
              "intelligence": 53.2125875875876,
              "calibration": 59.31611587975476,
              "speed": 72.66327694805801,
              "cost": 82.88167136731262
            },
            "jevbench_score": 66.02982416206478
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.27689776303965025,
            "calibration": 53.65897369603498,
            "p50_s": 2.8226395934820174,
            "p95_s": 5.103181174397469,
            "cost_usd_per_1000": 0.00352158335496471,
            "axes": {
              "intelligence": 59.868983285157725,
              "calibration": 53.65897369603498,
              "speed": 68.41503583826945,
              "cost": 83.59786082536705
            },
            "jevbench_score": 65.470814221402
          }
        },
        {
          "threshold": 0.32,
          "public": {
            "n": 231,
            "escalation": 0.06060606060606061,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3153153153153153
            },
            "accuracy": 0.5194805194805194,
            "ece_hard": 0.26338560878693523,
            "calibration": 58.34393912130648,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.732986265420914,
            "cost_usd_per_1000": 0.0037850022698899108,
            "axes": {
              "intelligence": 52.837212212212215,
              "calibration": 58.34393912130648,
              "speed": 72.58272547477219,
              "cost": 82.6580156714401
            },
            "jevbench_score": 65.57880106225045
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.30275229357798167
            },
            "accuracy": 0.570957095709571,
            "ece_hard": 0.27175752007020726,
            "calibration": 54.172997992979276,
            "p50_s": 2.8226395934820174,
            "p95_s": 5.178344944119452,
            "cost_usd_per_1000": 0.0035706953560524592,
            "axes": {
              "intelligence": 60.1442126429559,
              "calibration": 54.172997992979276,
              "speed": 68.35153594223539,
              "cost": 83.41741603856713
            },
            "jevbench_score": 65.65161762420618
          }
        },
        {
          "threshold": 0.33,
          "public": {
            "n": 231,
            "escalation": 0.06493506493506493,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3063063063063063
            },
            "accuracy": 0.5151515151515151,
            "ece_hard": 0.277256904916076,
            "calibration": 56.9568095083924,
            "p50_s": 1.1657145261764525,
            "p95_s": 5.088029319047928,
            "cost_usd_per_1000": 0.003849421907680335,
            "axes": {
              "intelligence": 52.461836836836845,
              "calibration": 56.9568095083924,
              "speed": 72.26858186466677,
              "cost": 82.43813459128005
            },
            "jevbench_score": 64.95561644909728
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0594059405940594,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.3211009174311927
            },
            "accuracy": 0.5775577557755776,
            "ece_hard": 0.26353738612997424,
            "calibration": 55.653158134021716,
            "p50_s": 2.8282473921775817,
            "p95_s": 5.359854796528816,
            "cost_usd_per_1000": 0.0037671433604034564,
            "axes": {
              "intelligence": 60.69467135855222,
              "calibration": 55.653158134021716,
              "speed": 68.1932958024029,
              "cost": 82.71963556607518
            },
            "jevbench_score": 66.06899000713626
          }
        },
        {
          "threshold": 0.34,
          "public": {
            "n": 231,
            "escalation": 0.0735930735930736,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3063063063063063
            },
            "accuracy": 0.5151515151515151,
            "ece_hard": 0.2816842482399296,
            "calibration": 56.51407517600704,
            "p50_s": 1.1657145261764525,
            "p95_s": 5.44004242271185,
            "cost_usd_per_1000": 0.0039782611832611834,
            "axes": {
              "intelligence": 52.461836836836845,
              "calibration": 56.51407517600704,
              "speed": 71.97805505234226,
              "cost": 82.00920123117771
            },
            "jevbench_score": 64.67935816812641
          },
          "heldout": {
            "n": 303,
            "escalation": 0.06930693069306931,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.3211009174311927
            },
            "accuracy": 0.5775577557755776,
            "ece_hard": 0.27348758936934514,
            "calibration": 54.658137810084625,
            "p50_s": 2.8282473921775817,
            "p95_s": 5.40956619977951,
            "cost_usd_per_1000": 0.003914479363666704,
            "axes": {
              "intelligence": 60.69467135855222,
              "calibration": 54.658137810084625,
              "speed": 68.15320164791567,
              "cost": 82.2197797631432
            },
            "jevbench_score": 65.66243619569761
          }
        },
        {
          "threshold": 0.35,
          "public": {
            "n": 231,
            "escalation": 0.0735930735930736,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3063063063063063
            },
            "accuracy": 0.5151515151515151,
            "ece_hard": 0.2816842482399296,
            "calibration": 56.51407517600704,
            "p50_s": 1.1657145261764525,
            "p95_s": 5.44004242271185,
            "cost_usd_per_1000": 0.0039782611832611834,
            "axes": {
              "intelligence": 52.461836836836845,
              "calibration": 56.51407517600704,
              "speed": 71.97805505234226,
              "cost": 82.00920123117771
            },
            "jevbench_score": 64.67935816812641
          },
          "heldout": {
            "n": 303,
            "escalation": 0.07920792079207921,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.3302752293577982
            },
            "accuracy": 0.5808580858085809,
            "ece_hard": 0.27494599083060517,
            "calibration": 54.51229766395862,
            "p50_s": 2.8282473921775817,
            "p95_s": 5.507749010622499,
            "cost_usd_per_1000": 0.004061815366929952,
            "axes": {
              "intelligence": 60.96990071635039,
              "calibration": 54.51229766395862,
              "speed": 68.07508463512085,
              "cost": 81.73839465057972
            },
            "jevbench_score": 65.57768289192799
          }
        },
        {
          "threshold": 0.36,
          "public": {
            "n": 231,
            "escalation": 0.08658008658008658,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3153153153153153
            },
            "accuracy": 0.5194805194805194,
            "ece_hard": 0.27860886867884044,
            "calibration": 56.82161313211596,
            "p50_s": 1.1657145261764525,
            "p95_s": 5.452234508097172,
            "cost_usd_per_1000": 0.004171520096632456,
            "axes": {
              "intelligence": 52.837212212212215,
              "calibration": 56.82161313211596,
              "speed": 71.96833264507931,
              "cost": 81.3911697947992
            },
            "jevbench_score": 64.75794319124392
          },
          "heldout": {
            "n": 303,
            "escalation": 0.08250825082508251,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.3302752293577982
            },
            "accuracy": 0.5808580858085809,
            "ece_hard": 0.2760796279723491,
            "calibration": 53.353129969985076,
            "p50_s": 2.8282473921775817,
            "p95_s": 5.605073678493498,
            "cost_usd_per_1000": 0.004110927368017701,
            "axes": {
              "intelligence": 60.96990071635039,
              "calibration": 53.353129969985076,
              "speed": 67.99901278895409,
              "cost": 81.58180588837577
            },
            "jevbench_score": 65.17676910463331
          }
        },
        {
          "threshold": 0.37,
          "public": {
            "n": 231,
            "escalation": 0.11255411255411256,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3153153153153153
            },
            "accuracy": 0.5194805194805194,
            "ece_hard": 0.2928936804578111,
            "calibration": 55.393131954218894,
            "p50_s": 1.169974410533905,
            "p95_s": 5.9908315107226375,
            "cost_usd_per_1000": 0.004558037923375002,
            "axes": {
              "intelligence": 52.837212212212215,
              "calibration": 55.393131954218894,
              "speed": 71.54336531522287,
              "cost": 80.23666197288793
            },
            "jevbench_score": 64.02277710667613
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0891089108910891,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.3394495412844037
            },
            "accuracy": 0.5841584158415841,
            "ece_hard": 0.27525717168248026,
            "calibration": 53.43537559897196,
            "p50_s": 2.8282473921775817,
            "p95_s": 5.643718923628329,
            "cost_usd_per_1000": 0.004209151370193199,
            "axes": {
              "intelligence": 61.245130074148555,
              "calibration": 53.43537559897196,
              "speed": 67.96917228368801,
              "cost": 81.27416367404861
            },
            "jevbench_score": 65.20655100972081
          }
        },
        {
          "threshold": 0.38,
          "public": {
            "n": 231,
            "escalation": 0.12554112554112554,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3153153153153153
            },
            "accuracy": 0.5194805194805194,
            "ece_hard": 0.295288666155102,
            "calibration": 55.1536333844898,
            "p50_s": 1.2405554592609405,
            "p95_s": 6.054991522431374,
            "cost_usd_per_1000": 0.004751296836746275,
            "axes": {
              "intelligence": 52.837212212212215,
              "calibration": 55.1536333844898,
              "speed": 71.24270276317164,
              "cost": 79.69563508699937
            },
            "jevbench_score": 63.77819684264697
          },
          "heldout": {
            "n": 303,
            "escalation": 0.09900990099009901,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3486238532110092
            },
            "accuracy": 0.5907590759075908,
            "ece_hard": 0.27324755800229694,
            "calibration": 53.63633696699029,
            "p50_s": 2.8427457749843597,
            "p95_s": 5.655404330790043,
            "cost_usd_per_1000": 0.004356487373456447,
            "axes": {
              "intelligence": 61.71214025386453,
              "calibration": 53.63633696699029,
              "speed": 67.93798317187284,
              "cost": 80.82590621072069
            },
            "jevbench_score": 65.29399444492813
          }
        },
        {
          "threshold": 0.39,
          "public": {
            "n": 231,
            "escalation": 0.14285714285714285,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3153153153153153
            },
            "accuracy": 0.5194805194805194,
            "ece_hard": 0.30433094587497883,
            "calibration": 54.24940541250212,
            "p50_s": 1.2405554592609405,
            "p95_s": 6.1078165709972385,
            "cost_usd_per_1000": 0.005008975387907972,
            "axes": {
              "intelligence": 52.837212212212215,
              "calibration": 54.24940541250212,
              "speed": 71.20497829827244,
              "cost": 79.00753306761374
            },
            "jevbench_score": 63.36923064853023
          },
          "heldout": {
            "n": 303,
            "escalation": 0.11221122112211221,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7123287671232876,
              "hard": 0.3486238532110092
            },
            "accuracy": 0.594059405940594,
            "ece_hard": 0.28213187039795273,
            "calibration": 52.747905727424715,
            "p50_s": 2.9652757436037063,
            "p95_s": 5.655404330790043,
            "cost_usd_per_1000": 0.0045529353778074435,
            "axes": {
              "intelligence": 61.90392107578233,
              "calibration": 52.747905727424715,
              "speed": 67.75471254919833,
              "cost": 80.2512554145022
            },
            "jevbench_score": 64.91255155666327
          }
        },
        {
          "threshold": 0.4,
          "public": {
            "n": 231,
            "escalation": 0.1471861471861472,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3153153153153153
            },
            "accuracy": 0.5194805194805194,
            "ece_hard": 0.31595692398913267,
            "calibration": 53.08680760108674,
            "p50_s": 1.2405554592609405,
            "p95_s": 6.1078165709972385,
            "cost_usd_per_1000": 0.005073395025698396,
            "axes": {
              "intelligence": 52.837212212212215,
              "calibration": 53.08680760108674,
              "speed": 71.20497829827244,
              "cost": 78.84103963726719
            },
            "jevbench_score": 62.99372663650139
          },
          "heldout": {
            "n": 303,
            "escalation": 0.132013201320132,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3486238532110092
            },
            "accuracy": 0.5907590759075908,
            "ece_hard": 0.28990590984536974,
            "calibration": 52.399382261541966,
            "p50_s": 2.9652757436037063,
            "p95_s": 5.862377908825874,
            "cost_usd_per_1000": 0.004847607384333939,
            "axes": {
              "intelligence": 61.71214025386453,
              "calibration": 52.399382261541966,
              "speed": 67.5986110389065,
              "cost": 79.4341768491768
            },
            "jevbench_score": 64.55211659673223
          }
        },
        {
          "threshold": 0.41,
          "public": {
            "n": 231,
            "escalation": 0.1645021645021645,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.30609473809766335,
            "calibration": 54.07302619023367,
            "p50_s": 1.2405554592609405,
            "p95_s": 6.147259482741356,
            "cost_usd_per_1000": 0.005331073576860094,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 54.07302619023367,
              "speed": 71.17702270176105,
              "cost": 78.19555970543382
            },
            "jevbench_score": 63.48196314439285
          },
          "heldout": {
            "n": 303,
            "escalation": 0.13861386138613863,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3486238532110092
            },
            "accuracy": 0.5907590759075908,
            "ece_hard": 0.2906108843610921,
            "calibration": 51.853992308436695,
            "p50_s": 2.984680587053299,
            "p95_s": 5.902544519305229,
            "cost_usd_per_1000": 0.004945831386509438,
            "axes": {
              "intelligence": 61.71214025386453,
              "calibration": 51.853992308436695,
              "speed": 67.54062867759465,
              "cost": 79.17282081123976
            },
            "jevbench_score": 64.31666340882096
          }
        },
        {
          "threshold": 0.42,
          "public": {
            "n": 231,
            "escalation": 0.16883116883116883,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.35135135135135137
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.3018299969939498,
            "calibration": 54.49950030060502,
            "p50_s": 1.2405554592609405,
            "p95_s": 6.147259482741356,
            "cost_usd_per_1000": 0.005395493214650518,
            "axes": {
              "intelligence": 54.33871371371373,
              "calibration": 54.49950030060502,
              "speed": 71.17702270176105,
              "cost": 78.03906547877112
            },
            "jevbench_score": 63.68518840534482
          },
          "heldout": {
            "n": 303,
            "escalation": 0.15841584158415842,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7123287671232876,
              "hard": 0.3669724770642202
            },
            "accuracy": 0.6006600660066007,
            "ece_hard": 0.28243810696820604,
            "calibration": 52.6712700477253,
            "p50_s": 3.030290076136589,
            "p95_s": 5.934103228151798,
            "cost_usd_per_1000": 0.0052405033930359324,
            "axes": {
              "intelligence": 62.45437979137867,
              "calibration": 52.6712700477253,
              "speed": 67.45160699513465,
              "cost": 78.41880980470246
            },
            "jevbench_score": 64.58583957114234
          }
        },
        {
          "threshold": 0.43,
          "public": {
            "n": 231,
            "escalation": 0.18614718614718614,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5411255411255411,
            "ece_hard": 0.3053170246382017,
            "calibration": 53.400463312536885,
            "p50_s": 1.2405554592609405,
            "p95_s": 6.147259482741356,
            "cost_usd_per_1000": 0.005653171765812215,
            "axes": {
              "intelligence": 54.7140890890891,
              "calibration": 53.400463312536885,
              "speed": 71.17702270176105,
              "cost": 77.43123456244194
            },
            "jevbench_score": 63.3468537933097
          },
          "heldout": {
            "n": 303,
            "escalation": 0.19141914191419143,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7123287671232876,
              "hard": 0.3761467889908257
            },
            "accuracy": 0.6039603960396039,
            "ece_hard": 0.2843230141071005,
            "calibration": 52.482779333835865,
            "p50_s": 3.0780361533164977,
            "p95_s": 6.025533692538739,
            "cost_usd_per_1000": 0.005731623403913425,
            "axes": {
              "intelligence": 62.72960914917684,
              "calibration": 52.482779333835865,
              "speed": 67.31730764227453,
              "cost": 77.2516705791654
            },
            "jevbench_score": 64.32517943630818
          }
        },
        {
          "threshold": 0.44,
          "public": {
            "n": 231,
            "escalation": 0.19913419913419914,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5454545454545454,
            "ece_hard": 0.30317582054739595,
            "calibration": 55.34772487280726,
            "p50_s": 1.2405554592609405,
            "p95_s": 6.147259482741356,
            "cost_usd_per_1000": 0.005846430679183489,
            "axes": {
              "intelligence": 55.08946446446447,
              "calibration": 55.34772487280726,
              "speed": 71.17702270176105,
              "cost": 76.99327586075269
            },
            "jevbench_score": 63.93523045803402
          },
          "heldout": {
            "n": 303,
            "escalation": 0.20132013201320131,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7123287671232876,
              "hard": 0.3761467889908257
            },
            "accuracy": 0.6039603960396039,
            "ece_hard": 0.2843230141071005,
            "calibration": 52.482779333835865,
            "p50_s": 3.1050253003835677,
            "p95_s": 6.025533692538739,
            "cost_usd_per_1000": 0.005878959407176672,
            "axes": {
              "intelligence": 62.72960914917684,
              "calibration": 52.482779333835865,
              "speed": 67.27939337545364,
              "cost": 76.92098615503535
            },
            "jevbench_score": 64.24718141076109
          }
        },
        {
          "threshold": 0.45,
          "public": {
            "n": 231,
            "escalation": 0.21212121212121213,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5497835497835498,
            "ece_hard": 0.3040647227523563,
            "calibration": 55.25883465231123,
            "p50_s": 1.2405554592609405,
            "p95_s": 6.16721652597189,
            "cost_usd_per_1000": 0.006039689592554761,
            "axes": {
              "intelligence": 55.46483983983985,
              "calibration": 55.25883465231123,
              "speed": 71.16294619321634,
              "cost": 76.56956143592609
            },
            "jevbench_score": 63.92671547462319
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2145214521452145,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7191780821917808,
              "hard": 0.3761467889908257
            },
            "accuracy": 0.6072607260726073,
            "ece_hard": 0.2906778016492861,
            "calibration": 51.8473005796173,
            "p50_s": 3.1790891528129577,
            "p95_s": 6.0302905783057215,
            "cost_usd_per_1000": 0.006075407411527669,
            "axes": {
              "intelligence": 62.921389971094634,
              "calibration": 51.8473005796173,
              "speed": 67.17359053019106,
              "cost": 76.49273780030634
            },
            "jevbench_score": 63.98612445855979
          }
        },
        {
          "threshold": 0.46,
          "public": {
            "n": 231,
            "escalation": 0.22510822510822512,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.38738738738738737
            },
            "accuracy": 0.5541125541125541,
            "ece_hard": 0.29980788021302435,
            "calibration": 55.68451890624442,
            "p50_s": 1.3233075231313705,
            "p95_s": 6.233743192255497,
            "cost_usd_per_1000": 0.006232948505926034,
            "axes": {
              "intelligence": 55.84021521521522,
              "calibration": 55.68451890624442,
              "speed": 70.83590311546257,
              "cost": 76.15919383170251
            },
            "jevbench_score": 63.99769498468546
          },
          "heldout": {
            "n": 303,
            "escalation": 0.21782178217821782,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7191780821917808,
              "hard": 0.3761467889908257
            },
            "accuracy": 0.6072607260726073,
            "ece_hard": 0.2925299263044235,
            "calibration": 51.2926802143066,
            "p50_s": 3.1790891528129577,
            "p95_s": 6.0302905783057215,
            "cost_usd_per_1000": 0.006124519412615419,
            "axes": {
              "intelligence": 62.921389971094634,
              "calibration": 51.2926802143066,
              "speed": 67.17359053019106,
              "cost": 76.38783953366
            },
            "jevbench_score": 63.79242660898158
          }
        },
        {
          "threshold": 0.47,
          "public": {
            "n": 231,
            "escalation": 0.24242424242424243,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5497835497835498,
            "ece_hard": 0.315610408542822,
            "calibration": 53.28977956312943,
            "p50_s": 1.3951993823051452,
            "p95_s": 6.236580775678158,
            "cost_usd_per_1000": 0.006490627057087731,
            "axes": {
              "intelligence": 55.46483983983985,
              "calibration": 53.28977956312943,
              "speed": 70.60417173023757,
              "cost": 75.63140032428835
            },
            "jevbench_score": 63.0301800583521
          },
          "heldout": {
            "n": 303,
            "escalation": 0.23432343234323433,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7397260273972602,
              "hard": 0.3853211009174312
            },
            "accuracy": 0.6204620462046204,
            "ece_hard": 0.2879284522782772,
            "calibration": 51.75282761692122,
            "p50_s": 3.250187510251999,
            "p95_s": 6.0302905783057215,
            "cost_usd_per_1000": 0.006370079418054165,
            "axes": {
              "intelligence": 63.77196179464624,
              "calibration": 51.75282761692122,
              "speed": 67.07753343168639,
              "cost": 75.87565459379655
            },
            "jevbench_score": 64.01928935342934
          }
        },
        {
          "threshold": 0.48,
          "public": {
            "n": 231,
            "escalation": 0.2510822510822511,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5454545454545454,
            "ece_hard": 0.32674068338419937,
            "calibration": 50.834949411642114,
            "p50_s": 1.416904667019844,
            "p95_s": 6.236580775678158,
            "cost_usd_per_1000": 0.006619466332668579,
            "axes": {
              "intelligence": 55.08946446446447,
              "calibration": 50.834949411642114,
              "speed": 70.53712817553861,
              "cost": 75.3753106708256
            },
            "jevbench_score": 62.118285270625485
          },
          "heldout": {
            "n": 303,
            "escalation": 0.264026402640264,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7465753424657534,
              "hard": 0.3944954128440367
            },
            "accuracy": 0.6270627062706271,
            "ece_hard": 0.28272264752694226,
            "calibration": 52.27340809205472,
            "p50_s": 3.3139643013477325,
            "p95_s": 6.047200620174408,
            "cost_usd_per_1000": 0.0068120874278439075,
            "axes": {
              "intelligence": 64.23897197436219,
              "calibration": 52.27340809205472,
              "speed": 66.98097797321294,
              "cost": 75.00159360525322
            },
            "jevbench_score": 64.0877970475172
          }
        },
        {
          "threshold": 0.49,
          "public": {
            "n": 231,
            "escalation": 0.2554112554112554,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5497835497835498,
            "ece_hard": 0.3202578517299514,
            "calibration": 51.48323257706691,
            "p50_s": 1.416904667019844,
            "p95_s": 6.236580775678158,
            "cost_usd_per_1000": 0.0066838859704590045,
            "axes": {
              "intelligence": 55.46483983983985,
              "calibration": 51.48323257706691,
              "speed": 70.53712817553861,
              "cost": 75.24912903814781
            },
            "jevbench_score": 62.395131695454744
          },
          "heldout": {
            "n": 303,
            "escalation": 0.26732673267326734,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7465753424657534,
              "hard": 0.3944954128440367
            },
            "accuracy": 0.6270627062706271,
            "ece_hard": 0.28380735849634225,
            "calibration": 52.16493699511472,
            "p50_s": 3.3139643013477325,
            "p95_s": 6.047200620174408,
            "cost_usd_per_1000": 0.006861199428931658,
            "axes": {
              "intelligence": 64.23897197436219,
              "calibration": 52.16493699511472,
              "speed": 66.98097797321294,
              "cost": 74.90799871611578
            },
            "jevbench_score": 64.03453158920478
          }
        },
        {
          "threshold": 0.5,
          "public": {
            "n": 231,
            "escalation": 0.26406926406926406,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5555555555555556,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5541125541125541,
            "ece_hard": 0.32141197708018193,
            "calibration": 51.36782004204386,
            "p50_s": 1.4668009370565414,
            "p95_s": 6.236580775678158,
            "cost_usd_per_1000": 0.006812725246039852,
            "axes": {
              "intelligence": 56.00496329662997,
              "calibration": 51.36782004204386,
              "speed": 70.38682269602697,
              "cost": 75.00037376790299
            },
            "jevbench_score": 62.42637406342563
          },
          "heldout": {
            "n": 303,
            "escalation": 0.27722772277227725,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7465753424657534,
              "hard": 0.3853211009174312
            },
            "accuracy": 0.6237623762376238,
            "ece_hard": 0.2944627776994618,
            "calibration": 51.09939507480277,
            "p50_s": 3.3139643013477325,
            "p95_s": 6.098373472690581,
            "cost_usd_per_1000": 0.007008535432194905,
            "axes": {
              "intelligence": 63.96374261656403,
              "calibration": 51.09939507480277,
              "speed": 66.94438156565151,
              "cost": 74.63118180123978
            },
            "jevbench_score": 63.569093684816906
          }
        },
        {
          "threshold": 0.51,
          "public": {
            "n": 231,
            "escalation": 0.2813852813852814,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5833333333333334,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5627705627705628,
            "ece_hard": 0.3243304638067881,
            "calibration": 51.07597136938324,
            "p50_s": 1.5417469084262847,
            "p95_s": 6.236580775678158,
            "cost_usd_per_1000": 0.007070403797201551,
            "axes": {
              "intelligence": 57.085210210210214,
              "calibration": 51.07597136938324,
              "speed": 70.17040362103418,
              "cost": 74.51667347624013
            },
            "jevbench_score": 62.48660340877388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.29042904290429045,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7465753424657534,
              "hard": 0.3853211009174312
            },
            "accuracy": 0.6237623762376238,
            "ece_hard": 0.30552305882655156,
            "calibration": 51.77213749890395,
            "p50_s": 3.32881940305233,
            "p95_s": 6.098373472690581,
            "cost_usd_per_1000": 0.007204983436545902,
            "axes": {
              "intelligence": 63.96374261656403,
              "calibration": 51.77213749890395,
              "speed": 66.9249574815927,
              "cost": 74.271010397304
            },
            "jevbench_score": 63.69558780333126
          }
        },
        {
          "threshold": 0.52,
          "public": {
            "n": 231,
            "escalation": 0.2943722943722944,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5833333333333334,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5627705627705628,
            "ece_hard": 0.32430627393421824,
            "calibration": 51.07839035664023,
            "p50_s": 1.7314340859651565,
            "p95_s": 6.236580775678158,
            "cost_usd_per_1000": 0.007263662710572823,
            "axes": {
              "intelligence": 57.085210210210214,
              "calibration": 51.07839035664023,
              "speed": 69.66647485311819,
              "cost": 74.16532991673175
            },
            "jevbench_score": 62.30119744848229
          },
          "heldout": {
            "n": 303,
            "escalation": 0.32673267326732675,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7602739726027398,
              "hard": 0.3761467889908257
            },
            "accuracy": 0.6270627062706271,
            "ece_hard": 0.32131235061173047,
            "calibration": 50.19320832038606,
            "p50_s": 3.32881940305233,
            "p95_s": 6.114326000213623,
            "cost_usd_per_1000": 0.007745215448511143,
            "axes": {
              "intelligence": 64.07207490260149,
              "calibration": 50.19320832038606,
              "speed": 66.91361175310519,
              "cost": 73.32899490926158
            },
            "jevbench_score": 63.026905890653204
          }
        },
        {
          "threshold": 0.53,
          "public": {
            "n": 231,
            "escalation": 0.30735930735930733,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5972222222222222,
              "hard": 0.38738738738738737
            },
            "accuracy": 0.5714285714285714,
            "ece_hard": 0.3183670681051306,
            "calibration": 51.67231093954899,
            "p50_s": 1.7968375474214553,
            "p95_s": 6.23870878815651,
            "cost_usd_per_1000": 0.007456921623944096,
            "axes": {
              "intelligence": 58.00070904237572,
              "calibration": 51.67231093954899,
              "speed": 69.50396471791564,
              "cost": 73.8232126462672
            },
            "jevbench_score": 62.62149431764669
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3465346534653465,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7602739726027398,
              "hard": 0.3761467889908257
            },
            "accuracy": 0.6270627062706271,
            "ece_hard": 0.3263337626710945,
            "calibration": 49.69106711444966,
            "p50_s": 3.3391009658575057,
            "p95_s": 6.18123611807823,
            "cost_usd_per_1000": 0.008039887455037639,
            "axes": {
              "intelligence": 64.07207490260149,
              "calibration": 49.69106711444966,
              "speed": 66.85295115198079,
              "cost": 72.84250091813684
            },
            "jevbench_score": 62.74991412604973
          }
        },
        {
          "threshold": 0.54,
          "public": {
            "n": 231,
            "escalation": 0.3246753246753247,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5972222222222222,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5670995670995671,
            "ece_hard": 0.336951526488055,
            "calibration": 49.81386510125655,
            "p50_s": 1.8519584774971007,
            "p95_s": 6.23870878815651,
            "cost_usd_per_1000": 0.007714600175105793,
            "axes": {
              "intelligence": 57.62533366700035,
              "calibration": 49.81386510125655,
              "speed": 69.37274040792407,
              "cost": 73.38059731645612
            },
            "jevbench_score": 61.82775063585122
          },
          "heldout": {
            "n": 303,
            "escalation": 0.36303630363036304,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7671232876712328,
              "hard": 0.3944954128440367
            },
            "accuracy": 0.636963696369637,
            "ece_hard": 0.31112322405456405,
            "calibration": 51.2121209761027,
            "p50_s": 3.3391009658575057,
            "p95_s": 6.1954798161983495,
            "cost_usd_per_1000": 0.008285447460476384,
            "axes": {
              "intelligence": 64.81431444011562,
              "calibration": 51.2121209761027,
              "speed": 66.84295502334811,
              "cost": 72.45052096845016
            },
            "jevbench_score": 63.3191698047681
          }
        },
        {
          "threshold": 0.55,
          "public": {
            "n": 231,
            "escalation": 0.3463203463203463,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.5972222222222222,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5714285714285714,
            "ece_hard": 0.3437137248288404,
            "calibration": 48.365108981777624,
            "p50_s": 1.8988913238048553,
            "p95_s": 6.23870878815651,
            "cost_usd_per_1000": 0.008036698364057914,
            "axes": {
              "intelligence": 58.030426259592936,
              "calibration": 48.365108981777624,
              "speed": 69.26405175821255,
              "cost": 72.84766994338337
            },
            "jevbench_score": 61.34481660083853
          },
          "heldout": {
            "n": 303,
            "escalation": 0.37293729372937295,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7534246575342466,
              "hard": 0.3944954128440367
            },
            "accuracy": 0.6303630363036303,
            "ece_hard": 0.3117221797995611,
            "calibration": 51.15222540160299,
            "p50_s": 3.3391009658575057,
            "p95_s": 6.2163633614778515,
            "cost_usd_per_1000": 0.008432783463739633,
            "axes": {
              "intelligence": 64.43075279628002,
              "calibration": 51.15222540160299,
              "speed": 66.82834056696761,
              "cost": 72.22087153913881
            },
            "jevbench_score": 63.15318891582388
          }
        },
        {
          "threshold": 0.56,
          "public": {
            "n": 231,
            "escalation": 0.354978354978355,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6111111111111112,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5757575757575758,
            "ece_hard": 0.3437137248288404,
            "calibration": 48.365108981777624,
            "p50_s": 2.0464984118938445,
            "p95_s": 6.23870878815651,
            "cost_usd_per_1000": 0.008165537639638764,
            "axes": {
              "intelligence": 58.570549716383056,
              "calibration": 48.365108981777624,
              "speed": 68.93893874027495,
              "cost": 72.64045644818209
            },
            "jevbench_score": 61.37106462561545
          },
          "heldout": {
            "n": 303,
            "escalation": 0.39933993399339934,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7602739726027398,
              "hard": 0.4036697247706422
            },
            "accuracy": 0.636963696369637,
            "ece_hard": 0.30700001032505564,
            "calibration": 51.62444234905354,
            "p50_s": 3.351239749789238,
            "p95_s": 6.3183612748980496,
            "cost_usd_per_1000": 0.008825679472441625,
            "axes": {
              "intelligence": 64.89776297599597,
              "calibration": 51.62444234905354,
              "speed": 66.74190046735265,
              "cost": 71.62755547416185
            },
            "jevbench_score": 63.26171331934215
          }
        },
        {
          "threshold": 0.57,
          "public": {
            "n": 231,
            "escalation": 0.36363636363636365,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.625,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5757575757575758,
            "ece_hard": 0.3546035973282548,
            "calibration": 45.577242485347966,
            "p50_s": 2.0771628260612487,
            "p95_s": 6.23870878815651,
            "cost_usd_per_1000": 0.008294376915219611,
            "axes": {
              "intelligence": 58.735297797797806,
              "calibration": 45.577242485347966,
              "speed": 68.87434744348856,
              "cost": 72.43648699604442
            },
            "jevbench_score": 60.452675217351256
          },
          "heldout": {
            "n": 303,
            "escalation": 0.40924092409240925,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7671232876712328,
              "hard": 0.41284403669724773
            },
            "accuracy": 0.6435643564356436,
            "ece_hard": 0.30100346458417565,
            "calibration": 52.224096923141545,
            "p50_s": 3.4096150040626525,
            "p95_s": 6.3183612748980496,
            "cost_usd_per_1000": 0.008973015475704874,
            "axes": {
              "intelligence": 65.36477315571196,
              "calibration": 52.224096923141545,
              "speed": 66.66690201887221,
              "cost": 71.41184749670015
            },
            "jevbench_score": 63.4927020993517
          }
        },
        {
          "threshold": 0.58,
          "public": {
            "n": 231,
            "escalation": 0.36796536796536794,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.625,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5757575757575758,
            "ece_hard": 0.3575112826072418,
            "calibration": 45.28647395744926,
            "p50_s": 2.0771628260612487,
            "p95_s": 6.246346229314804,
            "cost_usd_per_1000": 0.008358796553010035,
            "axes": {
              "intelligence": 58.735297797797806,
              "calibration": 45.28647395744926,
              "speed": 68.86903405246224,
              "cost": 72.33568735150352
            },
            "jevbench_score": 60.33385450997754
          },
          "heldout": {
            "n": 303,
            "escalation": 0.42244224422442245,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.773972602739726,
              "hard": 0.42201834862385323
            },
            "accuracy": 0.6501650165016502,
            "ece_hard": 0.2936802124487151,
            "calibration": 52.95642213668759,
            "p50_s": 3.4247110724449157,
            "p95_s": 6.3183612748980496,
            "cost_usd_per_1000": 0.009169463480055871,
            "axes": {
              "intelligence": 65.83178333542791,
              "calibration": 52.95642213668759,
              "speed": 66.6477160749003,
              "cost": 71.12968224549759
            },
            "jevbench_score": 63.75989582890591
          }
        },
        {
          "threshold": 0.59,
          "public": {
            "n": 231,
            "escalation": 0.37662337662337664,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.625,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5757575757575758,
            "ece_hard": 0.35963759628502096,
            "calibration": 45.073842589671344,
            "p50_s": 2.0771628260612487,
            "p95_s": 6.246346229314804,
            "cost_usd_per_1000": 0.008487635828590885,
            "axes": {
              "intelligence": 58.735297797797806,
              "calibration": 45.073842589671344,
              "speed": 68.86903405246224,
              "cost": 72.13639787777154
            },
            "jevbench_score": 60.22135882250014
          },
          "heldout": {
            "n": 303,
            "escalation": 0.43564356435643564,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.773972602739726,
              "hard": 0.42201834862385323
            },
            "accuracy": 0.6501650165016502,
            "ece_hard": 0.3026325542668684,
            "calibration": 52.06118795487227,
            "p50_s": 3.501546213030815,
            "p95_s": 6.339170089364052,
            "cost_usd_per_1000": 0.009365911484406868,
            "axes": {
              "intelligence": 65.83178333542791,
              "calibration": 52.06118795487227,
              "speed": 66.53707732810898,
              "cost": 70.85349852927452
            },
            "jevbench_score": 63.40064532029043
          }
        },
        {
          "threshold": 0.6,
          "public": {
            "n": 231,
            "escalation": 0.3939393939393939,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6388888888888888,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5800865800865801,
            "ece_hard": 0.363347066364632,
            "calibration": 44.702895581710244,
            "p50_s": 2.0771628260612487,
            "p95_s": 6.246346229314804,
            "cost_usd_per_1000": 0.008745314379752582,
            "axes": {
              "intelligence": 59.27542125458792,
              "calibration": 44.702895581710244,
              "speed": 68.86903405246224,
              "cost": 71.74673721184503
            },
            "jevbench_score": 60.153252242969224
          },
          "heldout": {
            "n": 303,
            "escalation": 0.44224422442244227,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.773972602739726,
              "hard": 0.43119266055045874
            },
            "accuracy": 0.6534653465346535,
            "ece_hard": 0.3058974596684132,
            "calibration": 51.734697414717786,
            "p50_s": 3.501546213030815,
            "p95_s": 6.339170089364052,
            "cost_usd_per_1000": 0.009464135486582367,
            "axes": {
              "intelligence": 66.10701269322608,
              "calibration": 51.734697414717786,
              "speed": 66.53707732810898,
              "cost": 70.71757153200211
            },
            "jevbench_score": 63.33665541789147
          }
        },
        {
          "threshold": 0.61,
          "public": {
            "n": 231,
            "escalation": 0.4199134199134199,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6388888888888888,
              "hard": 0.3963963963963964
            },
            "accuracy": 0.5930735930735931,
            "ece_hard": 0.34073503158414686,
            "calibration": 48.65258203983125,
            "p50_s": 2.145356276631355,
            "p95_s": 6.246346229314804,
            "cost_usd_per_1000": 0.009131832206495128,
            "axes": {
              "intelligence": 60.40154738071405,
              "calibration": 48.65258203983125,
              "speed": 68.72874521637758,
              "cost": 71.18326231250649
            },
            "jevbench_score": 61.57686371325283
          },
          "heldout": {
            "n": 303,
            "escalation": 0.46534653465346537,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7808219178082192,
              "hard": 0.42201834862385323
            },
            "accuracy": 0.6534653465346535,
            "ece_hard": 0.3185968976089851,
            "calibration": 50.4647536206606,
            "p50_s": 3.52294003367424,
            "p95_s": 6.339170089364052,
            "cost_usd_per_1000": 0.00980791949419661,
            "axes": {
              "intelligence": 66.02356415734573,
              "calibration": 50.4647536206606,
              "speed": 66.51062344478233,
              "cost": 70.25269322819253
            },
            "jevbench_score": 62.814553902999165
          }
        },
        {
          "threshold": 0.62,
          "public": {
            "n": 231,
            "escalation": 0.44155844155844154,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6388888888888888,
              "hard": 0.3963963963963964
            },
            "accuracy": 0.5930735930735931,
            "ece_hard": 0.3517162511028685,
            "calibration": 47.554460087959086,
            "p50_s": 2.1577178329229354,
            "p95_s": 6.294179813563824,
            "cost_usd_per_1000": 0.009453930395447249,
            "axes": {
              "intelligence": 60.40154738071405,
              "calibration": 47.554460087959086,
              "speed": 68.67066203317347,
              "cost": 70.73162798542023
            },
            "jevbench_score": 61.11615899723226
          },
          "heldout": {
            "n": 303,
            "escalation": 0.4752475247524752,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.7808219178082192,
              "hard": 0.41284403669724773
            },
            "accuracy": 0.6534653465346535,
            "ece_hard": 0.3289502971823199,
            "calibration": 49.42941366332712,
            "p50_s": 3.52294003367424,
            "p95_s": 6.339170089364052,
            "cost_usd_per_1000": 0.009955255497459858,
            "axes": {
              "intelligence": 66.91500146621424,
              "calibration": 49.42941366332712,
              "speed": 66.51062344478233,
              "cost": 70.05842768523057
            },
            "jevbench_score": 62.656349588295804
          }
        },
        {
          "threshold": 0.63,
          "public": {
            "n": 231,
            "escalation": 0.44155844155844154,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6388888888888888,
              "hard": 0.3963963963963964
            },
            "accuracy": 0.5930735930735931,
            "ece_hard": 0.3517162511028685,
            "calibration": 47.554460087959086,
            "p50_s": 2.1577178329229354,
            "p95_s": 6.294179813563824,
            "cost_usd_per_1000": 0.009453930395447249,
            "axes": {
              "intelligence": 60.40154738071405,
              "calibration": 47.554460087959086,
              "speed": 68.67066203317347,
              "cost": 70.73162798542023
            },
            "jevbench_score": 61.11615899723226
          },
          "heldout": {
            "n": 303,
            "escalation": 0.49504950495049505,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.75,
              "judge": 0.773972602739726,
              "hard": 0.41284403669724773
            },
            "accuracy": 0.6534653465346535,
            "ece_hard": 0.3364336794108563,
            "calibration": 48.68107544047348,
            "p50_s": 3.574419969320297,
            "p95_s": 6.339170089364052,
            "cost_usd_per_1000": 0.010249927503986353,
            "axes": {
              "intelligence": 67.8898873109631,
              "calibration": 48.68107544047348,
              "speed": 66.4476201757623,
              "cost": 69.67837618867615
            },
            "jevbench_score": 62.54400330456679
          }
        },
        {
          "threshold": 0.64,
          "public": {
            "n": 231,
            "escalation": 0.4588744588744589,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6388888888888888,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5844155844155844,
            "ece_hard": 0.37540302008787796,
            "calibration": 45.18578318945814,
            "p50_s": 2.1577178329229354,
            "p95_s": 6.294179813563824,
            "cost_usd_per_1000": 0.009711608946608946,
            "axes": {
              "intelligence": 59.6507966299633,
              "calibration": 45.18578318945814,
              "speed": 68.67066203317347,
              "cost": 70.38126440425822
            },
            "jevbench_score": 60.07746378173476
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5148514851485149,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.75,
              "judge": 0.7671232876712328,
              "hard": 0.42201834862385323
            },
            "accuracy": 0.6534653465346535,
            "ece_hard": 0.33423061710289853,
            "calibration": 48.90138167126925,
            "p50_s": 3.601574608683586,
            "p95_s": 6.347663775086403,
            "cost_usd_per_1000": 0.010544599510512849,
            "axes": {
              "intelligence": 67.97333584684347,
              "calibration": 48.90138167126925,
              "speed": 66.408936692801,
              "cost": 69.3090973103871
            },
            "jevbench_score": 62.54161917296283
          }
        },
        {
          "threshold": 0.65,
          "public": {
            "n": 231,
            "escalation": 0.48917748917748916,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6527777777777778,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5887445887445888,
            "ece_hard": 0.3745425249273713,
            "calibration": 45.271832705508814,
            "p50_s": 2.2619401454925536,
            "p95_s": 6.294179813563824,
            "cost_usd_per_1000": 0.010162546411141915,
            "axes": {
              "intelligence": 60.19092008675343,
              "calibration": 45.271832705508814,
              "speed": 68.46579745597985,
              "cost": 69.78992374066155
            },
            "jevbench_score": 60.06982451435983
          },
          "heldout": {
            "n": 303,
            "escalation": 0.528052805280528,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.7808219178082192,
              "hard": 0.43119266055045874
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.3226590773605425,
            "calibration": 50.05853564550486,
            "p50_s": 3.601574608683586,
            "p95_s": 6.347663775086403,
            "cost_usd_per_1000": 0.010741047514863846,
            "axes": {
              "intelligence": 69.21546018181057,
              "calibration": 50.05853564550486,
              "speed": 66.408936692801,
              "cost": 69.06860086708004
            },
            "jevbench_score": 63.138914223935
          }
        },
        {
          "threshold": 0.66,
          "public": {
            "n": 231,
            "escalation": 0.5151515151515151,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5930735930735931,
            "ece_hard": 0.37860938338325895,
            "calibration": 43.9495920718074,
            "p50_s": 2.278751590847969,
            "p95_s": 6.294179813563824,
            "cost_usd_per_1000": 0.010549064237884462,
            "axes": {
              "intelligence": 60.73104354354354,
              "calibration": 43.9495920718074,
              "speed": 68.43363869367877,
              "cost": 69.30358189159753
            },
            "jevbench_score": 59.648252735013784
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5478547854785478,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.7876712328767124,
              "hard": 0.43119266055045874
            },
            "accuracy": 0.66996699669967,
            "ece_hard": 0.314047865585559,
            "calibration": 50.91965682300321,
            "p50_s": 3.6074275016784667,
            "p95_s": 6.347663775086403,
            "cost_usd_per_1000": 0.011035719521390342,
            "axes": {
              "intelligence": 69.40724100372839,
              "calibration": 50.91965682300321,
              "speed": 66.401884732903,
              "cost": 68.71598037625057
            },
            "jevbench_score": 63.36976559305422
          }
        },
        {
          "threshold": 0.67,
          "public": {
            "n": 231,
            "escalation": 0.5194805194805194,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.38738738738738737
            },
            "accuracy": 0.5974025974025974,
            "ece_hard": 0.36897048698497237,
            "calibration": 44.91348171163606,
            "p50_s": 2.278751590847969,
            "p95_s": 6.294179813563824,
            "cost_usd_per_1000": 0.010613483875674887,
            "axes": {
              "intelligence": 61.10641891891892,
              "calibration": 44.91348171163606,
              "speed": 68.43363869367877,
              "cost": 69.22426106647993
            },
            "jevbench_score": 60.047907671667474
          },
          "heldout": {
            "n": 303,
            "escalation": 0.570957095709571,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.7876712328767124,
              "hard": 0.43119266055045874
            },
            "accuracy": 0.66996699669967,
            "ece_hard": 0.30234978797556067,
            "calibration": 52.08946458400304,
            "p50_s": 3.6074275016784667,
            "p95_s": 6.347663775086403,
            "cost_usd_per_1000": 0.011379503529004586,
            "axes": {
              "intelligence": 69.40724100372839,
              "calibration": 52.08946458400304,
              "speed": 66.401884732903,
              "cost": 68.31630055470595
            },
            "jevbench_score": 63.63775574776625
          }
        },
        {
          "threshold": 0.68,
          "public": {
            "n": 231,
            "escalation": 0.5238095238095238,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.38738738738738737
            },
            "accuracy": 0.5974025974025974,
            "ece_hard": 0.36897048698497237,
            "calibration": 44.91348171163606,
            "p50_s": 2.278751590847969,
            "p95_s": 6.294179813563824,
            "cost_usd_per_1000": 0.010677903513465311,
            "axes": {
              "intelligence": 61.10641891891892,
              "calibration": 44.91348171163606,
              "speed": 68.43363869367877,
              "cost": 69.14542023357794
            },
            "jevbench_score": 60.030802937397375
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5907590759075908,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.7945205479452054,
              "hard": 0.43119266055045874
            },
            "accuracy": 0.6732673267326733,
            "ece_hard": 0.3012427970078013,
            "calibration": 52.84134688972138,
            "p50_s": 3.6765943259000777,
            "p95_s": 6.354333575069905,
            "cost_usd_per_1000": 0.011674175535531081,
            "axes": {
              "intelligence": 69.59902182564619,
              "calibration": 52.84134688972138,
              "speed": 66.31484277710793,
              "cost": 67.98321342481537
            },
            "jevbench_score": 63.81126614940574
          }
        },
        {
          "threshold": 0.69,
          "public": {
            "n": 231,
            "escalation": 0.5238095238095238,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.38738738738738737
            },
            "accuracy": 0.5974025974025974,
            "ece_hard": 0.36897048698497237,
            "calibration": 44.91348171163606,
            "p50_s": 2.278751590847969,
            "p95_s": 6.294179813563824,
            "cost_usd_per_1000": 0.010677903513465311,
            "axes": {
              "intelligence": 61.10641891891892,
              "calibration": 44.91348171163606,
              "speed": 68.43363869367877,
              "cost": 69.14542023357794
            },
            "jevbench_score": 60.030802937397375
          },
          "heldout": {
            "n": 303,
            "escalation": 0.594059405940594,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.8013698630136986,
              "hard": 0.43119266055045874
            },
            "accuracy": 0.6765676567656765,
            "ece_hard": 0.3012427970078013,
            "calibration": 52.84134688972138,
            "p50_s": 3.770245724916458,
            "p95_s": 6.354333575069905,
            "cost_usd_per_1000": 0.01172328753661883,
            "axes": {
              "intelligence": 69.79080264756399,
              "calibration": 52.84134688972138,
              "speed": 66.20560334152425,
              "cost": 67.92851748878141
            },
            "jevbench_score": 63.816023509236025
          }
        },
        {
          "threshold": 0.7,
          "public": {
            "n": 231,
            "escalation": 0.5367965367965368,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6805555555555556,
              "hard": 0.3963963963963964
            },
            "accuracy": 0.6060606060606061,
            "ece_hard": 0.3623994737362539,
            "calibration": 45.570583036507905,
            "p50_s": 2.278751590847969,
            "p95_s": 6.306573109328747,
            "cost_usd_per_1000": 0.010871162426836585,
            "axes": {
              "intelligence": 62.02191775108443,
              "calibration": 45.570583036507905,
              "speed": 68.42509580464386,
              "cost": 68.91172046148834
            },
            "jevbench_score": 60.42053558440923
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6105610561056105,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.815068493150685,
              "hard": 0.44036697247706424
            },
            "accuracy": 0.6864686468646864,
            "ece_hard": 0.29900027540594065,
            "calibration": 53.06559904990745,
            "p50_s": 3.7860111236572265,
            "p95_s": 6.354333575069905,
            "cost_usd_per_1000": 0.011968847542057575,
            "axes": {
              "intelligence": 70.44959364919778,
              "calibration": 53.06559904990745,
              "speed": 66.18748104698007,
              "cost": 67.65842994951356
            },
            "jevbench_score": 63.96572595157775
          }
        },
        {
          "threshold": 0.71,
          "public": {
            "n": 231,
            "escalation": 0.5454545454545454,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6805555555555556,
              "hard": 0.3963963963963964
            },
            "accuracy": 0.6060606060606061,
            "ece_hard": 0.3623994737362539,
            "calibration": 45.570583036507905,
            "p50_s": 2.278751590847969,
            "p95_s": 6.306573109328747,
            "cost_usd_per_1000": 0.011000001702417432,
            "axes": {
              "intelligence": 62.02191775108443,
              "calibration": 45.570583036507905,
              "speed": 68.42509580464386,
              "cost": 68.75821742884295
            },
            "jevbench_score": 60.38686027896508
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6303630363036303,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.8287671232876712,
              "hard": 0.44954128440366975
            },
            "accuracy": 0.6963696369636964,
            "ece_hard": 0.2936481179759043,
            "calibration": 53.60081479291109,
            "p50_s": 3.7860111236572265,
            "p95_s": 6.354333575069905,
            "cost_usd_per_1000": 0.012263519548584071,
            "axes": {
              "intelligence": 71.10838465083157,
              "calibration": 53.60081479291109,
              "speed": 66.18748104698007,
              "cost": 67.34154616898917
            },
            "jevbench_score": 64.20040759236846
          }
        },
        {
          "threshold": 0.72,
          "public": {
            "n": 231,
            "escalation": 0.5497835497835498,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6805555555555556,
              "hard": 0.3963963963963964
            },
            "accuracy": 0.6060606060606061,
            "ece_hard": 0.36448008532948317,
            "calibration": 45.362521877184975,
            "p50_s": 2.2860569298267364,
            "p95_s": 6.306573109328747,
            "cost_usd_per_1000": 0.011064421340207858,
            "axes": {
              "intelligence": 62.02191775108443,
              "calibration": 45.362521877184975,
              "speed": 68.41119523860212,
              "cost": 68.68213883120552
            },
            "jevbench_score": 60.29806042756017
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6501650165016502,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.8287671232876712,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.6996699669966997,
            "ece_hard": 0.286780234977849,
            "calibration": 54.287603092716616,
            "p50_s": 3.7948069512844085,
            "p95_s": 6.354333575069905,
            "cost_usd_per_1000": 0.012558191555110567,
            "axes": {
              "intelligence": 71.38361400862973,
              "calibration": 54.287603092716616,
              "speed": 66.17740302880658,
              "cost": 67.03218690279971
            },
            "jevbench_score": 64.3906896892996
          }
        },
        {
          "threshold": 0.73,
          "public": {
            "n": 231,
            "escalation": 0.5584415584415584,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6805555555555556,
              "hard": 0.3963963963963964
            },
            "accuracy": 0.6103896103896104,
            "ece_hard": 0.36448008532948317,
            "calibration": 45.362521877184975,
            "p50_s": 2.303595685958862,
            "p95_s": 6.306573109328747,
            "cost_usd_per_1000": 0.011193260615788705,
            "axes": {
              "intelligence": 62.42701034367702,
              "calibration": 45.362521877184975,
              "speed": 68.37800308781343,
              "cost": 68.53130152969055
            },
            "jevbench_score": 60.35576796415074
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6666666666666666,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.8424657534246576,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7095709570957096,
            "ece_hard": 0.286780234977849,
            "calibration": 54.287603092716616,
            "p50_s": 3.7948069512844085,
            "p95_s": 6.354333575069905,
            "cost_usd_per_1000": 0.012803751560549312,
            "axes": {
              "intelligence": 72.35050898579867,
              "calibration": 54.287603092716616,
              "speed": 66.17740302880658,
              "cost": 66.77988284026382
            },
            "jevbench_score": 64.54675413000612
          }
        },
        {
          "threshold": 0.74,
          "public": {
            "n": 231,
            "escalation": 0.5627705627705628,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6944444444444444,
              "hard": 0.3963963963963964
            },
            "accuracy": 0.6147186147186147,
            "ece_hard": 0.36448008532948317,
            "calibration": 45.362521877184975,
            "p50_s": 2.303595685958862,
            "p95_s": 6.306573109328747,
            "cost_usd_per_1000": 0.01125768025357913,
            "axes": {
              "intelligence": 62.96713380046714,
              "calibration": 45.362521877184975,
              "speed": 68.37800308781343,
              "cost": 68.45653271667231
            },
            "jevbench_score": 60.469392700202526
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6897689768976898,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.8561643835616438,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7161716171617162,
            "ece_hard": 0.28937399147374365,
            "calibration": 54.02822744312715,
            "p50_s": 3.8325090944766997,
            "p95_s": 6.439382283389567,
            "cost_usd_per_1000": 0.013147535568163558,
            "axes": {
              "intelligence": 72.73407062963429,
              "calibration": 54.02822744312715,
              "speed": 66.07672597511777,
              "cost": 66.43466936834726
            },
            "jevbench_score": 64.44666923595815
          }
        },
        {
          "threshold": 0.75,
          "public": {
            "n": 231,
            "escalation": 0.5844155844155844,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6944444444444444,
              "hard": 0.3963963963963964
            },
            "accuracy": 0.6147186147186147,
            "ece_hard": 0.3663017153563263,
            "calibration": 45.18035887450067,
            "p50_s": 2.329591715335846,
            "p95_s": 6.306573109328747,
            "cost_usd_per_1000": 0.011579778442531252,
            "axes": {
              "intelligence": 62.96713380046714,
              "calibration": 45.18035887450067,
              "speed": 68.32926752152372,
              "cost": 68.08899249832639
            },
            "jevbench_score": 60.316595269875044
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7029702970297029,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.8561643835616438,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7161716171617162,
            "ece_hard": 0.2916962453815573,
            "calibration": 53.796002052345784,
            "p50_s": 3.8417299330234527,
            "p95_s": 6.439382283389567,
            "cost_usd_per_1000": 0.013343983572514553,
            "axes": {
              "intelligence": 72.73407062963429,
              "calibration": 53.796002052345784,
              "speed": 66.06628960165551,
              "cost": 66.24143504069251
            },
            "jevbench_score": 64.32790179954836
          }
        },
        {
          "threshold": 0.76,
          "public": {
            "n": 231,
            "escalation": 0.5974025974025974,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6944444444444444,
              "hard": 0.38738738738738737
            },
            "accuracy": 0.6103896103896104,
            "ece_hard": 0.3748387374340414,
            "calibration": 44.32665666672916,
            "p50_s": 2.348108598589897,
            "p95_s": 6.33516194075346,
            "cost_usd_per_1000": 0.011773037355902525,
            "axes": {
              "intelligence": 62.591758425091754,
              "calibration": 44.32665666672916,
              "speed": 68.27524100216114,
              "cost": 67.8733443388256
            },
            "jevbench_score": 59.880601584115546
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7227722772277227,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.8561643835616438,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7161716171617162,
            "ece_hard": 0.2951042370515884,
            "calibration": 53.45520288534267,
            "p50_s": 3.8417299330234527,
            "p95_s": 6.439382283389567,
            "cost_usd_per_1000": 0.013638655579041049,
            "axes": {
              "intelligence": 72.73407062963429,
              "calibration": 53.45520288534267,
              "speed": 66.06628960165551,
              "cost": 65.95685313535775
            },
            "jevbench_score": 64.15668710482123
          }
        },
        {
          "threshold": 0.77,
          "public": {
            "n": 231,
            "escalation": 0.6190476190476191,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6944444444444444,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.6190476190476191,
            "ece_hard": 0.3620531703444751,
            "calibration": 45.605213375685786,
            "p50_s": 2.354624429345131,
            "p95_s": 6.33516194075346,
            "cost_usd_per_1000": 0.012095135544854646,
            "axes": {
              "intelligence": 63.34250917584251,
              "calibration": 45.605213375685786,
              "speed": 68.26320633578305,
              "cost": 67.52167780983797
            },
            "jevbench_score": 60.40667286512095
          },
          "heldout": {
            "n": 303,
            "escalation": 0.735973597359736,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.8561643835616438,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7161716171617162,
            "ece_hard": 0.2951042370515884,
            "calibration": 53.45520288534267,
            "p50_s": 3.901866951584816,
            "p95_s": 6.439382283389567,
            "cost_usd_per_1000": 0.013835103583392048,
            "axes": {
              "intelligence": 72.73407062963429,
              "calibration": 53.45520288534267,
              "speed": 65.9988333515933,
              "cost": 65.77052754846895
            },
            "jevbench_score": 64.094957669654
          }
        },
        {
          "threshold": 0.78,
          "public": {
            "n": 231,
            "escalation": 0.6406926406926406,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6944444444444444,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.6190476190476191,
            "ece_hard": 0.3620848134082179,
            "calibration": 45.602049069311505,
            "p50_s": 2.373017871379852,
            "p95_s": 6.363939964771271,
            "cost_usd_per_1000": 0.012417233733806767,
            "axes": {
              "intelligence": 63.34250917584251,
              "calibration": 45.602049069311505,
              "speed": 68.20972917056687,
              "cost": 67.17925431790428
            },
            "jevbench_score": 60.31707615927486
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7557755775577558,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.863013698630137,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7194719471947195,
            "ece_hard": 0.2990730517728271,
            "calibration": 53.058321413218806,
            "p50_s": 3.9898528546094894,
            "p95_s": 6.439382283389567,
            "cost_usd_per_1000": 0.014129775589918544,
            "axes": {
              "intelligence": 72.9258514515521,
              "calibration": 53.058321413218806,
              "speed": 65.90198912369321,
              "cost": 65.49594206775765
            },
            "jevbench_score": 63.9273913487069
          }
        },
        {
          "threshold": 0.79,
          "public": {
            "n": 231,
            "escalation": 0.645021645021645,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.6233766233766234,
            "ece_hard": 0.3620848134082179,
            "calibration": 45.602049069311505,
            "p50_s": 2.373017871379852,
            "p95_s": 6.363939964771271,
            "cost_usd_per_1000": 0.012481653371597193,
            "axes": {
              "intelligence": 63.882632632632635,
              "calibration": 45.602049069311505,
              "speed": 68.20972917056687,
              "cost": 67.11183647181663
            },
            "jevbench_score": 60.43007771956622
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7755775577557755,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.8698630136986302,
              "hard": 0.44954128440366975
            },
            "accuracy": 0.7194719471947195,
            "ece_hard": 0.29634878147891763,
            "calibration": 53.33074844260975,
            "p50_s": 3.9898528546094894,
            "p95_s": 6.439382283389567,
            "cost_usd_per_1000": 0.014424447596445037,
            "axes": {
              "intelligence": 72.84240291567174,
              "calibration": 53.33074844260975,
              "speed": 65.90198912369321,
              "cost": 65.22702429229221
            },
            "jevbench_score": 63.925187114292015
          }
        },
        {
          "threshold": 0.8,
          "public": {
            "n": 231,
            "escalation": 0.658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.6233766233766234,
            "ece_hard": 0.3620848134082179,
            "calibration": 45.602049069311505,
            "p50_s": 2.3767098128795623,
            "p95_s": 6.363939964771271,
            "cost_usd_per_1000": 0.012674912284968465,
            "axes": {
              "intelligence": 63.882632632632635,
              "calibration": 45.602049069311505,
              "speed": 68.20297766711094,
              "cost": 66.9116511238293
            },
            "jevbench_score": 60.38346927428058
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7821782178217822,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.8698630136986302,
              "hard": 0.44036697247706424
            },
            "accuracy": 0.7161716171617162,
            "ece_hard": 0.3047291753619841,
            "calibration": 52.492709054303106,
            "p50_s": 3.9898528546094894,
            "p95_s": 6.439382283389567,
            "cost_usd_per_1000": 0.014522671598620536,
            "axes": {
              "intelligence": 72.56717355787357,
              "calibration": 52.492709054303106,
              "speed": 65.90198912369321,
              "cost": 65.13860449707128
            },
            "jevbench_score": 63.590763878139526
          }
        },
        {
          "threshold": 0.81,
          "public": {
            "n": 231,
            "escalation": 0.6623376623376623,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "hard": 0.4144144144144144
            },
            "accuracy": 0.6277056277056277,
            "ece_hard": 0.3527412921006078,
            "calibration": 46.53640120007252,
            "p50_s": 2.3767098128795623,
            "p95_s": 6.363939964771271,
            "cost_usd_per_1000": 0.01273933192275889,
            "axes": {
              "intelligence": 64.25800800800802,
              "calibration": 46.53640120007252,
              "speed": 68.20297766711094,
              "cost": 66.8456004014651
            },
            "jevbench_score": 60.76437767728607
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7887788778877888,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.8698630136986302,
              "hard": 0.44036697247706424
            },
            "accuracy": 0.7161716171617162,
            "ece_hard": 0.3055715283078543,
            "calibration": 51.97922894770437,
            "p50_s": 3.9908935219049453,
            "p95_s": 6.439382283389567,
            "cost_usd_per_1000": 0.014620895600796035,
            "axes": {
              "intelligence": 72.56717355787357,
              "calibration": 51.97922894770437,
              "speed": 65.90085650765668,
              "cost": 65.05078071757433
            },
            "jevbench_score": 63.41301513076184
          }
        },
        {
          "threshold": 0.82,
          "public": {
            "n": 231,
            "escalation": 0.670995670995671,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.4144144144144144
            },
            "accuracy": 0.6320346320346321,
            "ece_hard": 0.3527412921006078,
            "calibration": 46.53640120007252,
            "p50_s": 2.3767098128795623,
            "p95_s": 6.363939964771271,
            "cost_usd_per_1000": 0.012868171198339738,
            "axes": {
              "intelligence": 64.79813146479813,
              "calibration": 46.53640120007252,
              "speed": 68.20297766711094,
              "cost": 66.71449509614288
            },
            "jevbench_score": 60.8617876259806
          },
          "heldout": {
            "n": 303,
            "escalation": 0.801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.8767123287671232,
              "hard": 0.44036697247706424
            },
            "accuracy": 0.7194719471947195,
            "ece_hard": 0.3055715283078543,
            "calibration": 51.97922894770437,
            "p50_s": 4.0156786233186725,
            "p95_s": 6.439382283389567,
            "cost_usd_per_1000": 0.014817343605147032,
            "axes": {
              "intelligence": 72.75895437979139,
              "calibration": 51.97922894770437,
              "speed": 65.87396842880045,
              "cost": 64.8768894393481
            },
            "jevbench_score": 63.4059526679077
          }
        },
        {
          "threshold": 0.83,
          "public": {
            "n": 231,
            "escalation": 0.696969696969697,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.43243243243243246
            },
            "accuracy": 0.645021645021645,
            "ece_hard": 0.344508459972221,
            "calibration": 47.35968441291119,
            "p50_s": 2.452158460021019,
            "p95_s": 6.363939964771271,
            "cost_usd_per_1000": 0.013254689025082284,
            "axes": {
              "intelligence": 66.08900567233901,
              "calibration": 47.35968441291119,
              "speed": 68.06725394855856,
              "cost": 66.32891371037113
            },
            "jevbench_score": 61.311901185297984
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8250825082508251,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.8767123287671232,
              "hard": 0.44954128440366975
            },
            "accuracy": 0.7227722772277227,
            "ece_hard": 0.2979171328644482,
            "calibration": 52.74466849204498,
            "p50_s": 4.0156786233186725,
            "p95_s": 6.439382283389567,
            "cost_usd_per_1000": 0.015161127612761276,
            "axes": {
              "intelligence": 73.03418373758956,
              "calibration": 52.74466849204498,
              "speed": 65.87396842880045,
              "cost": 64.5780549021715
            },
            "jevbench_score": 63.62471991284887
          }
        },
        {
          "threshold": 0.84,
          "public": {
            "n": 231,
            "escalation": 0.7056277056277056,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.43243243243243246
            },
            "accuracy": 0.645021645021645,
            "ece_hard": 0.3436231911774825,
            "calibration": 47.44821129238504,
            "p50_s": 2.454006576538086,
            "p95_s": 6.363939964771271,
            "cost_usd_per_1000": 0.013383528300663132,
            "axes": {
              "intelligence": 66.08900567233901,
              "calibration": 47.44821129238504,
              "speed": 68.06398203725,
              "cost": 66.20288135151287
            },
            "jevbench_score": 61.31063681387088
          },
          "heldout": {
            "n": 303,
            "escalation": 0.834983498349835,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.8767123287671232,
              "hard": 0.44954128440366975
            },
            "accuracy": 0.7227722772277227,
            "ece_hard": 0.29816734076807394,
            "calibration": 52.719647701682405,
            "p50_s": 4.045683214068413,
            "p95_s": 6.439382283389567,
            "cost_usd_per_1000": 0.015308463616024524,
            "axes": {
              "intelligence": 73.03418373758956,
              "calibration": 52.719647701682405,
              "speed": 65.84163918063668,
              "cost": 64.45205180987716
            },
            "jevbench_score": 63.578315228125355
          }
        },
        {
          "threshold": 0.85,
          "public": {
            "n": 231,
            "escalation": 0.70995670995671,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.42342342342342343
            },
            "accuracy": 0.6406926406926406,
            "ece_hard": 0.353057868549805,
            "calibration": 46.5047435551528,
            "p50_s": 2.455227532982826,
            "p95_s": 6.363939964771271,
            "cost_usd_per_1000": 0.013447947938453558,
            "axes": {
              "intelligence": 65.71363029696364,
              "calibration": 46.5047435551528,
              "speed": 68.0618218035121,
              "cost": 66.1403194259766
            },
            "jevbench_score": 60.90187210255751
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8481848184818482,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.8767123287671232,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7260726072607261,
            "ece_hard": 0.29130706688478036,
            "calibration": 53.40567509001176,
            "p50_s": 4.045683214068413,
            "p95_s": 6.439382283389567,
            "cost_usd_per_1000": 0.015504911620375521,
            "axes": {
              "intelligence": 73.30941309538773,
              "calibration": 53.40567509001176,
              "speed": 65.84163918063668,
              "cost": 64.28592114831261
            },
            "jevbench_score": 63.802972789940426
          }
        },
        {
          "threshold": 0.86,
          "public": {
            "n": 231,
            "escalation": 0.7229437229437229,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.43243243243243246
            },
            "accuracy": 0.645021645021645,
            "ece_hard": 0.34592149106346004,
            "calibration": 47.2183813037873,
            "p50_s": 2.455227532982826,
            "p95_s": 6.363939964771271,
            "cost_usd_per_1000": 0.013641206851824829,
            "axes": {
              "intelligence": 66.08900567233901,
              "calibration": 47.2183813037873,
              "speed": 68.0618218035121,
              "cost": 65.95441616479488
            },
            "jevbench_score": 61.17823461798865
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8547854785478548,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.8767123287671232,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7260726072607261,
            "ece_hard": 0.292412594561354,
            "calibration": 52.6926097386218,
            "p50_s": 4.045683214068413,
            "p95_s": 6.439382283389567,
            "cost_usd_per_1000": 0.01560313562255102,
            "axes": {
              "intelligence": 73.30941309538773,
              "calibration": 52.6926097386218,
              "speed": 65.84163918063668,
              "cost": 64.20364349796357
            },
            "jevbench_score": 63.56856973149936
          }
        },
        {
          "threshold": 0.87,
          "public": {
            "n": 231,
            "escalation": 0.7532467532467533,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.6536796536796536,
            "ece_hard": 0.3296631188227249,
            "calibration": 48.844218527860804,
            "p50_s": 2.5032336354255675,
            "p95_s": 6.363939964771271,
            "cost_usd_per_1000": 0.0140921443163578,
            "axes": {
              "intelligence": 66.83975642308977,
              "calibration": 48.844218527860804,
              "speed": 67.97772540290194,
              "cost": 65.53068753694161
            },
            "jevbench_score": 61.75396457473737
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8646864686468647,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.8767123287671232,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7260726072607261,
            "ece_hard": 0.292412594561354,
            "calibration": 52.6926097386218,
            "p50_s": 4.045683214068413,
            "p95_s": 6.439382283389567,
            "cost_usd_per_1000": 0.015750471625814267,
            "axes": {
              "intelligence": 73.30941309538773,
              "calibration": 52.6926097386218,
              "speed": 65.84163918063668,
              "cost": 64.08119312018945
            },
            "jevbench_score": 63.53823824124748
          }
        },
        {
          "threshold": 0.88,
          "public": {
            "n": 231,
            "escalation": 0.7792207792207793,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.32237931463632497,
            "calibration": 49.572598946500804,
            "p50_s": 2.5032336354255675,
            "p95_s": 6.363939964771271,
            "cost_usd_per_1000": 0.014478662143100346,
            "axes": {
              "intelligence": 67.37987987987988,
              "calibration": 49.572598946500804,
              "speed": 67.97772540290194,
              "cost": 65.17814697851452
            },
            "jevbench_score": 62.02405265355474
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8712871287128713,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.8767123287671232,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7260726072607261,
            "ece_hard": 0.292412594561354,
            "calibration": 52.6926097386218,
            "p50_s": 4.045683214068413,
            "p95_s": 6.439382283389567,
            "cost_usd_per_1000": 0.015848695627989764,
            "axes": {
              "intelligence": 73.30941309538773,
              "calibration": 52.6926097386218,
              "speed": 65.84163918063668,
              "cost": 64.00019425236528
            },
            "jevbench_score": 63.51815057444979
          }
        },
        {
          "threshold": 0.89,
          "public": {
            "n": 231,
            "escalation": 0.7878787878787878,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.32237931463632497,
            "calibration": 49.572598946500804,
            "p50_s": 2.5032336354255675,
            "p95_s": 6.363939964771271,
            "cost_usd_per_1000": 0.014607501418681194,
            "axes": {
              "intelligence": 67.37987987987988,
              "calibration": 49.572598946500804,
              "speed": 67.97772540290194,
              "cost": 65.0627218851698
            },
            "jevbench_score": 61.99657453530272
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8877887788778878,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7293729372937293,
            "ece_hard": 0.292412594561354,
            "calibration": 52.6926097386218,
            "p50_s": 4.048538202047348,
            "p95_s": 6.439382283389567,
            "cost_usd_per_1000": 0.01609425563342851,
            "axes": {
              "intelligence": 74.47607976205437,
              "calibration": 52.6926097386218,
              "speed": 65.83857549973933,
              "cost": 63.799873144877935
            },
            "jevbench_score": 63.71866813949218
          }
        },
        {
          "threshold": 0.9,
          "public": {
            "n": 231,
            "escalation": 0.8008658008658008,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.3137055500866056,
            "calibration": 50.439975401472736,
            "p50_s": 2.5121211051940917,
            "p95_s": 6.363939964771271,
            "cost_usd_per_1000": 0.014800760332052467,
            "axes": {
              "intelligence": 67.75525525525525,
              "calibration": 50.439975401472736,
              "speed": 67.96233353804574,
              "cost": 64.89147921477343
            },
            "jevbench_score": 62.3079484698159
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9042904290429042,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2841529622766471,
            "calibration": 53.51857296709248,
            "p50_s": 4.074841046333313,
            "p95_s": 6.448686248064041,
            "cost_usd_per_1000": 0.016339815638867255,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 53.51857296709248,
              "speed": 65.80418080342096,
              "cost": 63.60258543681494
            },
            "jevbench_score": 63.96801822249045
          }
        },
        {
          "threshold": 0.91,
          "public": {
            "n": 231,
            "escalation": 0.8138528138528138,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.3137055500866056,
            "calibration": 50.439975401472736,
            "p50_s": 2.5121211051940917,
            "p95_s": 6.363939964771271,
            "cost_usd_per_1000": 0.01499401924542374,
            "axes": {
              "intelligence": 68.29537871204539,
              "calibration": 50.439975401472736,
              "speed": 67.96233353804574,
              "cost": 64.72245808165604
            },
            "jevbench_score": 62.391060436713175
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9108910891089109,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2841529622766471,
            "calibration": 53.51857296709248,
            "p50_s": 4.074841046333313,
            "p95_s": 6.448686248064041,
            "cost_usd_per_1000": 0.016438039641042755,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 53.51857296709248,
              "speed": 65.80418080342096,
              "cost": 63.524499297021315
            },
            "jevbench_score": 63.94837547956297
          }
        },
        {
          "threshold": 0.92,
          "public": {
            "n": 231,
            "escalation": 0.8225108225108225,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.3140483466940957,
            "calibration": 50.21544351879295,
            "p50_s": 2.5121211051940917,
            "p95_s": 6.363939964771271,
            "cost_usd_per_1000": 0.015122858521004588,
            "axes": {
              "intelligence": 68.29537871204539,
              "calibration": 50.21544351879295,
              "speed": 67.96233353804574,
              "cost": 64.61098332345134
            },
            "jevbench_score": 62.294659073623656
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9207920792079208,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2831849941810952,
            "calibration": 53.61536977664767,
            "p50_s": 4.074841046333313,
            "p95_s": 6.448686248064041,
            "cost_usd_per_1000": 0.016585375644306004,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 53.61536977664767,
              "speed": 65.80418080342096,
              "cost": 63.40824062924588
            },
            "jevbench_score": 63.947979141555464
          }
        },
        {
          "threshold": 0.93,
          "public": {
            "n": 231,
            "escalation": 0.8398268398268398,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.3140483466940957,
            "calibration": 50.21544351879295,
            "p50_s": 2.5121211051940917,
            "p95_s": 6.363939964771271,
            "cost_usd_per_1000": 0.015380537072166285,
            "axes": {
              "intelligence": 68.29537871204539,
              "calibration": 50.21544351879295,
              "speed": 67.96233353804574,
              "cost": 64.39085497490802
            },
            "jevbench_score": 62.24153197989953
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9240924092409241,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2831849941810952,
            "calibration": 53.61536977664767,
            "p50_s": 4.074841046333313,
            "p95_s": 6.448686248064041,
            "cost_usd_per_1000": 0.016634487645393752,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 53.61536977664767,
              "speed": 65.80418080342096,
              "cost": 63.36971713547787
            },
            "jevbench_score": 63.938264075303806
          }
        },
        {
          "threshold": 0.94,
          "public": {
            "n": 231,
            "escalation": 0.8528138528138528,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.3140483466940957,
            "calibration": 50.21544351879295,
            "p50_s": 2.5972673535346984,
            "p95_s": 6.380025783181191,
            "cost_usd_per_1000": 0.015573795985537557,
            "axes": {
              "intelligence": 68.29537871204539,
              "calibration": 50.21544351879295,
              "speed": 67.80660909517864,
              "cost": 64.22816556391476
            },
            "jevbench_score": 62.16651777969932
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9405940594059405,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 4.078099781274796,
            "p95_s": 6.448686248064041,
            "cost_usd_per_1000": 0.016880047650832498,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 65.80070904836137,
              "cost": 63.178789952049534
            },
            "jevbench_score": 64.34780395963587
          }
        },
        {
          "threshold": 0.95,
          "public": {
            "n": 231,
            "escalation": 0.8614718614718615,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.3140483466940957,
            "calibration": 50.21544351879295,
            "p50_s": 2.612508574128151,
            "p95_s": 6.380025783181191,
            "cost_usd_per_1000": 0.015702635261118408,
            "axes": {
              "intelligence": 67.75525525525525,
              "calibration": 50.21544351879295,
              "speed": 67.78119841734227,
              "cost": 64.12082370799975
            },
            "jevbench_score": 62.01148850389215
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9471947194719472,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 4.078099781274796,
            "p95_s": 6.448686248064041,
            "cost_usd_per_1000": 0.016978271653007998,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 65.80070904836137,
              "cost": 63.10319565909655
            },
            "jevbench_score": 64.32854705846903
          }
        },
        {
          "threshold": 0.96,
          "public": {
            "n": 231,
            "escalation": 0.8874458874458875,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.612508574128151,
            "p95_s": 6.380025783181191,
            "cost_usd_per_1000": 0.016089153087860953,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 67.78119841734227,
              "cost": 63.8040044799172
            },
            "jevbench_score": 62.22210297988559
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 4.078099781274796,
            "p95_s": 6.448686248064041,
            "cost_usd_per_1000": 0.017076495655183495,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 65.80070904836137,
              "cost": 63.02803744108303
            },
            "jevbench_score": 64.30938408331077
          }
        },
        {
          "threshold": 0.97,
          "public": {
            "n": 231,
            "escalation": 0.8961038961038961,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.612508574128151,
            "p95_s": 6.380025783181191,
            "cost_usd_per_1000": 0.0162179923634418,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 67.78119841734227,
              "cost": 63.700087252408444
            },
            "jevbench_score": 62.19675229309993
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9603960396039604,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 4.078099781274796,
            "p95_s": 6.448686248064041,
            "cost_usd_per_1000": 0.01717471965735899,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 65.80070904836137,
              "cost": 62.9533102957479
            },
            "jevbench_score": 64.29031401944931
          }
        },
        {
          "threshold": 0.98,
          "public": {
            "n": 231,
            "escalation": 0.9090909090909091,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.612508574128151,
            "p95_s": 6.380025783181191,
            "cost_usd_per_1000": 0.016411251276813074,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 67.78119841734227,
              "cost": 63.545749146290056
            },
            "jevbench_score": 62.15904409087975
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9702970297029703,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 4.078099781274796,
            "p95_s": 6.448686248064041,
            "cost_usd_per_1000": 0.01732205566062224,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 65.80070904836137,
              "cost": 62.842017106703196
            },
            "jevbench_score": 64.2618809537461
          }
        },
        {
          "threshold": 0.99,
          "public": {
            "n": 231,
            "escalation": 0.9393939393939394,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.612508574128151,
            "p95_s": 6.380025783181191,
            "cost_usd_per_1000": 0.016862188741346044,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 67.78119841734227,
              "cost": 63.192581616259694
            },
            "jevbench_score": 62.072498345019405
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9834983498349835,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 4.078099781274796,
            "p95_s": 6.448686248064041,
            "cost_usd_per_1000": 0.017518503664973237,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 65.80070904836137,
              "cost": 62.695089749486314
            },
            "jevbench_score": 64.2242862107767
          }
        },
        {
          "threshold": 1.0,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.612508574128151,
            "p95_s": 6.380025783181191,
            "cost_usd_per_1000": 0.017764063670411983,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 67.78119841734227,
              "cost": 62.513730366585
            },
            "jevbench_score": 61.90511787422022
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 4.078099781274796,
            "p95_s": 6.448686248064041,
            "cost_usd_per_1000": 0.017764063670411983,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 65.80070904836137,
              "cost": 62.513730366585
            },
            "jevbench_score": 64.17779001235962
          }
        }
      ]
    },
    {
      "cheap": "openjev-verdict-1.4",
      "backend": "system-one-open",
      "chosen": {
        "threshold": 0.72,
        "public": {
          "n": 231,
          "escalation": 0.8225108225108225,
          "tiers": {
            "easy": 1.0,
            "standard": 0.7638888888888888,
            "hard": 0.4594594594594595
          },
          "accuracy": 0.6666666666666666,
          "ece_hard": 0.3121943049912075,
          "calibration": 50.40084768908178,
          "p50_s": 1.9963175445795058,
          "p95_s": 3.618648448586464,
          "cost_usd_per_1000": 0.016112652528495225,
          "axes": {
            "intelligence": 68.29537871204539,
            "calibration": 50.40084768908178,
            "speed": 71.41223982947865,
            "cost": 63.784988752671616
          },
          "jevbench_score": 62.92599249634102
        },
        "heldout": {
          "n": 303,
          "escalation": 0.9207920792079208,
          "tiers": {
            "easy": 1.0,
            "standard": 0.7916666666666666,
            "judge": 0.8767123287671232,
            "hard": 0.46788990825688076
          },
          "accuracy": 0.7326732673267327,
          "ece_hard": 0.2819824452550945,
          "calibration": 54.996510695630185,
          "p50_s": 2.5588221192359923,
          "p95_s": 3.646907018125056,
          "cost_usd_per_1000": 0.01757516965179664,
          "axes": {
            "intelligence": 74.75130911985254,
            "calibration": 54.996510695630185,
            "speed": 70.30035213121674,
            "cost": 62.65301422227372
          },
          "jevbench_score": 65.23239926177158
        }
      },
      "full": {
        "tiers": {
          "easy": 1.0,
          "standard": 0.7708333333333334,
          "judge": 0.8767123287671232,
          "hard": 0.4636363636363636
        },
        "accuracy": 0.704119850187266,
        "ece_hard": 0.2851988323204039,
        "calibration": 53.8876334726307,
        "p50_s": 2.3431415051221847,
        "p95_s": 3.632843355834483,
        "cost_usd_per_1000": 0.01694250775014378,
        "axes": {
          "intelligence": 74.0403694479037,
          "calibration": 53.8876334726307,
          "speed": 70.69954811075735,
          "cost": 63.13066921075514
        },
        "jevbench_score": 64.96114631290207
      },
      "full_escalation": 0.8782771535580525,
      "backend_heldout_accuracy": 0.7326732673267327,
      "useful": false,
      "curve": [
        {
          "threshold": 0.0,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.01,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.02,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.03,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.04,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.05,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.06,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.07,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.08,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.09,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.1,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.11,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.12,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.13,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.14,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.15,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.16,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.17,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.18,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.19,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.2,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.21,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.22,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.23,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.24,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12789820038745092,
            "calibration": 73.60171553017571,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6338174432516097,
            "cost_usd_per_1000": 0.003937340986105031,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.60171553017571,
              "speed": 79.53048883940582,
              "cost": 82.14390916941598
            },
            "jevbench_score": 71.08206322195157
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.25,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.13448113286469693,
            "calibration": 72.94342228245111,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6590973153710364,
            "cost_usd_per_1000": 0.004001760623895455,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 72.94342228245111,
              "speed": 79.46380551799933,
              "cost": 81.93246680255761
            },
            "jevbench_score": 70.86204273237155
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.26,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.13448113286469693,
            "calibration": 72.94342228245111,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6590973153710364,
            "cost_usd_per_1000": 0.004001760623895455,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 72.94342228245111,
              "speed": 79.46380551799933,
              "cost": 81.93246680255761
            },
            "jevbench_score": 70.86204273237155
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5684931506849316,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.504950495049505,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9941574066877361,
            "cost_usd_per_1000": 0.003922033349402356,
            "axes": {
              "intelligence": 51.151753173306524,
              "calibration": 70.2289302105776,
              "speed": 76.12358067087503,
              "cost": 82.19466153422471
            },
            "jevbench_score": 68.85489953862414
          }
        },
        {
          "threshold": 0.27,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.13448113286469693,
            "calibration": 72.94342228245111,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6590973153710364,
            "cost_usd_per_1000": 0.004001760623895455,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 72.94342228245111,
              "speed": 79.46380551799933,
              "cost": 81.93246680255761
            },
            "jevbench_score": 70.86204273237155
          },
          "heldout": {
            "n": 303,
            "escalation": 0.006600660066006601,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5684931506849316,
              "hard": 0.3669724770642202
            },
            "accuracy": 0.5082508250825083,
            "ece_hard": 0.1447057595981996,
            "calibration": 70.54044148223348,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9994657054543494,
            "cost_usd_per_1000": 0.003971145350490105,
            "axes": {
              "intelligence": 51.42698253110469,
              "calibration": 70.54044148223348,
              "speed": 76.11203543410345,
              "cost": 82.03252650245867
            },
            "jevbench_score": 68.98698420900178
          }
        },
        {
          "threshold": 0.28,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.13448113286469693,
            "calibration": 72.94342228245111,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6590973153710364,
            "cost_usd_per_1000": 0.004001760623895455,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 72.94342228245111,
              "speed": 79.46380551799933,
              "cost": 81.93246680255761
            },
            "jevbench_score": 70.86204273237155
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5684931506849316,
              "hard": 0.3761467889908257
            },
            "accuracy": 0.5115511551155115,
            "ece_hard": 0.14626770082509608,
            "calibration": 70.38424735954382,
            "p50_s": 1.234055870771408,
            "p95_s": 2.052325816452502,
            "cost_usd_per_1000": 0.004069369352665604,
            "axes": {
              "intelligence": 51.70221188890286,
              "calibration": 70.38424735954382,
              "speed": 75.96418869344052,
              "cost": 81.71418670023807
            },
            "jevbench_score": 68.94023192956884
          }
        },
        {
          "threshold": 0.29,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.13943728824951312,
            "calibration": 72.4478067439695,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6796640172600745,
            "cost_usd_per_1000": 0.004130599899476304,
            "axes": {
              "intelligence": 53.46909409409409,
              "calibration": 72.4478067439695,
              "speed": 79.41029993775524,
              "cost": 81.51960609598103
            },
            "jevbench_score": 70.76471213324649
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5684931506849316,
              "hard": 0.3853211009174312
            },
            "accuracy": 0.5148514851485149,
            "ece_hard": 0.14364276185220282,
            "calibration": 71.36763890847877,
            "p50_s": 1.234055870771408,
            "p95_s": 2.0718681916594504,
            "cost_usd_per_1000": 0.0041675933548411025,
            "axes": {
              "intelligence": 51.97744124670103,
              "calibration": 71.36763890847877,
              "speed": 75.92303054607518,
              "cost": 81.40343989349357
            },
            "jevbench_score": 69.19634087316626
          }
        },
        {
          "threshold": 0.3,
          "public": {
            "n": 231,
            "escalation": 0.030303030303030304,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.13731067773900893,
            "calibration": 72.66046779501991,
            "p50_s": 0.6859634757041931,
            "p95_s": 1.6896898761391639,
            "cost_usd_per_1000": 0.004323858812847577,
            "axes": {
              "intelligence": 53.46909409409409,
              "calibration": 72.66046779501991,
              "speed": 79.35892005809262,
              "cost": 80.92385486572203
            },
            "jevbench_score": 70.67540922677235
          },
          "heldout": {
            "n": 303,
            "escalation": 0.033003300330033,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.5821917808219178,
              "hard": 0.3944954128440367
            },
            "accuracy": 0.528052805280528,
            "ece_hard": 0.13722799849790074,
            "calibration": 72.00911524390898,
            "p50_s": 1.2723965734243392,
            "p95_s": 2.1154292389750475,
            "cost_usd_per_1000": 0.004364041359192099,
            "axes": {
              "intelligence": 53.219565581668135,
              "calibration": 72.00911524390898,
              "speed": 75.69979006345216,
              "cost": 80.80333426416219
            },
            "jevbench_score": 69.5818048074503
          }
        },
        {
          "threshold": 0.31,
          "public": {
            "n": 231,
            "escalation": 0.030303030303030304,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.13731067773900893,
            "calibration": 72.66046779501991,
            "p50_s": 0.6859634757041931,
            "p95_s": 1.6896898761391639,
            "cost_usd_per_1000": 0.004323858812847577,
            "axes": {
              "intelligence": 53.46909409409409,
              "calibration": 72.66046779501991,
              "speed": 79.35892005809262,
              "cost": 80.92385486572203
            },
            "jevbench_score": 70.67540922677235
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.5958904109589042,
              "hard": 0.3944954128440367
            },
            "accuracy": 0.5346534653465347,
            "ece_hard": 0.13731915431670194,
            "calibration": 71.99999966202884,
            "p50_s": 1.2723965734243392,
            "p95_s": 2.1620058521628374,
            "cost_usd_per_1000": 0.004560489363543096,
            "axes": {
              "intelligence": 53.603127225503755,
              "calibration": 71.99999966202884,
              "speed": 75.60520643945824,
              "cost": 80.2296565853081
            },
            "jevbench_score": 69.55883740042624
          }
        },
        {
          "threshold": 0.32,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.14257085450590068,
            "calibration": 72.13445011833073,
            "p50_s": 0.6935107052326203,
            "p95_s": 1.8279631301760673,
            "cost_usd_per_1000": 0.0046459570017996984,
            "axes": {
              "intelligence": 53.84446946946947,
              "calibration": 72.13445011833073,
              "speed": 78.96979398831061,
              "cost": 79.98774441700894
            },
            "jevbench_score": 70.37883454460362
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0627062706270627,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.6164383561643836,
              "hard": 0.4036697247706422
            },
            "accuracy": 0.5478547854785478,
            "ece_hard": 0.1363535109831694,
            "calibration": 72.0965639953821,
            "p50_s": 1.3009985327720641,
            "p95_s": 2.336846156418322,
            "cost_usd_per_1000": 0.004806049368981842,
            "axes": {
              "intelligence": 54.453699049055345,
              "calibration": 72.0965639953821,
              "speed": 75.17093071167591,
              "cost": 79.54635316971968
            },
            "jevbench_score": 69.60701962839715
          }
        },
        {
          "threshold": 0.33,
          "public": {
            "n": 231,
            "escalation": 0.05627705627705628,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.14317429834767997,
            "calibration": 72.07410573415281,
            "p50_s": 0.6935107052326203,
            "p95_s": 1.8427960887551307,
            "cost_usd_per_1000": 0.004710376639590123,
            "axes": {
              "intelligence": 53.84446946946947,
              "calibration": 72.07410573415281,
              "speed": 78.93469548830473,
              "cost": 79.80833096475801
            },
            "jevbench_score": 70.3168055510151
          },
          "heldout": {
            "n": 303,
            "escalation": 0.10561056105610561,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.6712328767123288,
              "hard": 0.4036697247706422
            },
            "accuracy": 0.5742574257425742,
            "ece_hard": 0.15095106445288714,
            "calibration": 70.63680864841032,
            "p50_s": 1.340339982509613,
            "p95_s": 2.9473727598786352,
            "cost_usd_per_1000": 0.005444505383122582,
            "axes": {
              "intelligence": 55.9879456243978,
              "calibration": 70.63680864841032,
              "speed": 74.03349961779071,
              "cost": 77.92124705376197
            },
            "jevbench_score": 69.11183814017465
          }
        },
        {
          "threshold": 0.34,
          "public": {
            "n": 231,
            "escalation": 0.06926406926406926,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5555555555555556,
              "hard": 0.3963963963963964
            },
            "accuracy": 0.5454545454545454,
            "ece_hard": 0.130966062937369,
            "calibration": 73.2949292751839,
            "p50_s": 0.6951739430427551,
            "p95_s": 2.020040327310562,
            "cost_usd_per_1000": 0.004903635552961395,
            "axes": {
              "intelligence": 55.135343677010354,
              "calibration": 73.2949292751839,
              "speed": 78.52546475137976,
              "cost": 79.28445444518309
            },
            "jevbench_score": 70.82321596040734
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1353135313531353,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.7123287671232876,
              "hard": 0.43119266055045874
            },
            "accuracy": 0.6039603960396039,
            "ece_hard": 0.13016822470809425,
            "calibration": 72.71509262288961,
            "p50_s": 1.3770495146512984,
            "p95_s": 3.0740213140845287,
            "cost_usd_per_1000": 0.005886513392912325,
            "axes": {
              "intelligence": 57.96431862929915,
              "calibration": 72.71509262288961,
              "speed": 73.73343569104304,
              "cost": 76.90425590630892
            },
            "jevbench_score": 69.91977716125558
          }
        },
        {
          "threshold": 0.35,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5555555555555556,
              "hard": 0.3963963963963964
            },
            "accuracy": 0.5454545454545454,
            "ece_hard": 0.14454462091937395,
            "calibration": 71.93707347698341,
            "p50_s": 0.6951739430427551,
            "p95_s": 2.360152767598629,
            "cost_usd_per_1000": 0.005096894466332669,
            "axes": {
              "intelligence": 55.135343677010354,
              "calibration": 71.93707347698341,
              "speed": 77.84966399934541,
              "cost": 78.78083075787065
            },
            "jevbench_score": 70.22876604012954
          },
          "heldout": {
            "n": 303,
            "escalation": 0.16501650165016502,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.7534246575342466,
              "hard": 0.43119266055045874
            },
            "accuracy": 0.6237623762376238,
            "ece_hard": 0.13049791246130557,
            "calibration": 72.06645313827693,
            "p50_s": 1.3770495146512984,
            "p95_s": 3.1613638833165165,
            "cost_usd_per_1000": 0.006328521402702068,
            "axes": {
              "intelligence": 59.115003560806,
              "calibration": 72.06645313827693,
              "speed": 73.61175956078624,
              "cost": 75.96093240401612
            },
            "jevbench_score": 69.86217278555115
          }
        },
        {
          "threshold": 0.36,
          "public": {
            "n": 231,
            "escalation": 0.1038961038961039,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5694444444444444,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.5541125541125541,
            "ece_hard": 0.15095830093613588,
            "calibration": 71.29570547530722,
            "p50_s": 0.7169283866882324,
            "p95_s": 2.713510499894619,
            "cost_usd_per_1000": 0.00541899265528479,
            "axes": {
              "intelligence": 56.050842509175844,
              "calibration": 71.29570547530722,
              "speed": 77.1099271702302,
              "cost": 77.98244312844788
            },
            "jevbench_score": 70.01452736555859
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1782178217821782,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.7671232876712328,
              "hard": 0.44036697247706424
            },
            "accuracy": 0.6336633663366337,
            "ece_hard": 0.12943786721476536,
            "calibration": 72.17245766293095,
            "p50_s": 1.3870477318763732,
            "p95_s": 3.1613638833165165,
            "cost_usd_per_1000": 0.006524969407053065,
            "axes": {
              "intelligence": 59.77379456243979,
              "calibration": 72.17245766293095,
              "speed": 73.5803410604937,
              "cost": 75.5626456064913
            },
            "jevbench_score": 69.98223659095444
          }
        },
        {
          "threshold": 0.37,
          "public": {
            "n": 231,
            "escalation": 0.12554112554112554,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5694444444444444,
              "hard": 0.3963963963963964
            },
            "accuracy": 0.5497835497835498,
            "ece_hard": 0.1645148996637238,
            "calibration": 71.27085574457308,
            "p50_s": 0.7518308401107788,
            "p95_s": 2.724019208550453,
            "cost_usd_per_1000": 0.005741090844236912,
            "axes": {
              "intelligence": 55.675467133800474,
              "calibration": 71.27085574457308,
              "speed": 76.88669697791903,
              "cost": 77.23016743038323
            },
            "jevbench_score": 69.67123450615318
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2079207920792079,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5,
              "judge": 0.8082191780821918,
              "hard": 0.44036697247706424
            },
            "accuracy": 0.6567656765676567,
            "ece_hard": 0.132005225809375,
            "calibration": 71.91572180346998,
            "p50_s": 1.4307569205760955,
            "p95_s": 3.214877389371394,
            "cost_usd_per_1000": 0.006966977416842808,
            "axes": {
              "intelligence": 62.0911461606133,
              "calibration": 71.91572180346998,
              "speed": 73.37269730498306,
              "cost": 74.70866791630016
            },
            "jevbench_score": 70.33795694214098
          }
        },
        {
          "threshold": 0.38,
          "public": {
            "n": 231,
            "escalation": 0.12987012987012986,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5694444444444444,
              "hard": 0.38738738738738737
            },
            "accuracy": 0.5454545454545454,
            "ece_hard": 0.17385718386104104,
            "calibration": 70.33662732484137,
            "p50_s": 0.7518308401107788,
            "p95_s": 2.7465455770492553,
            "cost_usd_per_1000": 0.005805510482027336,
            "axes": {
              "intelligence": 55.30009175842509,
              "calibration": 70.33662732484137,
              "speed": 76.85093053253871,
              "cost": 77.08478759414356
            },
            "jevbench_score": 69.28373637943447
          },
          "heldout": {
            "n": 303,
            "escalation": 0.22772277227722773,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5,
              "judge": 0.8493150684931506,
              "hard": 0.44036697247706424
            },
            "accuracy": 0.6765676567656765,
            "ece_hard": 0.132005225809375,
            "calibration": 71.91572180346998,
            "p50_s": 1.4789225697517394,
            "p95_s": 3.214877389371394,
            "cost_usd_per_1000": 0.007261649423369303,
            "axes": {
              "intelligence": 63.24183109212015,
              "calibration": 71.91572180346998,
              "speed": 73.22890149032361,
              "cost": 74.16894165128387
            },
            "jevbench_score": 70.499042771
          }
        },
        {
          "threshold": 0.39,
          "public": {
            "n": 231,
            "escalation": 0.1645021645021645,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5694444444444444,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.20967395208336723,
            "calibration": 65.26940151230502,
            "p50_s": 0.7781706541776657,
            "p95_s": 2.824376957118511,
            "cost_usd_per_1000": 0.00632086758435073,
            "axes": {
              "intelligence": 54.54934100767434,
              "calibration": 65.26940151230502,
              "speed": 76.58002491415776,
              "cost": 75.97669922793717
            },
            "jevbench_score": 67.46426077153608
          },
          "heldout": {
            "n": 303,
            "escalation": 0.24422442244224424,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5,
              "judge": 0.8767123287671232,
              "hard": 0.44036697247706424
            },
            "accuracy": 0.6897689768976898,
            "ece_hard": 0.132005225809375,
            "calibration": 71.91572180346998,
            "p50_s": 1.4937828123569488,
            "p95_s": 3.214877389371394,
            "cost_usd_per_1000": 0.007507209428808049,
            "axes": {
              "intelligence": 64.00895437979138,
              "calibration": 71.91572180346998,
              "speed": 73.18548127680307,
              "cost": 73.73564405321981
            },
            "jevbench_score": 70.59789417656592
          }
        },
        {
          "threshold": 0.4,
          "public": {
            "n": 231,
            "escalation": 0.18614718614718614,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5694444444444444,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5411255411255411,
            "ece_hard": 0.225792949653982,
            "calibration": 62.8153229366811,
            "p50_s": 0.8036727398633957,
            "p95_s": 2.951724798977375,
            "cost_usd_per_1000": 0.006642965773302851,
            "axes": {
              "intelligence": 54.92471638304972,
              "calibration": 62.8153229366811,
              "speed": 76.24844898412309,
              "cost": 75.32913955532794
            },
            "jevbench_score": 66.72012635754147
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2739273927392739,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5,
              "judge": 0.9246575342465754,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7194719471947195,
            "ece_hard": 0.12012147438789127,
            "calibration": 73.10409694561835,
            "p50_s": 1.5044434458017348,
            "p95_s": 3.2503889426589003,
            "cost_usd_per_1000": 0.007949217438597792,
            "axes": {
              "intelligence": 65.90187884881237,
              "calibration": 73.10409694561835,
              "speed": 73.1068880145735,
              "cost": 72.99026870191743
            },
            "jevbench_score": 71.2058529766564
          }
        },
        {
          "threshold": 0.41,
          "public": {
            "n": 231,
            "escalation": 0.21645021645021645,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5694444444444444,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.261067977335561,
            "calibration": 60.3187366797964,
            "p50_s": 0.8354266524314881,
            "p95_s": 2.951724798977375,
            "cost_usd_per_1000": 0.007093903237835823,
            "axes": {
              "intelligence": 54.17396563229897,
              "calibration": 60.3187366797964,
              "speed": 76.0801580960963,
              "cost": 74.47344219044396
            },
            "jevbench_score": 65.59623676102382
          },
          "heldout": {
            "n": 303,
            "escalation": 0.29042904290429045,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7260726072607261,
            "ece_hard": 0.12642060111251663,
            "calibration": 71.23402984267446,
            "p50_s": 1.5230037212371825,
            "p95_s": 3.273900851607322,
            "cost_usd_per_1000": 0.008194777444036539,
            "axes": {
              "intelligence": 67.26032633739685,
              "calibration": 71.23402984267446,
              "speed": 73.02233512636029,
              "cost": 72.5938850985799
            },
            "jevbench_score": 70.99055314591853
          }
        },
        {
          "threshold": 0.42,
          "public": {
            "n": 231,
            "escalation": 0.22943722943722944,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.2615310674205897,
            "calibration": 60.27242767129353,
            "p50_s": 0.8431772083044052,
            "p95_s": 3.016723120212555,
            "cost_usd_per_1000": 0.007287162151207095,
            "axes": {
              "intelligence": 54.7140890890891,
              "calibration": 60.27242767129353,
              "speed": 75.94545689524372,
              "cost": 74.12324699827855
            },
            "jevbench_score": 65.63999255233271
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3102310231023102,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.9383561643835616,
              "hard": 0.44954128440366975
            },
            "accuracy": 0.7260726072607261,
            "ece_hard": 0.1417258007065354,
            "calibration": 69.70350988327259,
            "p50_s": 1.5274034827947616,
            "p95_s": 3.2784052431583404,
            "cost_usd_per_1000": 0.008489449450563034,
            "axes": {
              "intelligence": 67.17687780151648,
              "calibration": 69.70350988327259,
              "speed": 73.00383587825877,
              "cost": 72.1336141984598
            },
            "jevbench_score": 70.46759648845133
          }
        },
        {
          "threshold": 0.43,
          "public": {
            "n": 231,
            "escalation": 0.24242424242424243,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5972222222222222,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5411255411255411,
            "ece_hard": 0.26359356009835394,
            "calibration": 60.0661784035171,
            "p50_s": 0.8988664388656616,
            "p95_s": 3.12084940969944,
            "cost_usd_per_1000": 0.007480421064578368,
            "axes": {
              "intelligence": 55.25421254587922,
              "calibration": 60.0661784035171,
              "speed": 75.5203202143352,
              "cost": 73.78221866483025
            },
            "jevbench_score": 65.57717929787749
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3234323432343234,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7260726072607261,
            "ece_hard": 0.1382621010330352,
            "calibration": 70.45623528027515,
            "p50_s": 1.5354039013385772,
            "p95_s": 3.2784052431583404,
            "cost_usd_per_1000": 0.00868589745491403,
            "axes": {
              "intelligence": 67.26032633739685,
              "calibration": 70.45623528027515,
              "speed": 72.98114724594726,
              "cost": 71.83555906579625
            },
            "jevbench_score": 70.60039672075138
          }
        },
        {
          "threshold": 0.44,
          "public": {
            "n": 231,
            "escalation": 0.2597402597402597,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5972222222222222,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5411255411255411,
            "ece_hard": 0.2646610551894109,
            "calibration": 58.36743958307534,
            "p50_s": 0.935780817270279,
            "p95_s": 3.3824233576655387,
            "cost_usd_per_1000": 0.007738099615740065,
            "axes": {
              "intelligence": 55.25421254587922,
              "calibration": 58.36743958307534,
              "speed": 74.9959789702683,
              "cost": 73.34097051181715
            },
            "jevbench_score": 64.89782872186606
          },
          "heldout": {
            "n": 303,
            "escalation": 0.33003300330033003,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.12907506571956623,
            "calibration": 71.37493881162206,
            "p50_s": 1.5415462344884872,
            "p95_s": 3.2824722230434418,
            "cost_usd_per_1000": 0.008784121457089528,
            "axes": {
              "intelligence": 67.81078505299317,
              "calibration": 71.37493881162206,
              "speed": 72.95842385572176,
              "cost": 71.68905003730073
            },
            "jevbench_score": 70.9321620359039
          }
        },
        {
          "threshold": 0.45,
          "public": {
            "n": 231,
            "escalation": 0.27705627705627706,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5972222222222222,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5411255411255411,
            "ece_hard": 0.2800965304344345,
            "calibration": 56.82389205857298,
            "p50_s": 0.9514630824327469,
            "p95_s": 3.3915603771805762,
            "cost_usd_per_1000": 0.007995778166901762,
            "axes": {
              "intelligence": 55.25421254587922,
              "calibration": 56.82389205857298,
              "speed": 74.91208505180984,
              "cost": 72.91417790070048
            },
            "jevbench_score": 64.35244614475192
          },
          "heldout": {
            "n": 303,
            "escalation": 0.35313531353135313,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.14485175643612513,
            "calibration": 71.47382629109656,
            "p50_s": 1.5707663983106612,
            "p95_s": 3.3748548001050924,
            "cost_usd_per_1000": 0.009127905464703774,
            "axes": {
              "intelligence": 67.81078505299317,
              "calibration": 71.47382629109656,
              "speed": 72.75633305224666,
              "cost": 71.1888659931798
            },
            "jevbench_score": 70.78352237018908
          }
        },
        {
          "threshold": 0.46,
          "public": {
            "n": 231,
            "escalation": 0.30735930735930733,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5972222222222222,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5411255411255411,
            "ece_hard": 0.29446893347069647,
            "calibration": 55.38665175494678,
            "p50_s": 1.0029189229011535,
            "p95_s": 3.4126361846923827,
            "cost_usd_per_1000": 0.008446715631434731,
            "axes": {
              "intelligence": 55.25421254587922,
              "calibration": 55.38665175494678,
              "speed": 74.65644183062736,
              "cost": 72.1993637980944
            },
            "jevbench_score": 63.729834545532256
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3795379537953795,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.9246575342465754,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7260726072607261,
            "ece_hard": 0.16363066292627151,
            "calibration": 69.59593564208193,
            "p50_s": 1.6103754729032516,
            "p95_s": 3.4659880295395844,
            "cost_usd_per_1000": 0.009520801473405768,
            "axes": {
              "intelligence": 67.34377487327721,
              "calibration": 69.59593564208193,
              "speed": 72.53245794204341,
              "cost": 70.63979471813053
            },
            "jevbench_score": 70.00286092812776
          }
        },
        {
          "threshold": 0.47,
          "public": {
            "n": 231,
            "escalation": 0.3203463203463203,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5972222222222222,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5497835497835498,
            "ece_hard": 0.28069547240842774,
            "calibration": 56.76399786117366,
            "p50_s": 1.1182467132806777,
            "p95_s": 3.421720692515373,
            "cost_usd_per_1000": 0.008639974544806004,
            "axes": {
              "intelligence": 56.00496329662997,
              "calibration": 56.76399786117366,
              "speed": 74.17217813464748,
              "cost": 71.90462611128103
            },
            "jevbench_score": 64.16886227627757
          },
          "heldout": {
            "n": 303,
            "escalation": 0.38943894389438943,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "judge": 0.9178082191780822,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7260726072607261,
            "ece_hard": 0.16498630038897227,
            "calibration": 69.46037189581185,
            "p50_s": 1.6408134341239928,
            "p95_s": 3.478417921066284,
            "cost_usd_per_1000": 0.009668137476669015,
            "axes": {
              "intelligence": 68.31866071802605,
              "calibration": 69.46037189581185,
              "speed": 72.4355903691935,
              "cost": 70.43971548231023
            },
            "jevbench_score": 70.14738913896721
          }
        },
        {
          "threshold": 0.48,
          "public": {
            "n": 231,
            "escalation": 0.354978354978355,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.5584415584415584,
            "ece_hard": 0.26286011167832457,
            "calibration": 58.547533934183974,
            "p50_s": 1.162949138879776,
            "p95_s": 3.4577306374907493,
            "cost_usd_per_1000": 0.009155331647129401,
            "axes": {
              "intelligence": 56.59096596596597,
              "calibration": 58.547533934183974,
              "speed": 73.95648120502739,
              "cost": 71.14977756956503
            },
            "jevbench_score": 64.61768205528071
          },
          "heldout": {
            "n": 303,
            "escalation": 0.41254125412541254,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.910958904109589,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7293729372937293,
            "ece_hard": 0.17161284924686837,
            "calibration": 68.79771701002224,
            "p50_s": 1.680403822660446,
            "p95_s": 3.478417921066284,
            "cost_usd_per_1000": 0.01001192148428326,
            "axes": {
              "intelligence": 69.56877592057309,
              "calibration": 68.79771701002224,
              "speed": 72.33204579250479,
              "cost": 69.98447694653358
            },
            "jevbench_score": 70.15848698344598
          }
        },
        {
          "threshold": 0.49,
          "public": {
            "n": 231,
            "escalation": 0.36363636363636365,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.4144144144144144
            },
            "accuracy": 0.5627705627705628,
            "ece_hard": 0.25486465506149,
            "calibration": 59.34707959586743,
            "p50_s": 1.1630701512098311,
            "p95_s": 3.4593338459730147,
            "cost_usd_per_1000": 0.009284170922710248,
            "axes": {
              "intelligence": 56.96634134134135,
              "calibration": 59.34707959586743,
              "speed": 73.95401613775783,
              "cost": 70.96770618185653
            },
            "jevbench_score": 64.90229485163454
          },
          "heldout": {
            "n": 303,
            "escalation": 0.42244224422442245,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.9041095890410958,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7260726072607261,
            "ece_hard": 0.1666334489053553,
            "calibration": 69.29565704417354,
            "p50_s": 1.702413910627365,
            "p95_s": 3.516429756581782,
            "cost_usd_per_1000": 0.010159257487546508,
            "axes": {
              "intelligence": 69.37699509865529,
              "calibration": 69.29565704417354,
              "speed": 72.22832894232317,
              "cost": 69.79414096878307
            },
            "jevbench_score": 70.16362342656666
          }
        },
        {
          "threshold": 0.5,
          "public": {
            "n": 231,
            "escalation": 0.36363636363636365,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.4144144144144144
            },
            "accuracy": 0.5627705627705628,
            "ece_hard": 0.25486465506149,
            "calibration": 59.34707959586743,
            "p50_s": 1.1630701512098311,
            "p95_s": 3.4593338459730147,
            "cost_usd_per_1000": 0.009284170922710248,
            "axes": {
              "intelligence": 56.96634134134135,
              "calibration": 59.34707959586743,
              "speed": 73.95401613775783,
              "cost": 70.96770618185653
            },
            "jevbench_score": 64.90229485163454
          },
          "heldout": {
            "n": 303,
            "escalation": 0.43234323432343236,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.8972602739726028,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7194719471947195,
            "ece_hard": 0.17544680785270417,
            "calibration": 68.41432114943865,
            "p50_s": 1.7202474415302276,
            "p95_s": 3.5270464122295375,
            "cost_usd_per_1000": 0.010306593490809755,
            "axes": {
              "intelligence": 68.9099849189393,
              "calibration": 68.41432114943865,
              "speed": 72.1699790482885,
              "cost": 69.60654558738791
            },
            "jevbench_score": 69.76039954884311
          }
        },
        {
          "threshold": 0.51,
          "public": {
            "n": 231,
            "escalation": 0.38095238095238093,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.4144144144144144
            },
            "accuracy": 0.5627705627705628,
            "ece_hard": 0.262792691564266,
            "calibration": 58.55427594558983,
            "p50_s": 1.2381848335266112,
            "p95_s": 3.486275540292263,
            "cost_usd_per_1000": 0.009541849473871945,
            "axes": {
              "intelligence": 56.96634134134135,
              "calibration": 58.55427594558983,
              "speed": 73.6485281103827,
              "cost": 70.61102316626949
            },
            "jevbench_score": 64.53619850881405
          },
          "heldout": {
            "n": 303,
            "escalation": 0.45544554455445546,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.8972602739726028,
              "hard": 0.44954128440366975
            },
            "accuracy": 0.7128712871287128,
            "ece_hard": 0.20544526486457615,
            "calibration": 64.13096106565092,
            "p50_s": 1.787559726834297,
            "p95_s": 3.5310502648353577,
            "cost_usd_per_1000": 0.010650377498423999,
            "axes": {
              "intelligence": 68.35952620334298,
              "calibration": 64.13096106565092,
              "speed": 71.9983553859108,
              "cost": 69.17904995668141
            },
            "jevbench_score": 68.35825856786606
          }
        },
        {
          "threshold": 0.52,
          "public": {
            "n": 231,
            "escalation": 0.4025974025974026,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.5833333333333334,
              "hard": 0.3963963963963964
            },
            "accuracy": 0.5584415584415584,
            "ece_hard": 0.29046612185407245,
            "calibration": 54.011203097677495,
            "p50_s": 1.2882852345705031,
            "p95_s": 3.5139913126826285,
            "cost_usd_per_1000": 0.009863947662824068,
            "axes": {
              "intelligence": 56.620683183183196,
              "calibration": 54.011203097677495,
              "speed": 73.44187287266391,
              "cost": 70.1784772219531
            },
            "jevbench_score": 63.00886550780149
          },
          "heldout": {
            "n": 303,
            "escalation": 0.46864686468646866,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.8972602739726028,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7161716171617162,
            "ece_hard": 0.2020625176686618,
            "calibration": 63.617711517098925,
            "p50_s": 1.7915094584226607,
            "p95_s": 3.5310502648353577,
            "cost_usd_per_1000": 0.010846825502774996,
            "axes": {
              "intelligence": 68.63475556114113,
              "calibration": 63.617711517098925,
              "speed": 71.98876994767875,
              "cost": 68.94092039368677
            },
            "jevbench_score": 68.2285263171068
          }
        },
        {
          "threshold": 0.53,
          "public": {
            "n": 231,
            "escalation": 0.42424242424242425,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.5833333333333334,
              "hard": 0.4144144144144144
            },
            "accuracy": 0.5670995670995671,
            "ece_hard": 0.2845619140216916,
            "calibration": 54.60162388091558,
            "p50_s": 1.3699952155351638,
            "p95_s": 3.5139913126826285,
            "cost_usd_per_1000": 0.010186045851776189,
            "axes": {
              "intelligence": 57.37143393393395,
              "calibration": 54.60162388091558,
              "speed": 73.17480266042928,
              "cost": 69.75983119627205
            },
            "jevbench_score": 63.236388825934114
          },
          "heldout": {
            "n": 303,
            "escalation": 0.4884488448844885,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.8972602739726028,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7161716171617162,
            "ece_hard": 0.21733156282929994,
            "calibration": 62.0908070010351,
            "p50_s": 1.8467198252677917,
            "p95_s": 3.5310502648353577,
            "cost_usd_per_1000": 0.011141497509301492,
            "axes": {
              "intelligence": 68.63475556114113,
              "calibration": 62.0908070010351,
              "speed": 71.85695088633102,
              "cost": 68.59169297419348
            },
            "jevbench_score": 67.69832534902406
          }
        },
        {
          "threshold": 0.54,
          "public": {
            "n": 231,
            "escalation": 0.4458874458874459,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.5833333333333334,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.5627705627705628,
            "ece_hard": 0.30514824014584296,
            "calibration": 52.542991268500444,
            "p50_s": 1.3880736619234084,
            "p95_s": 3.530861423909664,
            "cost_usd_per_1000": 0.01050814404072831,
            "axes": {
              "intelligence": 56.996058558558566,
              "calibration": 52.542991268500444,
              "speed": 73.09706813149438,
              "cost": 69.3542194821803
            },
            "jevbench_score": 62.42134410887289
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5082508250825083,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.8972602739726028,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7260726072607261,
            "ece_hard": 0.24088495898508022,
            "calibration": 59.73546738545708,
            "p50_s": 1.9161066651344298,
            "p95_s": 3.5310502648353577,
            "cost_usd_per_1000": 0.011436169515827987,
            "axes": {
              "intelligence": 69.46044363453564,
              "calibration": 59.73546738545708,
              "speed": 71.69676418605795,
              "cost": 68.25158247443966
            },
            "jevbench_score": 67.12673515937746
          }
        },
        {
          "threshold": 0.55,
          "public": {
            "n": 231,
            "escalation": 0.4675324675324675,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.5833333333333334,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.5627705627705628,
            "ece_hard": 0.3176371803204616,
            "calibration": 51.29409725103858,
            "p50_s": 1.400191181898117,
            "p95_s": 3.530861423909664,
            "cost_usd_per_1000": 0.010830242229680431,
            "axes": {
              "intelligence": 56.996058558558566,
              "calibration": 51.29409725103858,
              "speed": 73.05931988672104,
              "cost": 68.96085489448939
            },
            "jevbench_score": 61.95089987468362
          },
          "heldout": {
            "n": 303,
            "escalation": 0.528052805280528,
            "tiers": {
              "easy": 0.875,
              "standard": 0.7083333333333334,
              "judge": 0.8972602739726028,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7293729372937293,
            "ece_hard": 0.2348297456562791,
            "calibration": 60.87531989668874,
            "p50_s": 1.9443440377712249,
            "p95_s": 3.5359846144914626,
            "cost_usd_per_1000": 0.011730841522354481,
            "axes": {
              "intelligence": 71.5185476100708,
              "calibration": 60.87531989668874,
              "speed": 71.62716520632021,
              "cost": 67.9201249679765
            },
            "jevbench_score": 67.83971981950276
          }
        },
        {
          "threshold": 0.56,
          "public": {
            "n": 231,
            "escalation": 0.48484848484848486,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.5833333333333334,
              "hard": 0.4144144144144144
            },
            "accuracy": 0.5670995670995671,
            "ece_hard": 0.3178605644581039,
            "calibration": 51.27175883727435,
            "p50_s": 1.4294556319713592,
            "p95_s": 3.5474014446139335,
            "cost_usd_per_1000": 0.011087920780842128,
            "axes": {
              "intelligence": 57.37143393393395,
              "calibration": 51.27175883727435,
              "speed": 72.94918981359848,
              "cost": 68.6544965679151
            },
            "jevbench_score": 61.95349980782889
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5445544554455446,
            "tiers": {
              "easy": 0.875,
              "standard": 0.7083333333333334,
              "judge": 0.8972602739726028,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7293729372937293,
            "ece_hard": 0.2632788344513057,
            "calibration": 58.03041101718608,
            "p50_s": 1.9711510777473449,
            "p95_s": 3.5359846144914626,
            "cost_usd_per_1000": 0.01197640152779323,
            "axes": {
              "intelligence": 71.5185476100708,
              "calibration": 58.03041101718608,
              "speed": 71.56769721516753,
              "cost": 67.6502095603567
            },
            "jevbench_score": 66.95224292852109
          }
        },
        {
          "threshold": 0.57,
          "public": {
            "n": 231,
            "escalation": 0.5108225108225108,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.5833333333333334,
              "hard": 0.4144144144144144
            },
            "accuracy": 0.5670995670995671,
            "ece_hard": 0.32853686559472584,
            "calibration": 50.20412872361216,
            "p50_s": 1.6976624965667724,
            "p95_s": 3.5474014446139335,
            "cost_usd_per_1000": 0.011474438607584675,
            "axes": {
              "intelligence": 57.37143393393395,
              "calibration": 50.20412872361216,
              "speed": 72.20238306786615,
              "cost": 68.20805660010616
            },
            "jevbench_score": 61.369924172304444
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5742574257425742,
            "tiers": {
              "easy": 0.875,
              "standard": 0.7083333333333334,
              "judge": 0.9041095890410958,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2522568998644805,
            "calibration": 59.1326044758686,
            "p50_s": 1.9947936326265334,
            "p95_s": 3.5520695313811297,
            "cost_usd_per_1000": 0.01241840953758297,
            "axes": {
              "intelligence": 71.71032843198861,
              "calibration": 59.1326044758686,
              "speed": 71.49620568259948,
              "cost": 67.17802065927918
            },
            "jevbench_score": 67.17841134684245
          }
        },
        {
          "threshold": 0.58,
          "public": {
            "n": 231,
            "escalation": 0.5238095238095238,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.5833333333333334,
              "hard": 0.4144144144144144
            },
            "accuracy": 0.5670995670995671,
            "ece_hard": 0.3335843069054609,
            "calibration": 49.14013633780527,
            "p50_s": 1.7188292682170867,
            "p95_s": 3.5588197648525237,
            "cost_usd_per_1000": 0.011667697520955948,
            "axes": {
              "intelligence": 57.37143393393395,
              "calibration": 49.14013633780527,
              "speed": 72.13461265887787,
              "cost": 67.99044514794853
            },
            "jevbench_score": 60.9790862917456
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5841584158415841,
            "tiers": {
              "easy": 0.875,
              "standard": 0.7083333333333334,
              "judge": 0.9041095890410958,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2664550862811552,
            "calibration": 57.71278583420113,
            "p50_s": 1.9949055552482604,
            "p95_s": 3.5627083748579023,
            "cost_usd_per_1000": 0.012565745540846218,
            "axes": {
              "intelligence": 71.71032843198861,
              "calibration": 57.71278583420113,
              "speed": 71.48297385606756,
              "cost": 67.02435217273882
            },
            "jevbench_score": 66.73017237791791
          }
        },
        {
          "threshold": 0.59,
          "public": {
            "n": 231,
            "escalation": 0.5584415584415584,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.5833333333333334,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.5670995670995671,
            "ece_hard": 0.34987345114362284,
            "calibration": 46.560424881434685,
            "p50_s": 1.755893924832344,
            "p95_s": 3.575243228673935,
            "cost_usd_per_1000": 0.01218305462327934,
            "axes": {
              "intelligence": 57.40115115115116,
              "calibration": 46.560424881434685,
              "speed": 72.02196130978537,
              "cost": 67.4273142582064
            },
            "jevbench_score": 60.02187879637964
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6171617161716172,
            "tiers": {
              "easy": 0.875,
              "standard": 0.7083333333333334,
              "judge": 0.9041095890410958,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2766352185263727,
            "calibration": 56.69477260967938,
            "p50_s": 2.0749642491340636,
            "p95_s": 3.597061644494533,
            "cost_usd_per_1000": 0.013056865551723713,
            "axes": {
              "intelligence": 71.71032843198861,
              "calibration": 56.69477260967938,
              "speed": 71.27041501034658,
              "cost": 66.52483203556118
            },
            "jevbench_score": 66.26046066842082
          }
        },
        {
          "threshold": 0.6,
          "public": {
            "n": 231,
            "escalation": 0.5670995670995671,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.5972222222222222,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.5714285714285714,
            "ece_hard": 0.3525363084287998,
            "calibration": 46.29413915291699,
            "p50_s": 1.7581063002347945,
            "p95_s": 3.575243228673935,
            "cost_usd_per_1000": 0.012311893898860192,
            "axes": {
              "intelligence": 57.94127460794128,
              "calibration": 46.29413915291699,
              "speed": 72.01649276969093,
              "cost": 67.29025407438624
            },
            "jevbench_score": 60.04468187266936
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6303630363036303,
            "tiers": {
              "easy": 0.875,
              "standard": 0.7083333333333334,
              "judge": 0.9041095890410958,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7293729372937293,
            "ece_hard": 0.26866915961476306,
            "calibration": 57.51980954330942,
            "p50_s": 2.111688548326492,
            "p95_s": 3.597061644494533,
            "cost_usd_per_1000": 0.013253313556074706,
            "axes": {
              "intelligence": 71.43509907419045,
              "calibration": 57.51980954330942,
              "speed": 71.19422254660972,
              "cost": 66.33026581209677
            },
            "jevbench_score": 66.36993542091048
          }
        },
        {
          "threshold": 0.61,
          "public": {
            "n": 231,
            "escalation": 0.5887445887445888,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.5972222222222222,
              "hard": 0.42342342342342343
            },
            "accuracy": 0.5800865800865801,
            "ece_hard": 0.3373580038480321,
            "calibration": 47.811969610993756,
            "p50_s": 1.7840687870979308,
            "p95_s": 3.575243228673935,
            "cost_usd_per_1000": 0.012633992087812313,
            "axes": {
              "intelligence": 58.692025358692035,
              "calibration": 47.811969610993756,
              "speed": 71.95282812058953,
              "cost": 66.95378198270939
            },
            "jevbench_score": 60.63657721124578
          },
          "heldout": {
            "n": 303,
            "escalation": 0.66996699669967,
            "tiers": {
              "easy": 0.875,
              "standard": 0.7083333333333334,
              "judge": 0.8972602739726028,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7260726072607261,
            "ece_hard": 0.2684410255680504,
            "calibration": 57.54262294798069,
            "p50_s": 2.217090719938278,
            "p95_s": 3.606947714090347,
            "cost_usd_per_1000": 0.013842657569127698,
            "axes": {
              "intelligence": 71.24331825227263,
              "calibration": 57.54262294798069,
              "speed": 70.970766889806,
              "cost": 65.7634157281492
            },
            "jevbench_score": 66.13774958390056
          }
        },
        {
          "threshold": 0.62,
          "public": {
            "n": 231,
            "escalation": 0.6017316017316018,
            "tiers": {
              "easy": 0.9375,
              "standard": 0.5972222222222222,
              "hard": 0.42342342342342343
            },
            "accuracy": 0.5844155844155844,
            "ece_hard": 0.3406630149318666,
            "calibration": 47.481468502610305,
            "p50_s": 1.789837846159935,
            "p95_s": 3.575243228673935,
            "cost_usd_per_1000": 0.012827251001183586,
            "axes": {
              "intelligence": 59.09711795128463,
              "calibration": 47.481468502610305,
              "speed": 71.93880720202802,
              "cost": 66.75599220961769
            },
            "jevbench_score": 60.587911585824415
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7227722772277227,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.8835616438356164,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7227722772277227,
            "ece_hard": 0.2684410255680504,
            "calibration": 57.54262294798069,
            "p50_s": 2.347588562965393,
            "p95_s": 3.606947714090347,
            "cost_usd_per_1000": 0.014628449586531686,
            "axes": {
              "intelligence": 71.44308994177035,
              "calibration": 57.54262294798069,
              "speed": 70.7223816807903,
              "cost": 65.04405101944269
            },
            "jevbench_score": 65.94450093619272
          }
        },
        {
          "threshold": 0.63,
          "public": {
            "n": 231,
            "escalation": 0.6190476190476191,
            "tiers": {
              "easy": 0.9375,
              "standard": 0.625,
              "hard": 0.42342342342342343
            },
            "accuracy": 0.5930735930735931,
            "ece_hard": 0.3394471524236485,
            "calibration": 47.67556294583768,
            "p50_s": 1.80832582116127,
            "p95_s": 3.590818943083286,
            "cost_usd_per_1000": 0.013084929552345283,
            "axes": {
              "intelligence": 60.17736486486488,
              "calibration": 47.67556294583768,
              "speed": 71.87529808743597,
              "cost": 66.4968583361798
            },
            "jevbench_score": 60.852362763914414
          },
          "heldout": {
            "n": 303,
            "escalation": 0.768976897689769,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7083333333333334,
              "judge": 0.8698630136986302,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7161716171617162,
            "ece_hard": 0.28404471205925985,
            "calibration": 55.98225429885974,
            "p50_s": 2.405140319466591,
            "p95_s": 3.606947714090347,
            "cost_usd_per_1000": 0.015316017601760174,
            "axes": {
              "intelligence": 71.36763227346992,
              "calibration": 55.98225429885974,
              "speed": 70.61719734284559,
              "cost": 64.4456242964811
            },
            "jevbench_score": 65.3001074556567
          }
        },
        {
          "threshold": 0.64,
          "public": {
            "n": 231,
            "escalation": 0.6536796536796536,
            "tiers": {
              "easy": 0.9375,
              "standard": 0.6666666666666666,
              "hard": 0.42342342342342343
            },
            "accuracy": 0.6060606060606061,
            "ece_hard": 0.3420502364126381,
            "calibration": 47.41525454693871,
            "p50_s": 1.8429425597190856,
            "p95_s": 3.590818943083286,
            "cost_usd_per_1000": 0.013600286654668677,
            "axes": {
              "intelligence": 61.79773523523523,
              "calibration": 47.41525454693871,
              "speed": 71.79294692926257,
              "cost": 65.99355813588869
            },
            "jevbench_score": 61.04055766897029
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8085808580858086,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7083333333333334,
              "judge": 0.8698630136986302,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7161716171617162,
            "ece_hard": 0.2860358195102267,
            "calibration": 55.783143553763054,
            "p50_s": 2.4738951712846755,
            "p95_s": 3.606947714090347,
            "cost_usd_per_1000": 0.015905361614813165,
            "axes": {
              "intelligence": 71.36763227346992,
              "calibration": 55.783143553763054,
              "speed": 70.49478860210678,
              "cost": 63.95369357752346
            },
            "jevbench_score": 65.08886962102838
          }
        },
        {
          "threshold": 0.65,
          "public": {
            "n": 231,
            "escalation": 0.6926406926406926,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7222222222222222,
              "hard": 0.43243243243243246
            },
            "accuracy": 0.6320346320346321,
            "ece_hard": 0.3467592039019373,
            "calibration": 46.944357798008795,
            "p50_s": 1.8830789119005202,
            "p95_s": 3.590818943083286,
            "cost_usd_per_1000": 0.014180063394782495,
            "axes": {
              "intelligence": 64.73869703036371,
              "calibration": 46.944357798008795,
              "speed": 71.69937972546816,
              "cost": 65.4496548264729
            },
            "jevbench_score": 61.45292074001007
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8283828382838284,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7083333333333334,
              "judge": 0.8698630136986302,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7161716171617162,
            "ece_hard": 0.2860358195102267,
            "calibration": 55.783143553763054,
            "p50_s": 2.4738951712846755,
            "p95_s": 3.606947714090347,
            "cost_usd_per_1000": 0.016200033621339663,
            "axes": {
              "intelligence": 71.36763227346992,
              "calibration": 55.783143553763054,
              "speed": 70.49478860210678,
              "cost": 63.714522523818964
            },
            "jevbench_score": 65.02793000905378
          }
        },
        {
          "threshold": 0.66,
          "public": {
            "n": 231,
            "escalation": 0.7056277056277056,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7222222222222222,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.6363636363636364,
            "ece_hard": 0.3375303378959703,
            "calibration": 47.86724439860549,
            "p50_s": 1.904844531416893,
            "p95_s": 3.590818943083286,
            "cost_usd_per_1000": 0.014373322308153767,
            "axes": {
              "intelligence": 65.11407240573908,
              "calibration": 47.86724439860549,
              "speed": 71.64946956953014,
              "cost": 65.27328507010427
            },
            "jevbench_score": 61.78960711040713
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8646864686468647,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.8767123287671232,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7260726072607261,
            "ece_hard": 0.29114197939413,
            "calibration": 54.08055728172664,
            "p50_s": 2.5353830844163894,
            "p95_s": 3.606947714090347,
            "cost_usd_per_1000": 0.016740265633304902,
            "axes": {
              "intelligence": 73.30941309538773,
              "calibration": 54.08055728172664,
              "speed": 70.38816564646612,
              "cost": 63.28712964805474
            },
            "jevbench_score": 64.82671080232944
          }
        },
        {
          "threshold": 0.67,
          "public": {
            "n": 231,
            "escalation": 0.7272727272727273,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.7222222222222222,
              "hard": 0.43243243243243246
            },
            "accuracy": 0.6363636363636364,
            "ece_hard": 0.3378174060112733,
            "calibration": 47.838537587075194,
            "p50_s": 1.93047876060009,
            "p95_s": 3.6071916311979293,
            "cost_usd_per_1000": 0.014695420497105888,
            "axes": {
              "intelligence": 65.14378962295629,
              "calibration": 47.838537587075194,
              "speed": 71.5716575746052,
              "cost": 64.98453947326001
            },
            "jevbench_score": 61.7021800608241
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8811881188118812,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7293729372937293,
            "ece_hard": 0.2863967046797736,
            "calibration": 54.55508475316228,
            "p50_s": 2.5353830844163894,
            "p95_s": 3.606947714090347,
            "cost_usd_per_1000": 0.016985825638743648,
            "axes": {
              "intelligence": 73.58464245318588,
              "calibration": 54.55508475316228,
              "speed": 70.38816564646612,
              "cost": 63.09740014918392
            },
            "jevbench_score": 64.98054998273098
          }
        },
        {
          "threshold": 0.68,
          "public": {
            "n": 231,
            "escalation": 0.7402597402597403,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.43243243243243246
            },
            "accuracy": 0.645021645021645,
            "ece_hard": 0.3378174060112733,
            "calibration": 47.838537587075194,
            "p50_s": 1.9433941483497619,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.014888679410477165,
            "axes": {
              "intelligence": 66.08900567233901,
              "calibration": 47.838537587075194,
              "speed": 71.52892715802508,
              "cost": 64.8143146420022
            },
            "jevbench_score": 61.87496115104693
          },
          "heldout": {
            "n": 303,
            "escalation": 0.900990099009901,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28921610862808994,
            "calibration": 54.27314435833064,
            "p50_s": 2.5353830844163894,
            "p95_s": 3.606947714090347,
            "cost_usd_per_1000": 0.017280497645270145,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.27314435833064,
              "speed": 70.38816564646612,
              "cost": 62.87331264480621
            },
            "jevbench_score": 65.09422251656115
          }
        },
        {
          "threshold": 0.69,
          "public": {
            "n": 231,
            "escalation": 0.7619047619047619,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.6493506493506493,
            "ece_hard": 0.3286320553146608,
            "calibration": 48.75707265673645,
            "p50_s": 1.9622834265232085,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.015210777599429282,
            "axes": {
              "intelligence": 66.46438104771438,
              "calibration": 48.75707265673645,
              "speed": 71.48691870708328,
              "cost": 64.53545750640008
            },
            "jevbench_score": 62.18174275434698
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9075907590759076,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28472555544401457,
            "calibration": 54.722199676738185,
            "p50_s": 2.5478042304515838,
            "p95_s": 3.646907018125056,
            "cost_usd_per_1000": 0.017378721647445642,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.722199676738185,
              "speed": 70.31909254963995,
              "cost": 62.799465182786754
            },
            "jevbench_score": 65.19328844430422
          }
        },
        {
          "threshold": 0.7,
          "public": {
            "n": 231,
            "escalation": 0.7965367965367965,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.319220906849006,
            "calibration": 49.698187503301924,
            "p50_s": 1.9807270854711532,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.01572613470175268,
            "axes": {
              "intelligence": 67.92000333667002,
              "calibration": 49.698187503301924,
              "speed": 71.44628966132328,
              "cost": 64.10134026150942
            },
            "jevbench_score": 62.70414634316038
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9141914191419142,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28472555544401457,
            "calibration": 54.722199676738185,
            "p50_s": 2.5478042304515838,
            "p95_s": 3.646907018125056,
            "cost_usd_per_1000": 0.01747694564962114,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.722199676738185,
              "speed": 70.31909254963995,
              "cost": 62.726033930373546
            },
            "jevbench_score": 65.17422249616271
          }
        },
        {
          "threshold": 0.71,
          "public": {
            "n": 231,
            "escalation": 0.8051948051948052,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.319220906849006,
            "calibration": 49.698187503301924,
            "p50_s": 1.9828382074832915,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.015854973977333528,
            "axes": {
              "intelligence": 67.92000333667002,
              "calibration": 49.698187503301924,
              "speed": 71.44166327745202,
              "cost": 63.99503399323114
            },
            "jevbench_score": 62.67711819371619
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9174917491749175,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28532514282196864,
            "calibration": 54.66224093894277,
            "p50_s": 2.5478042304515838,
            "p95_s": 3.646907018125056,
            "cost_usd_per_1000": 0.01752605765070889,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.66224093894277,
              "speed": 70.31909254963995,
              "cost": 62.68947292179777
            },
            "jevbench_score": 65.14686595085205
          }
        },
        {
          "threshold": 0.72,
          "public": {
            "n": 231,
            "escalation": 0.8225108225108225,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.3121943049912075,
            "calibration": 50.40084768908178,
            "p50_s": 1.9963175445795058,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.016112652528495225,
            "axes": {
              "intelligence": 68.29537871204539,
              "calibration": 50.40084768908178,
              "speed": 71.41223982947865,
              "cost": 63.784988752671616
            },
            "jevbench_score": 62.92599249634102
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9207920792079208,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2819824452550945,
            "calibration": 54.996510695630185,
            "p50_s": 2.5588221192359923,
            "p95_s": 3.646907018125056,
            "cost_usd_per_1000": 0.01757516965179664,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.996510695630185,
              "speed": 70.30035213121674,
              "cost": 62.65301422227372
            },
            "jevbench_score": 65.23239926177158
          }
        },
        {
          "threshold": 0.73,
          "public": {
            "n": 231,
            "escalation": 0.8225108225108225,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.3121943049912075,
            "calibration": 50.40084768908178,
            "p50_s": 1.9963175445795058,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.016112652528495225,
            "axes": {
              "intelligence": 68.29537871204539,
              "calibration": 50.40084768908178,
              "speed": 71.41223982947865,
              "cost": 63.784988752671616
            },
            "jevbench_score": 62.92599249634102
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9273927392739274,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2828116708290094,
            "calibration": 54.9135881382387,
            "p50_s": 2.5588221192359923,
            "p95_s": 3.646907018125056,
            "cost_usd_per_1000": 0.01767339365397214,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.9135881382387,
              "speed": 70.30035213121674,
              "cost": 62.58040147119728
            },
            "jevbench_score": 65.18889471249292
          }
        },
        {
          "threshold": 0.74,
          "public": {
            "n": 231,
            "escalation": 0.8268398268398268,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.3121943049912075,
            "calibration": 50.40084768908178,
            "p50_s": 1.9963175445795058,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.01617707216628565,
            "axes": {
              "intelligence": 68.29537871204539,
              "calibration": 50.40084768908178,
              "speed": 71.41223982947865,
              "cost": 63.733002313143515
            },
            "jevbench_score": 62.91316699199435
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9273927392739274,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2828116708290094,
            "calibration": 54.9135881382387,
            "p50_s": 2.5588221192359923,
            "p95_s": 3.646907018125056,
            "cost_usd_per_1000": 0.01767339365397214,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.9135881382387,
              "speed": 70.30035213121674,
              "cost": 62.58040147119728
            },
            "jevbench_score": 65.18889471249292
          }
        },
        {
          "threshold": 0.75,
          "public": {
            "n": 231,
            "escalation": 0.8311688311688312,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.003491559624672,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.016241491804076073,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 71.39666089354944,
              "cost": 63.68122248094329
            },
            "jevbench_score": 63.005391353985154
          },
          "heldout": {
            "n": 303,
            "escalation": 0.933993399339934,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.2754005055623087,
            "calibration": 55.65470466490876,
            "p50_s": 2.5588221192359923,
            "p95_s": 3.646907018125056,
            "cost_usd_per_1000": 0.017771617656147636,
            "axes": {
              "intelligence": 75.0265384776507,
              "calibration": 55.65470466490876,
              "speed": 70.30035213121674,
              "cost": 62.508191166127915
            },
            "jevbench_score": 65.44896846518574
          }
        },
        {
          "threshold": 0.76,
          "public": {
            "n": 231,
            "escalation": 0.8311688311688312,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.003491559624672,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.016241491804076073,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 71.39666089354944,
              "cost": 63.68122248094329
            },
            "jevbench_score": 63.005391353985154
          },
          "heldout": {
            "n": 303,
            "escalation": 0.933993399339934,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.2754005055623087,
            "calibration": 55.65470466490876,
            "p50_s": 2.5588221192359923,
            "p95_s": 3.646907018125056,
            "cost_usd_per_1000": 0.017771617656147636,
            "axes": {
              "intelligence": 75.0265384776507,
              "calibration": 55.65470466490876,
              "speed": 70.30035213121674,
              "cost": 62.508191166127915
            },
            "jevbench_score": 65.44896846518574
          }
        },
        {
          "threshold": 0.77,
          "public": {
            "n": 231,
            "escalation": 0.8441558441558441,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.003491559624672,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.016434750717447346,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 71.39666089354944,
              "cost": 63.52710636753418
            },
            "jevbench_score": 62.96723657887374
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9372937293729373,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28538890361769753,
            "calibration": 54.655864859369885,
            "p50_s": 2.569989839196205,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.017820729657235385,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.655864859369885,
              "speed": 70.25998889750214,
              "cost": 62.47223554159456
            },
            "jevbench_score": 65.07477489010674
          }
        },
        {
          "threshold": 0.78,
          "public": {
            "n": 231,
            "escalation": 0.8441558441558441,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.003491559624672,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.016434750717447346,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 71.39666089354944,
              "cost": 63.52710636753418
            },
            "jevbench_score": 62.96723657887374
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9405940594059405,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28538890361769753,
            "calibration": 54.655864859369885,
            "p50_s": 2.569989839196205,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.017869841658323133,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.655864859369885,
              "speed": 70.25998889750214,
              "cost": 62.43637887064128
            },
            "jevbench_score": 65.06543527242765
          }
        },
        {
          "threshold": 0.79,
          "public": {
            "n": 231,
            "escalation": 0.8441558441558441,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.003491559624672,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.016434750717447346,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 71.39666089354944,
              "cost": 63.52710636753418
            },
            "jevbench_score": 62.96723657887374
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9438943894389439,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28538890361769753,
            "calibration": 54.655864859369885,
            "p50_s": 2.569989839196205,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.017918953659410885,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.655864859369885,
              "speed": 70.25998889750214,
              "cost": 62.400620610101704
            },
            "jevbench_score": 65.05611728073312
          }
        },
        {
          "threshold": 0.8,
          "public": {
            "n": 231,
            "escalation": 0.8484848484848485,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.003491559624672,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.01649917035523777,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 71.39666089354944,
              "cost": 63.47613679940272
            },
            "jevbench_score": 62.95460268479238
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9438943894389439,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28538890361769753,
            "calibration": 54.655864859369885,
            "p50_s": 2.569989839196205,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.017918953659410885,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.655864859369885,
              "speed": 70.25998889750214,
              "cost": 62.400620610101704
            },
            "jevbench_score": 65.05611728073312
          }
        },
        {
          "threshold": 0.81,
          "public": {
            "n": 231,
            "escalation": 0.8484848484848485,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.003491559624672,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.01649917035523777,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 71.39666089354944,
              "cost": 63.47613679940272
            },
            "jevbench_score": 62.95460268479238
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9471947194719472,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28538890361769753,
            "calibration": 54.655864859369885,
            "p50_s": 2.569989839196205,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.017968065660498633,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.655864859369885,
              "speed": 70.25998889750214,
              "cost": 62.364960221269484
            },
            "jevbench_score": 65.04682080359612
          }
        },
        {
          "threshold": 0.82,
          "public": {
            "n": 231,
            "escalation": 0.8484848484848485,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.003491559624672,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.01649917035523777,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 71.39666089354944,
              "cost": 63.47613679940272
            },
            "jevbench_score": 62.95460268479238
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9504950495049505,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28623177577145353,
            "calibration": 54.57157764399429,
            "p50_s": 2.570494332909584,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.01801717766158638,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.57157764399429,
              "speed": 70.25913645314381,
              "cost": 62.329397169849564
            },
            "jevbench_score": 65.01225970592476
          }
        },
        {
          "threshold": 0.83,
          "public": {
            "n": 231,
            "escalation": 0.8528138528138528,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.003491559624672,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.016563589993028194,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 71.39666089354944,
              "cost": 63.42536585046753
            },
            "jevbench_score": 62.942010456364905
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9504950495049505,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28623177577145353,
            "calibration": 54.57157764399429,
            "p50_s": 2.570494332909584,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.01801717766158638,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.57157764399429,
              "speed": 70.25913645314381,
              "cost": 62.329397169849564
            },
            "jevbench_score": 65.01225970592476
          }
        },
        {
          "threshold": 0.84,
          "public": {
            "n": 231,
            "escalation": 0.8571428571428571,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.003491559624672,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.01662800963081862,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 71.39666089354944,
              "cost": 63.37479197876918
            },
            "jevbench_score": 62.92945958891728
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9504950495049505,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28623177577145353,
            "calibration": 54.57157764399429,
            "p50_s": 2.570494332909584,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.01801717766158638,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.57157764399429,
              "speed": 70.25913645314381,
              "cost": 62.329397169849564
            },
            "jevbench_score": 65.01225970592476
          }
        },
        {
          "threshold": 0.85,
          "public": {
            "n": 231,
            "escalation": 0.8571428571428571,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.003491559624672,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.01662800963081862,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 71.39666089354944,
              "cost": 63.37479197876918
            },
            "jevbench_score": 62.92945958891728
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28623177577145353,
            "calibration": 54.57157764399429,
            "p50_s": 2.570494332909584,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.01806628966267413,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.57157764399429,
              "speed": 70.25913645314381,
              "cost": 62.29393092591014
            },
            "jevbench_score": 65.00300952491625
          }
        },
        {
          "threshold": 0.86,
          "public": {
            "n": 231,
            "escalation": 0.8658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.003491559624672,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.016756848906399467,
            "axes": {
              "intelligence": 68.13063063063062,
              "calibration": 50.471910537865476,
              "speed": 71.39666089354944,
              "cost": 63.27422938840394
            },
            "jevbench_score": 62.78042187629496
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28623177577145353,
            "calibration": 54.57157764399429,
            "p50_s": 2.570494332909584,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.01806628966267413,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.57157764399429,
              "speed": 70.25913645314381,
              "cost": 62.29393092591014
            },
            "jevbench_score": 65.00300952491625
          }
        },
        {
          "threshold": 0.87,
          "public": {
            "n": 231,
            "escalation": 0.8701298701298701,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.003491559624672,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.01682126854418989,
            "axes": {
              "intelligence": 68.13063063063062,
              "calibration": 50.471910537865476,
              "speed": 71.39666089354944,
              "cost": 63.22423767415538
            },
            "jevbench_score": 62.76801780893119
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28623177577145353,
            "calibration": 54.57157764399429,
            "p50_s": 2.570494332909584,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.01806628966267413,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.57157764399429,
              "speed": 70.25913645314381,
              "cost": 62.29393092591014
            },
            "jevbench_score": 65.00300952491625
          }
        },
        {
          "threshold": 0.88,
          "public": {
            "n": 231,
            "escalation": 0.8831168831168831,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.003491559624672,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.017014527457561164,
            "axes": {
              "intelligence": 68.13063063063062,
              "calibration": 50.471910537865476,
              "speed": 71.39666089354944,
              "cost": 63.075403240283656
            },
            "jevbench_score": 62.73104503937097
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28623177577145353,
            "calibration": 54.57157764399429,
            "p50_s": 2.570494332909584,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.01806628966267413,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.57157764399429,
              "speed": 70.25913645314381,
              "cost": 62.29393092591014
            },
            "jevbench_score": 65.00300952491625
          }
        },
        {
          "threshold": 0.89,
          "public": {
            "n": 231,
            "escalation": 0.8961038961038961,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.003491559624672,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.017207786370932437,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 71.39666089354944,
              "cost": 62.92824982635338
            },
            "jevbench_score": 62.818314401528426
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9570957095709571,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28623177577145353,
            "calibration": 54.57157764399429,
            "p50_s": 2.570494332909584,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.018115401663761882,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.57157764399429,
              "speed": 70.25913645314381,
              "cost": 62.25856096383537
            },
            "jevbench_score": 64.99378052118479
          }
        },
        {
          "threshold": 0.9,
          "public": {
            "n": 231,
            "escalation": 0.8961038961038961,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.003491559624672,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.017207786370932437,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 71.39666089354944,
              "cost": 62.92824982635338
            },
            "jevbench_score": 62.818314401528426
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9570957095709571,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28623177577145353,
            "calibration": 54.57157764399429,
            "p50_s": 2.570494332909584,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.018115401663761882,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.57157764399429,
              "speed": 70.25913645314381,
              "cost": 62.25856096383537
            },
            "jevbench_score": 64.99378052118479
          }
        },
        {
          "threshold": 0.91,
          "public": {
            "n": 231,
            "escalation": 0.9090909090909091,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.003491559624672,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.01740104528430371,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 71.39666089354944,
              "cost": 62.78273988329774
            },
            "jevbench_score": 62.78196893608742
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9603960396039604,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28623177577145353,
            "calibration": 54.57157764399429,
            "p50_s": 2.570494332909584,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.01816451366484963,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.57157764399429,
              "speed": 70.25913645314381,
              "cost": 62.223286762278505
            },
            "jevbench_score": 64.9845725868065
          }
        },
        {
          "threshold": 0.92,
          "public": {
            "n": 231,
            "escalation": 0.922077922077922,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.003491559624672,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.017594304197674982,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 71.39666089354944,
              "cost": 62.638837106271005
            },
            "jevbench_score": 62.74596272044161
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9636963696369637,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28623177577145353,
            "calibration": 54.57157764399429,
            "p50_s": 2.570494332909584,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.01821362566593738,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.57157764399429,
              "speed": 70.25913645314381,
              "cost": 62.188107804115894
            },
            "jevbench_score": 64.97538561469963
          }
        },
        {
          "threshold": 0.93,
          "public": {
            "n": 231,
            "escalation": 0.922077922077922,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.003491559624672,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.017594304197674982,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 71.39666089354944,
              "cost": 62.638837106271005
            },
            "jevbench_score": 62.74596272044161
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9702970297029703,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28623177577145353,
            "calibration": 54.57157764399429,
            "p50_s": 2.570494332909584,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.01831184966811288,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.57157764399429,
              "speed": 70.25913645314381,
              "cost": 62.11803357032163
            },
            "jevbench_score": 64.95707413313218
          }
        },
        {
          "threshold": 0.94,
          "public": {
            "n": 231,
            "escalation": 0.9264069264069265,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.003491559624672,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.01765872383546541,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 71.39666089354944,
              "cost": 62.591220559403915
            },
            "jevbench_score": 62.734034824365175
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9735973597359736,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28623177577145353,
            "calibration": 54.57157764399429,
            "p50_s": 2.570494332909584,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.018360961669200627,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.57157764399429,
              "speed": 70.25913645314381,
              "cost": 62.08313728115154
            },
            "jevbench_score": 64.9479494136406
          }
        },
        {
          "threshold": 0.95,
          "public": {
            "n": 231,
            "escalation": 0.935064935064935,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.003491559624672,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.017787563111046255,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 71.39666089354944,
              "cost": 62.4965063802774
            },
            "jevbench_score": 62.710288773183706
          },
          "heldout": {
            "n": 303,
            "escalation": 0.976897689768977,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28623177577145353,
            "calibration": 54.57157764399429,
            "p50_s": 2.570494332909584,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.018410073670288376,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.57157764399429,
              "speed": 70.25913645314381,
              "cost": 62.04833420821083
            },
            "jevbench_score": 64.93884523634166
          }
        },
        {
          "threshold": 0.96,
          "public": {
            "n": 231,
            "escalation": 0.9523809523809523,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.003491559624672,
            "p95_s": 3.618648448586464,
            "cost_usd_per_1000": 0.01804524166220795,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 71.39666089354944,
              "cost": 62.3091189245754
            },
            "jevbench_score": 62.66322871289558
          },
          "heldout": {
            "n": 303,
            "escalation": 0.976897689768977,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28623177577145353,
            "calibration": 54.57157764399429,
            "p50_s": 2.570494332909584,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.018410073670288376,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.57157764399429,
              "speed": 70.25913645314381,
              "cost": 62.04833420821083
            },
            "jevbench_score": 64.93884523634166
          }
        },
        {
          "threshold": 0.97,
          "public": {
            "n": 231,
            "escalation": 0.9696969696969697,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.010362187027931,
            "p95_s": 3.6374172061681747,
            "cost_usd_per_1000": 0.018302920213369652,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 71.35932576176762,
              "cost": 62.12438840419466
            },
            "jevbench_score": 62.608544318957314
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9933993399339934,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 2.5800421327352523,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.01865563367572712,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 70.24303497883724,
              "cost": 61.8756998408854
            },
            "jevbench_score": 65.06749819436108
          }
        },
        {
          "threshold": 0.98,
          "public": {
            "n": 231,
            "escalation": 0.9826839826839827,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.010362187027931,
            "p95_s": 3.6374172061681747,
            "cost_usd_per_1000": 0.018496179126740925,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 71.35932576176762,
              "cost": 61.98753931908057
            },
            "jevbench_score": 62.57403690187173
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9966996699669967,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 2.5800421327352523,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.01870474567681487,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 70.24303497883724,
              "cost": 61.84144577217987
            },
            "jevbench_score": 65.05849106632472
          }
        },
        {
          "threshold": 0.99,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.010362187027931,
            "p95_s": 3.6374172061681747,
            "cost_usd_per_1000": 0.01875385767790262,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 71.35932576176762,
              "cost": 61.80728152464433
            },
            "jevbench_score": 62.528496382656066
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 2.5800421327352523,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.01875385767790262,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 70.24303497883724,
              "cost": 61.80728152464433
            },
            "jevbench_score": 65.04950382895649
          }
        },
        {
          "threshold": 1.0,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 2.010362187027931,
            "p95_s": 3.6374172061681747,
            "cost_usd_per_1000": 0.01875385767790262,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 71.35932576176762,
              "cost": 61.80728152464433
            },
            "jevbench_score": 62.528496382656066
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 2.5800421327352523,
            "p95_s": 3.6649639233946796,
            "cost_usd_per_1000": 0.01875385767790262,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 70.24303497883724,
              "cost": 61.80728152464433
            },
            "jevbench_score": 65.04950382895649
          }
        }
      ]
    },
    {
      "cheap": "laya",
      "backend": "open-alternative-jev",
      "chosen": {
        "threshold": 0.88,
        "public": {
          "n": 231,
          "escalation": 0.7792207792207793,
          "tiers": {
            "easy": 1.0,
            "standard": 0.6388888888888888,
            "hard": 0.5315315315315315
          },
          "accuracy": 0.6623376623376623,
          "ece_hard": 0.24959788792149712,
          "calibration": 56.326111706783166,
          "p50_s": 1.611314061284065,
          "p95_s": 5.476784098148347,
          "cost_usd_per_1000": 0.020159546427355415,
          "axes": {
            "intelligence": 66.43727060393728,
            "calibration": 56.326111706783166,
            "speed": 70.54294182155672,
            "cost": 60.8655773011892
          },
          "jevbench_score": 63.312099687996884
        },
        "heldout": {
          "n": 303,
          "escalation": 0.8712871287128713,
          "tiers": {
            "easy": 1.0,
            "standard": 0.7083333333333334,
            "judge": 0.5273972602739726,
            "hard": 0.4954128440366973
          },
          "accuracy": 0.5676567656765676,
          "ece_hard": 0.29825105368372024,
          "calibration": 54.73603344486585,
          "p50_s": 3.3082447081804274,
          "p95_s": 5.587395147979261,
          "cost_usd_per_1000": 0.022200786702265732,
          "axes": {
            "intelligence": 63.4628419421055,
            "calibration": 54.73603344486585,
            "speed": 67.33192987193615,
            "cost": 59.6089490713466
          },
          "jevbench_score": 61.10564625120703
        }
      },
      "full": {
        "tiers": {
          "easy": 1.0,
          "standard": 0.65625,
          "judge": 0.5273972602739726,
          "hard": 0.5136363636363637
        },
        "accuracy": 0.6086142322097379,
        "ece_hard": 0.2737033200491441,
        "calibration": 55.553187651170965,
        "p50_s": 2.796613584458828,
        "p95_s": 5.542336564511061,
        "cost_usd_per_1000": 0.02131777826873711,
        "axes": {
          "intelligence": 62.55121419676215,
          "calibration": 55.553187651170965,
          "speed": 68.09674641848201,
          "cost": 60.13774177910038
        },
        "jevbench_score": 61.41925604145468
      },
      "full_escalation": 0.8314606741573034,
      "backend_heldout_accuracy": 0.5643564356435643,
      "useful": false,
      "curve": [
        {
          "threshold": 0.0,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.01,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.02,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.03,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.04,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.05,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.06,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.07,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.08,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.09,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.1,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.11,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.12,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.13,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.14,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.15,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.16,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.17,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.18,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.19,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.2,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.21,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.22,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.21278612221122534,
            "calibration": 63.403887778877476,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4528342053294185,
            "cost_usd_per_1000": 0.002979107446860256,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 63.403887778877476,
              "speed": 72.84771266552642,
              "cost": 85.77741498676124
            },
            "jevbench_score": 67.88018273891647
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.23,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.21278612221122534,
            "calibration": 63.403887778877476,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4528342053294185,
            "cost_usd_per_1000": 0.002979107446860256,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 63.403887778877476,
              "speed": 72.84771266552642,
              "cost": 85.77741498676124
            },
            "jevbench_score": 67.88018273891647
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2648896103782679,
            "calibration": 54.85978896217321,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0029563002929506436,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 54.85978896217321,
              "speed": 68.8164811989393,
              "cost": 85.87754360749533
            },
            "jevbench_score": 66.32216062606311
          }
        },
        {
          "threshold": 0.24,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.21278612221122534,
            "calibration": 63.403887778877476,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4528342053294185,
            "cost_usd_per_1000": 0.002979107446860256,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 63.403887778877476,
              "speed": 72.84771266552642,
              "cost": 85.77741498676124
            },
            "jevbench_score": 67.88018273891647
          },
          "heldout": {
            "n": 303,
            "escalation": 0.006600660066006601,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.30275229357798167
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2670575358532289,
            "calibration": 54.642996414677114,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.776861734688282,
            "cost_usd_per_1000": 0.003029473245077317,
            "axes": {
              "intelligence": 59.95243182103809,
              "calibration": 54.642996414677114,
              "speed": 68.78687472081019,
              "cost": 85.55898635922483
            },
            "jevbench_score": 66.2640734526458
          }
        },
        {
          "threshold": 0.25,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.21476462782221095,
            "calibration": 63.20603721777891,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4528342053294185,
            "cost_usd_per_1000": 0.0030750875528965417,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 63.20603721777891,
              "speed": 72.84771266552642,
              "cost": 85.36427543862241
            },
            "jevbench_score": 67.86367316210656
          },
          "heldout": {
            "n": 303,
            "escalation": 0.009900990099009901,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2647147042301286,
            "calibration": 54.877279576987135,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.808721804618835,
            "cost_usd_per_1000": 0.0031026461972039903,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 54.877279576987135,
              "speed": 68.75800490091856,
              "cost": 85.2480323595695
            },
            "jevbench_score": 66.19149118182833
          }
        },
        {
          "threshold": 0.26,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.21476462782221095,
            "calibration": 63.20603721777891,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4528342053294185,
            "cost_usd_per_1000": 0.0030750875528965417,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 63.20603721777891,
              "speed": 72.84771266552642,
              "cost": 85.36427543862241
            },
            "jevbench_score": 67.86367316210656
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2760406043167706,
            "calibration": 53.74468956832294,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.0031758191493306636,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 53.74468956832294,
              "speed": 68.75300303786179,
              "cost": 84.9443271081673
            },
            "jevbench_score": 65.78736879855717
          }
        },
        {
          "threshold": 0.27,
          "public": {
            "n": 231,
            "escalation": 0.021645021645021644,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.35135135135135137
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.21289556104103685,
            "calibration": 63.39294389589632,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.455602088570595,
            "cost_usd_per_1000": 0.003363027871005399,
            "axes": {
              "intelligence": 54.33871371371373,
              "calibration": 63.39294389589632,
              "speed": 72.84501392824589,
              "cost": 84.19808600398919
            },
            "jevbench_score": 67.79740652745981
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2760406043167706,
            "calibration": 53.74468956832294,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.0031758191493306636,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 53.74468956832294,
              "speed": 68.75300303786179,
              "cost": 84.9443271081673
            },
            "jevbench_score": 65.78736879855717
          }
        },
        {
          "threshold": 0.28,
          "public": {
            "n": 231,
            "escalation": 0.021645021645021644,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.35135135135135137
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.21289556104103685,
            "calibration": 63.39294389589632,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.455602088570595,
            "cost_usd_per_1000": 0.003363027871005399,
            "axes": {
              "intelligence": 54.33871371371373,
              "calibration": 63.39294389589632,
              "speed": 72.84501392824589,
              "cost": 84.19808600398919
            },
            "jevbench_score": 67.79740652745981
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.28736438993076613,
            "calibration": 52.612311006923385,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.822164891660214,
            "cost_usd_per_1000": 0.0033221650535840102,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 52.612311006923385,
              "speed": 68.74588086188128,
              "cost": 84.35736383492474
            },
            "jevbench_score": 65.32303867274688
          }
        },
        {
          "threshold": 0.29,
          "public": {
            "n": 231,
            "escalation": 0.03896103896103896,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.23268607048730366,
            "calibration": 61.41389295126964,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.538626746833325,
            "cost_usd_per_1000": 0.003746948295150543,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 61.41389295126964,
              "speed": 72.76483323506824,
              "cost": 82.78966899330085
            },
            "jevbench_score": 66.72796650528528
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0231023102310231,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.28440366972477066
            },
            "accuracy": 0.5610561056105611,
            "ece_hard": 0.2887852197807373,
            "calibration": 52.470228021926275,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.840475116670132,
            "cost_usd_per_1000": 0.0033953380057106836,
            "axes": {
              "intelligence": 59.401973105441755,
              "calibration": 52.470228021926275,
              "speed": 68.72942151082292,
              "cost": 84.07350955719136
            },
            "jevbench_score": 65.14467502660727
          }
        },
        {
          "threshold": 0.3,
          "public": {
            "n": 231,
            "escalation": 0.04329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.22913615028856388,
            "calibration": 61.76888497114362,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.646009536087513,
            "cost_usd_per_1000": 0.0038429284011868283,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 61.76888497114362,
              "speed": 72.66327694805801,
              "cost": 82.46013120813933
            },
            "jevbench_score": 66.85084372528357
          },
          "heldout": {
            "n": 303,
            "escalation": 0.033003300330033,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2770174134890014,
            "calibration": 53.64700865109986,
            "p50_s": 2.79284847676754,
            "p95_s": 4.870198597609996,
            "cost_usd_per_1000": 0.0036148568620907036,
            "axes": {
              "intelligence": 59.868983285157725,
              "calibration": 53.64700865109986,
              "speed": 68.66405954583303,
              "cost": 83.25726684514908
            },
            "jevbench_score": 65.4598121848748
          }
        },
        {
          "threshold": 0.31,
          "public": {
            "n": 231,
            "escalation": 0.05627705627705628,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.2401238959310118,
            "calibration": 60.67011040689883,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.646009536087513,
            "cost_usd_per_1000": 0.004130868719295686,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 60.67011040689883,
              "speed": 72.66327694805801,
              "cost": 81.5187582058326
            },
            "jevbench_score": 66.36078766666212
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.3119266055045872
            },
            "accuracy": 0.5742574257425742,
            "ece_hard": 0.27268558215513644,
            "calibration": 54.08019178448636,
            "p50_s": 2.79284847676754,
            "p95_s": 4.969698165357111,
            "cost_usd_per_1000": 0.0038343757184707236,
            "axes": {
              "intelligence": 60.41944200075407,
              "calibration": 54.08019178448636,
              "speed": 68.57622613220747,
              "cost": 82.48916002649342
            },
            "jevbench_score": 65.56866614649235
          }
        },
        {
          "threshold": 0.32,
          "public": {
            "n": 231,
            "escalation": 0.06060606060606061,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2533230379310382,
            "calibration": 59.350196206896186,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.732986265420914,
            "cost_usd_per_1000": 0.004226848825331971,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 59.350196206896186,
              "speed": 72.58272547477219,
              "cost": 81.21949853743737
            },
            "jevbench_score": 65.80300787617668
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.3119266055045872
            },
            "accuracy": 0.5742574257425742,
            "ece_hard": 0.2768947787401091,
            "calibration": 53.65927212598909,
            "p50_s": 2.79284847676754,
            "p95_s": 5.079665326178072,
            "cost_usd_per_1000": 0.003907548670597397,
            "axes": {
              "intelligence": 60.41944200075407,
              "calibration": 53.65927212598909,
              "speed": 68.48117526149129,
              "cost": 82.24286811718846
            },
            "jevbench_score": 65.36913451169521
          }
        },
        {
          "threshold": 0.33,
          "public": {
            "n": 231,
            "escalation": 0.06493506493506493,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2593583172819543,
            "calibration": 58.74666827180457,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.7531688347458845,
            "cost_usd_per_1000": 0.004322828931368258,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 58.74666827180457,
              "speed": 72.5642455076592,
              "cost": 80.9269585178406
            },
            "jevbench_score": 65.5717233805552
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0594059405940594,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.3394495412844037
            },
            "accuracy": 0.5841584158415841,
            "ece_hard": 0.26201954399599703,
            "calibration": 56.973025795959586,
            "p50_s": 2.8090254992246626,
            "p95_s": 5.091547676324844,
            "cost_usd_per_1000": 0.004200240479104091,
            "axes": {
              "intelligence": 61.245130074148555,
              "calibration": 56.973025795959586,
              "speed": 68.44594503649601,
              "cost": 81.30177531836219
            },
            "jevbench_score": 66.38151347161771
          }
        },
        {
          "threshold": 0.34,
          "public": {
            "n": 231,
            "escalation": 0.0735930735930736,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.258280453178424,
            "calibration": 58.8544546821576,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.792922566831113,
            "cost_usd_per_1000": 0.0045147891434408295,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 58.8544546821576,
              "speed": 72.52807378971121,
              "cost": 80.3608758387767
            },
            "jevbench_score": 65.5929613226464
          },
          "heldout": {
            "n": 303,
            "escalation": 0.06930693069306931,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3486238532110092
            },
            "accuracy": 0.5907590759075908,
            "ece_hard": 0.2646549185070961,
            "calibration": 56.709488344849674,
            "p50_s": 2.8090254992246626,
            "p95_s": 5.095480171442032,
            "cost_usd_per_1000": 0.004419759335484111,
            "axes": {
              "intelligence": 61.71214025386453,
              "calibration": 56.709488344849674,
              "speed": 68.4425920251175,
              "cost": 80.63804134565956
            },
            "jevbench_score": 66.29384203554106
          }
        },
        {
          "threshold": 0.35,
          "public": {
            "n": 231,
            "escalation": 0.0735930735930736,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.258280453178424,
            "calibration": 58.8544546821576,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.792922566831113,
            "cost_usd_per_1000": 0.0045147891434408295,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 58.8544546821576,
              "speed": 72.52807378971121,
              "cost": 80.3608758387767
            },
            "jevbench_score": 65.5929613226464
          },
          "heldout": {
            "n": 303,
            "escalation": 0.07920792079207921,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3669724770642202
            },
            "accuracy": 0.5973597359735974,
            "ece_hard": 0.25743368141545464,
            "calibration": 57.431612054013826,
            "p50_s": 2.8090254992246626,
            "p95_s": 5.103613194227219,
            "cost_usd_per_1000": 0.004639278191864131,
            "axes": {
              "intelligence": 62.26259896946086,
              "calibration": 57.431612054013826,
              "speed": 68.4356656689428,
              "cost": 80.00648753384186
            },
            "jevbench_score": 66.51911890231804
          }
        },
        {
          "threshold": 0.36,
          "public": {
            "n": 231,
            "escalation": 0.08658008658008658,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.26771101608809017,
            "calibration": 57.911398391190986,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.911704379320145,
            "cost_usd_per_1000": 0.004802729461549686,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 57.911398391190986,
              "speed": 72.42175571630612,
              "cost": 79.55535629630434
            },
            "jevbench_score": 65.14038690161945
          },
          "heldout": {
            "n": 303,
            "escalation": 0.08250825082508251,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3669724770642202
            },
            "accuracy": 0.5973597359735974,
            "ece_hard": 0.2602705873374481,
            "calibration": 56.342593620241715,
            "p50_s": 2.8090254992246626,
            "p95_s": 5.103613194227219,
            "cost_usd_per_1000": 0.004712451143990804,
            "axes": {
              "intelligence": 62.26259896946086,
              "calibration": 56.342593620241715,
              "speed": 68.4356656689428,
              "cost": 79.80259417841862
            },
            "jevbench_score": 66.15929921539619
          }
        },
        {
          "threshold": 0.37,
          "public": {
            "n": 231,
            "escalation": 0.11255411255411256,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5454545454545454,
            "ece_hard": 0.25375619308992103,
            "calibration": 59.306880691007905,
            "p50_s": 1.169974410533905,
            "p95_s": 5.184776361286641,
            "cost_usd_per_1000": 0.005378610097767402,
            "axes": {
              "intelligence": 55.08946446446447,
              "calibration": 59.306880691007905,
              "speed": 72.17093608568683,
              "cost": 78.07989811396243
            },
            "jevbench_score": 65.50414801230171
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0891089108910891,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3669724770642202
            },
            "accuracy": 0.5973597359735974,
            "ece_hard": 0.2663938324593925,
            "calibration": 55.73026910804728,
            "p50_s": 2.8090254992246626,
            "p95_s": 5.105773428678513,
            "cost_usd_per_1000": 0.004858797048244151,
            "axes": {
              "intelligence": 62.26259896946086,
              "calibration": 55.73026910804728,
              "speed": 68.43382779571796,
              "cost": 79.40413723063163
            },
            "jevbench_score": 65.8958534740291
          }
        },
        {
          "threshold": 0.38,
          "public": {
            "n": 231,
            "escalation": 0.12554112554112554,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5454545454545454,
            "ece_hard": 0.2556788935351704,
            "calibration": 59.11461064648296,
            "p50_s": 1.2405554592609405,
            "p95_s": 5.2804211929440505,
            "cost_usd_per_1000": 0.005666550415876259,
            "axes": {
              "intelligence": 55.08946446446447,
              "calibration": 59.11461064648296,
              "speed": 71.83715250315785,
              "cost": 77.40043728750753
            },
            "jevbench_score": 65.23249308721184
          },
          "heldout": {
            "n": 303,
            "escalation": 0.09900990099009901,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7123287671232876,
              "hard": 0.3761467889908257
            },
            "accuracy": 0.6039603960396039,
            "ece_hard": 0.2685941884096286,
            "calibration": 55.510233513023664,
            "p50_s": 2.8226395934820174,
            "p95_s": 5.137652306258678,
            "cost_usd_per_1000": 0.005078315904624171,
            "axes": {
              "intelligence": 62.72960914917684,
              "calibration": 55.510233513023664,
              "speed": 68.38579861080868,
              "cost": 78.82840859953002
            },
            "jevbench_score": 65.82237970358563
          }
        },
        {
          "threshold": 0.39,
          "public": {
            "n": 231,
            "escalation": 0.14285714285714285,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5497835497835498,
            "ece_hard": 0.2579128867420719,
            "calibration": 58.89121132579281,
            "p50_s": 1.2405554592609405,
            "p95_s": 5.368320199847222,
            "cost_usd_per_1000": 0.006050470840021402,
            "axes": {
              "intelligence": 55.46483983983985,
              "calibration": 58.89121132579281,
              "speed": 71.76545403798013,
              "cost": 76.54632483348395
            },
            "jevbench_score": 65.08441533816875
          },
          "heldout": {
            "n": 303,
            "escalation": 0.11221122112211221,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7191780821917808,
              "hard": 0.3761467889908257
            },
            "accuracy": 0.6072607260726073,
            "ece_hard": 0.281485895684578,
            "calibration": 54.22106278552873,
            "p50_s": 2.8282473921775817,
            "p95_s": 5.137652306258678,
            "cost_usd_per_1000": 0.005371007713130864,
            "axes": {
              "intelligence": 62.921389971094634,
              "calibration": 54.22106278552873,
              "speed": 68.37717894867504,
              "cost": 78.09832671843283
            },
            "jevbench_score": 65.33258023428402
          }
        },
        {
          "threshold": 0.4,
          "public": {
            "n": 231,
            "escalation": 0.1471861471861472,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.38738738738738737
            },
            "accuracy": 0.5541125541125541,
            "ece_hard": 0.25284916766273274,
            "calibration": 59.397583233726735,
            "p50_s": 1.2405554592609405,
            "p95_s": 5.368320199847222,
            "cost_usd_per_1000": 0.006146450946057688,
            "axes": {
              "intelligence": 55.84021521521522,
              "calibration": 59.397583233726735,
              "speed": 71.76545403798013,
              "cost": 76.34126740211536
            },
            "jevbench_score": 65.29014982472255
          },
          "heldout": {
            "n": 303,
            "escalation": 0.132013201320132,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7123287671232876,
              "hard": 0.3853211009174312
            },
            "accuracy": 0.6072607260726073,
            "ece_hard": 0.27785685085023554,
            "calibration": 54.568425692667745,
            "p50_s": 2.8282473921775817,
            "p95_s": 5.21769452303648,
            "cost_usd_per_1000": 0.005810045425890904,
            "axes": {
              "intelligence": 63.004838506975005,
              "calibration": 54.568425692667745,
              "speed": 68.3100395549713,
              "cost": 77.07461416183587
            },
            "jevbench_score": 65.22706029554915
          }
        },
        {
          "threshold": 0.41,
          "public": {
            "n": 231,
            "escalation": 0.1645021645021645,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.5627705627705628,
            "ece_hard": 0.25102933032000224,
            "calibration": 59.57956696799978,
            "p50_s": 1.2405554592609405,
            "p95_s": 5.42692114263773,
            "cost_usd_per_1000": 0.006530371370202832,
            "axes": {
              "intelligence": 56.59096596596597,
              "calibration": 59.57956696799978,
              "speed": 71.71830304752201,
              "cost": 75.55186361483914
            },
            "jevbench_score": 65.37774079940104
          },
          "heldout": {
            "n": 303,
            "escalation": 0.13861386138613863,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3761467889908257
            },
            "accuracy": 0.6006600660066007,
            "ece_hard": 0.28665652482355924,
            "calibration": 53.27179713760467,
            "p50_s": 2.8427457749843597,
            "p95_s": 5.261130438745021,
            "cost_usd_per_1000": 0.005956391330144251,
            "axes": {
              "intelligence": 62.53782832725903,
              "calibration": 53.27179713760467,
              "speed": 68.25182907907248,
              "cost": 76.75050331547736
            },
            "jevbench_score": 64.63368505302392
          }
        },
        {
          "threshold": 0.42,
          "public": {
            "n": 231,
            "escalation": 0.16883116883116883,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4144144144144144
            },
            "accuracy": 0.5670995670995671,
            "ece_hard": 0.2461933120056879,
            "calibration": 60.06316879943121,
            "p50_s": 1.2405554592609405,
            "p95_s": 5.42692114263773,
            "cost_usd_per_1000": 0.006626351476239117,
            "axes": {
              "intelligence": 56.96634134134135,
              "calibration": 60.06316879943121,
              "speed": 71.71830304752201,
              "cost": 75.36176595729152
            },
            "jevbench_score": 65.5770551628415
          },
          "heldout": {
            "n": 303,
            "escalation": 0.15841584158415842,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3944954128440367
            },
            "accuracy": 0.6072607260726073,
            "ece_hard": 0.2768209807180487,
            "calibration": 54.25535154815572,
            "p50_s": 2.8427457749843597,
            "p95_s": 5.261130438745021,
            "cost_usd_per_1000": 0.006395429042904291,
            "axes": {
              "intelligence": 63.08828704285535,
              "calibration": 54.25535154815572,
              "speed": 68.25182907907248,
              "cost": 75.82390945558043
            },
            "jevbench_score": 64.87508594564562
          }
        },
        {
          "threshold": 0.43,
          "public": {
            "n": 231,
            "escalation": 0.18614718614718614,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.42342342342342343
            },
            "accuracy": 0.5714285714285714,
            "ece_hard": 0.25128331440431334,
            "calibration": 58.94446477913179,
            "p50_s": 1.2405554592609405,
            "p95_s": 5.42692114263773,
            "cost_usd_per_1000": 0.00701027190038426,
            "axes": {
              "intelligence": 57.34171671671673,
              "calibration": 58.94446477913179,
              "speed": 71.71830304752201,
              "cost": 74.62795411486701
            },
            "jevbench_score": 65.21707475668221
          },
          "heldout": {
            "n": 303,
            "escalation": 0.19141914191419143,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7191780821917808,
              "hard": 0.3944954128440367
            },
            "accuracy": 0.6138613861386139,
            "ece_hard": 0.2898307829492494,
            "calibration": 52.95437132503565,
            "p50_s": 2.8707323759794234,
            "p95_s": 5.309325644373894,
            "cost_usd_per_1000": 0.007127158564171024,
            "axes": {
              "intelligence": 63.471848686690954,
              "calibration": 52.95437132503565,
              "speed": 68.16967929363335,
              "cost": 74.41250736891672
            },
            "jevbench_score": 64.25841934868457
          }
        },
        {
          "threshold": 0.44,
          "public": {
            "n": 231,
            "escalation": 0.19913419913419914,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.43243243243243246
            },
            "accuracy": 0.5757575757575758,
            "ece_hard": 0.2504380302233182,
            "calibration": 59.2595517355728,
            "p50_s": 1.2405554592609405,
            "p95_s": 5.42692114263773,
            "cost_usd_per_1000": 0.007298212218493118,
            "axes": {
              "intelligence": 57.7170920920921,
              "calibration": 59.2595517355728,
              "speed": 71.71830304752201,
              "cost": 74.10350536925961
            },
            "jevbench_score": 65.29544565476395
          },
          "heldout": {
            "n": 303,
            "escalation": 0.20132013201320131,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.3944954128440367
            },
            "accuracy": 0.6039603960396039,
            "ece_hard": 0.2898307829492494,
            "calibration": 52.95437132503565,
            "p50_s": 2.8707323759794234,
            "p95_s": 5.309325644373894,
            "cost_usd_per_1000": 0.007346677420551045,
            "axes": {
              "intelligence": 62.89650622093754,
              "calibration": 52.95437132503565,
              "speed": 68.16967929363335,
              "cost": 74.01727086489844
            },
            "jevbench_score": 64.02700161431696
          }
        },
        {
          "threshold": 0.45,
          "public": {
            "n": 231,
            "escalation": 0.21212121212121213,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.5844155844155844,
            "ece_hard": 0.24398896174864224,
            "calibration": 59.90445858304039,
            "p50_s": 1.2405554592609405,
            "p95_s": 5.42692114263773,
            "cost_usd_per_1000": 0.007586152536601975,
            "axes": {
              "intelligence": 58.46784284284285,
              "calibration": 59.90445858304039,
              "speed": 71.71830304752201,
              "cost": 73.59935287244065
            },
            "jevbench_score": 65.57224528620748
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2145214521452145,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.3944954128440367
            },
            "accuracy": 0.6006600660066007,
            "ece_hard": 0.2934753492187509,
            "calibration": 52.58991469808551,
            "p50_s": 2.916802155971527,
            "p95_s": 5.309325644373894,
            "cost_usd_per_1000": 0.007639369229057738,
            "axes": {
              "intelligence": 62.704725399019736,
              "calibration": 52.58991469808551,
              "speed": 68.10053664322287,
              "cost": 73.50827496909844
            },
            "jevbench_score": 63.74151412157903
          }
        },
        {
          "threshold": 0.46,
          "public": {
            "n": 231,
            "escalation": 0.22510822510822512,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.5887445887445888,
            "ece_hard": 0.2414994314067719,
            "calibration": 60.15341161722743,
            "p50_s": 1.3233075231313705,
            "p95_s": 5.447764056921006,
            "cost_usd_per_1000": 0.007874092854710833,
            "axes": {
              "intelligence": 58.84321821821823,
              "calibration": 60.15341161722743,
              "speed": 71.42120928504016,
              "cost": 73.11398404381299
            },
            "jevbench_score": 65.56862588896237
          },
          "heldout": {
            "n": 303,
            "escalation": 0.21782178217821782,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.3944954128440367
            },
            "accuracy": 0.6006600660066007,
            "ece_hard": 0.293761746083148,
            "calibration": 53.0451887205494,
            "p50_s": 2.916802155971527,
            "p95_s": 5.309325644373894,
            "cost_usd_per_1000": 0.0077125421811844105,
            "axes": {
              "intelligence": 62.704725399019736,
              "calibration": 53.0451887205494,
              "speed": 68.10053664322287,
              "cost": 73.38407343168929
            },
            "jevbench_score": 63.85202200116319
          }
        },
        {
          "threshold": 0.47,
          "public": {
            "n": 231,
            "escalation": 0.24242424242424243,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.5887445887445888,
            "ece_hard": 0.24834261772141336,
            "calibration": 58.50256061822395,
            "p50_s": 1.3233075231313705,
            "p95_s": 5.453733111917973,
            "cost_usd_per_1000": 0.008258013278855976,
            "axes": {
              "intelligence": 58.84321821821823,
              "calibration": 58.50256061822395,
              "speed": 71.41645337332221,
              "cost": 72.49373269350319
            },
            "jevbench_score": 64.97443448884579
          },
          "heldout": {
            "n": 303,
            "escalation": 0.23432343234323433,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.4036697247706422
            },
            "accuracy": 0.6072607260726073,
            "ece_hard": 0.2894569691649818,
            "calibration": 53.47566641236601,
            "p50_s": 2.984680587053299,
            "p95_s": 5.309325644373894,
            "cost_usd_per_1000": 0.008078406941817778,
            "axes": {
              "intelligence": 63.17173557873571,
              "calibration": 53.47566641236601,
              "speed": 68.00062775786493,
              "cost": 72.78022820370656
            },
            "jevbench_score": 63.94422635517044
          }
        },
        {
          "threshold": 0.48,
          "public": {
            "n": 231,
            "escalation": 0.2510822510822511,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.5844155844155844,
            "ece_hard": 0.2613286162358931,
            "calibration": 54.83223159123969,
            "p50_s": 1.3951993823051452,
            "p95_s": 5.453733111917973,
            "cost_usd_per_1000": 0.008449973490928547,
            "axes": {
              "intelligence": 58.46784284284285,
              "calibration": 54.83223159123969,
              "speed": 71.18669843529592,
              "cost": 72.19433960521873
            },
            "jevbench_score": 63.71090114623391
          },
          "heldout": {
            "n": 303,
            "escalation": 0.264026402640264,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.42201834862385323
            },
            "accuracy": 0.6138613861386139,
            "ece_hard": 0.2744823974776322,
            "calibration": 54.97312358110098,
            "p50_s": 3.0606545895338058,
            "p95_s": 5.335074929893017,
            "cost_usd_per_1000": 0.008736963510957837,
            "axes": {
              "intelligence": 63.722194294332034,
              "calibration": 54.97312358110098,
              "speed": 67.87045156613647,
              "cost": 71.7591843421395
            },
            "jevbench_score": 64.26874839200548
          }
        },
        {
          "threshold": 0.49,
          "public": {
            "n": 231,
            "escalation": 0.2554112554112554,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.5844155844155844,
            "ece_hard": 0.26272632309528215,
            "calibration": 54.69246090530079,
            "p50_s": 1.3951993823051452,
            "p95_s": 5.453733111917973,
            "cost_usd_per_1000": 0.008545953596964834,
            "axes": {
              "intelligence": 58.46784284284285,
              "calibration": 54.69246090530079,
              "speed": 71.18669843529592,
              "cost": 72.04718408966774
            },
            "jevbench_score": 63.637791541324816
          },
          "heldout": {
            "n": 303,
            "escalation": 0.26732673267326734,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.42201834862385323
            },
            "accuracy": 0.6138613861386139,
            "ece_hard": 0.27614343193549207,
            "calibration": 54.807020135314986,
            "p50_s": 3.0606545895338058,
            "p95_s": 5.335074929893017,
            "cost_usd_per_1000": 0.008810136463084511,
            "axes": {
              "intelligence": 63.722194294332034,
              "calibration": 54.807020135314986,
              "speed": 67.87045156613647,
              "cost": 71.6505209381984
            },
            "jevbench_score": 64.19582003423983
          }
        },
        {
          "threshold": 0.5,
          "public": {
            "n": 231,
            "escalation": 0.26406926406926406,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5555555555555556,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.5887445887445888,
            "ece_hard": 0.2668289093578137,
            "calibration": 54.28220227904763,
            "p50_s": 1.416904667019844,
            "p95_s": 5.453733111917973,
            "cost_usd_per_1000": 0.008737913809037405,
            "axes": {
              "intelligence": 59.00796629963298,
              "calibration": 54.28220227904763,
              "speed": 71.11965488059697,
              "cost": 71.75776730485231
            },
            "jevbench_score": 63.58529141231047
          },
          "heldout": {
            "n": 303,
            "escalation": 0.27722772277227725,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.41284403669724773
            },
            "accuracy": 0.6105610561056105,
            "ece_hard": 0.2888504529700348,
            "calibration": 53.536318031860716,
            "p50_s": 3.0606545895338058,
            "p95_s": 5.339561374485493,
            "cost_usd_per_1000": 0.009029655319464532,
            "axes": {
              "intelligence": 63.44696493653388,
              "calibration": 53.536318031860716,
              "speed": 67.86680097198217,
              "cost": 71.32986481854027
            },
            "jevbench_score": 63.67911699280819
          }
        },
        {
          "threshold": 0.51,
          "public": {
            "n": 231,
            "escalation": 0.2813852813852814,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5972222222222222,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.5974025974025974,
            "ece_hard": 0.27718165588633675,
            "calibration": 53.24692762619533,
            "p50_s": 1.4668009370565414,
            "p95_s": 5.453733111917973,
            "cost_usd_per_1000": 0.009121834233182548,
            "axes": {
              "intelligence": 60.252961294627966,
              "calibration": 53.24692762619533,
              "speed": 70.96934940108532,
              "cost": 71.19753472760215
            },
            "jevbench_score": 63.45300330022145
          },
          "heldout": {
            "n": 303,
            "escalation": 0.29042904290429045,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.41284403669724773
            },
            "accuracy": 0.6105610561056105,
            "ece_hard": 0.2938054406339443,
            "calibration": 53.4676154850329,
            "p50_s": 3.069469991326332,
            "p95_s": 5.339561374485493,
            "cost_usd_per_1000": 0.009322347127971226,
            "axes": {
              "intelligence": 63.44696493653388,
              "calibration": 53.4676154850329,
              "speed": 67.85431025358704,
              "cost": 70.91424188991805
            },
            "jevbench_score": 63.5628180228746
          }
        },
        {
          "threshold": 0.52,
          "public": {
            "n": 231,
            "escalation": 0.2943722943722944,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5972222222222222,
              "hard": 0.43243243243243246
            },
            "accuracy": 0.5930735930735931,
            "ece_hard": 0.2899117623726318,
            "calibration": 51.97391697756582,
            "p50_s": 1.4921533554792403,
            "p95_s": 5.453733111917973,
            "cost_usd_per_1000": 0.009409774551291406,
            "axes": {
              "intelligence": 59.877585919252596,
              "calibration": 51.97391697756582,
              "speed": 70.89492658967006,
              "cost": 70.79262345117702
            },
            "jevbench_score": 62.865622992741706
          },
          "heldout": {
            "n": 303,
            "escalation": 0.32673267326732675,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.42201834862385323
            },
            "accuracy": 0.6138613861386139,
            "ece_hard": 0.2902820627608366,
            "calibration": 53.81995327234367,
            "p50_s": 3.069469991326332,
            "p95_s": 5.341946345567704,
            "cost_usd_per_1000": 0.010127249601364631,
            "axes": {
              "intelligence": 63.722194294332034,
              "calibration": 53.81995327234367,
              "speed": 67.85237086483247,
              "cost": 69.83525458135418
            },
            "jevbench_score": 63.49191799735225
          }
        },
        {
          "threshold": 0.53,
          "public": {
            "n": 231,
            "escalation": 0.30735930735930733,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.43243243243243246
            },
            "accuracy": 0.5974025974025974,
            "ece_hard": 0.29289334252662497,
            "calibration": 51.67575896216651,
            "p50_s": 1.4921533554792403,
            "p95_s": 5.453733111917973,
            "cost_usd_per_1000": 0.009697714869400263,
            "axes": {
              "intelligence": 60.417709376042716,
              "calibration": 51.67575896216651,
              "speed": 70.89492658967006,
              "cost": 70.39991767260729
            },
            "jevbench_score": 62.82892181546202
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3465346534653465,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.684931506849315,
              "hard": 0.43119266055045874
            },
            "accuracy": 0.6105610561056105,
            "ece_hard": 0.28724414602736914,
            "calibration": 54.12374494569042,
            "p50_s": 3.069469991326332,
            "p95_s": 5.390882144272328,
            "cost_usd_per_1000": 0.010566287314124671,
            "axes": {
              "intelligence": 63.61386200829459,
              "calibration": 54.12374494569042,
              "speed": 67.81276770777643,
              "cost": 69.28232752996519
            },
            "jevbench_score": 63.418853304040695
          }
        },
        {
          "threshold": 0.54,
          "public": {
            "n": 231,
            "escalation": 0.3246753246753247,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5972222222222222,
              "hard": 0.43243243243243246
            },
            "accuracy": 0.5930735930735931,
            "ece_hard": 0.2982198540397449,
            "calibration": 51.14310781085452,
            "p50_s": 1.4921533554792403,
            "p95_s": 5.453733111917973,
            "cost_usd_per_1000": 0.010081635293545407,
            "axes": {
              "intelligence": 59.877585919252596,
              "calibration": 51.14310781085452,
              "speed": 70.89492658967006,
              "cost": 69.89407052075954
            },
            "jevbench_score": 62.413239126074664
          },
          "heldout": {
            "n": 303,
            "escalation": 0.36303630363036304,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.678082191780822,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.6171617161716172,
            "ece_hard": 0.26758937405509664,
            "calibration": 56.08922214291767,
            "p50_s": 3.069469991326332,
            "p95_s": 5.408535666167736,
            "cost_usd_per_1000": 0.010932152074758039,
            "axes": {
              "intelligence": 64.24776925977127,
              "calibration": 56.08922214291767,
              "speed": 67.7985691016869,
              "cost": 68.83883006687614
            },
            "jevbench_score": 64.0394907661869
          }
        },
        {
          "threshold": 0.55,
          "public": {
            "n": 231,
            "escalation": 0.3463203463203463,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.5972222222222222,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.6060606060606061,
            "ece_hard": 0.28397477166378315,
            "calibration": 53.903687027790234,
            "p50_s": 1.4921533554792403,
            "p95_s": 5.453733111917973,
            "cost_usd_per_1000": 0.010561535823726835,
            "axes": {
              "intelligence": 61.03342926259594,
              "calibration": 53.903687027790234,
              "speed": 70.89492658967006,
              "cost": 69.28818770613739
            },
            "jevbench_score": 63.40378007362155
          },
          "heldout": {
            "n": 303,
            "escalation": 0.37293729372937295,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.678082191780822,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.6204620462046204,
            "ece_hard": 0.2608313566383929,
            "calibration": 56.76502388458805,
            "p50_s": 3.069469991326332,
            "p95_s": 5.496108880639076,
            "cost_usd_per_1000": 0.01115167093113806,
            "axes": {
              "intelligence": 64.52299861756944,
              "calibration": 56.76502388458805,
              "speed": 67.72881280417471,
              "cost": 68.57980163281451
            },
            "jevbench_score": 64.22309984488572
          }
        },
        {
          "threshold": 0.56,
          "public": {
            "n": 231,
            "escalation": 0.354978354978355,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.5972222222222222,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.6060606060606061,
            "ece_hard": 0.28397477166378315,
            "calibration": 53.903687027790234,
            "p50_s": 1.506838920712471,
            "p95_s": 5.453733111917973,
            "cost_usd_per_1000": 0.010753496035799408,
            "axes": {
              "intelligence": 61.03342926259594,
              "calibration": 53.903687027790234,
              "speed": 70.85239289610925,
              "cost": 69.05350961973568
            },
            "jevbench_score": 63.340520915583454
          },
          "heldout": {
            "n": 303,
            "escalation": 0.39933993399339934,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.678082191780822,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.6204620462046204,
            "ece_hard": 0.2673778293616893,
            "calibration": 56.110376612258406,
            "p50_s": 3.0780361533164977,
            "p95_s": 5.527056209743023,
            "cost_usd_per_1000": 0.011737054548151446,
            "axes": {
              "intelligence": 64.52299861756944,
              "calibration": 56.110376612258406,
              "speed": 67.69232402088258,
              "cost": 67.9132263106589
            },
            "jevbench_score": 63.87234754173886
          }
        },
        {
          "threshold": 0.57,
          "public": {
            "n": 231,
            "escalation": 0.36363636363636365,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6111111111111112,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.6060606060606061,
            "ece_hard": 0.2946949116311485,
            "calibration": 51.22699534916593,
            "p50_s": 1.528649601340294,
            "p95_s": 5.453733111917973,
            "cost_usd_per_1000": 0.010945456247871979,
            "axes": {
              "intelligence": 61.19817734401067,
              "calibration": 51.22699534916593,
              "speed": 70.78998171458655,
              "cost": 68.82298392063373
            },
            "jevbench_score": 62.515206121389234
          },
          "heldout": {
            "n": 303,
            "escalation": 0.40924092409240925,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.678082191780822,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.6204620462046204,
            "ece_hard": 0.26665542396492525,
            "calibration": 56.18261715193481,
            "p50_s": 3.086716505885124,
            "p95_s": 5.527056209743023,
            "cost_usd_per_1000": 0.011956573404531465,
            "axes": {
              "intelligence": 64.52299861756944,
              "calibration": 56.18261715193481,
              "speed": 67.68009374362302,
              "cost": 67.67179796676331
            },
            "jevbench_score": 63.83315258594925
          }
        },
        {
          "threshold": 0.58,
          "public": {
            "n": 231,
            "escalation": 0.36796536796536794,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6111111111111112,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.6103896103896104,
            "ece_hard": 0.2874697267709405,
            "calibration": 51.949513835186735,
            "p50_s": 1.528649601340294,
            "p95_s": 5.460318829119206,
            "cost_usd_per_1000": 0.011041436353908264,
            "axes": {
              "intelligence": 61.57355271938606,
              "calibration": 51.949513835186735,
              "speed": 70.78474050627554,
              "cost": 68.70923279820377
            },
            "jevbench_score": 62.80332119896781
          },
          "heldout": {
            "n": 303,
            "escalation": 0.42244224422442245,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6712328767123288,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.6171617161716172,
            "ece_hard": 0.26937134836678,
            "calibration": 55.911024711749334,
            "p50_s": 3.086716505885124,
            "p95_s": 5.527056209743023,
            "cost_usd_per_1000": 0.012249265213038159,
            "axes": {
              "intelligence": 64.33121779565163,
              "calibration": 55.911024711749334,
              "speed": 67.68009374362302,
              "cost": 67.35669886590736
            },
            "jevbench_score": 63.634149308518424
          }
        },
        {
          "threshold": 0.59,
          "public": {
            "n": 231,
            "escalation": 0.37662337662337664,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6111111111111112,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.6060606060606061,
            "ece_hard": 0.2984038418857119,
            "calibration": 50.85610232370959,
            "p50_s": 1.528649601340294,
            "p95_s": 5.460318829119206,
            "cost_usd_per_1000": 0.011233396565980837,
            "axes": {
              "intelligence": 61.19817734401067,
              "calibration": 50.85610232370959,
              "speed": 70.78474050627554,
              "cost": 68.48466727609858
            },
            "jevbench_score": 62.32375887014813
          },
          "heldout": {
            "n": 303,
            "escalation": 0.43564356435643564,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6712328767123288,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.6171617161716172,
            "ece_hard": 0.27936432364516256,
            "calibration": 54.911727183911076,
            "p50_s": 3.107663083076477,
            "p95_s": 5.538463139533997,
            "cost_usd_per_1000": 0.012541957021544852,
            "axes": {
              "intelligence": 64.33121779565163,
              "calibration": 54.911727183911076,
              "speed": 67.64176801632246,
              "cost": 67.04904075361777
            },
            "jevbench_score": 63.26646938209415
          }
        },
        {
          "threshold": 0.6,
          "public": {
            "n": 231,
            "escalation": 0.3939393939393939,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6388888888888888,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.6147186147186147,
            "ece_hard": 0.29899486021649896,
            "calibration": 50.79700049063089,
            "p50_s": 1.528649601340294,
            "p95_s": 5.460318829119206,
            "cost_usd_per_1000": 0.01161731699012598,
            "axes": {
              "intelligence": 62.27842425759092,
              "calibration": 50.79700049063089,
              "speed": 70.78474050627554,
              "cost": 68.04682480964183
            },
            "jevbench_score": 62.47852935060943
          },
          "heldout": {
            "n": 303,
            "escalation": 0.44224422442244227,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6712328767123288,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.6204620462046204,
            "ece_hard": 0.2765421725016815,
            "calibration": 55.19394229825918,
            "p50_s": 3.107663083076477,
            "p95_s": 5.538463139533997,
            "cost_usd_per_1000": 0.012688302925798199,
            "axes": {
              "intelligence": 64.60644715344979,
              "calibration": 55.19394229825918,
              "speed": 67.64176801632246,
              "cost": 66.89789384129196
            },
            "jevbench_score": 63.3794793819838
          }
        },
        {
          "threshold": 0.61,
          "public": {
            "n": 231,
            "escalation": 0.4199134199134199,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6388888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6233766233766234,
            "ece_hard": 0.2862477063060211,
            "calibration": 53.36901237275976,
            "p50_s": 1.528649601340294,
            "p95_s": 5.460318829119206,
            "cost_usd_per_1000": 0.012193197626343695,
            "axes": {
              "intelligence": 63.02917500834168,
              "calibration": 53.36901237275976,
              "speed": 70.78474050627554,
              "cost": 67.41647161397239
            },
            "jevbench_score": 63.29714372750024
          },
          "heldout": {
            "n": 303,
            "escalation": 0.46534653465346537,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6643835616438356,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.6138613861386139,
            "ece_hard": 0.28925216269566095,
            "calibration": 53.92294327886124,
            "p50_s": 3.107663083076477,
            "p95_s": 5.538463139533997,
            "cost_usd_per_1000": 0.013200513590684913,
            "axes": {
              "intelligence": 64.13943697373382,
              "calibration": 53.92294327886124,
              "speed": 67.64176801632246,
              "cost": 66.38227514277615
            },
            "jevbench_score": 62.7756840888193
          }
        },
        {
          "threshold": 0.62,
          "public": {
            "n": 231,
            "escalation": 0.44155844155844154,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6388888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.6277056277056277,
            "ece_hard": 0.28406139192146235,
            "calibration": 53.587643811215635,
            "p50_s": 1.528649601340294,
            "p95_s": 5.46553184390068,
            "cost_usd_per_1000": 0.012673098156525123,
            "axes": {
              "intelligence": 63.40455038371705,
              "calibration": 53.587643811215635,
              "speed": 70.78059623633587,
              "cost": 66.91351604173022
            },
            "jevbench_score": 63.33638753060577
          },
          "heldout": {
            "n": 303,
            "escalation": 0.4752475247524752,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.6643835616438356,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.6171617161716172,
            "ece_hard": 0.29260007673318356,
            "calibration": 53.58815187510898,
            "p50_s": 3.107663083076477,
            "p95_s": 5.538463139533997,
            "cost_usd_per_1000": 0.013420032447064932,
            "axes": {
              "intelligence": 65.30610364040048,
              "calibration": 53.58815187510898,
              "speed": 67.64176801632246,
              "cost": 66.16739302374951
            },
            "jevbench_score": 62.91010091207164
          }
        },
        {
          "threshold": 0.63,
          "public": {
            "n": 231,
            "escalation": 0.44155844155844154,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6388888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.6277056277056277,
            "ece_hard": 0.28406139192146235,
            "calibration": 53.587643811215635,
            "p50_s": 1.528649601340294,
            "p95_s": 5.46553184390068,
            "cost_usd_per_1000": 0.012673098156525123,
            "axes": {
              "intelligence": 63.40455038371705,
              "calibration": 53.587643811215635,
              "speed": 70.78059623633587,
              "cost": 66.91351604173022
            },
            "jevbench_score": 63.33638753060577
          },
          "heldout": {
            "n": 303,
            "escalation": 0.49504950495049505,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.6506849315068494,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.6072607260726073,
            "ece_hard": 0.30316886806019333,
            "calibration": 52.531272742408,
            "p50_s": 3.1176133781671522,
            "p95_s": 5.538463139533997,
            "cost_usd_per_1000": 0.013859070159824972,
            "axes": {
              "intelligence": 64.6473126387667,
              "calibration": 52.531272742408,
              "speed": 67.62788473914385,
              "cost": 65.7479771999592
            },
            "jevbench_score": 62.336749091063126
          }
        },
        {
          "threshold": 0.64,
          "public": {
            "n": 231,
            "escalation": 0.4588744588744589,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6388888888888888,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.6190476190476191,
            "ece_hard": 0.30769399448225243,
            "calibration": 51.224383555136626,
            "p50_s": 1.528649601340294,
            "p95_s": 5.46553184390068,
            "cost_usd_per_1000": 0.013057018580670267,
            "axes": {
              "intelligence": 62.653799632966305,
              "calibration": 51.224383555136626,
              "speed": 70.78059623633587,
              "cost": 66.52467933603921
            },
            "jevbench_score": 62.34911455660343
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5148514851485149,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.6438356164383562,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.6039603960396039,
            "ece_hard": 0.30659319390531575,
            "calibration": 52.188840157895754,
            "p50_s": 3.123221132159233,
            "p95_s": 5.538463139533997,
            "cost_usd_per_1000": 0.014298107872585012,
            "axes": {
              "intelligence": 64.4555318168489,
              "calibration": 52.188840157895754,
              "speed": 67.6200799583375,
              "cost": 65.34164292121977
            },
            "jevbench_score": 62.090605179831584
          }
        },
        {
          "threshold": 0.65,
          "public": {
            "n": 231,
            "escalation": 0.48917748917748916,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6111111111111112,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6147186147186147,
            "ece_hard": 0.30455147122767334,
            "calibration": 51.53863588059453,
            "p50_s": 1.5353544890880584,
            "p95_s": 5.46553184390068,
            "cost_usd_per_1000": 0.013728879322924268,
            "axes": {
              "intelligence": 61.948928094761435,
              "calibration": 51.53863588059453,
              "speed": 70.76158907895206,
              "cost": 65.87094737248378
            },
            "jevbench_score": 62.110432099532474
          },
          "heldout": {
            "n": 303,
            "escalation": 0.528052805280528,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7083333333333334,
              "judge": 0.6438356164383562,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.6105610561056105,
            "ece_hard": 0.30008491992583836,
            "calibration": 52.8396675558435,
            "p50_s": 3.123221132159233,
            "p95_s": 5.538463139533997,
            "cost_usd_per_1000": 0.014590799681091705,
            "axes": {
              "intelligence": 65.3140945079804,
              "calibration": 52.8396675558435,
              "speed": 67.6200799583375,
              "cost": 65.0776271494993
            },
            "jevbench_score": 62.42644359075932
          }
        },
        {
          "threshold": 0.66,
          "public": {
            "n": 231,
            "escalation": 0.5151515151515151,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.625,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.6103896103896104,
            "ece_hard": 0.3282894247027264,
            "calibration": 48.45695802866024,
            "p50_s": 1.5393483668565748,
            "p95_s": 5.46553184390068,
            "cost_usd_per_1000": 0.014304759959141983,
            "axes": {
              "intelligence": 61.73830080080081,
              "calibration": 48.45695802866024,
              "speed": 70.75030655746585,
              "cost": 65.3355827641322
            },
            "jevbench_score": 60.98137725959559
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5478547854785478,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7083333333333334,
              "judge": 0.6438356164383562,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.6138613861386139,
            "ece_hard": 0.2934193880200762,
            "calibration": 53.506220746419714,
            "p50_s": 3.156125175952911,
            "p95_s": 5.538463139533997,
            "cost_usd_per_1000": 0.015029837393851745,
            "axes": {
              "intelligence": 65.58932386577857,
              "calibration": 53.506220746419714,
              "speed": 67.57456510776193,
              "cost": 64.69137153914909
            },
            "jevbench_score": 62.584496449490885
          }
        },
        {
          "threshold": 0.67,
          "public": {
            "n": 231,
            "escalation": 0.5194805194805194,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.625,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.6103896103896104,
            "ece_hard": 0.3311436826314649,
            "calibration": 48.17153223578639,
            "p50_s": 1.5393483668565748,
            "p95_s": 5.46553184390068,
            "cost_usd_per_1000": 0.014400740065178268,
            "axes": {
              "intelligence": 61.73830080080081,
              "calibration": 48.17153223578639,
              "speed": 70.75030655746585,
              "cost": 65.24845565805006
            },
            "jevbench_score": 60.871068326663355
          },
          "heldout": {
            "n": 303,
            "escalation": 0.570957095709571,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7083333333333334,
              "judge": 0.6438356164383562,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.6171617161716172,
            "ece_hard": 0.28832036493780305,
            "calibration": 54.016123054647025,
            "p50_s": 3.156125175952911,
            "p95_s": 5.538463139533997,
            "cost_usd_per_1000": 0.01554204805873846,
            "axes": {
              "intelligence": 65.86455322357673,
              "calibration": 54.016123054647025,
              "speed": 67.57456510776193,
              "cost": 64.25475257377192
            },
            "jevbench_score": 62.692547661942505
          }
        },
        {
          "threshold": 0.68,
          "public": {
            "n": 231,
            "escalation": 0.5238095238095238,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6111111111111112,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.6060606060606061,
            "ece_hard": 0.3311436826314649,
            "calibration": 48.17153223578639,
            "p50_s": 1.5393483668565748,
            "p95_s": 5.46553184390068,
            "cost_usd_per_1000": 0.014496720171214556,
            "axes": {
              "intelligence": 61.19817734401067,
              "calibration": 48.17153223578639,
              "speed": 70.75030655746585,
              "cost": 65.16190732467113
            },
            "jevbench_score": 60.717343983345714
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5907590759075908,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7083333333333334,
              "judge": 0.6438356164383562,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.6171617161716172,
            "ece_hard": 0.2905641930139436,
            "calibration": 55.98088581794663,
            "p50_s": 3.15659946501255,
            "p95_s": 5.5818229272961615,
            "cost_usd_per_1000": 0.0159810857714985,
            "axes": {
              "intelligence": 65.86455322357673,
              "calibration": 55.98088581794663,
              "speed": 67.54004466218728,
              "cost": 63.891811528098685
            },
            "jevbench_score": 63.1574396084216
          }
        },
        {
          "threshold": 0.69,
          "public": {
            "n": 231,
            "escalation": 0.5238095238095238,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6111111111111112,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.6060606060606061,
            "ece_hard": 0.3311436826314649,
            "calibration": 48.17153223578639,
            "p50_s": 1.5393483668565748,
            "p95_s": 5.46553184390068,
            "cost_usd_per_1000": 0.014496720171214556,
            "axes": {
              "intelligence": 61.19817734401067,
              "calibration": 48.17153223578639,
              "speed": 70.75030655746585,
              "cost": 65.16190732467113
            },
            "jevbench_score": 60.717343983345714
          },
          "heldout": {
            "n": 303,
            "escalation": 0.594059405940594,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7083333333333334,
              "judge": 0.6438356164383562,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.6171617161716172,
            "ece_hard": 0.2905641930139436,
            "calibration": 55.98088581794663,
            "p50_s": 3.15659946501255,
            "p95_s": 5.5818229272961615,
            "cost_usd_per_1000": 0.016054258723625172,
            "axes": {
              "intelligence": 65.86455322357673,
              "calibration": 55.98088581794663,
              "speed": 67.54004466218728,
              "cost": 63.83229227191476
            },
            "jevbench_score": 63.142725681722425
          }
        },
        {
          "threshold": 0.7,
          "public": {
            "n": 231,
            "escalation": 0.5367965367965368,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6111111111111112,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.6103896103896104,
            "ece_hard": 0.32291214984925487,
            "calibration": 48.99468551400739,
            "p50_s": 1.5393483668565748,
            "p95_s": 5.46553184390068,
            "cost_usd_per_1000": 0.014784660489323413,
            "axes": {
              "intelligence": 61.57355271938606,
              "calibration": 48.99468551400739,
              "speed": 70.75030655746585,
              "cost": 64.90565932109502
            },
            "jevbench_score": 61.008243273990416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6105610561056105,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7083333333333334,
              "judge": 0.6438356164383562,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.6204620462046204,
            "ece_hard": 0.2813012578524459,
            "calibration": 56.9071793340964,
            "p50_s": 3.15659946501255,
            "p95_s": 5.5818229272961615,
            "cost_usd_per_1000": 0.016420123484258538,
            "axes": {
              "intelligence": 66.1397825813749,
              "calibration": 56.9071793340964,
              "speed": 67.54004466218728,
              "cost": 63.53870743538205
            },
            "jevbench_score": 63.39534731789673
          }
        },
        {
          "threshold": 0.71,
          "public": {
            "n": 231,
            "escalation": 0.5454545454545454,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6111111111111112,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.6103896103896104,
            "ece_hard": 0.32291214984925487,
            "calibration": 48.99468551400739,
            "p50_s": 1.5505498081445692,
            "p95_s": 5.46553184390068,
            "cost_usd_per_1000": 0.014976620701395982,
            "axes": {
              "intelligence": 61.57355271938606,
              "calibration": 48.99468551400739,
              "speed": 70.71881849426103,
              "cost": 64.73758507098951
            },
            "jevbench_score": 60.961924604814826
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6303630363036303,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7083333333333334,
              "judge": 0.6301369863013698,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.6204620462046204,
            "ece_hard": 0.26815928263116806,
            "calibration": 58.22137685622418,
            "p50_s": 3.15659946501255,
            "p95_s": 5.5818229272961615,
            "cost_usd_per_1000": 0.01685916119701858,
            "axes": {
              "intelligence": 66.30667965313562,
              "calibration": 58.22137685622418,
              "speed": 67.54004466218728,
              "cost": 63.19492110587278
            },
            "jevbench_score": 63.71193833704664
          }
        },
        {
          "threshold": 0.72,
          "public": {
            "n": 231,
            "escalation": 0.5497835497835498,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6111111111111112,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.6060606060606061,
            "ece_hard": 0.3329741636970336,
            "calibration": 47.98848412922952,
            "p50_s": 1.5505498081445692,
            "p95_s": 5.46553184390068,
            "cost_usd_per_1000": 0.01507260080743227,
            "axes": {
              "intelligence": 61.19817734401067,
              "calibration": 47.98848412922952,
              "speed": 70.71881849426103,
              "cost": 64.65435408511863
            },
            "jevbench_score": 60.5343764552391
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6501650165016502,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7083333333333334,
              "judge": 0.6164383561643836,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.6138613861386139,
            "ece_hard": 0.2720126602673384,
            "calibration": 57.83603909260715,
            "p50_s": 3.15659946501255,
            "p95_s": 5.5818229272961615,
            "cost_usd_per_1000": 0.017298198909778618,
            "axes": {
              "intelligence": 65.9231180093,
              "calibration": 57.83603909260715,
              "speed": 67.54004466218728,
              "cost": 62.85997339908071
            },
            "jevbench_score": 63.429743446856456
          }
        },
        {
          "threshold": 0.73,
          "public": {
            "n": 231,
            "escalation": 0.5584415584415584,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6111111111111112,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.6103896103896104,
            "ece_hard": 0.3329741636970336,
            "calibration": 47.98848412922952,
            "p50_s": 1.5631504535675047,
            "p95_s": 5.46553184390068,
            "cost_usd_per_1000": 0.01526456101950484,
            "axes": {
              "intelligence": 61.603269936603276,
              "calibration": 47.98848412922952,
              "speed": 70.68366790050091,
              "cost": 64.48947042071327
            },
            "jevbench_score": 60.5880773672489
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6666666666666666,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.6095890410958904,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.6138613861386139,
            "ece_hard": 0.2720126602673384,
            "calibration": 57.83603909260715,
            "p50_s": 3.15659946501255,
            "p95_s": 5.5818229272961615,
            "cost_usd_per_1000": 0.017664063670411984,
            "axes": {
              "intelligence": 66.31467052071551,
              "calibration": 57.83603909260715,
              "speed": 67.54004466218728,
              "cost": 62.587281355791205
            },
            "jevbench_score": 63.45471492962431
          }
        },
        {
          "threshold": 0.74,
          "public": {
            "n": 231,
            "escalation": 0.5627705627705628,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.6147186147186147,
            "ece_hard": 0.3329741636970336,
            "calibration": 47.98848412922952,
            "p50_s": 1.5631504535675047,
            "p95_s": 5.46553184390068,
            "cost_usd_per_1000": 0.015360541125541128,
            "axes": {
              "intelligence": 62.1433933933934,
              "calibration": 47.98848412922952,
              "speed": 70.68366790050091,
              "cost": 64.40780453753946
            },
            "jevbench_score": 60.701216167147365
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6897689768976898,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.6027397260273972,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.6072607260726073,
            "ece_hard": 0.2836445449571239,
            "calibration": 56.672850623628605,
            "p50_s": 3.15659946501255,
            "p95_s": 5.587395147979261,
            "cost_usd_per_1000": 0.018176274335298698,
            "axes": {
              "intelligence": 65.84766034099955,
              "calibration": 56.672850623628605,
              "speed": 67.53571135097592,
              "cost": 62.21485393282341
            },
            "jevbench_score": 62.92681383763969
          }
        },
        {
          "threshold": 0.75,
          "public": {
            "n": 231,
            "escalation": 0.5844155844155844,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.6190476190476191,
            "ece_hard": 0.32614617818611624,
            "calibration": 48.671282680321255,
            "p50_s": 1.5720471918582914,
            "p95_s": 5.466112996637822,
            "cost_usd_per_1000": 0.015840441655722553,
            "axes": {
              "intelligence": 62.51876876876879,
              "calibration": 48.671282680321255,
              "speed": 70.6585581558006,
              "cost": 64.00698141351467
            },
            "jevbench_score": 60.90722757762386
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7029702970297029,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.589041095890411,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.6006600660066007,
            "ece_hard": 0.2859922405327502,
            "calibration": 56.438081066065976,
            "p50_s": 3.15659946501255,
            "p95_s": 5.587395147979261,
            "cost_usd_per_1000": 0.01846896614380539,
            "axes": {
              "intelligence": 65.46409869716393,
              "calibration": 56.438081066065976,
              "speed": 67.53571135097592,
              "cost": 62.00672244476327
            },
            "jevbench_score": 62.71723762591678
          }
        },
        {
          "threshold": 0.76,
          "public": {
            "n": 231,
            "escalation": 0.5974025974025974,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6111111111111112,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.6103896103896104,
            "ece_hard": 0.33624100305385773,
            "calibration": 47.66180019354711,
            "p50_s": 1.5720471918582914,
            "p95_s": 5.472383971512318,
            "cost_usd_per_1000": 0.016128381973831412,
            "axes": {
              "intelligence": 61.603269936603276,
              "calibration": 47.66180019354711,
              "speed": 70.65357858668713,
              "cost": 63.77227598716579
            },
            "jevbench_score": 60.30940889897862
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7227722772277227,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5684931506849316,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.594059405940594,
            "ece_hard": 0.27628598496192536,
            "calibration": 57.40870662314846,
            "p50_s": 3.15659946501255,
            "p95_s": 5.587395147979261,
            "cost_usd_per_1000": 0.01890800385656543,
            "axes": {
              "intelligence": 65.16398558920868,
              "calibration": 57.40870662314846,
              "speed": 67.53571135097592,
              "cost": 61.70062953365106
            },
            "jevbench_score": 62.835072259794416
          }
        },
        {
          "threshold": 0.77,
          "public": {
            "n": 231,
            "escalation": 0.6190476190476191,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6111111111111112,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6190476190476191,
            "ece_hard": 0.3216111046954726,
            "calibration": 49.12479002938562,
            "p50_s": 1.5720471918582914,
            "p95_s": 5.472383971512318,
            "cost_usd_per_1000": 0.01660828250401284,
            "axes": {
              "intelligence": 62.35402068735402,
              "calibration": 49.12479002938562,
              "speed": 70.65357858668713,
              "cost": 63.39025829484356
            },
            "jevbench_score": 60.85979199696939
          },
          "heldout": {
            "n": 303,
            "escalation": 0.735973597359736,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5684931506849316,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.594059405940594,
            "ece_hard": 0.27628598496192536,
            "calibration": 57.40870662314846,
            "p50_s": 3.165240454673767,
            "p95_s": 5.587395147979261,
            "cost_usd_per_1000": 0.019200695665072126,
            "axes": {
              "intelligence": 65.16398558920868,
              "calibration": 57.40870662314846,
              "speed": 67.52383905900786,
              "cost": 61.50049107947342
            },
            "jevbench_score": 62.78129617146511
          }
        },
        {
          "threshold": 0.78,
          "public": {
            "n": 231,
            "escalation": 0.6406926406926406,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6111111111111112,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.6233766233766234,
            "ece_hard": 0.3121383762591704,
            "calibration": 50.07206287301584,
            "p50_s": 1.5874714136123655,
            "p95_s": 5.476784098148347,
            "cost_usd_per_1000": 0.01708818303419427,
            "axes": {
              "intelligence": 62.72939606272939,
              "calibration": 50.07206287301584,
              "speed": 70.60768465701516,
              "cost": 63.019123384920334
            },
            "jevbench_score": 61.14313880106215
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7557755775577558,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5616438356164384,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5874587458745875,
            "ece_hard": 0.28990204470824305,
            "calibration": 56.04710064851669,
            "p50_s": 3.279486957192421,
            "p95_s": 5.587395147979261,
            "cost_usd_per_1000": 0.019639733377832164,
            "axes": {
              "intelligence": 64.6969754094927,
              "calibration": 56.04710064851669,
              "speed": 67.36984705659012,
              "cost": 61.20593237018218
            },
            "jevbench_score": 62.18334098922328
          }
        },
        {
          "threshold": 0.79,
          "public": {
            "n": 231,
            "escalation": 0.645021645021645,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.6277056277056277,
            "ece_hard": 0.3121383762591704,
            "calibration": 50.07206287301584,
            "p50_s": 1.5874714136123655,
            "p95_s": 5.476784098148347,
            "cost_usd_per_1000": 0.01718416314023056,
            "axes": {
              "intelligence": 63.269519519519534,
              "calibration": 50.07206287301584,
              "speed": 70.60768465701516,
              "cost": 62.94614838778628
            },
            "jevbench_score": 61.25658589803654
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7755775577557755,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5616438356164384,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5874587458745875,
            "ece_hard": 0.2898818676180946,
            "calibration": 56.04911835753153,
            "p50_s": 3.279486957192421,
            "p95_s": 5.587395147979261,
            "cost_usd_per_1000": 0.020078771090592203,
            "axes": {
              "intelligence": 64.6969754094927,
              "calibration": 56.04911835753153,
              "speed": 67.36984705659012,
              "cost": 60.91788614357981
            },
            "jevbench_score": 62.11060898120867
          }
        },
        {
          "threshold": 0.8,
          "public": {
            "n": 231,
            "escalation": 0.658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.6277056277056277,
            "ece_hard": 0.3121383762591704,
            "calibration": 50.07206287301584,
            "p50_s": 1.5964648753404616,
            "p95_s": 5.476784098148347,
            "cost_usd_per_1000": 0.017472103458339414,
            "axes": {
              "intelligence": 63.269519519519534,
              "calibration": 50.07206287301584,
              "speed": 70.58315011338803,
              "cost": 62.729644220818244
            },
            "jevbench_score": 61.198527174915725
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7821782178217822,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5547945205479452,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.5808580858085809,
            "ece_hard": 0.2986994363049536,
            "calibration": 55.16736148884563,
            "p50_s": 3.279486957192421,
            "p95_s": 5.587395147979261,
            "cost_usd_per_1000": 0.02022511699484555,
            "axes": {
              "intelligence": 64.22996522977672,
              "calibration": 55.16736148884563,
              "speed": 67.36984705659012,
              "cost": 60.823268724248635
            },
            "jevbench_score": 61.72893786961168
          }
        },
        {
          "threshold": 0.81,
          "public": {
            "n": 231,
            "escalation": 0.6623376623376623,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.6320346320346321,
            "ece_hard": 0.30402441711593514,
            "calibration": 50.883458787339364,
            "p50_s": 1.5964648753404616,
            "p95_s": 5.476784098148347,
            "cost_usd_per_1000": 0.0175680835643757,
            "axes": {
              "intelligence": 63.644894894894904,
              "calibration": 50.883458787339364,
              "speed": 70.58315011338803,
              "cost": 62.658268343776875
            },
            "jevbench_score": 61.51838219278035
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7887788778877888,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5547945205479452,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.5775577557755776,
            "ece_hard": 0.3053505955899122,
            "calibration": 54.65774625447631,
            "p50_s": 3.283590021729469,
            "p95_s": 5.587395147979261,
            "cost_usd_per_1000": 0.0203714628990989,
            "axes": {
              "intelligence": 63.95473587197856,
              "calibration": 54.65774625447631,
              "speed": 67.3644168642422,
              "cost": 60.729333480225094
            },
            "jevbench_score": 61.494797365959776
          }
        },
        {
          "threshold": 0.82,
          "public": {
            "n": 231,
            "escalation": 0.670995670995671,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6388888888888888,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.6363636363636364,
            "ece_hard": 0.30402441711593514,
            "calibration": 50.883458787339364,
            "p50_s": 1.5964648753404616,
            "p95_s": 5.476784098148347,
            "cost_usd_per_1000": 0.017760043776448273,
            "axes": {
              "intelligence": 64.18501835168502,
              "calibration": 50.883458787339364,
              "speed": 70.58315011338803,
              "cost": 62.51667904211698
            },
            "jevbench_score": 61.61363163548056
          },
          "heldout": {
            "n": 303,
            "escalation": 0.801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.547945205479452,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.5742574257425742,
            "ece_hard": 0.3053505955899122,
            "calibration": 54.65774625447631,
            "p50_s": 3.3082447081804274,
            "p95_s": 5.587395147979261,
            "cost_usd_per_1000": 0.020664154707605593,
            "axes": {
              "intelligence": 63.762955050060754,
              "calibration": 54.65774625447631,
              "speed": 67.33192987193615,
              "cost": 60.54347066089597
            },
            "jevbench_score": 61.394170073473724
          }
        },
        {
          "threshold": 0.83,
          "public": {
            "n": 231,
            "escalation": 0.696969696969697,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.6406926406926406,
            "ece_hard": 0.28578029864051535,
            "calibration": 52.707870634881345,
            "p50_s": 1.611314061284065,
            "p95_s": 5.476784098148347,
            "cost_usd_per_1000": 0.018335924412665988,
            "axes": {
              "intelligence": 64.39564564564566,
              "calibration": 52.707870634881345,
              "speed": 70.54294182155672,
              "cost": 62.10091570085384
            },
            "jevbench_score": 62.09703814643963
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8250825082508251,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5273972602739726,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.29779193868549547,
            "calibration": 55.41361194491798,
            "p50_s": 3.3082447081804274,
            "p95_s": 5.587395147979261,
            "cost_usd_per_1000": 0.021176365372492303,
            "axes": {
              "intelligence": 63.4628419421055,
              "calibration": 55.41361194491798,
              "speed": 67.33192987193615,
              "cost": 60.224457352530585
            },
            "jevbench_score": 61.451499306303695
          }
        },
        {
          "threshold": 0.84,
          "public": {
            "n": 231,
            "escalation": 0.7056277056277056,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.6363636363636364,
            "ece_hard": 0.29410025347716073,
            "calibration": 51.8758751512168,
            "p50_s": 1.611314061284065,
            "p95_s": 5.476784098148347,
            "cost_usd_per_1000": 0.018527884624738557,
            "axes": {
              "intelligence": 64.02027027027029,
              "calibration": 51.8758751512168,
              "speed": 70.54294182155672,
              "cost": 61.96522487037281
            },
            "jevbench_score": 61.726426339215955
          },
          "heldout": {
            "n": 303,
            "escalation": 0.834983498349835,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5273972602739726,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.30800638021597637,
            "calibration": 54.392167791869895,
            "p50_s": 3.3082447081804274,
            "p95_s": 5.587395147979261,
            "cost_usd_per_1000": 0.021395884228872324,
            "axes": {
              "intelligence": 63.18761258430733,
              "calibration": 54.392167791869895,
              "speed": 67.33192987193615,
              "cost": 60.090092820924106
            },
            "jevbench_score": 61.06580168477617
          }
        },
        {
          "threshold": 0.85,
          "public": {
            "n": 231,
            "escalation": 0.70995670995671,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.6363636363636364,
            "ece_hard": 0.294342917979883,
            "calibration": 51.85160870094458,
            "p50_s": 1.611314061284065,
            "p95_s": 5.476784098148347,
            "cost_usd_per_1000": 0.018623864730774844,
            "axes": {
              "intelligence": 64.02027027027029,
              "calibration": 51.85160870094458,
              "speed": 70.54294182155672,
              "cost": 61.89790574185237
            },
            "jevbench_score": 61.70243669253875
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8481848184818482,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5273972602739726,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.30063943350065536,
            "calibration": 55.128862463401994,
            "p50_s": 3.3082447081804274,
            "p95_s": 5.587395147979261,
            "cost_usd_per_1000": 0.02168857603737902,
            "axes": {
              "intelligence": 63.4628419421055,
              "calibration": 55.128862463401994,
              "speed": 67.33192987193615,
              "cost": 59.91306881911698
            },
            "jevbench_score": 61.2929174837917
          }
        },
        {
          "threshold": 0.86,
          "public": {
            "n": 231,
            "escalation": 0.7229437229437229,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5045045045045045
            },
            "accuracy": 0.645021645021645,
            "ece_hard": 0.27505561386057015,
            "calibration": 53.780339112875865,
            "p50_s": 1.611314061284065,
            "p95_s": 5.476784098148347,
            "cost_usd_per_1000": 0.0189118050488837,
            "axes": {
              "intelligence": 64.77102102102104,
              "calibration": 53.780339112875865,
              "speed": 70.54294182155672,
              "cost": 61.69801053016827
            },
            "jevbench_score": 62.39966407256425
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8547854785478548,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5273972602739726,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.29825105368372024,
            "calibration": 54.73603344486585,
            "p50_s": 3.3082447081804274,
            "p95_s": 5.587395147979261,
            "cost_usd_per_1000": 0.021834921941632366,
            "axes": {
              "intelligence": 63.4628419421055,
              "calibration": 54.73603344486585,
              "speed": 67.33192987193615,
              "cost": 59.82545068939706
            },
            "jevbench_score": 61.161055258045955
          }
        },
        {
          "threshold": 0.87,
          "public": {
            "n": 231,
            "escalation": 0.7532467532467533,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5225225225225225
            },
            "accuracy": 0.6536796536796536,
            "ece_hard": 0.25945808462787956,
            "calibration": 55.340092036144924,
            "p50_s": 1.611314061284065,
            "p95_s": 5.476784098148347,
            "cost_usd_per_1000": 0.0195836657911377,
            "axes": {
              "intelligence": 65.52177177177178,
              "calibration": 55.340092036144924,
              "speed": 70.54294182155672,
              "cost": 61.24318033025044
            },
            "jevbench_score": 62.912103020930886
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8646864686468647,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5273972602739726,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.29825105368372024,
            "calibration": 54.73603344486585,
            "p50_s": 3.3082447081804274,
            "p95_s": 5.587395147979261,
            "cost_usd_per_1000": 0.022054440798012387,
            "axes": {
              "intelligence": 63.4628419421055,
              "calibration": 54.73603344486585,
              "speed": 67.33192987193615,
              "cost": 59.69511848535392
            },
            "jevbench_score": 61.12771754194965
          }
        },
        {
          "threshold": 0.88,
          "public": {
            "n": 231,
            "escalation": 0.7792207792207793,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6388888888888888,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.24959788792149712,
            "calibration": 56.326111706783166,
            "p50_s": 1.611314061284065,
            "p95_s": 5.476784098148347,
            "cost_usd_per_1000": 0.020159546427355415,
            "axes": {
              "intelligence": 66.43727060393728,
              "calibration": 56.326111706783166,
              "speed": 70.54294182155672,
              "cost": 60.8655773011892
            },
            "jevbench_score": 63.312099687996884
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8712871287128713,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5273972602739726,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.29825105368372024,
            "calibration": 54.73603344486585,
            "p50_s": 3.3082447081804274,
            "p95_s": 5.587395147979261,
            "cost_usd_per_1000": 0.022200786702265732,
            "axes": {
              "intelligence": 63.4628419421055,
              "calibration": 54.73603344486585,
              "speed": 67.33192987193615,
              "cost": 59.6089490713466
            },
            "jevbench_score": 61.10564625120703
          }
        },
        {
          "threshold": 0.89,
          "public": {
            "n": 231,
            "escalation": 0.7878787878787878,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6388888888888888,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.24959788792149712,
            "calibration": 56.326111706783166,
            "p50_s": 1.611314061284065,
            "p95_s": 5.476784098148347,
            "cost_usd_per_1000": 0.020351506639427988,
            "axes": {
              "intelligence": 66.43727060393728,
              "calibration": 56.326111706783166,
              "speed": 70.54294182155672,
              "cost": 60.74210302170967
            },
            "jevbench_score": 63.27996588469051
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8877887788778878,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.5273972602739726,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.570957095709571,
            "ece_hard": 0.29825105368372024,
            "calibration": 54.73603344486585,
            "p50_s": 3.3082447081804274,
            "p95_s": 5.587395147979261,
            "cost_usd_per_1000": 0.022566651462899098,
            "axes": {
              "intelligence": 64.62950860877216,
              "calibration": 54.73603344486585,
              "speed": 67.33192987193615,
              "cost": 59.39598635891313
            },
            "jevbench_score": 61.329663854356596
          }
        },
        {
          "threshold": 0.9,
          "public": {
            "n": 231,
            "escalation": 0.8008658008658008,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6388888888888888,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.24083249891229674,
            "calibration": 57.202650607703205,
            "p50_s": 1.68062547147274,
            "p95_s": 5.476784098148347,
            "cost_usd_per_1000": 0.020639446957536844,
            "axes": {
              "intelligence": 66.81264597931265,
              "calibration": 57.202650607703205,
              "speed": 70.36003437777309,
              "cost": 60.55905831964113
            },
            "jevbench_score": 63.525047030878355
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9042904290429042,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.5136986301369864,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2892716176108673,
            "calibration": 55.63397705215115,
            "p50_s": 3.343346673250198,
            "p95_s": 5.616659300029278,
            "cost_usd_per_1000": 0.022932516223532463,
            "axes": {
              "intelligence": 64.5211763227347,
              "calibration": 55.63397705215115,
              "speed": 67.26340507984729,
              "cost": 59.18644871740203
            },
            "jevbench_score": 61.48382513617758
          }
        },
        {
          "threshold": 0.91,
          "public": {
            "n": 231,
            "escalation": 0.8138528138528138,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6388888888888888,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.24083249891229674,
            "calibration": 57.202650607703205,
            "p50_s": 1.68062547147274,
            "p95_s": 5.476784098148347,
            "cost_usd_per_1000": 0.020927387275645703,
            "axes": {
              "intelligence": 66.81264597931265,
              "calibration": 57.202650607703205,
              "speed": 70.36003437777309,
              "cost": 60.378549660969405
            },
            "jevbench_score": 63.47765667804056
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9108910891089109,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.5136986301369864,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2892716176108673,
            "calibration": 55.63397705215115,
            "p50_s": 3.343346673250198,
            "p95_s": 5.616659300029278,
            "cost_usd_per_1000": 0.023078862127785812,
            "axes": {
              "intelligence": 64.5211763227347,
              "calibration": 55.63397705215115,
              "speed": 67.26340507984729,
              "cost": 59.103568218789576
            },
            "jevbench_score": 61.462289428632765
          }
        },
        {
          "threshold": 0.92,
          "public": {
            "n": 231,
            "escalation": 0.8225108225108225,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.2408793246870926,
            "calibration": 57.171979725211926,
            "p50_s": 1.68062547147274,
            "p95_s": 5.476784098148347,
            "cost_usd_per_1000": 0.021119347487718276,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.171979725211926,
              "speed": 70.36003437777309,
              "cost": 60.25958512230164
            },
            "jevbench_score": 63.309258679737134
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9207920792079208,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.5136986301369864,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2857790430546633,
            "calibration": 55.983234507771556,
            "p50_s": 3.343346673250198,
            "p95_s": 5.616659300029278,
            "cost_usd_per_1000": 0.023298380984165833,
            "axes": {
              "intelligence": 64.5211763227347,
              "calibration": 55.983234507771556,
              "speed": 67.26340507984729,
              "cost": 58.98022771781094
            },
            "jevbench_score": 61.52638366642757
          }
        },
        {
          "threshold": 0.93,
          "public": {
            "n": 231,
            "escalation": 0.8398268398268398,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6111111111111112,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.2408793246870926,
            "calibration": 57.171979725211926,
            "p50_s": 1.68062547147274,
            "p95_s": 5.476784098148347,
            "cost_usd_per_1000": 0.021503267911863418,
            "axes": {
              "intelligence": 65.73239906573241,
              "calibration": 57.171979725211926,
              "speed": 70.36003437777309,
              "cost": 60.02486602359018
            },
            "jevbench_score": 63.118255801272014
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9240924092409241,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.5136986301369864,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2857790430546633,
            "calibration": 55.983234507771556,
            "p50_s": 3.343346673250198,
            "p95_s": 5.616659300029278,
            "cost_usd_per_1000": 0.023371553936292505,
            "axes": {
              "intelligence": 64.5211763227347,
              "calibration": 55.983234507771556,
              "speed": 67.26340507984729,
              "cost": 58.939372333597504
            },
            "jevbench_score": 61.5157261233722
          }
        },
        {
          "threshold": 0.94,
          "public": {
            "n": 231,
            "escalation": 0.8528138528138528,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6111111111111112,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.2408793246870926,
            "calibration": 57.171979725211926,
            "p50_s": 1.6873538970947264,
            "p95_s": 5.481477122008801,
            "cost_usd_per_1000": 0.021791208229972273,
            "axes": {
              "intelligence": 65.73239906573241,
              "calibration": 57.171979725211926,
              "speed": 70.3389621528618,
              "cost": 59.85156067903371
            },
            "jevbench_score": 63.06792426655594
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9405940594059405,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.5136986301369864,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.570957095709571,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 3.3457510352134703,
            "p95_s": 5.616659300029278,
            "cost_usd_per_1000": 0.02373741869692587,
            "axes": {
              "intelligence": 64.79640568053287,
              "calibration": 59.97952523584675,
              "speed": 67.26028298110205,
              "cost": 58.73699529265495
            },
            "jevbench_score": 62.59737030425177
          }
        },
        {
          "threshold": 0.95,
          "public": {
            "n": 231,
            "escalation": 0.8614718614718615,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6111111111111112,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.2408793246870926,
            "calibration": 57.171979725211926,
            "p50_s": 1.6873538970947264,
            "p95_s": 5.481477122008801,
            "cost_usd_per_1000": 0.021983168442044846,
            "axes": {
              "intelligence": 65.73239906573241,
              "calibration": 57.171979725211926,
              "speed": 70.3389621528618,
              "cost": 59.73729137139697
            },
            "jevbench_score": 63.03780018373738
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9471947194719472,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.5136986301369864,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.570957095709571,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 3.3457510352134703,
            "p95_s": 5.616659300029278,
            "cost_usd_per_1000": 0.02388376460117922,
            "axes": {
              "intelligence": 64.79640568053287,
              "calibration": 59.97952523584675,
              "speed": 67.26028298110205,
              "cost": 58.65691653650565
            },
            "jevbench_score": 62.57602394349142
          }
        },
        {
          "threshold": 0.96,
          "public": {
            "n": 231,
            "escalation": 0.8874458874458875,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.6873538970947264,
            "p95_s": 5.481477122008801,
            "cost_usd_per_1000": 0.02255904907826256,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 70.3389621528618,
              "cost": 59.400376327851355
            },
            "jevbench_score": 63.220387476266
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5136986301369864,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 3.3457510352134703,
            "p95_s": 5.616659300029278,
            "cost_usd_per_1000": 0.024030110505432564,
            "axes": {
              "intelligence": 63.62973901386621,
              "calibration": 59.97952523584675,
              "speed": 67.26028298110205,
              "cost": 58.57732696104001
            },
            "jevbench_score": 62.27128840070513
          }
        },
        {
          "threshold": 0.97,
          "public": {
            "n": 231,
            "escalation": 0.8961038961038961,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.6873538970947264,
            "p95_s": 5.481477122008801,
            "cost_usd_per_1000": 0.022751009290335134,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 70.3389621528618,
              "cost": 59.28997996646932
            },
            "jevbench_score": 63.19099300680114
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9603960396039604,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5136986301369864,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 3.3457510352134703,
            "p95_s": 5.616659300029278,
            "cost_usd_per_1000": 0.024176456409685913,
            "axes": {
              "intelligence": 63.62973901386621,
              "calibration": 59.97952523584675,
              "speed": 67.26028298110205,
              "cost": 58.4982206259675
            },
            "jevbench_score": 62.250254024895526
          }
        },
        {
          "threshold": 0.98,
          "public": {
            "n": 231,
            "escalation": 0.9090909090909091,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.6873538970947264,
            "p95_s": 5.481477122008801,
            "cost_usd_per_1000": 0.02303894960844399,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 70.3389621528618,
              "cost": 59.12611975441205
            },
            "jevbench_score": 63.147287315934484
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9702970297029703,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 3.3457510352134703,
            "p95_s": 5.616659300029278,
            "cost_usd_per_1000": 0.024395975266065933,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 67.26028298110205,
              "cost": 58.380454468747025
            },
            "jevbench_score": 62.171965230453225
          }
        },
        {
          "threshold": 0.99,
          "public": {
            "n": 231,
            "escalation": 0.9393939393939394,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.7710533022880552,
            "p95_s": 5.481477122008801,
            "cost_usd_per_1000": 0.023710810350697994,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 70.12870762085296,
              "cost": 58.75160809407999
            },
            "jevbench_score": 62.99988600196496
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9834983498349835,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 3.3457510352134703,
            "p95_s": 5.616659300029278,
            "cost_usd_per_1000": 0.024688667074572627,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 67.26028298110205,
              "cost": 58.22507070153699
            },
            "jevbench_score": 62.130555090215886
          }
        },
        {
          "threshold": 1.0,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.7710533022880552,
            "p95_s": 5.481477122008801,
            "cost_usd_per_1000": 0.025054531835205993,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 70.12870762085296,
              "cost": 58.033411239993484
            },
            "jevbench_score": 62.80646480428468
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 3.3457510352134703,
            "p95_s": 5.616659300029278,
            "cost_usd_per_1000": 0.025054531835205993,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 67.26028298110205,
              "cost": 58.033411239993484
            },
            "jevbench_score": 62.07936306995668
          }
        }
      ]
    },
    {
      "cheap": "semif-qwen3.5-4b",
      "backend": "djev",
      "chosen": {
        "threshold": 0.39,
        "public": {
          "n": 231,
          "escalation": 0.04329004329004329,
          "tiers": {
            "easy": 1.0,
            "standard": 0.8194444444444444,
            "hard": 0.6396396396396397
          },
          "accuracy": 0.7705627705627706,
          "ece_hard": 0.12391053900720686,
          "calibration": 72.7681195209995,
          "p50_s": 0.538740599155426,
          "p95_s": 1.4027332119643687,
          "cost_usd_per_1000": 0.02356803768017251,
          "axes": {
            "intelligence": 77.96338004671338,
            "calibration": 72.7681195209995,
            "speed": 81.21645215327925,
            "cost": 58.83029728475067
          },
          "jevbench_score": 72.15546288396726
        },
        "heldout": {
          "n": 303,
          "escalation": 0.039603960396039604,
          "tiers": {
            "easy": 1.0,
            "standard": 0.7916666666666666,
            "judge": 0.952054794520548,
            "hard": 0.5504587155963303
          },
          "accuracy": 0.7986798679867987,
          "ece_hard": 0.2009330336707937,
          "calibration": 64.1961225283875,
          "p50_s": 0.5654387563467026,
          "p95_s": 1.1195790365338323,
          "cost_usd_per_1000": 0.023472379204212555,
          "axes": {
            "intelligence": 79.33796238113192,
            "calibration": 64.1961225283875,
            "speed": 81.98559669421805,
            "cost": 58.8832866181031
          },
          "jevbench_score": 70.41737978046176
        }
      },
      "full": {
        "tiers": {
          "easy": 1.0,
          "standard": 0.8125,
          "judge": 0.952054794520548,
          "hard": 0.5954545454545455
        },
        "accuracy": 0.7865168539325843,
        "ece_hard": 0.1452392451215172,
        "calibration": 70.20037514644181,
        "p50_s": 0.5586275175213814,
        "p95_s": 1.2210772372782228,
        "cost_usd_per_1000": 0.02351375955617276,
        "axes": {
          "intelligence": 81.27117061021171,
          "calibration": 70.20037514644181,
          "speed": 81.66134539714201,
          "cost": 58.86033781196246
        },
        "jevbench_score": 72.36504013792714
      },
      "full_escalation": 0.04119850187265917,
      "backend_heldout_accuracy": 0.834983498349835,
      "useful": false,
      "curve": [
        {
          "threshold": 0.0,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.01,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.02,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.03,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.04,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.05,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.06,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.07,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.08,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.09,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.1,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.11,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.12,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.13,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.14,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.15,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.16,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.17,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.18,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.19,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.2,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.21,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.22,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.23,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.24,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.25,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.1742074216723155,
            "calibration": 66.78309717099864,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02253025444679299,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.78309717099864,
              "speed": 82.00464272011534,
              "cost": 59.41701710552324
            },
            "jevbench_score": 71.21917135670965
          }
        },
        {
          "threshold": 0.26,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.1742074216723155,
            "calibration": 66.78309717099864,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02253025444679299,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.78309717099864,
              "speed": 82.00464272011534,
              "cost": 59.41701710552324
            },
            "jevbench_score": 71.21917135670965
          }
        },
        {
          "threshold": 0.27,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.1742074216723155,
            "calibration": 66.78309717099864,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02253025444679299,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.78309717099864,
              "speed": 82.00464272011534,
              "cost": 59.41701710552324
            },
            "jevbench_score": 71.21917135670965
          }
        },
        {
          "threshold": 0.28,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.1742074216723155,
            "calibration": 66.78309717099864,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02253025444679299,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.78309717099864,
              "speed": 82.00464272011534,
              "cost": 59.41701710552324
            },
            "jevbench_score": 71.21917135670965
          }
        },
        {
          "threshold": 0.29,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.1742074216723155,
            "calibration": 66.78309717099864,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02253025444679299,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.78309717099864,
              "speed": 82.00464272011534,
              "cost": 59.41701710552324
            },
            "jevbench_score": 71.21917135670965
          }
        },
        {
          "threshold": 0.3,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.1742074216723155,
            "calibration": 66.78309717099864,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02253025444679299,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.78309717099864,
              "speed": 82.00464272011534,
              "cost": 59.41701710552324
            },
            "jevbench_score": 71.21917135670965
          }
        },
        {
          "threshold": 0.31,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7575757575757576,
            "ece_hard": 0.12129612598042858,
            "calibration": 73.02956082367734,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02255694983543298,
            "axes": {
              "intelligence": 76.83725392058726,
              "calibration": 73.02956082367734,
              "speed": 81.80296636812625,
              "cost": 59.40158878853006
            },
            "jevbench_score": 72.26190549673386
          },
          "heldout": {
            "n": 303,
            "escalation": 0.009900990099009901,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7920792079207921,
            "ece_hard": 0.18583028194404527,
            "calibration": 65.62081114382568,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02270154985723291,
            "axes": {
              "intelligence": 78.7875036655356,
              "calibration": 65.62081114382568,
              "speed": 82.00464272011534,
              "cost": 59.31833476244369
            },
            "jevbench_score": 70.81603086763108
          }
        },
        {
          "threshold": 0.32,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7575757575757576,
            "ece_hard": 0.12129612598042858,
            "calibration": 73.02956082367734,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02255694983543298,
            "axes": {
              "intelligence": 76.83725392058726,
              "calibration": 73.02956082367734,
              "speed": 81.80296636812625,
              "cost": 59.40158878853006
            },
            "jevbench_score": 72.26190549673386
          },
          "heldout": {
            "n": 303,
            "escalation": 0.009900990099009901,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7920792079207921,
            "ece_hard": 0.18583028194404527,
            "calibration": 65.62081114382568,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02270154985723291,
            "axes": {
              "intelligence": 78.7875036655356,
              "calibration": 65.62081114382568,
              "speed": 82.00464272011534,
              "cost": 59.31833476244369
            },
            "jevbench_score": 70.81603086763108
          }
        },
        {
          "threshold": 0.33,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7575757575757576,
            "ece_hard": 0.1227029771638957,
            "calibration": 72.88887570533063,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.022669292929292928,
            "axes": {
              "intelligence": 76.83725392058726,
              "calibration": 72.88887570533063,
              "speed": 81.80296636812625,
              "cost": 59.33686076809947
            },
            "jevbench_score": 72.20739482105681
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.1784936531106821,
            "calibration": 66.35447402716198,
            "p50_s": 0.5651678681373596,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02278719756245287,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.35447402716198,
              "speed": 82.00436961552492,
              "cost": 59.269272471003546
            },
            "jevbench_score": 71.06031955435729
          }
        },
        {
          "threshold": 0.34,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7575757575757576,
            "ece_hard": 0.1227029771638957,
            "calibration": 72.88887570533063,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.022669292929292928,
            "axes": {
              "intelligence": 76.83725392058726,
              "calibration": 72.88887570533063,
              "speed": 81.80296636812625,
              "cost": 59.33686076809947
            },
            "jevbench_score": 72.20739482105681
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0165016501650165,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.18446923703728185,
            "calibration": 65.75691563450202,
            "p50_s": 0.5651678681373596,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02287284526767283,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 65.75691563450202,
              "speed": 82.00436961552492,
              "cost": 59.22039423907319
            },
            "jevbench_score": 70.88517019392344
          }
        },
        {
          "threshold": 0.35,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7575757575757576,
            "ece_hard": 0.12540138239278134,
            "calibration": 72.61903518244208,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02289397911701282,
            "axes": {
              "intelligence": 76.83725392058726,
              "calibration": 72.61903518244208,
              "speed": 81.80296636812625,
              "cost": 59.20836152988853
            },
            "jevbench_score": 72.10138402910133
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.18894729586327258,
            "calibration": 66.48036643027022,
            "p50_s": 0.5651678681373596,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02295849297289279,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.48036643027022,
              "speed": 82.00436961552492,
              "cost": 59.17169869079666
            },
            "jevbench_score": 71.06472253912516
          }
        },
        {
          "threshold": 0.36,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7575757575757576,
            "ece_hard": 0.12540138239278134,
            "calibration": 72.61903518244208,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02289397911701282,
            "axes": {
              "intelligence": 76.83725392058726,
              "calibration": 72.61903518244208,
              "speed": 81.80296636812625,
              "cost": 59.20836152988853
            },
            "jevbench_score": 72.10138402910133
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0297029702970297,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.19801159728583317,
            "calibration": 64.2108855461405,
            "p50_s": 0.5654387563467026,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02321543608855267,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 64.2108855461405,
              "speed": 82.00228851579965,
              "cost": 59.026694618508536
            },
            "jevbench_score": 70.46785219080458
          }
        },
        {
          "threshold": 0.37,
          "public": {
            "n": 231,
            "escalation": 0.021645021645021644,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7575757575757576,
            "ece_hard": 0.129274702262339,
            "calibration": 72.23170319548629,
            "p50_s": 0.538740599155426,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02300632221087277,
            "axes": {
              "intelligence": 76.83725392058726,
              "calibration": 72.23170319548629,
              "speed": 81.80029341852722,
              "cost": 59.144584062084604
            },
            "jevbench_score": 71.98506208274257
          },
          "heldout": {
            "n": 303,
            "escalation": 0.033003300330033,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.19217855263975825,
            "calibration": 64.794190010748,
            "p50_s": 0.5654387563467026,
            "p95_s": 1.1195790365338323,
            "cost_usd_per_1000": 0.023301083793772635,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 64.794190010748,
              "speed": 81.98559669421805,
              "cost": 58.97871635028157
            },
            "jevbench_score": 70.60939597470144
          }
        },
        {
          "threshold": 0.38,
          "public": {
            "n": 231,
            "escalation": 0.030303030303030304,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.12046967633812916,
            "calibration": 73.11220578790727,
            "p50_s": 0.538740599155426,
            "p95_s": 1.2382635936141013,
            "cost_usd_per_1000": 0.023231008398592667,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 73.11220578790727,
              "speed": 81.75807190709418,
              "cost": 59.01795814537402
            },
            "jevbench_score": 72.33105885103498
          },
          "heldout": {
            "n": 303,
            "escalation": 0.033003300330033,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.19217855263975825,
            "calibration": 64.794190010748,
            "p50_s": 0.5654387563467026,
            "p95_s": 1.1195790365338323,
            "cost_usd_per_1000": 0.023301083793772635,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 64.794190010748,
              "speed": 81.98559669421805,
              "cost": 58.97871635028157
            },
            "jevbench_score": 70.60939597470144
          }
        },
        {
          "threshold": 0.39,
          "public": {
            "n": 231,
            "escalation": 0.04329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.12391053900720686,
            "calibration": 72.7681195209995,
            "p50_s": 0.538740599155426,
            "p95_s": 1.4027332119643687,
            "cost_usd_per_1000": 0.02356803768017251,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 72.7681195209995,
              "speed": 81.21645215327925,
              "cost": 58.83029728475067
            },
            "jevbench_score": 72.15546288396726
          },
          "heldout": {
            "n": 303,
            "escalation": 0.039603960396039604,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.2009330336707937,
            "calibration": 64.1961225283875,
            "p50_s": 0.5654387563467026,
            "p95_s": 1.1195790365338323,
            "cost_usd_per_1000": 0.023472379204212555,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 64.1961225283875,
              "speed": 81.98559669421805,
              "cost": 58.8832866181031
            },
            "jevbench_score": 70.41737978046176
          }
        },
        {
          "threshold": 0.4,
          "public": {
            "n": 231,
            "escalation": 0.04329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.12391053900720686,
            "calibration": 72.7681195209995,
            "p50_s": 0.538740599155426,
            "p95_s": 1.4027332119643687,
            "cost_usd_per_1000": 0.02356803768017251,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 72.7681195209995,
              "speed": 81.21645215327925,
              "cost": 58.83029728475067
            },
            "jevbench_score": 72.15546288396726
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.21368912688586947,
            "calibration": 62.92051320687993,
            "p50_s": 0.5671136170625687,
            "p95_s": 1.1195790365338323,
            "cost_usd_per_1000": 0.023643674614652475,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 62.92051320687993,
              "speed": 81.97275166710604,
              "cost": 58.78855078188529
            },
            "jevbench_score": 70.0339935269736
          }
        },
        {
          "threshold": 0.41,
          "public": {
            "n": 231,
            "escalation": 0.04329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.12391053900720686,
            "calibration": 72.7681195209995,
            "p50_s": 0.538740599155426,
            "p95_s": 1.4027332119643687,
            "cost_usd_per_1000": 0.02356803768017251,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 72.7681195209995,
              "speed": 81.21645215327925,
              "cost": 58.83029728475067
            },
            "jevbench_score": 72.15546288396726
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.21368912688586947,
            "calibration": 62.92051320687993,
            "p50_s": 0.5671136170625687,
            "p95_s": 1.1195790365338323,
            "cost_usd_per_1000": 0.023643674614652475,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 62.92051320687993,
              "speed": 81.97275166710604,
              "cost": 58.78855078188529
            },
            "jevbench_score": 70.0339935269736
          }
        },
        {
          "threshold": 0.42,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7792207792207793,
            "ece_hard": 0.1231255323773067,
            "calibration": 72.84662018398953,
            "p50_s": 0.538740599155426,
            "p95_s": 1.4027332119643687,
            "cost_usd_per_1000": 0.023792723867892406,
            "axes": {
              "intelligence": 78.71413079746414,
              "calibration": 72.84662018398953,
              "speed": 81.21645215327925,
              "cost": 58.70667507043569
            },
            "jevbench_score": 72.31000678593934
          },
          "heldout": {
            "n": 303,
            "escalation": 0.04950495049504951,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.22412657477249198,
            "calibration": 61.87676841821768,
            "p50_s": 0.5671136170625687,
            "p95_s": 1.1195790365338323,
            "cost_usd_per_1000": 0.023729322319872435,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 61.87676841821768,
              "speed": 81.97275166710604,
              "cost": 58.74143993558155
            },
            "jevbench_score": 69.66720499216278
          }
        },
        {
          "threshold": 0.43,
          "public": {
            "n": 231,
            "escalation": 0.05627705627705628,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7792207792207793,
            "ece_hard": 0.12247222294314211,
            "calibration": 72.91195112740598,
            "p50_s": 0.538740599155426,
            "p95_s": 1.4027332119643687,
            "cost_usd_per_1000": 0.023905066961752354,
            "axes": {
              "intelligence": 78.71413079746414,
              "calibration": 72.91195112740598,
              "speed": 81.21645215327925,
              "cost": 58.64530106323465
            },
            "jevbench_score": 72.30730325731786
          },
          "heldout": {
            "n": 303,
            "escalation": 0.052805280528052806,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.21692446519889075,
            "calibration": 62.5969793755778,
            "p50_s": 0.5671136170625687,
            "p95_s": 1.1195790365338323,
            "cost_usd_per_1000": 0.023814970025092395,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 62.5969793755778,
              "speed": 81.97275166710604,
              "cost": 58.69449882341089
            },
            "jevbench_score": 69.91580024749757
          }
        },
        {
          "threshold": 0.44,
          "public": {
            "n": 231,
            "escalation": 0.06493506493506493,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7792207792207793,
            "ece_hard": 0.12616663225577013,
            "calibration": 72.54251019614318,
            "p50_s": 0.538740599155426,
            "p95_s": 1.4518735907971858,
            "cost_usd_per_1000": 0.024129753149472247,
            "axes": {
              "intelligence": 78.71413079746414,
              "calibration": 72.54251019614318,
              "speed": 81.06691489445589,
              "cost": 58.52341362873363
            },
            "jevbench_score": 72.14473539324058
          },
          "heldout": {
            "n": 303,
            "escalation": 0.056105610561056105,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.21262751068559171,
            "calibration": 63.02667482690771,
            "p50_s": 0.5671136170625687,
            "p95_s": 1.1252075582742689,
            "cost_usd_per_1000": 0.023900617730312355,
            "axes": {
              "intelligence": 79.61319173893008,
              "calibration": 63.02667482690771,
              "speed": 81.95097283911872,
              "cost": 58.64772622670355
            },
            "jevbench_score": 70.07751302379275
          }
        },
        {
          "threshold": 0.45,
          "public": {
            "n": 231,
            "escalation": 0.06493506493506493,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7792207792207793,
            "ece_hard": 0.12616663225577013,
            "calibration": 72.54251019614318,
            "p50_s": 0.538740599155426,
            "p95_s": 1.4518735907971858,
            "cost_usd_per_1000": 0.024129753149472247,
            "axes": {
              "intelligence": 78.71413079746414,
              "calibration": 72.54251019614318,
              "speed": 81.06691489445589,
              "cost": 58.52341362873363
            },
            "jevbench_score": 72.14473539324058
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0627062706270627,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.21849873000447706,
            "calibration": 62.439552895019176,
            "p50_s": 0.5671136170625687,
            "p95_s": 1.1252075582742689,
            "cost_usd_per_1000": 0.024071913140752275,
            "axes": {
              "intelligence": 79.61319173893008,
              "calibration": 62.439552895019176,
              "speed": 81.95097283911872,
              "cost": 58.55468177020284
            },
            "jevbench_score": 69.88599287750458
          }
        },
        {
          "threshold": 0.46,
          "public": {
            "n": 231,
            "escalation": 0.06493506493506493,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7792207792207793,
            "ece_hard": 0.12616663225577013,
            "calibration": 72.54251019614318,
            "p50_s": 0.538740599155426,
            "p95_s": 1.4518735907971858,
            "cost_usd_per_1000": 0.024129753149472247,
            "axes": {
              "intelligence": 78.71413079746414,
              "calibration": 72.54251019614318,
              "speed": 81.06691489445589,
              "cost": 58.52341362873363
            },
            "jevbench_score": 72.14473539324058
          },
          "heldout": {
            "n": 303,
            "escalation": 0.066006600660066,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.2226297534986995,
            "calibration": 61.46513804453349,
            "p50_s": 0.5671136170625687,
            "p95_s": 1.1252075582742689,
            "cost_usd_per_1000": 0.024157560845972235,
            "axes": {
              "intelligence": 79.61319173893008,
              "calibration": 61.46513804453349,
              "speed": 81.95097283911872,
              "cost": 58.508407537716984
            },
            "jevbench_score": 69.59796991761759
          }
        },
        {
          "threshold": 0.47,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.14036846211361534,
            "calibration": 71.02194866020676,
            "p50_s": 0.5388893276453018,
            "p95_s": 1.4563486777245997,
            "cost_usd_per_1000": 0.024579125524912038,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 71.02194866020676,
              "speed": 81.05235051409602,
              "cost": 58.2830071745623
            },
            "jevbench_score": 71.6010191971694
          },
          "heldout": {
            "n": 303,
            "escalation": 0.06930693069306931,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.22432466285423955,
            "calibration": 60.377289084902586,
            "p50_s": 0.5671136170625687,
            "p95_s": 1.1252075582742689,
            "cost_usd_per_1000": 0.024243208551192195,
            "axes": {
              "intelligence": 79.61319173893008,
              "calibration": 60.377289084902586,
              "speed": 81.95097283911872,
              "cost": 58.46229707494639
            },
            "jevbench_score": 69.27430197920576
          }
        },
        {
          "threshold": 0.48,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.14036846211361534,
            "calibration": 71.02194866020676,
            "p50_s": 0.5388893276453018,
            "p95_s": 1.4563486777245997,
            "cost_usd_per_1000": 0.024579125524912038,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 71.02194866020676,
              "speed": 81.05235051409602,
              "cost": 58.2830071745623
            },
            "jevbench_score": 71.6010191971694
          },
          "heldout": {
            "n": 303,
            "escalation": 0.06930693069306931,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.22432466285423955,
            "calibration": 60.377289084902586,
            "p50_s": 0.5671136170625687,
            "p95_s": 1.1252075582742689,
            "cost_usd_per_1000": 0.024243208551192195,
            "axes": {
              "intelligence": 79.61319173893008,
              "calibration": 60.377289084902586,
              "speed": 81.95097283911872,
              "cost": 58.46229707494639
            },
            "jevbench_score": 69.27430197920576
          }
        },
        {
          "threshold": 0.49,
          "public": {
            "n": 231,
            "escalation": 0.09090909090909091,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.1393271964640658,
            "calibration": 70.44998457663763,
            "p50_s": 0.5388893276453018,
            "p95_s": 1.4563486777245997,
            "cost_usd_per_1000": 0.024803811712631935,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 70.44998457663763,
              "speed": 81.05235051409602,
              "cost": 58.16444722211755
            },
            "jevbench_score": 71.33434784370577
          },
          "heldout": {
            "n": 303,
            "escalation": 0.07260726072607261,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.21646957795469188,
            "calibration": 61.16279757485735,
            "p50_s": 0.5671136170625687,
            "p95_s": 1.1252075582742689,
            "cost_usd_per_1000": 0.024328856256412155,
            "axes": {
              "intelligence": 79.61319173893008,
              "calibration": 61.16279757485735,
              "speed": 81.95097283911872,
              "cost": 58.41634922677905
            },
            "jevbench_score": 69.48486620789448
          }
        },
        {
          "threshold": 0.5,
          "public": {
            "n": 231,
            "escalation": 0.09956709956709957,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.14913039921983365,
            "calibration": 69.46966430106085,
            "p50_s": 0.5388893276453018,
            "p95_s": 1.4563486777245997,
            "cost_usd_per_1000": 0.02502849790035183,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 69.46966430106085,
              "speed": 81.05235051409602,
              "cost": 58.046956421258415
            },
            "jevbench_score": 71.04896106341569
          },
          "heldout": {
            "n": 303,
            "escalation": 0.07590759075907591,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.22848051862244445,
            "calibration": 59.961703508082095,
            "p50_s": 0.5671136170625687,
            "p95_s": 1.1293273240327832,
            "cost_usd_per_1000": 0.024414503961632115,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 59.961703508082095,
              "speed": 81.93510088662741,
              "cost": 58.370562850280955
            },
            "jevbench_score": 69.0644757792367
          }
        },
        {
          "threshold": 0.51,
          "public": {
            "n": 231,
            "escalation": 0.11255411255411256,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.153439852872532,
            "calibration": 69.038718935791,
            "p50_s": 0.5397706717252732,
            "p95_s": 1.4563486777245997,
            "cost_usd_per_1000": 0.025365527181931673,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 69.038718935791,
              "speed": 81.04525350565979,
              "cost": 57.87268321408783
            },
            "jevbench_score": 70.88366211969267
          },
          "heldout": {
            "n": 303,
            "escalation": 0.08250825082508251,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.22298194277474082,
            "calibration": 60.51156109285246,
            "p50_s": 0.567900562286377,
            "p95_s": 1.1293273240327832,
            "cost_usd_per_1000": 0.024585799372072035,
            "axes": {
              "intelligence": 79.52974320304973,
              "calibration": 60.51156109285246,
              "speed": 81.92907865308634,
              "cost": 58.27947000042623
            },
            "jevbench_score": 69.2357498995429
          }
        },
        {
          "threshold": 0.52,
          "public": {
            "n": 231,
            "escalation": 0.12121212121212122,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.1427495309986048,
            "calibration": 70.10775112318373,
            "p50_s": 0.5397706717252732,
            "p95_s": 1.4563486777245997,
            "cost_usd_per_1000": 0.02559021336965157,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 70.10775112318373,
              "speed": 81.04525350565979,
              "cost": 57.75778278929772
            },
            "jevbench_score": 71.12113822245146
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0858085808580858,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.22327981763225013,
            "calibration": 60.48177360710153,
            "p50_s": 0.567900562286377,
            "p95_s": 1.1293273240327832,
            "cost_usd_per_1000": 0.024671447077292,
            "axes": {
              "intelligence": 79.52974320304973,
              "calibration": 60.48177360710153,
              "speed": 81.92907865308634,
              "cost": 58.23416130057137
            },
            "jevbench_score": 69.21376890883711
          }
        },
        {
          "threshold": 0.53,
          "public": {
            "n": 231,
            "escalation": 0.12121212121212122,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.1427495309986048,
            "calibration": 70.10775112318373,
            "p50_s": 0.5397706717252732,
            "p95_s": 1.4563486777245997,
            "cost_usd_per_1000": 0.02559021336965157,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 70.10775112318373,
              "speed": 81.04525350565979,
              "cost": 57.75778278929772
            },
            "jevbench_score": 71.12113822245146
          },
          "heldout": {
            "n": 303,
            "escalation": 0.09570957095709572,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.23443847711355084,
            "calibration": 59.36590765897146,
            "p50_s": 0.567900562286377,
            "p95_s": 1.1970025122165662,
            "cost_usd_per_1000": 0.02492839019295188,
            "axes": {
              "intelligence": 79.52974320304973,
              "calibration": 59.36590765897146,
              "speed": 81.67632639429573,
              "cost": 58.09917298410629
            },
            "jevbench_score": 68.79917171152499
          }
        },
        {
          "threshold": 0.54,
          "public": {
            "n": 231,
            "escalation": 0.1341991341991342,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.13701921719922372,
            "calibration": 70.68078250312183,
            "p50_s": 0.5404984593391419,
            "p95_s": 1.4563486777245997,
            "cost_usd_per_1000": 0.025927242651231412,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 70.68078250312183,
              "speed": 81.0394017381061,
              "cost": 57.587310033012145
            },
            "jevbench_score": 71.29765710489401
          },
          "heldout": {
            "n": 303,
            "escalation": 0.11551155115511551,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.8052805280528053,
            "ece_hard": 0.2544928154811612,
            "calibration": 57.36047382221042,
            "p50_s": 0.5697284132242203,
            "p95_s": 1.2169031620025612,
            "cost_usd_per_1000": 0.02544227642427164,
            "axes": {
              "intelligence": 79.72152402496754,
              "calibration": 57.36047382221042,
              "speed": 81.59076101498934,
              "cost": 57.83332099557951
            },
            "jevbench_score": 68.15564930111181
          }
        },
        {
          "threshold": 0.55,
          "public": {
            "n": 231,
            "escalation": 0.13852813852813853,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.1392202534475306,
            "calibration": 70.46067887829113,
            "p50_s": 0.5404984593391419,
            "p95_s": 1.4563486777245997,
            "cost_usd_per_1000": 0.02603958574509136,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 70.46067887829113,
              "speed": 81.0394017381061,
              "cost": 57.530977872760495
            },
            "jevbench_score": 71.22465729223394
          },
          "heldout": {
            "n": 303,
            "escalation": 0.12211221122112212,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.8052805280528053,
            "ece_hard": 0.26276964885951437,
            "calibration": 56.532790484375106,
            "p50_s": 0.5702764481306076,
            "p95_s": 1.2169031620025612,
            "cost_usd_per_1000": 0.02561357183471156,
            "axes": {
              "intelligence": 79.72152402496754,
              "calibration": 56.532790484375106,
              "speed": 81.58658544412754,
              "cost": 57.745895637036035
            },
            "jevbench_score": 67.88189749868832
          }
        },
        {
          "threshold": 0.56,
          "public": {
            "n": 231,
            "escalation": 0.13852813852813853,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.1392202534475306,
            "calibration": 70.46067887829113,
            "p50_s": 0.5404984593391419,
            "p95_s": 1.4563486777245997,
            "cost_usd_per_1000": 0.02603958574509136,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 70.46067887829113,
              "speed": 81.0394017381061,
              "cost": 57.530977872760495
            },
            "jevbench_score": 71.22465729223394
          },
          "heldout": {
            "n": 303,
            "escalation": 0.12211221122112212,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.8052805280528053,
            "ece_hard": 0.26276964885951437,
            "calibration": 56.532790484375106,
            "p50_s": 0.5702764481306076,
            "p95_s": 1.2169031620025612,
            "cost_usd_per_1000": 0.02561357183471156,
            "axes": {
              "intelligence": 79.72152402496754,
              "calibration": 56.532790484375106,
              "speed": 81.58658544412754,
              "cost": 57.745895637036035
            },
            "jevbench_score": 67.88189749868832
          }
        },
        {
          "threshold": 0.57,
          "public": {
            "n": 231,
            "escalation": 0.15584415584415584,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.15786862847180116,
            "calibration": 67.86584274415871,
            "p50_s": 0.5404984593391419,
            "p95_s": 1.4563486777245997,
            "cost_usd_per_1000": 0.02648895812053115,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 67.86584274415871,
              "speed": 81.0394017381061,
              "cost": 57.30805369887771
            },
            "jevbench_score": 70.40661223441107
          },
          "heldout": {
            "n": 303,
            "escalation": 0.13861386138613863,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.8085808580858086,
            "ece_hard": 0.263875743077182,
            "calibration": 56.37901632639406,
            "p50_s": 0.5712133586406708,
            "p95_s": 1.2563446298241583,
            "cost_usd_per_1000": 0.02604181036081136,
            "axes": {
              "intelligence": 79.9967533827657,
              "calibration": 56.37901632639406,
              "speed": 81.4409285678617,
              "cost": 57.52986484000288
            },
            "jevbench_score": 67.80027909531597
          }
        },
        {
          "threshold": 0.58,
          "public": {
            "n": 231,
            "escalation": 0.16017316017316016,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.16875499206730582,
            "calibration": 66.77720638460825,
            "p50_s": 0.5404984593391419,
            "p95_s": 1.4830813348293304,
            "cost_usd_per_1000": 0.0266013012143911,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 66.77720638460825,
              "speed": 80.96040570474639,
              "cost": 57.252913574291725
            },
            "jevbench_score": 70.00406744296846
          },
          "heldout": {
            "n": 303,
            "escalation": 0.13861386138613863,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.8085808580858086,
            "ece_hard": 0.263875743077182,
            "calibration": 56.37901632639406,
            "p50_s": 0.5712133586406708,
            "p95_s": 1.2563446298241583,
            "cost_usd_per_1000": 0.02604181036081136,
            "axes": {
              "intelligence": 79.9967533827657,
              "calibration": 56.37901632639406,
              "speed": 81.4409285678617,
              "cost": 57.52986484000288
            },
            "jevbench_score": 67.80027909531597
          }
        },
        {
          "threshold": 0.59,
          "public": {
            "n": 231,
            "escalation": 0.1645021645021645,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.16300575649739346,
            "calibration": 67.86796391863538,
            "p50_s": 0.5404984593391419,
            "p95_s": 1.4830813348293304,
            "cost_usd_per_1000": 0.026713644308251048,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 67.86796391863538,
              "speed": 80.96040570474639,
              "cost": 57.19800582846956
            },
            "jevbench_score": 70.35618153044237
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1419141914191419,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.8085808580858086,
            "ece_hard": 0.26340855933260754,
            "calibration": 56.4257347008515,
            "p50_s": 0.5712133586406708,
            "p95_s": 1.2563446298241583,
            "cost_usd_per_1000": 0.02612745806603132,
            "axes": {
              "intelligence": 79.9967533827657,
              "calibration": 56.4257347008515,
              "speed": 81.4409285678617,
              "cost": 57.48708521862298
            },
            "jevbench_score": 67.80171005777173
          }
        },
        {
          "threshold": 0.6,
          "public": {
            "n": 231,
            "escalation": 0.19913419913419914,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7792207792207793,
            "ece_hard": 0.16972725284553997,
            "calibration": 67.11069755096435,
            "p50_s": 0.5404984593391419,
            "p95_s": 1.4830813348293304,
            "cost_usd_per_1000": 0.027612389059130632,
            "axes": {
              "intelligence": 78.71413079746414,
              "calibration": 67.11069755096435,
              "speed": 80.96040570474639,
              "cost": 56.76688048067276
            },
            "jevbench_score": 70.19449282200452
          },
          "heldout": {
            "n": 303,
            "escalation": 0.15841584158415842,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.8085808580858086,
            "ece_hard": 0.26813436915672983,
            "calibration": 55.95315371843927,
            "p50_s": 0.5717611402273178,
            "p95_s": 1.2563446298241583,
            "cost_usd_per_1000": 0.026555696592131122,
            "axes": {
              "intelligence": 79.9967533827657,
              "calibration": 55.95315371843927,
              "speed": 81.4367657708996,
              "cost": 57.275269058769744
            },
            "jevbench_score": 67.59602327344567
          }
        },
        {
          "threshold": 0.61,
          "public": {
            "n": 231,
            "escalation": 0.20346320346320346,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7792207792207793,
            "ece_hard": 0.16913924837006666,
            "calibration": 67.16949799851167,
            "p50_s": 0.5404984593391419,
            "p95_s": 1.4830813348293304,
            "cost_usd_per_1000": 0.027724732152990577,
            "axes": {
              "intelligence": 78.71413079746414,
              "calibration": 67.16949799851167,
              "speed": 80.96040570474639,
              "cost": 56.713979225560735
            },
            "jevbench_score": 70.19350044373662
          },
          "heldout": {
            "n": 303,
            "escalation": 0.15841584158415842,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.8085808580858086,
            "ece_hard": 0.26813436915672983,
            "calibration": 55.95315371843927,
            "p50_s": 0.5717611402273178,
            "p95_s": 1.2563446298241583,
            "cost_usd_per_1000": 0.026555696592131122,
            "axes": {
              "intelligence": 79.9967533827657,
              "calibration": 55.95315371843927,
              "speed": 81.4367657708996,
              "cost": 57.275269058769744
            },
            "jevbench_score": 67.59602327344567
          }
        },
        {
          "threshold": 0.62,
          "public": {
            "n": 231,
            "escalation": 0.2077922077922078,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7792207792207793,
            "ece_hard": 0.16309811913200697,
            "calibration": 67.77361092231766,
            "p50_s": 0.5404984593391419,
            "p95_s": 1.4830813348293304,
            "cost_usd_per_1000": 0.027837075246850525,
            "axes": {
              "intelligence": 78.71413079746414,
              "calibration": 67.77361092231766,
              "speed": 80.96040570474639,
              "cost": 56.66129189822311
            },
            "jevbench_score": 70.33445382699068
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1617161716171617,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.8085808580858086,
            "ece_hard": 0.26813436915672983,
            "calibration": 55.95315371843927,
            "p50_s": 0.5717611402273178,
            "p95_s": 1.2563446298241583,
            "cost_usd_per_1000": 0.026641344297351082,
            "axes": {
              "intelligence": 79.9967533827657,
              "calibration": 55.95315371843927,
              "speed": 81.4367657708996,
              "cost": 57.23331594564687
            },
            "jevbench_score": 67.58364165155196
          }
        },
        {
          "threshold": 0.63,
          "public": {
            "n": 231,
            "escalation": 0.21645021645021645,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7792207792207793,
            "ece_hard": 0.1568173788366799,
            "calibration": 68.40168495185036,
            "p50_s": 0.5404984593391419,
            "p95_s": 1.4830813348293304,
            "cost_usd_per_1000": 0.028061761434570422,
            "axes": {
              "intelligence": 78.71413079746414,
              "calibration": 68.40168495185036,
              "speed": 80.96040570474639,
              "cost": 56.55655215464164
            },
            "jevbench_score": 70.46424068930426
          },
          "heldout": {
            "n": 303,
            "escalation": 0.16831683168316833,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.8118811881188119,
            "ece_hard": 0.26813436915672983,
            "calibration": 55.95315371843927,
            "p50_s": 0.5727051436901093,
            "p95_s": 1.2563446298241583,
            "cost_usd_per_1000": 0.026812639707791002,
            "axes": {
              "intelligence": 80.1885342046835,
              "calibration": 55.95315371843927,
              "speed": 81.4296012856976,
              "cost": 57.149812826958794
            },
            "jevbench_score": 67.59794467864833
          }
        },
        {
          "threshold": 0.64,
          "public": {
            "n": 231,
            "escalation": 0.21645021645021645,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7792207792207793,
            "ece_hard": 0.1568173788366799,
            "calibration": 68.40168495185036,
            "p50_s": 0.5404984593391419,
            "p95_s": 1.4830813348293304,
            "cost_usd_per_1000": 0.028061761434570422,
            "axes": {
              "intelligence": 78.71413079746414,
              "calibration": 68.40168495185036,
              "speed": 80.96040570474639,
              "cost": 56.55655215464164
            },
            "jevbench_score": 70.46424068930426
          },
          "heldout": {
            "n": 303,
            "escalation": 0.17491749174917492,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.8151815181518152,
            "ece_hard": 0.2644068311813767,
            "calibration": 57.44102787114536,
            "p50_s": 0.5727051436901093,
            "p95_s": 1.2563446298241583,
            "cost_usd_per_1000": 0.026983935118230922,
            "axes": {
              "intelligence": 80.46376356248169,
              "calibration": 57.44102787114536,
              "speed": 81.4296012856976,
              "cost": 57.06684148182791
            },
            "jevbench_score": 68.07649261993889
          }
        },
        {
          "threshold": 0.65,
          "public": {
            "n": 231,
            "escalation": 0.22077922077922077,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7792207792207793,
            "ece_hard": 0.1568173788366799,
            "calibration": 68.40168495185036,
            "p50_s": 0.5407783031463623,
            "p95_s": 1.4830813348293304,
            "cost_usd_per_1000": 0.028174104528430367,
            "axes": {
              "intelligence": 78.71413079746414,
              "calibration": 68.40168495185036,
              "speed": 80.95815772109964,
              "cost": 56.50449635379722
            },
            "jevbench_score": 70.44753188171057
          },
          "heldout": {
            "n": 303,
            "escalation": 0.17491749174917492,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.8151815181518152,
            "ece_hard": 0.2644068311813767,
            "calibration": 57.44102787114536,
            "p50_s": 0.5727051436901093,
            "p95_s": 1.2563446298241583,
            "cost_usd_per_1000": 0.026983935118230922,
            "axes": {
              "intelligence": 80.46376356248169,
              "calibration": 57.44102787114536,
              "speed": 81.4296012856976,
              "cost": 57.06684148182791
            },
            "jevbench_score": 68.07649261993889
          }
        },
        {
          "threshold": 0.66,
          "public": {
            "n": 231,
            "escalation": 0.24242424242424243,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.17817063170600736,
            "calibration": 66.26635966491762,
            "p50_s": 0.5409701555967331,
            "p95_s": 1.4830813348293304,
            "cost_usd_per_1000": 0.02873581999773011,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 66.26635966491762,
              "speed": 80.95661724353786,
              "cost": 56.247292163242875
            },
            "jevbench_score": 69.64411698080356
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1848184818481848,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.8151815181518152,
            "ece_hard": 0.2723254240229221,
            "calibration": 56.64916858699082,
            "p50_s": 0.5745811700820923,
            "p95_s": 1.2837200626730914,
            "cost_usd_per_1000": 0.027240878233890802,
            "axes": {
              "intelligence": 80.46376356248169,
              "calibration": 56.64916858699082,
              "speed": 81.32178281969736,
              "cost": 56.94336685213413
            },
            "jevbench_score": 67.78146930488172
          }
        },
        {
          "threshold": 0.67,
          "public": {
            "n": 231,
            "escalation": 0.24242424242424243,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.17817063170600736,
            "calibration": 66.26635966491762,
            "p50_s": 0.5409701555967331,
            "p95_s": 1.4830813348293304,
            "cost_usd_per_1000": 0.02873581999773011,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 66.26635966491762,
              "speed": 80.95661724353786,
              "cost": 56.247292163242875
            },
            "jevbench_score": 69.64411698080356
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1848184818481848,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.8151815181518152,
            "ece_hard": 0.2723254240229221,
            "calibration": 56.64916858699082,
            "p50_s": 0.5745811700820923,
            "p95_s": 1.2837200626730914,
            "cost_usd_per_1000": 0.027240878233890802,
            "axes": {
              "intelligence": 80.46376356248169,
              "calibration": 56.64916858699082,
              "speed": 81.32178281969736,
              "cost": 56.94336685213413
            },
            "jevbench_score": 67.78146930488172
          }
        },
        {
          "threshold": 0.68,
          "public": {
            "n": 231,
            "escalation": 0.26406926406926406,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.18714228246059084,
            "calibration": 65.36919458945927,
            "p50_s": 0.5424583941698075,
            "p95_s": 1.5242826543748378,
            "cost_usd_per_1000": 0.029297535467029845,
            "axes": {
              "intelligence": 78.50350350350352,
              "calibration": 65.36919458945927,
              "speed": 80.82568058415923,
              "cost": 55.995067339636236
            },
            "jevbench_score": 69.42091421715394
          },
          "heldout": {
            "n": 303,
            "escalation": 0.19141914191419143,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.5871559633027523
            },
            "accuracy": 0.8217821782178217,
            "ece_hard": 0.2597140726888643,
            "calibration": 57.9103037203966,
            "p50_s": 0.5745811700820923,
            "p95_s": 1.3258842036128033,
            "cost_usd_per_1000": 0.027412173644330722,
            "axes": {
              "intelligence": 81.01422227807801,
              "calibration": 57.9103037203966,
              "speed": 81.18143014094701,
              "cost": 56.861695773314985
            },
            "jevbench_score": 68.21790906353766
          }
        },
        {
          "threshold": 0.69,
          "public": {
            "n": 231,
            "escalation": 0.2683982683982684,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.1878901690939302,
            "calibration": 65.29440592612534,
            "p50_s": 0.5424583941698075,
            "p95_s": 1.5242826543748378,
            "cost_usd_per_1000": 0.029409878560889793,
            "axes": {
              "intelligence": 78.50350350350352,
              "calibration": 65.29440592612534,
              "speed": 80.82568058415923,
              "cost": 55.94520306326905
            },
            "jevbench_score": 69.38559385892817
          },
          "heldout": {
            "n": 303,
            "escalation": 0.19141914191419143,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.5871559633027523
            },
            "accuracy": 0.8217821782178217,
            "ece_hard": 0.2597140726888643,
            "calibration": 57.9103037203966,
            "p50_s": 0.5745811700820923,
            "p95_s": 1.3258842036128033,
            "cost_usd_per_1000": 0.027412173644330722,
            "axes": {
              "intelligence": 81.01422227807801,
              "calibration": 57.9103037203966,
              "speed": 81.18143014094701,
              "cost": 56.861695773314985
            },
            "jevbench_score": 68.21790906353766
          }
        },
        {
          "threshold": 0.7,
          "public": {
            "n": 231,
            "escalation": 0.2727272727272727,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.1878901690939302,
            "calibration": 65.29440592612534,
            "p50_s": 0.543133819103241,
            "p95_s": 1.5242826543748378,
            "cost_usd_per_1000": 0.029522221654749742,
            "axes": {
              "intelligence": 78.50350350350352,
              "calibration": 65.29440592612534,
              "speed": 80.82027646729485,
              "cost": 55.89552890131006
            },
            "jevbench_score": 69.36902715596159
          },
          "heldout": {
            "n": 303,
            "escalation": 0.19141914191419143,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.5871559633027523
            },
            "accuracy": 0.8217821782178217,
            "ece_hard": 0.2597140726888643,
            "calibration": 57.9103037203966,
            "p50_s": 0.5745811700820923,
            "p95_s": 1.3258842036128033,
            "cost_usd_per_1000": 0.027412173644330722,
            "axes": {
              "intelligence": 81.01422227807801,
              "calibration": 57.9103037203966,
              "speed": 81.18143014094701,
              "cost": 56.861695773314985
            },
            "jevbench_score": 68.21790906353766
          }
        },
        {
          "threshold": 0.71,
          "public": {
            "n": 231,
            "escalation": 0.27705627705627706,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.19054794286680823,
            "calibration": 64.0057105365427,
            "p50_s": 0.543133819103241,
            "p95_s": 1.5242826543748378,
            "cost_usd_per_1000": 0.02963456474860969,
            "axes": {
              "intelligence": 78.50350350350352,
              "calibration": 64.0057105365427,
              "speed": 80.82027646729485,
              "cost": 55.84604340958898
            },
            "jevbench_score": 69.00890334773142
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2079207920792079,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.2516413827741623,
            "calibration": 58.717572711866794,
            "p50_s": 0.5753569543361664,
            "p95_s": 1.3288795724511142,
            "cost_usd_per_1000": 0.027840412170430526,
            "axes": {
              "intelligence": 81.56468099367433,
              "calibration": 58.717572711866794,
              "speed": 81.1657700772831,
              "cost": 56.6597301817381
            },
            "jevbench_score": 68.50612662095692
          }
        },
        {
          "threshold": 0.72,
          "public": {
            "n": 231,
            "escalation": 0.2813852813852814,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7792207792207793,
            "ece_hard": 0.18395261526302037,
            "calibration": 64.66524329692149,
            "p50_s": 0.543133819103241,
            "p95_s": 1.5242826543748378,
            "cost_usd_per_1000": 0.02974690784246964,
            "axes": {
              "intelligence": 78.8788788788789,
              "calibration": 64.66524329692149,
              "speed": 80.82027646729485,
              "cost": 55.79674516032886
            },
            "jevbench_score": 69.25325818279254
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2079207920792079,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.2516413827741623,
            "calibration": 58.717572711866794,
            "p50_s": 0.5753569543361664,
            "p95_s": 1.3288795724511142,
            "cost_usd_per_1000": 0.027840412170430526,
            "axes": {
              "intelligence": 81.56468099367433,
              "calibration": 58.717572711866794,
              "speed": 81.1657700772831,
              "cost": 56.6597301817381
            },
            "jevbench_score": 68.50612662095692
          }
        },
        {
          "threshold": 0.73,
          "public": {
            "n": 231,
            "escalation": 0.2813852813852814,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7792207792207793,
            "ece_hard": 0.18395261526302037,
            "calibration": 64.66524329692149,
            "p50_s": 0.543133819103241,
            "p95_s": 1.5242826543748378,
            "cost_usd_per_1000": 0.02974690784246964,
            "axes": {
              "intelligence": 78.8788788788789,
              "calibration": 64.66524329692149,
              "speed": 80.82027646729485,
              "cost": 55.79674516032886
            },
            "jevbench_score": 69.25325818279254
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2079207920792079,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.2516413827741623,
            "calibration": 58.717572711866794,
            "p50_s": 0.5753569543361664,
            "p95_s": 1.3288795724511142,
            "cost_usd_per_1000": 0.027840412170430526,
            "axes": {
              "intelligence": 81.56468099367433,
              "calibration": 58.717572711866794,
              "speed": 81.1657700772831,
              "cost": 56.6597301817381
            },
            "jevbench_score": 68.50612662095692
          }
        },
        {
          "threshold": 0.74,
          "public": {
            "n": 231,
            "escalation": 0.2987012987012987,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.19970104463122387,
            "calibration": 63.09040036010113,
            "p50_s": 0.545120233297348,
            "p95_s": 1.5242826543748378,
            "cost_usd_per_1000": 0.03019628021790943,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 63.09040036010113,
              "speed": 80.80442190319786,
              "cost": 55.60139659241263
            },
            "jevbench_score": 68.56361264140065
          },
          "heldout": {
            "n": 303,
            "escalation": 0.21122112211221122,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.2516413827741623,
            "calibration": 58.717572711866794,
            "p50_s": 0.5755759567022324,
            "p95_s": 1.3288795724511142,
            "cost_usd_per_1000": 0.027926059875650486,
            "axes": {
              "intelligence": 81.56468099367433,
              "calibration": 58.717572711866794,
              "speed": 81.16411730466113,
              "cost": 56.619710054612426
            },
            "jevbench_score": 68.49367784784121
          }
        },
        {
          "threshold": 0.75,
          "public": {
            "n": 231,
            "escalation": 0.2987012987012987,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.19970104463122387,
            "calibration": 63.09040036010113,
            "p50_s": 0.545120233297348,
            "p95_s": 1.5242826543748378,
            "cost_usd_per_1000": 0.03019628021790943,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 63.09040036010113,
              "speed": 80.80442190319786,
              "cost": 55.60139659241263
            },
            "jevbench_score": 68.56361264140065
          },
          "heldout": {
            "n": 303,
            "escalation": 0.21122112211221122,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.2516413827741623,
            "calibration": 58.717572711866794,
            "p50_s": 0.5755759567022324,
            "p95_s": 1.3288795724511142,
            "cost_usd_per_1000": 0.027926059875650486,
            "axes": {
              "intelligence": 81.56468099367433,
              "calibration": 58.717572711866794,
              "speed": 81.16411730466113,
              "cost": 56.619710054612426
            },
            "jevbench_score": 68.49367784784121
          }
        },
        {
          "threshold": 0.76,
          "public": {
            "n": 231,
            "escalation": 0.30303030303030304,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.2009908227920189,
            "calibration": 62.24559566478037,
            "p50_s": 0.545120233297348,
            "p95_s": 1.5242826543748378,
            "cost_usd_per_1000": 0.030308623311769377,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 62.24559566478037,
              "speed": 80.80442190319786,
              "cost": 55.55301369552401
            },
            "jevbench_score": 68.31805751112206
          },
          "heldout": {
            "n": 303,
            "escalation": 0.22112211221122113,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.8250825082508251,
            "ece_hard": 0.2538768479616441,
            "calibration": 58.494026193118614,
            "p50_s": 0.5755759567022324,
            "p95_s": 1.3288795724511142,
            "cost_usd_per_1000": 0.028183002991310366,
            "axes": {
              "intelligence": 81.37290017175654,
              "calibration": 58.494026193118614,
              "speed": 81.16411730466113,
              "cost": 56.500381997832136
            },
            "jevbench_score": 68.352073076319
          }
        },
        {
          "threshold": 0.77,
          "public": {
            "n": 231,
            "escalation": 0.30303030303030304,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.2009908227920189,
            "calibration": 62.24559566478037,
            "p50_s": 0.545120233297348,
            "p95_s": 1.5242826543748378,
            "cost_usd_per_1000": 0.030308623311769377,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 62.24559566478037,
              "speed": 80.80442190319786,
              "cost": 55.55301369552401
            },
            "jevbench_score": 68.31805751112206
          },
          "heldout": {
            "n": 303,
            "escalation": 0.22442244224422442,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.8250825082508251,
            "ece_hard": 0.25142083761588935,
            "calibration": 58.73962722769409,
            "p50_s": 0.5755759567022324,
            "p95_s": 1.3288795724511142,
            "cost_usd_per_1000": 0.028268650696530326,
            "axes": {
              "intelligence": 81.37290017175654,
              "calibration": 58.73962722769409,
              "speed": 81.16411730466113,
              "cost": 56.460847615533304
            },
            "jevbench_score": 68.4117359966245
          }
        },
        {
          "threshold": 0.78,
          "public": {
            "n": 231,
            "escalation": 0.30735930735930733,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.19685587538985405,
            "calibration": 62.65909040499686,
            "p50_s": 0.545120233297348,
            "p95_s": 1.5242826543748378,
            "cost_usd_per_1000": 0.030420966405629322,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 62.65909040499686,
              "speed": 80.80442190319786,
              "cost": 55.50480980517159
            },
            "jevbench_score": 68.41638497832196
          },
          "heldout": {
            "n": 303,
            "escalation": 0.23432343234323433,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.8217821782178217,
            "ece_hard": 0.25142083761588935,
            "calibration": 58.73962722769409,
            "p50_s": 0.5812294721603394,
            "p95_s": 1.3288795724511142,
            "cost_usd_per_1000": 0.028525593812190206,
            "axes": {
              "intelligence": 81.18111934983871,
              "calibration": 58.73962722769409,
              "speed": 81.1216674673135,
              "cost": 56.342959185550185
            },
            "jevbench_score": 68.32673773405585
          }
        },
        {
          "threshold": 0.79,
          "public": {
            "n": 231,
            "escalation": 0.30735930735930733,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.19685587538985405,
            "calibration": 62.65909040499686,
            "p50_s": 0.545120233297348,
            "p95_s": 1.5242826543748378,
            "cost_usd_per_1000": 0.030420966405629322,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 62.65909040499686,
              "speed": 80.80442190319786,
              "cost": 55.50480980517159
            },
            "jevbench_score": 68.41638497832196
          },
          "heldout": {
            "n": 303,
            "escalation": 0.24092409240924093,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.6146788990825688
            },
            "accuracy": 0.8250825082508251,
            "ece_hard": 0.24491031114997508,
            "calibration": 59.390679874285524,
            "p50_s": 0.5812294721603394,
            "p95_s": 1.3288795724511142,
            "cost_usd_per_1000": 0.028696889222630126,
            "axes": {
              "intelligence": 81.45634870763688,
              "calibration": 59.390679874285524,
              "speed": 81.1216674673135,
              "cost": 56.264955362790175
            },
            "jevbench_score": 68.54953622127334
          }
        },
        {
          "threshold": 0.8,
          "public": {
            "n": 231,
            "escalation": 0.3203463203463203,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.20644200154912623,
            "calibration": 61.70047778906964,
            "p50_s": 0.5452094167470932,
            "p95_s": 1.5242826543748378,
            "cost_usd_per_1000": 0.030757995687209168,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 61.70047778906964,
              "speed": 80.80371144136302,
              "cost": 55.36125904890021
            },
            "jevbench_score": 68.02680820252058
          },
          "heldout": {
            "n": 303,
            "escalation": 0.26732673267326734,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6146788990825688
            },
            "accuracy": 0.8184818481848185,
            "ece_hard": 0.2502314561642916,
            "calibration": 58.85856537285387,
            "p50_s": 0.5844195425510407,
            "p95_s": 1.3489860884845255,
            "cost_usd_per_1000": 0.02938207086438981,
            "axes": {
              "intelligence": 81.07278706380127,
              "calibration": 58.85856537285387,
              "speed": 81.03267799011175,
              "cost": 55.9575279446479
            },
            "jevbench_score": 68.20259071433898
          }
        },
        {
          "threshold": 0.81,
          "public": {
            "n": 231,
            "escalation": 0.3246753246753247,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.20801334467869964,
            "calibration": 61.5433434761123,
            "p50_s": 0.5452094167470932,
            "p95_s": 1.5242826543748378,
            "cost_usd_per_1000": 0.030870338781069116,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 61.5433434761123,
              "speed": 80.80371144136302,
              "cost": 55.313758132114835
            },
            "jevbench_score": 67.96886789989549
          },
          "heldout": {
            "n": 303,
            "escalation": 0.26732673267326734,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6146788990825688
            },
            "accuracy": 0.8184818481848185,
            "ece_hard": 0.2502314561642916,
            "calibration": 58.85856537285387,
            "p50_s": 0.5844195425510407,
            "p95_s": 1.3489860884845255,
            "cost_usd_per_1000": 0.02938207086438981,
            "axes": {
              "intelligence": 81.07278706380127,
              "calibration": 58.85856537285387,
              "speed": 81.03267799011175,
              "cost": 55.9575279446479
            },
            "jevbench_score": 68.20259071433898
          }
        },
        {
          "threshold": 0.82,
          "public": {
            "n": 231,
            "escalation": 0.35064935064935066,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.21730373588920177,
            "calibration": 59.71280635591178,
            "p50_s": 0.5457840502262116,
            "p95_s": 1.5451002843677997,
            "cost_usd_per_1000": 0.0315443973442288,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 59.71280635591178,
              "speed": 80.74022487672036,
              "cost": 55.032332961269255
            },
            "jevbench_score": 67.3585122173941
          },
          "heldout": {
            "n": 303,
            "escalation": 0.29042904290429045,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9383561643835616,
              "hard": 0.6146788990825688
            },
            "accuracy": 0.8184818481848185,
            "ece_hard": 0.25271734990017763,
            "calibration": 58.16651051488086,
            "p50_s": 0.5914658546447754,
            "p95_s": 1.3489860884845255,
            "cost_usd_per_1000": 0.02998160480092953,
            "axes": {
              "intelligence": 82.04767290855013,
              "calibration": 58.16651051488086,
              "speed": 80.98062851153796,
              "cost": 55.694353742161994
            },
            "jevbench_score": 68.11345304775448
          }
        },
        {
          "threshold": 0.83,
          "public": {
            "n": 231,
            "escalation": 0.354978354978355,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.21855529972703935,
            "calibration": 59.58764997212802,
            "p50_s": 0.5457840502262116,
            "p95_s": 1.5451002843677997,
            "cost_usd_per_1000": 0.03165674043808875,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 59.58764997212802,
              "speed": 80.74022487672036,
              "cost": 54.9860141396382
            },
            "jevbench_score": 67.30901867247445
          },
          "heldout": {
            "n": 303,
            "escalation": 0.29372937293729373,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9383561643835616,
              "hard": 0.6146788990825688
            },
            "accuracy": 0.8184818481848185,
            "ece_hard": 0.2543304626906764,
            "calibration": 58.005199235830986,
            "p50_s": 0.5914658546447754,
            "p95_s": 1.3746332585811607,
            "cost_usd_per_1000": 0.03006725250614949,
            "axes": {
              "intelligence": 82.04767290855013,
              "calibration": 58.005199235830986,
              "speed": 80.89883474912601,
              "cost": 55.6571876550895
            },
            "jevbench_score": 68.03763023610458
          }
        },
        {
          "threshold": 0.84,
          "public": {
            "n": 231,
            "escalation": 0.36796536796536794,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.2229600570944021,
            "calibration": 59.147174235391745,
            "p50_s": 0.5469208598136902,
            "p95_s": 1.5451002843677997,
            "cost_usd_per_1000": 0.031993769719668594,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 59.147174235391745,
              "speed": 80.73118839661666,
              "cost": 54.8480375627201
            },
            "jevbench_score": 67.1402193507087
          },
          "heldout": {
            "n": 303,
            "escalation": 0.30363036303630364,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9383561643835616,
              "hard": 0.6238532110091743
            },
            "accuracy": 0.8217821782178217,
            "ece_hard": 0.24612898253641055,
            "calibration": 58.82534725125757,
            "p50_s": 0.5918420493602753,
            "p95_s": 1.4031180121004574,
            "cost_usd_per_1000": 0.03032419562180937,
            "axes": {
              "intelligence": 82.3229022663483,
              "calibration": 58.82534725125757,
              "speed": 80.80699982415595,
              "cost": 55.54632131150971
            },
            "jevbench_score": 68.28060559450705
          }
        },
        {
          "threshold": 0.85,
          "public": {
            "n": 231,
            "escalation": 0.36796536796536794,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.2229600570944021,
            "calibration": 59.147174235391745,
            "p50_s": 0.5469208598136902,
            "p95_s": 1.5451002843677997,
            "cost_usd_per_1000": 0.031993769719668594,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 59.147174235391745,
              "speed": 80.73118839661666,
              "cost": 54.8480375627201
            },
            "jevbench_score": 67.1402193507087
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3069306930693069,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9383561643835616,
              "hard": 0.6238532110091743
            },
            "accuracy": 0.8217821782178217,
            "ece_hard": 0.24612898253641055,
            "calibration": 58.82534725125757,
            "p50_s": 0.5918420493602753,
            "p95_s": 1.4031180121004574,
            "cost_usd_per_1000": 0.03040984332702933,
            "axes": {
              "intelligence": 82.3229022663483,
              "calibration": 58.82534725125757,
              "speed": 80.80699982415595,
              "cost": 55.50957452068285
            },
            "jevbench_score": 68.26930999574644
          }
        },
        {
          "threshold": 0.86,
          "public": {
            "n": 231,
            "escalation": 0.38095238095238093,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.21553581821729184,
            "calibration": 59.88959812310277,
            "p50_s": 0.5478601396083832,
            "p95_s": 1.5451002843677997,
            "cost_usd_per_1000": 0.03233079900124844,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 59.88959812310277,
              "speed": 80.72373623710521,
              "cost": 54.71150687197307
            },
            "jevbench_score": 67.38767882498594
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3333333333333333,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9383561643835616,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.2194968025462811,
            "calibration": 61.48856525027051,
            "p50_s": 0.6031645923852921,
            "p95_s": 1.4046614453196522,
            "cost_usd_per_1000": 0.031095024968789013,
            "axes": {
              "intelligence": 83.1485903397428,
              "calibration": 61.48856525027051,
              "speed": 80.71992498595725,
              "cost": 55.21927270357169
            },
            "jevbench_score": 69.09238280263969
          }
        },
        {
          "threshold": 0.87,
          "public": {
            "n": 231,
            "escalation": 0.3939393939393939,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.21670485776467963,
            "calibration": 59.772694168364,
            "p50_s": 0.550955080986023,
            "p95_s": 1.5451002843677997,
            "cost_usd_per_1000": 0.032667828282828285,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 59.772694168364,
              "speed": 80.69927134999068,
              "cost": 54.57639207788881
            },
            "jevbench_score": 67.30804580078511
          },
          "heldout": {
            "n": 303,
            "escalation": 0.34983498349834985,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9383561643835616,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.22193091103563575,
            "calibration": 61.24515440133504,
            "p50_s": 0.6054746598005295,
            "p95_s": 1.4171127848327156,
            "cost_usd_per_1000": 0.03152326349488881,
            "axes": {
              "intelligence": 83.1485903397428,
              "calibration": 61.24515440133504,
              "speed": 80.66499611994738,
              "cost": 55.0410648352958
            },
            "jevbench_score": 68.95640985243115
          }
        },
        {
          "threshold": 0.88,
          "public": {
            "n": 231,
            "escalation": 0.39826839826839827,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.21771071878205228,
            "calibration": 59.672108066626734,
            "p50_s": 0.550955080986023,
            "p95_s": 1.551507832109928,
            "cost_usd_per_1000": 0.03278017137668823,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 59.672108066626734,
              "speed": 80.68129835183348,
              "cost": 54.53166340726504
            },
            "jevbench_score": 67.26217644710216
          },
          "heldout": {
            "n": 303,
            "escalation": 0.34983498349834985,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9383561643835616,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.22193091103563575,
            "calibration": 61.24515440133504,
            "p50_s": 0.6054746598005295,
            "p95_s": 1.4171127848327156,
            "cost_usd_per_1000": 0.03152326349488881,
            "axes": {
              "intelligence": 83.1485903397428,
              "calibration": 61.24515440133504,
              "speed": 80.66499611994738,
              "cost": 55.0410648352958
            },
            "jevbench_score": 68.95640985243115
          }
        },
        {
          "threshold": 0.89,
          "public": {
            "n": 231,
            "escalation": 0.4025974025974026,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.21871768762509677,
            "calibration": 59.57141118232228,
            "p50_s": 0.550955080986023,
            "p95_s": 1.551507832109928,
            "cost_usd_per_1000": 0.03289251447054818,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 59.57141118232228,
              "speed": 80.68129835183348,
              "cost": 54.48708776729617
            },
            "jevbench_score": 67.2200382983184
          },
          "heldout": {
            "n": 303,
            "escalation": 0.36303630363036304,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9383561643835616,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.22273413826421867,
            "calibration": 61.16483167847676,
            "p50_s": 0.6071688771247864,
            "p95_s": 1.4196723394095896,
            "cost_usd_per_1000": 0.03186585431576865,
            "axes": {
              "intelligence": 83.1485903397428,
              "calibration": 61.16483167847676,
              "speed": 80.64502377330602,
              "cost": 54.9002330109725
            },
            "jevbench_score": 68.88538807857921
          }
        },
        {
          "threshold": 0.9,
          "public": {
            "n": 231,
            "escalation": 0.4155844155844156,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.2205828348555867,
            "calibration": 59.384896459273286,
            "p50_s": 0.5544787734746933,
            "p95_s": 1.551507832109928,
            "cost_usd_per_1000": 0.03322954375212802,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 59.384896459273286,
              "speed": 80.65361102561792,
              "cost": 54.35426864875284
            },
            "jevbench_score": 67.12063151798652
          },
          "heldout": {
            "n": 303,
            "escalation": 0.36633663366336633,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9383561643835616,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.22368682331478,
            "calibration": 61.06956317342063,
            "p50_s": 0.6071688771247864,
            "p95_s": 1.4203328676521778,
            "cost_usd_per_1000": 0.03195150202098861,
            "axes": {
              "intelligence": 83.1485903397428,
              "calibration": 61.06956317342063,
              "speed": 80.64300360957282,
              "cost": 54.86526163306016
            },
            "jevbench_score": 68.84714945859825
          }
        },
        {
          "threshold": 0.91,
          "public": {
            "n": 231,
            "escalation": 0.4329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.22308218796424184,
            "calibration": 59.13496114840777,
            "p50_s": 0.5592252552509308,
            "p95_s": 1.551507832109928,
            "cost_usd_per_1000": 0.033678916127567814,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 59.13496114840777,
              "speed": 80.61659251313093,
              "cost": 54.17925680916581
            },
            "jevbench_score": 66.9881700383039
          },
          "heldout": {
            "n": 303,
            "escalation": 0.37293729372937295,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9383561643835616,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.22537525213478515,
            "calibration": 60.90072029142011,
            "p50_s": 0.6102951854467392,
            "p95_s": 1.4203328676521778,
            "cost_usd_per_1000": 0.03212279743142853,
            "axes": {
              "intelligence": 83.1485903397428,
              "calibration": 60.90072029142011,
              "speed": 80.62069919042764,
              "cost": 54.79559922920026
            },
            "jevbench_score": 68.7729082768948
          }
        },
        {
          "threshold": 0.92,
          "public": {
            "n": 231,
            "escalation": 0.45021645021645024,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.22387365768606912,
            "calibration": 59.05581417622504,
            "p50_s": 0.5608406305313111,
            "p95_s": 1.551507832109928,
            "cost_usd_per_1000": 0.0341282885030076,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 59.05581417622504,
              "speed": 80.60406558831728,
              "cost": 54.00656471730474
            },
            "jevbench_score": 66.90971891498785
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3795379537953795,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9383561643835616,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.22613692850137992,
            "calibration": 60.82455265476064,
            "p50_s": 0.6141898572444916,
            "p95_s": 1.4203328676521778,
            "cost_usd_per_1000": 0.03229409284186845,
            "axes": {
              "intelligence": 83.1485903397428,
              "calibration": 60.82455265476064,
              "speed": 80.59307222700205,
              "cost": 54.72630731532876
            },
            "jevbench_score": 68.72376081904207
          }
        },
        {
          "threshold": 0.93,
          "public": {
            "n": 231,
            "escalation": 0.45454545454545453,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.22453835912483017,
            "calibration": 58.98934403234894,
            "p50_s": 0.5718684434890747,
            "p95_s": 1.551507832109928,
            "cost_usd_per_1000": 0.03424063159686755,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 58.98934403234894,
              "speed": 80.51949895505149,
              "cost": 53.963746989965244
            },
            "jevbench_score": 66.86007306258796
          },
          "heldout": {
            "n": 303,
            "escalation": 0.39933993399339934,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9383561643835616,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.2093846592732479,
            "calibration": 62.49977957757383,
            "p50_s": 0.6410244047641754,
            "p95_s": 1.4203328676521778,
            "cost_usd_per_1000": 0.03280797907318822,
            "axes": {
              "intelligence": 83.69904905533912,
              "calibration": 62.49977957757383,
              "speed": 80.40735298831945,
              "cost": 54.520615622152796
            },
            "jevbench_score": 69.20124078597432
          }
        },
        {
          "threshold": 0.94,
          "public": {
            "n": 231,
            "escalation": 0.46320346320346323,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.22477681345581194,
            "calibration": 58.965498599250765,
            "p50_s": 0.577006408572197,
            "p95_s": 1.551507832109928,
            "cost_usd_per_1000": 0.034465317784587446,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 58.965498599250765,
              "speed": 80.4806539101599,
              "cost": 53.87853138325879
            },
            "jevbench_score": 66.81884587731786
          },
          "heldout": {
            "n": 303,
            "escalation": 0.42244224422442245,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9383561643835616,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.20993313420083387,
            "calibration": 62.449570305288816,
            "p50_s": 0.6549608945846558,
            "p95_s": 1.4203328676521778,
            "cost_usd_per_1000": 0.03340751300972794,
            "axes": {
              "intelligence": 83.69904905533912,
              "calibration": 62.449570305288816,
              "speed": 80.31394492343068,
              "cost": 54.28467561384352
            },
            "jevbench_score": 69.09228343209567
          }
        },
        {
          "threshold": 0.95,
          "public": {
            "n": 231,
            "escalation": 0.48917748917748916,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.2255657839388291,
            "calibration": 58.88660155094905,
            "p50_s": 0.7446192368865013,
            "p95_s": 1.551507832109928,
            "cost_usd_per_1000": 0.03513937634774714,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 58.88660155094905,
              "speed": 79.37311775907952,
              "cost": 53.626178518405155
            },
            "jevbench_score": 66.48740150150113
          },
          "heldout": {
            "n": 303,
            "escalation": 0.44554455445544555,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9315068493150684,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.20958345032033615,
            "calibration": 62.48453869333858,
            "p50_s": 0.6615447193384171,
            "p95_s": 1.4203328676521778,
            "cost_usd_per_1000": 0.03400704694626766,
            "axes": {
              "intelligence": 83.50726823342131,
              "calibration": 62.48453869333858,
              "speed": 80.2705065579951,
              "cost": 54.05293237158859
            },
            "jevbench_score": 68.9791799419127
          }
        },
        {
          "threshold": 0.96,
          "public": {
            "n": 231,
            "escalation": 0.49783549783549785,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.2259927712968861,
            "calibration": 58.84390281514335,
            "p50_s": 0.7483932241797447,
            "p95_s": 1.551507832109928,
            "cost_usd_per_1000": 0.03536406253546703,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 58.84390281514335,
              "speed": 79.35116180908065,
              "cost": 53.543135503724805
            },
            "jevbench_score": 66.44499983604358
          },
          "heldout": {
            "n": 303,
            "escalation": 0.49504950495049505,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9315068493150684,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.21079494361822548,
            "calibration": 62.36338936354965,
            "p50_s": 0.7645105361938477,
            "p95_s": 1.4203328676521778,
            "cost_usd_per_1000": 0.03529176252456706,
            "axes": {
              "intelligence": 83.50726823342131,
              "calibration": 62.36338936354965,
              "speed": 79.64226387839096,
              "cost": 53.56979955304389
            },
            "jevbench_score": 68.65614293096789
          }
        },
        {
          "threshold": 0.97,
          "public": {
            "n": 231,
            "escalation": 0.5151515151515151,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.2166973700380424,
            "calibration": 59.77344294102772,
            "p50_s": 0.748915196955204,
            "p95_s": 1.5689974851906299,
            "cost_usd_per_1000": 0.03581343491090682,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 59.77344294102772,
              "speed": 79.2994510914429,
              "cost": 53.3786206980607
            },
            "jevbench_score": 66.72377619875526
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5544554455445545,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19774100895750696,
            "calibration": 63.668782829621506,
            "p50_s": 0.7783614560961724,
            "p95_s": 1.4203328676521778,
            "cost_usd_per_1000": 0.03683342121852635,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.668782829621506,
              "speed": 79.56428541070335,
              "cost": 53.01273821388997
            },
            "jevbench_score": 68.63127333686315
          }
        },
        {
          "threshold": 0.98,
          "public": {
            "n": 231,
            "escalation": 0.5584415584415584,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21392581370049468,
            "calibration": 60.050598574782484,
            "p50_s": 0.7521987199783325,
            "p95_s": 1.5794555447995662,
            "cost_usd_per_1000": 0.0369368658495063,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 60.050598574782484,
              "speed": 79.2516000315145,
              "cost": 52.976198736833396
            },
            "jevbench_score": 66.66466637342864
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6204620462046204,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19792727608459854,
            "calibration": 63.65015611691234,
            "p50_s": 0.7825702965259552,
            "p95_s": 1.4203328676521778,
            "cost_usd_per_1000": 0.03854637532292555,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.65015611691234,
              "speed": 79.54086503245043,
              "cost": 52.4204936266499
            },
            "jevbench_score": 68.42873965932324
          }
        },
        {
          "threshold": 0.99,
          "public": {
            "n": 231,
            "escalation": 0.6103896103896104,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21463304375919556,
            "calibration": 59.979875568912405,
            "p50_s": 0.7564209192991257,
            "p95_s": 1.5794555447995662,
            "cost_usd_per_1000": 0.03828498297582567,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 59.979875568912405,
              "speed": 79.2272906216882,
              "cost": 52.50914625062874
            },
            "jevbench_score": 66.49255135499726
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7194719471947195,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19845912161133178,
            "calibration": 63.59697156423902,
            "p50_s": 0.7912625685334206,
            "p95_s": 1.4203328676521778,
            "cost_usd_per_1000": 0.041115806479524356,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.59697156423902,
              "speed": 79.49289241431339,
              "cost": 51.57973560127476
            },
            "jevbench_score": 68.12817893528835
          }
        },
        {
          "threshold": 1.0,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.778744050860405,
            "p95_s": 1.5930537745356559,
            "cost_usd_per_1000": 0.04839586142322097,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 79.06374822137728,
              "cost": 49.45575326507256
            },
            "jevbench_score": 65.84143426980515
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.8086212813854218,
            "p95_s": 1.4217803001403808,
            "cost_usd_per_1000": 0.04839586142322097,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 79.39422340591312,
              "cost": 49.45575326507256
            },
            "jevbench_score": 67.52504039892447
          }
        }
      ]
    },
    {
      "cheap": "openjev-verdict-1.4",
      "backend": "open-alternative-jev",
      "chosen": {
        "threshold": 0.68,
        "public": {
          "n": 231,
          "escalation": 0.7402597402597403,
          "tiers": {
            "easy": 1.0,
            "standard": 0.6527777777777778,
            "hard": 0.5225225225225225
          },
          "accuracy": 0.6623376623376623,
          "ece_hard": 0.2534466232636447,
          "calibration": 55.915249867556724,
          "p50_s": 1.173205989599228,
          "p95_s": 2.807708340883255,
          "cost_usd_per_1000": 0.020285519480519484,
          "axes": {
            "intelligence": 66.60201868535202,
            "calibration": 55.915249867556724,
            "speed": 74.82273736310684,
            "cost": 60.78441598638495
          },
          "jevbench_score": 64.15209977518022
        },
        "heldout": {
          "n": 303,
          "escalation": 0.900990099009901,
          "tiers": {
            "easy": 1.0,
            "standard": 0.7083333333333334,
            "judge": 0.5068493150684932,
            "hard": 0.5504587155963303
          },
          "accuracy": 0.5775577557755776,
          "ece_hard": 0.2617424941288704,
          "calibration": 61.03872240012119,
          "p50_s": 1.7833678156137465,
          "p95_s": 2.8249304682016367,
          "cost_usd_per_1000": 0.023849137278896433,
          "axes": {
            "intelligence": 64.53887562314105,
            "calibration": 61.03872240012119,
            "speed": 72.97751312600565,
            "cost": 58.67581979656682
          },
          "jevbench_score": 64.08682613379641
        }
      },
      "full": {
        "tiers": {
          "easy": 1.0,
          "standard": 0.6666666666666666,
          "judge": 0.5068493150684932,
          "hard": 0.5363636363636364
        },
        "accuracy": 0.6142322097378277,
        "ece_hard": 0.24883080877070302,
        "calibration": 59.353361126394404,
        "p50_s": 1.5713767513632773,
        "p95_s": 2.8257861554622647,
        "cost_usd_per_1000": 0.02230757227622775,
        "axes": {
          "intelligence": 62.94935657949357,
          "calibration": 59.353361126394404,
          "speed": 73.52580383529104,
          "cost": 59.546430736945915
        },
        "jevbench_score": 63.596473217251365
      },
      "full_escalation": 0.8314606741573034,
      "backend_heldout_accuracy": 0.5643564356435643,
      "useful": false,
      "curve": [
        {
          "threshold": 0.0,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.01,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.02,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.03,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.04,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.05,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.06,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.07,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.08,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.09,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.1,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.11,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.12,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.13,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.14,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.15,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.16,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.17,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.18,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.19,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.2,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.21,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.22,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.23,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.24,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12720247334713877,
            "calibration": 73.67128823420694,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003968901454350892,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.67128823420694,
              "speed": 79.65074585196557,
              "cost": 82.03989052759192
            },
            "jevbench_score": 71.1031894186663
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.25,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.130421498111999,
            "calibration": 73.34938575772091,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6338174432516097,
            "cost_usd_per_1000": 0.004064881560387179,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.34938575772091,
              "speed": 79.53048883940582,
              "cost": 81.72856312143065
            },
            "jevbench_score": 70.93111476949332
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.26,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.130421498111999,
            "calibration": 73.34938575772091,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6338174432516097,
            "cost_usd_per_1000": 0.004064881560387179,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.34938575772091,
              "speed": 79.53048883940582,
              "cost": 81.72856312143065
            },
            "jevbench_score": 70.93111476949332
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5684931506849316,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.504950495049505,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9941574066877361,
            "cost_usd_per_1000": 0.00394609430044128,
            "axes": {
              "intelligence": 51.151753173306524,
              "calibration": 70.2289302105776,
              "speed": 76.12358067087503,
              "cost": 82.11497621667138
            },
            "jevbench_score": 68.83820526594195
          }
        },
        {
          "threshold": 0.27,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.130421498111999,
            "calibration": 73.34938575772091,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6338174432516097,
            "cost_usd_per_1000": 0.004064881560387179,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.34938575772091,
              "speed": 79.53048883940582,
              "cost": 81.72856312143065
            },
            "jevbench_score": 70.93111476949332
          },
          "heldout": {
            "n": 303,
            "escalation": 0.006600660066006601,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5684931506849316,
              "hard": 0.3669724770642202
            },
            "accuracy": 0.5082508250825083,
            "ece_hard": 0.14532480903696277,
            "calibration": 70.47853653835716,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9994657054543494,
            "cost_usd_per_1000": 0.0040192672525679535,
            "axes": {
              "intelligence": 51.42698253110469,
              "calibration": 70.47853653835716,
              "speed": 76.11203543410345,
              "cost": 81.87559346099192
            },
            "jevbench_score": 68.93883332247182
          }
        },
        {
          "threshold": 0.28,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.130421498111999,
            "calibration": 73.34938575772091,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6338174432516097,
            "cost_usd_per_1000": 0.004064881560387179,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.34938575772091,
              "speed": 79.53048883940582,
              "cost": 81.72856312143065
            },
            "jevbench_score": 70.93111476949332
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5684931506849316,
              "hard": 0.3853211009174312
            },
            "accuracy": 0.5148514851485149,
            "ece_hard": 0.14016487796223248,
            "calibration": 70.9945296458302,
            "p50_s": 1.234055870771408,
            "p95_s": 2.002006083726883,
            "cost_usd_per_1000": 0.0041656131568213,
            "axes": {
              "intelligence": 51.97744124670103,
              "calibration": 70.9945296458302,
              "speed": 76.07199784678924,
              "cost": 81.40963190917007
            },
            "jevbench_score": 69.14091122271694
          }
        },
        {
          "threshold": 0.29,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.13770553662822418,
            "calibration": 72.6209819060984,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6590973153710364,
            "cost_usd_per_1000": 0.00425684177245975,
            "axes": {
              "intelligence": 53.46909409409409,
              "calibration": 72.6209819060984,
              "speed": 79.46380551799933,
              "cost": 81.12737476970153
            },
            "jevbench_score": 70.73354610923833
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5684931506849316,
              "hard": 0.4036697247706422
            },
            "accuracy": 0.5214521452145214,
            "ece_hard": 0.12668252967071672,
            "calibration": 74.23174557516751,
            "p50_s": 1.234055870771408,
            "p95_s": 2.06843184530735,
            "cost_usd_per_1000": 0.004311959061074647,
            "axes": {
              "intelligence": 52.527899962297354,
              "calibration": 74.23174557516751,
              "speed": 75.93023962072186,
              "cost": 80.9597611333903
            },
            "jevbench_score": 69.97065268350649
          }
        },
        {
          "threshold": 0.3,
          "public": {
            "n": 231,
            "escalation": 0.030303030303030304,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.14119620592829235,
            "calibration": 72.27191497609158,
            "p50_s": 0.6859634757041931,
            "p95_s": 1.669744887948036,
            "cost_usd_per_1000": 0.004544782090568607,
            "axes": {
              "intelligence": 53.46909409409409,
              "calibration": 72.27191497609158,
              "speed": 79.41048885282348,
              "cost": 80.27460805400204
            },
            "jevbench_score": 70.4501809503078
          },
          "heldout": {
            "n": 303,
            "escalation": 0.033003300330033,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.5821917808219178,
              "hard": 0.41284403669724773
            },
            "accuracy": 0.5346534653465347,
            "ece_hard": 0.12390774543586146,
            "calibration": 74.50922399865303,
            "p50_s": 1.2708158284425735,
            "p95_s": 2.0718681916594504,
            "cost_usd_per_1000": 0.00460465086958134,
            "axes": {
              "intelligence": 53.77002429726447,
              "calibration": 74.50922399865303,
              "speed": 75.79555261568528,
              "cost": 80.10409878917591
            },
            "jevbench_score": 70.22830455892748
          }
        },
        {
          "threshold": 0.31,
          "public": {
            "n": 231,
            "escalation": 0.030303030303030304,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.14119620592829235,
            "calibration": 72.27191497609158,
            "p50_s": 0.6859634757041931,
            "p95_s": 1.669744887948036,
            "cost_usd_per_1000": 0.004544782090568607,
            "axes": {
              "intelligence": 53.46909409409409,
              "calibration": 72.27191497609158,
              "speed": 79.41048885282348,
              "cost": 80.27460805400204
            },
            "jevbench_score": 70.4501809503078
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.5958904109589042,
              "hard": 0.42201834862385323
            },
            "accuracy": 0.5445544554455446,
            "ece_hard": 0.11504014992459426,
            "calibration": 75.39598354977976,
            "p50_s": 1.2708158284425735,
            "p95_s": 2.129326386749744,
            "cost_usd_per_1000": 0.0048973426780880335,
            "axes": {
              "intelligence": 54.42881529889825,
              "calibration": 75.39598354977976,
              "speed": 75.67675148592534,
              "cost": 79.30118519068992
            },
            "jevbench_score": 70.44575255547522
          }
        },
        {
          "threshold": 0.32,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.1573498739641968,
            "calibration": 70.65654817250112,
            "p50_s": 0.6935107052326203,
            "p95_s": 1.683034674823284,
            "cost_usd_per_1000": 0.005024682620750037,
            "axes": {
              "intelligence": 53.46909409409409,
              "calibration": 70.65654817250112,
              "speed": 79.32853766997002,
              "cost": 78.96674094504498
            },
            "jevbench_score": 69.74807510036959
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0627062706270627,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.6095890410958904,
              "hard": 0.44036697247706424
            },
            "accuracy": 0.5577557755775577,
            "ece_hard": 0.10565512872306354,
            "calibration": 76.33448566993283,
            "p50_s": 1.2723965734243392,
            "p95_s": 2.1683346524834626,
            "cost_usd_per_1000": 0.0052632074387214,
            "axes": {
              "intelligence": 55.3628356583302,
              "calibration": 76.33448566993283,
              "speed": 75.59251198732296,
              "cost": 78.36248538409122
            },
            "jevbench_score": 70.73453817211652
          }
        },
        {
          "threshold": 0.33,
          "public": {
            "n": 231,
            "escalation": 0.05627705627705628,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.16143069222151973,
            "calibration": 70.24846634676884,
            "p50_s": 0.6935107052326203,
            "p95_s": 1.6896898761391639,
            "cost_usd_per_1000": 0.005120662726786323,
            "axes": {
              "intelligence": 53.46909409409409,
              "calibration": 70.24846634676884,
              "speed": 79.3113982865718,
              "cost": 78.72021484283172
            },
            "jevbench_score": 69.58896666943401
          },
          "heldout": {
            "n": 303,
            "escalation": 0.10561056105610561,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.6506849315068494,
              "hard": 0.44954128440366975
            },
            "accuracy": 0.5808580858085809,
            "ece_hard": 0.11186370431941225,
            "calibration": 75.71362811029795,
            "p50_s": 1.3009985327720641,
            "p95_s": 2.342191968262195,
            "cost_usd_per_1000": 0.006214455816368154,
            "axes": {
              "intelligence": 56.78874994763521,
              "calibration": 75.71362811029795,
              "speed": 75.16100705842331,
              "cost": 76.1979068616555
            },
            "jevbench_score": 70.44383637319724
          }
        },
        {
          "threshold": 0.34,
          "public": {
            "n": 231,
            "escalation": 0.06926406926406926,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5555555555555556,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.1592350957596271,
            "calibration": 70.4680259929581,
            "p50_s": 0.6951739430427551,
            "p95_s": 1.7372671008110045,
            "cost_usd_per_1000": 0.00540860304489518,
            "axes": {
              "intelligence": 54.3845929262596,
              "calibration": 70.4680259929581,
              "speed": 79.18039919403824,
              "cost": 78.0074467505138
            },
            "jevbench_score": 69.7518024358571
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1353135313531353,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.6712328767123288,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.5973597359735974,
            "ece_hard": 0.10872652204037109,
            "calibration": 76.02734633820208,
            "p50_s": 1.340339982509613,
            "p95_s": 2.394378633797168,
            "cost_usd_per_1000": 0.006873012385508213,
            "axes": {
              "intelligence": 57.91455112898496,
              "calibration": 76.02734633820208,
              "speed": 74.9359219872866,
              "cost": 74.88558620410303
            },
            "jevbench_score": 70.50362609671934
          }
        },
        {
          "threshold": 0.35,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5555555555555556,
              "hard": 0.38738738738738737
            },
            "accuracy": 0.5411255411255411,
            "ece_hard": 0.15904712245225536,
            "calibration": 70.48682332369526,
            "p50_s": 0.6951739430427551,
            "p95_s": 1.897957244515419,
            "cost_usd_per_1000": 0.0056965433630040375,
            "axes": {
              "intelligence": 54.75996830163497,
              "calibration": 70.48682332369526,
              "speed": 78.79620089956148,
              "cost": 77.33165777056956
            },
            "jevbench_score": 69.63994691467784
          },
          "heldout": {
            "n": 303,
            "escalation": 0.16501650165016502,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.7191780821917808,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.6204620462046204,
            "ece_hard": 0.11148409914845227,
            "calibration": 75.3763940563288,
            "p50_s": 1.340339982509613,
            "p95_s": 2.500080558657644,
            "cost_usd_per_1000": 0.007531568954648274,
            "axes": {
              "intelligence": 59.257016882409616,
              "calibration": 75.3763940563288,
              "speed": 74.74831024238847,
              "cost": 73.6934363021513
            },
            "jevbench_score": 70.42896923469269
          }
        },
        {
          "threshold": 0.36,
          "public": {
            "n": 231,
            "escalation": 0.1038961038961039,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5694444444444444,
              "hard": 0.3963963963963964
            },
            "accuracy": 0.5497835497835498,
            "ece_hard": 0.16501942850177967,
            "calibration": 69.88959271874285,
            "p50_s": 0.7169283866882324,
            "p95_s": 2.0118878990411755,
            "cost_usd_per_1000": 0.006176443893185467,
            "axes": {
              "intelligence": 55.675467133800474,
              "calibration": 69.88959271874285,
              "speed": 78.40920444959538,
              "cost": 76.27784498071982
            },
            "jevbench_score": 69.45611064903125
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1782178217821782,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.7328767123287672,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.6303630363036303,
            "ece_hard": 0.11269726019529266,
            "calibration": 75.25507795164475,
            "p50_s": 1.3478259533643722,
            "p95_s": 2.500080558657644,
            "cost_usd_per_1000": 0.007824260763154968,
            "axes": {
              "intelligence": 59.9158078840434,
              "calibration": 75.25507795164475,
              "speed": 74.72412182310421,
              "cost": 73.1967005207236
            },
            "jevbench_score": 70.47050578339177
          }
        },
        {
          "threshold": 0.37,
          "public": {
            "n": 231,
            "escalation": 0.12554112554112554,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5694444444444444,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.5541125541125541,
            "ece_hard": 0.16676096922754569,
            "calibration": 69.54366617534258,
            "p50_s": 0.7518308401107788,
            "p95_s": 2.0313757389783857,
            "cost_usd_per_1000": 0.006656344423366895,
            "axes": {
              "intelligence": 56.050842509175844,
              "calibration": 69.54366617534258,
              "speed": 78.16089602187992,
              "cost": 75.30292642499799
            },
            "jevbench_score": 69.2086340184298
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2079207920792079,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.7602739726027398,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.6468646864686468,
            "ece_hard": 0.10386723095944511,
            "calibration": 76.13808087522952,
            "p50_s": 1.3478259533643722,
            "p95_s": 2.529576647281646,
            "cost_usd_per_1000": 0.008482817332295028,
            "axes": {
              "intelligence": 60.9581605295128,
              "calibration": 76.13808087522952,
              "speed": 74.67318341971983,
              "cost": 72.14379654787928
            },
            "jevbench_score": 70.71301580613317
          }
        },
        {
          "threshold": 0.38,
          "public": {
            "n": 231,
            "escalation": 0.12987012987012986,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5694444444444444,
              "hard": 0.3963963963963964
            },
            "accuracy": 0.5497835497835498,
            "ece_hard": 0.17737027894762708,
            "calibration": 68.48273520333444,
            "p50_s": 0.7518308401107788,
            "p95_s": 2.0672476321458815,
            "cost_usd_per_1000": 0.0067523245294031815,
            "axes": {
              "intelligence": 55.675467133800474,
              "calibration": 68.48273520333444,
              "speed": 78.08487360336494,
              "cost": 75.11640078616097
            },
            "jevbench_score": 68.76804252335796
          },
          "heldout": {
            "n": 303,
            "escalation": 0.22772277227722773,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.773972602739726,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.6534653465346535,
            "ece_hard": 0.10386723095944511,
            "calibration": 76.13808087522952,
            "p50_s": 1.3478259533643722,
            "p95_s": 2.529576647281646,
            "cost_usd_per_1000": 0.008921855045055067,
            "axes": {
              "intelligence": 61.34172217334842,
              "calibration": 76.13808087522952,
              "speed": 74.67318341971983,
              "cost": 71.48634511287278
            },
            "jevbench_score": 70.66207925753855
          }
        },
        {
          "threshold": 0.39,
          "public": {
            "n": 231,
            "escalation": 0.1645021645021645,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5555555555555556,
              "hard": 0.3963963963963964
            },
            "accuracy": 0.5454545454545454,
            "ece_hard": 0.19162842164754143,
            "calibration": 65.41932608563516,
            "p50_s": 0.7781706541776657,
            "p95_s": 2.1605932667851446,
            "cost_usd_per_1000": 0.007520165377693468,
            "axes": {
              "intelligence": 55.135343677010354,
              "calibration": 65.41932608563516,
              "speed": 77.74352132696994,
              "cost": 73.7131782589929
            },
            "jevbench_score": 67.42739387382998
          },
          "heldout": {
            "n": 303,
            "escalation": 0.24422442244224424,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.8013698630136986,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.10386723095944511,
            "calibration": 76.13808087522952,
            "p50_s": 1.3673696160316466,
            "p95_s": 2.529576647281646,
            "cost_usd_per_1000": 0.009287719805688436,
            "axes": {
              "intelligence": 62.108845461019655,
              "calibration": 76.13808087522952,
              "speed": 74.61066231417485,
              "cost": 70.9627268493729
            },
            "jevbench_score": 70.73700098468126
          }
        },
        {
          "threshold": 0.4,
          "public": {
            "n": 231,
            "escalation": 0.18614718614718614,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5555555555555556,
              "hard": 0.4144144144144144
            },
            "accuracy": 0.5541125541125541,
            "ece_hard": 0.18737036970351245,
            "calibration": 64.11365639649502,
            "p50_s": 0.8036727398633957,
            "p95_s": 2.227668511867523,
            "cost_usd_per_1000": 0.008000065907874897,
            "axes": {
              "intelligence": 55.8860944277611,
              "calibration": 64.11365639649502,
              "speed": 77.47070196317091,
              "cost": 72.90719305283491
            },
            "jevbench_score": 67.07188989645087
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2739273927392739,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.815068493150685,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.6765676567656765,
            "ece_hard": 0.10252259766233845,
            "calibration": 76.27254420494017,
            "p50_s": 1.3726330131292344,
            "p95_s": 2.54213126450777,
            "cost_usd_per_1000": 0.009946276374828495,
            "axes": {
              "intelligence": 62.76763646265344,
              "calibration": 76.27254420494017,
              "speed": 74.57247588265422,
              "cost": 70.07018431894328
            },
            "jevbench_score": 70.72190617493011
          }
        },
        {
          "threshold": 0.41,
          "public": {
            "n": 231,
            "escalation": 0.21645021645021645,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5555555555555556,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.5497835497835498,
            "ece_hard": 0.20970751485776573,
            "calibration": 62.519671903351465,
            "p50_s": 0.8354266524314881,
            "p95_s": 2.227668511867523,
            "cost_usd_per_1000": 0.008671926650128899,
            "axes": {
              "intelligence": 55.510719052385724,
              "calibration": 62.519671903351465,
              "speed": 77.30241107514414,
              "cost": 71.85653212566623
            },
            "jevbench_score": 66.26179693558066
          },
          "heldout": {
            "n": 303,
            "escalation": 0.29042904290429045,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5,
              "judge": 0.821917808219178,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.6864686468646864,
            "ece_hard": 0.1035290062558904,
            "calibration": 75.7850705238042,
            "p50_s": 1.3770495146512984,
            "p95_s": 2.5632856556773183,
            "cost_usd_per_1000": 0.01031214113546186,
            "axes": {
              "intelligence": 64.40131330903607,
              "calibration": 75.7850705238042,
              "speed": 74.5225343632224,
              "cost": 69.59953455137106
            },
            "jevbench_score": 70.9321434246586
          }
        },
        {
          "threshold": 0.42,
          "public": {
            "n": 231,
            "escalation": 0.22943722943722944,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5694444444444444,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.5541125541125541,
            "ece_hard": 0.21462980077310312,
            "calibration": 62.02744331181773,
            "p50_s": 0.8431772083044052,
            "p95_s": 2.275622035562992,
            "cost_usd_per_1000": 0.008959866968237754,
            "axes": {
              "intelligence": 56.050842509175844,
              "calibration": 62.02744331181773,
              "speed": 77.16981010743837,
              "cost": 71.43095315451961
            },
            "jevbench_score": 66.16449095822873
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3102310231023102,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5,
              "judge": 0.8287671232876712,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.6897689768976898,
            "ece_hard": 0.1158338533274832,
            "calibration": 74.5545858166449,
            "p50_s": 1.3870477318763732,
            "p95_s": 2.5802142208814614,
            "cost_usd_per_1000": 0.0107511788482219,
            "axes": {
              "intelligence": 64.59309413095387,
              "calibration": 74.5545858166449,
              "speed": 74.46252828957421,
              "cost": 69.05631740489244
            },
            "jevbench_score": 70.54242918024339
          }
        },
        {
          "threshold": 0.43,
          "public": {
            "n": 231,
            "escalation": 0.24242424242424243,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.5584415584415584,
            "ece_hard": 0.21581867870102356,
            "calibration": 61.90855551902568,
            "p50_s": 0.8909249544143677,
            "p95_s": 2.3557583793997763,
            "cost_usd_per_1000": 0.009247807286346613,
            "axes": {
              "intelligence": 56.59096596596597,
              "calibration": 61.90855551902568,
              "speed": 76.78028131925373,
              "cost": 71.01883687078261
            },
            "jevbench_score": 66.1119943028962
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3234323432343234,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5,
              "judge": 0.8287671232876712,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.6897689768976898,
            "ece_hard": 0.12048317407073117,
            "calibration": 74.554240515775,
            "p50_s": 1.3870477318763732,
            "p95_s": 2.5802142208814614,
            "cost_usd_per_1000": 0.011043870656728594,
            "axes": {
              "intelligence": 64.59309413095387,
              "calibration": 74.554240515775,
              "speed": 74.46252828957421,
              "cost": 68.70636065080029
            },
            "jevbench_score": 70.45280527792428
          }
        },
        {
          "threshold": 0.44,
          "public": {
            "n": 231,
            "escalation": 0.2597402597402597,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.3963963963963964
            },
            "accuracy": 0.5541125541125541,
            "ece_hard": 0.23535527222641792,
            "calibration": 58.52717077206927,
            "p50_s": 0.8988664388656616,
            "p95_s": 2.4928061693906782,
            "cost_usd_per_1000": 0.009631727710491755,
            "axes": {
              "intelligence": 56.2155905905906,
              "calibration": 58.52717077206927,
              "speed": 76.4961632377962,
              "cost": 70.48887410329687
            },
            "jevbench_score": 64.89984114660112
          },
          "heldout": {
            "n": 303,
            "escalation": 0.33003300330033003,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5,
              "judge": 0.8287671232876712,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.6963696369636964,
            "ece_hard": 0.10872694113565112,
            "calibration": 75.729863809283,
            "p50_s": 1.3870477318763732,
            "p95_s": 2.585548315942287,
            "cost_usd_per_1000": 0.01119021656098194,
            "axes": {
              "intelligence": 65.14355284655021,
              "calibration": 75.729863809283,
              "speed": 74.45355935669087,
              "cost": 68.53484525849434
            },
            "jevbench_score": 70.83271351849626
          }
        },
        {
          "threshold": 0.45,
          "public": {
            "n": 231,
            "escalation": 0.27705627705627706,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.5584415584415584,
            "ece_hard": 0.22972644492335256,
            "calibration": 59.09005350237581,
            "p50_s": 0.935780817270279,
            "p95_s": 2.4942908465862272,
            "cost_usd_per_1000": 0.010015648134636899,
            "axes": {
              "intelligence": 56.59096596596597,
              "calibration": 59.09005350237581,
              "speed": 76.31878768760012,
              "cost": 69.9796282392744
            },
            "jevbench_score": 65.00790137209947
          },
          "heldout": {
            "n": 303,
            "escalation": 0.35313531353135313,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5,
              "judge": 0.8287671232876712,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.6963696369636964,
            "ece_hard": 0.12079049061528724,
            "calibration": 75.75564335729561,
            "p50_s": 1.4169122666120528,
            "p95_s": 2.585548315942287,
            "cost_usd_per_1000": 0.011702427225868655,
            "axes": {
              "intelligence": 65.14355284655021,
              "calibration": 75.75564335729561,
              "speed": 74.36104382065184,
              "cost": 67.95172152845169
            },
            "jevbench_score": 70.665606905663
          }
        },
        {
          "threshold": 0.46,
          "public": {
            "n": 231,
            "escalation": 0.30735930735930733,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.42342342342342343
            },
            "accuracy": 0.5670995670995671,
            "ece_hard": 0.22691820866114776,
            "calibration": 59.37087712859629,
            "p50_s": 0.9514630824327469,
            "p95_s": 2.549408945441246,
            "cost_usd_per_1000": 0.010687508876890899,
            "axes": {
              "intelligence": 57.34171671671673,
              "calibration": 59.37087712859629,
              "speed": 76.15168552699843,
              "cost": 69.13370534634643
            },
            "jevbench_score": 65.06589045410155
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3795379537953795,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5,
              "judge": 0.8287671232876712,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.693069306930693,
            "ece_hard": 0.13563677159020557,
            "calibration": 74.27101525980376,
            "p50_s": 1.4302849113941192,
            "p95_s": 2.6178028911352147,
            "cost_usd_per_1000": 0.012287810842882042,
            "axes": {
              "intelligence": 64.86832348875204,
              "calibration": 74.27101525980376,
              "speed": 74.26640499858416,
              "cost": 67.31576448218169
            },
            "jevbench_score": 70.05518827381181
          }
        },
        {
          "threshold": 0.47,
          "public": {
            "n": 231,
            "escalation": 0.3203463203463203,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.5757575757575758,
            "ece_hard": 0.22044723893732107,
            "calibration": 60.017974100978954,
            "p50_s": 0.9591678708791733,
            "p95_s": 2.5662340775132177,
            "cost_usd_per_1000": 0.010975449194999758,
            "axes": {
              "intelligence": 58.09246746746747,
              "calibration": 60.017974100978954,
              "speed": 76.08809109412823,
              "cost": 68.78733088724256
            },
            "jevbench_score": 65.3591770825509
          },
          "heldout": {
            "n": 303,
            "escalation": 0.38943894389438943,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.8287671232876712,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.6996699669966997,
            "ece_hard": 0.12963543589120555,
            "calibration": 74.87114882970377,
            "p50_s": 1.4302849113941192,
            "p95_s": 2.63591176867485,
            "cost_usd_per_1000": 0.012507329699262063,
            "axes": {
              "intelligence": 66.31021951321688,
              "calibration": 74.87114882970377,
              "speed": 74.23646573752958,
              "cost": 67.08506205371464
            },
            "jevbench_score": 70.51548853208877
          }
        },
        {
          "threshold": 0.48,
          "public": {
            "n": 231,
            "escalation": 0.354978354978355,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.5930735930735931,
            "ece_hard": 0.20044702937587944,
            "calibration": 62.01799505712312,
            "p50_s": 1.0030515521764756,
            "p95_s": 2.5871212884783743,
            "cost_usd_per_1000": 0.011743290043290045,
            "axes": {
              "intelligence": 59.59396896896897,
              "calibration": 62.01799505712312,
              "speed": 75.85859956063405,
              "cost": 67.90630637509219
            },
            "jevbench_score": 66.05546292364518
          },
          "heldout": {
            "n": 303,
            "escalation": 0.41254125412541254,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "judge": 0.8287671232876712,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7095709570957096,
            "ece_hard": 0.1263953350461071,
            "calibration": 75.19515891421361,
            "p50_s": 1.4307569205760955,
            "p95_s": 2.63591176867485,
            "cost_usd_per_1000": 0.013019540364148773,
            "axes": {
              "intelligence": 68.02734489547989,
              "calibration": 75.19515891421361,
              "speed": 74.23503275614001,
              "cost": 66.56213042888142
            },
            "jevbench_score": 70.90508469990051
          }
        },
        {
          "threshold": 0.49,
          "public": {
            "n": 231,
            "escalation": 0.36363636363636365,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.5974025974025974,
            "ece_hard": 0.19184857979784575,
            "calibration": 62.87784001492649,
            "p50_s": 1.0043737918138504,
            "p95_s": 2.60593341588974,
            "cost_usd_per_1000": 0.011935250255362614,
            "axes": {
              "intelligence": 59.96934434434435,
              "calibration": 62.87784001492649,
              "speed": 75.8214131344011,
              "cost": 67.69505411148822
            },
            "jevbench_score": 66.32754642826083
          },
          "heldout": {
            "n": 303,
            "escalation": 0.42244224422442245,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "judge": 0.8287671232876712,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7095709570957096,
            "ece_hard": 0.12964007886734685,
            "calibration": 74.87068453208964,
            "p50_s": 1.4307569205760955,
            "p95_s": 2.6401963800191877,
            "cost_usd_per_1000": 0.013239059220528794,
            "axes": {
              "intelligence": 68.02734489547989,
              "calibration": 74.87068453208964,
              "speed": 74.22797913471851,
              "cost": 66.34428625470578
            },
            "jevbench_score": 70.76876585590865
          }
        },
        {
          "threshold": 0.5,
          "public": {
            "n": 231,
            "escalation": 0.36363636363636365,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.5974025974025974,
            "ece_hard": 0.19184857979784575,
            "calibration": 62.87784001492649,
            "p50_s": 1.0043737918138504,
            "p95_s": 2.60593341588974,
            "cost_usd_per_1000": 0.011935250255362614,
            "axes": {
              "intelligence": 59.96934434434435,
              "calibration": 62.87784001492649,
              "speed": 75.8214131344011,
              "cost": 67.69505411148822
            },
            "jevbench_score": 66.32754642826083
          },
          "heldout": {
            "n": 303,
            "escalation": 0.43234323432343236,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "judge": 0.8287671232876712,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7095709570957096,
            "ece_hard": 0.13494885656671743,
            "calibration": 74.33980676215259,
            "p50_s": 1.4320855915546418,
            "p95_s": 2.64613357335329,
            "cost_usd_per_1000": 0.013458578076908815,
            "axes": {
              "intelligence": 68.02734489547989,
              "calibration": 74.33980676215259,
              "speed": 74.2141926172449,
              "cost": 66.13002465055175
            },
            "jevbench_score": 70.582599670731
          }
        },
        {
          "threshold": 0.51,
          "public": {
            "n": 231,
            "escalation": 0.38095238095238093,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.5974025974025974,
            "ece_hard": 0.19951887936247442,
            "calibration": 62.11081005846363,
            "p50_s": 1.0217471450567246,
            "p95_s": 2.6404057845473288,
            "cost_usd_per_1000": 0.01231917067950776,
            "axes": {
              "intelligence": 59.96934434434435,
              "calibration": 62.11081005846363,
              "speed": 75.68985891586595,
              "cost": 67.28255583033396
            },
            "jevbench_score": 65.99471649923575
          },
          "heldout": {
            "n": 303,
            "escalation": 0.45544554455445546,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "judge": 0.8287671232876712,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7128712871287128,
            "ece_hard": 0.14336308919393417,
            "calibration": 73.76283147880162,
            "p50_s": 1.4508444547653199,
            "p95_s": 2.64613357335329,
            "cost_usd_per_1000": 0.013970788741795529,
            "axes": {
              "intelligence": 68.30257425327805,
              "calibration": 73.76283147880162,
              "speed": 74.15767382817194,
              "cost": 65.64337223345403
            },
            "jevbench_score": 70.3728935328373
          }
        },
        {
          "threshold": 0.52,
          "public": {
            "n": 231,
            "escalation": 0.4025974025974026,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.5833333333333334,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.6017316017316018,
            "ece_hard": 0.20814395439222855,
            "calibration": 59.56677430115697,
            "p50_s": 1.0325120270252228,
            "p95_s": 2.6704053461551664,
            "cost_usd_per_1000": 0.012799071209689188,
            "axes": {
              "intelligence": 60.37443693693695,
              "calibration": 59.56677430115697,
              "speed": 75.59527692049025,
              "cost": 66.78464633980325
            },
            "jevbench_score": 65.2765386069181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.46864686468646866,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "judge": 0.8287671232876712,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.7194719471947195,
            "ece_hard": 0.12969886863063324,
            "calibration": 75.66867624037617,
            "p50_s": 1.458793941140175,
            "p95_s": 2.6478858068585396,
            "cost_usd_per_1000": 0.014263480550302222,
            "axes": {
              "intelligence": 68.85303296887437,
              "calibration": 75.66867624037617,
              "speed": 74.13106797405845,
              "cost": 65.37323457250176
            },
            "jevbench_score": 70.88590047906696
          }
        },
        {
          "threshold": 0.53,
          "public": {
            "n": 231,
            "escalation": 0.42424242424242425,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.5833333333333334,
              "hard": 0.5045045045045045
            },
            "accuracy": 0.6103896103896104,
            "ece_hard": 0.20264788849886622,
            "calibration": 60.116380890493204,
            "p50_s": 1.0397221624851227,
            "p95_s": 2.6704053461551664,
            "cost_usd_per_1000": 0.013278971739870617,
            "axes": {
              "intelligence": 61.1251876876877,
              "calibration": 60.116380890493204,
              "speed": 75.56505509811007,
              "cost": 66.30506660067348
            },
            "jevbench_score": 65.50435701686649
          },
          "heldout": {
            "n": 303,
            "escalation": 0.4884488448844885,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "judge": 0.8287671232876712,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.7194719471947195,
            "ece_hard": 0.15358418761312218,
            "calibration": 73.28014434212727,
            "p50_s": 1.4600932538509368,
            "p95_s": 2.6478858068585396,
            "cost_usd_per_1000": 0.014702518263062264,
            "axes": {
              "intelligence": 68.85303296887437,
              "calibration": 73.28014434212727,
              "speed": 74.12720153907742,
              "cost": 64.97824817370925
            },
            "jevbench_score": 70.21238875448898
          }
        },
        {
          "threshold": 0.54,
          "public": {
            "n": 231,
            "escalation": 0.4458874458874459,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.5833333333333334,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.6060606060606061,
            "ece_hard": 0.22159182871986277,
            "calibration": 58.22198686839354,
            "p50_s": 1.0450961768627167,
            "p95_s": 2.6869689926505087,
            "cost_usd_per_1000": 0.013758872270052045,
            "axes": {
              "intelligence": 60.74981231231232,
              "calibration": 58.22198686839354,
              "speed": 75.51581086232105,
              "cost": 65.8425148325018
            },
            "jevbench_score": 64.758095170788
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5082508250825083,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "judge": 0.8287671232876712,
              "hard": 0.5963302752293578
            },
            "accuracy": 0.7293729372937293,
            "ece_hard": 0.16623164586083694,
            "calibration": 72.0153985173558,
            "p50_s": 1.4737490206956863,
            "p95_s": 2.6478858068585396,
            "cost_usd_per_1000": 0.015141555975822302,
            "axes": {
              "intelligence": 69.67872104226886,
              "calibration": 72.0153985173558,
              "speed": 74.08677218765774,
              "cost": 64.59488480784265
            },
            "jevbench_score": 70.00290860215236
          }
        },
        {
          "threshold": 0.55,
          "public": {
            "n": 231,
            "escalation": 0.4675324675324675,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.5694444444444444,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.6017316017316018,
            "ece_hard": 0.2256330040932608,
            "calibration": 57.81786933105374,
            "p50_s": 1.049175101518631,
            "p95_s": 2.6869689926505087,
            "cost_usd_per_1000": 0.014238772800233473,
            "axes": {
              "intelligence": 60.209688855522195,
              "calibration": 57.81786933105374,
              "speed": 75.49889369663786,
              "cost": 65.39582319117198
            },
            "jevbench_score": 64.38797492532701
          },
          "heldout": {
            "n": 303,
            "escalation": 0.528052805280528,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6666666666666666,
              "judge": 0.821917808219178,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.7227722772277227,
            "ece_hard": 0.1744814465616235,
            "calibration": 70.37277530838168,
            "p50_s": 1.4903221815824508,
            "p95_s": 2.6831919223070133,
            "cost_usd_per_1000": 0.01558059368858234,
            "axes": {
              "intelligence": 70.9945854802899,
              "calibration": 70.37277530838168,
              "speed": 73.98068096739362,
              "cost": 64.22247993502003
            },
            "jevbench_score": 69.80054694602734
          }
        },
        {
          "threshold": 0.56,
          "public": {
            "n": 231,
            "escalation": 0.48484848484848486,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.5694444444444444,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.5974025974025974,
            "ece_hard": 0.2422810959992791,
            "calibration": 56.15306014045191,
            "p50_s": 1.0502359300851822,
            "p95_s": 2.726760859787464,
            "cost_usd_per_1000": 0.014622693224378619,
            "axes": {
              "intelligence": 59.834313480146825,
              "calibration": 56.15306014045191,
              "speed": 75.43066076492069,
              "cost": 65.04917893468487
            },
            "jevbench_score": 63.72038161931311
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5445544554455446,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6666666666666666,
              "judge": 0.821917808219178,
              "hard": 0.5871559633027523
            },
            "accuracy": 0.7293729372937293,
            "ece_hard": 0.19086463650249552,
            "calibration": 68.73445631429446,
            "p50_s": 1.4966442912817002,
            "p95_s": 2.6831919223070133,
            "cost_usd_per_1000": 0.01594645844921571,
            "axes": {
              "intelligence": 71.54504419588623,
              "calibration": 68.73445631429446,
              "speed": 73.9622966870117,
              "cost": 63.92007263227188
            },
            "jevbench_score": 69.43851532941218
          }
        },
        {
          "threshold": 0.57,
          "public": {
            "n": 231,
            "escalation": 0.5108225108225108,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.5930735930735931,
            "ece_hard": 0.2412087101508127,
            "calibration": 56.260298725298554,
            "p50_s": 1.0590612471103669,
            "p95_s": 2.726760859787464,
            "cost_usd_per_1000": 0.015198573860596334,
            "axes": {
              "intelligence": 59.12944194194195,
              "calibration": 56.260298725298554,
              "speed": 75.39431871798439,
              "cost": 64.54591484888941
            },
            "jevbench_score": 63.43125425256365
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5742574257425742,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6666666666666666,
              "judge": 0.8082191780821918,
              "hard": 0.5779816513761468
            },
            "accuracy": 0.7194719471947195,
            "ece_hard": 0.19090115376545874,
            "calibration": 68.73080458799814,
            "p50_s": 1.5044434458017348,
            "p95_s": 2.747519150376318,
            "cost_usd_per_1000": 0.01660501501835577,
            "axes": {
              "intelligence": 70.88625319425245,
              "calibration": 68.73080458799814,
              "speed": 73.83683405207657,
              "cost": 63.392821818072505
            },
            "jevbench_score": 69.10455109547833
          }
        },
        {
          "threshold": 0.58,
          "public": {
            "n": 231,
            "escalation": 0.5238095238095238,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.5930735930735931,
            "ece_hard": 0.2432864638426187,
            "calibration": 56.421713483876985,
            "p50_s": 1.0590612471103669,
            "p95_s": 2.7566434919834135,
            "cost_usd_per_1000": 0.015486514178705193,
            "axes": {
              "intelligence": 59.12944194194195,
              "calibration": 56.421713483876985,
              "speed": 75.34698319460404,
              "cost": 64.30138976544994
            },
            "jevbench_score": 63.40654216004295
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5841584158415841,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6666666666666666,
              "judge": 0.8082191780821918,
              "hard": 0.5779816513761468
            },
            "accuracy": 0.7194719471947195,
            "ece_hard": 0.20517003938139278,
            "calibration": 67.30391602640474,
            "p50_s": 1.5044434458017348,
            "p95_s": 2.753682453930378,
            "cost_usd_per_1000": 0.016824533874735786,
            "axes": {
              "intelligence": 70.88625319425245,
              "calibration": 67.30391602640474,
              "speed": 73.82710276049238,
              "cost": 63.22170877318081
            },
            "jevbench_score": 68.6943633278022
          }
        },
        {
          "threshold": 0.59,
          "public": {
            "n": 231,
            "escalation": 0.5584415584415584,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.5277777777777778,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.5887445887445888,
            "ece_hard": 0.2619120411828723,
            "calibration": 53.81603100098088,
            "p50_s": 1.066072928905487,
            "p95_s": 2.765017020702362,
            "cost_usd_per_1000": 0.016254355026995477,
            "axes": {
              "intelligence": 58.61903570236903,
              "calibration": 53.81603100098088,
              "speed": 75.30515275624393,
              "cost": 63.670907759088145
            },
            "jevbench_score": 62.36328986566223
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6171617161716172,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6666666666666666,
              "judge": 0.8013698630136986,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.7128712871287128,
            "ece_hard": 0.22903841735440306,
            "calibration": 64.91707822910371,
            "p50_s": 1.5274034827947616,
            "p95_s": 2.810947927832602,
            "cost_usd_per_1000": 0.01755626339600252,
            "axes": {
              "intelligence": 70.41924301453648,
              "calibration": 64.91707822910371,
              "speed": 73.67193422975339,
              "cost": 62.667037362200276
            },
            "jevbench_score": 67.7794262526339
          }
        },
        {
          "threshold": 0.6,
          "public": {
            "n": 231,
            "escalation": 0.5670995670995671,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.5416666666666666,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.5974025974025974,
            "ece_hard": 0.2553828855984491,
            "calibration": 54.4689465594232,
            "p50_s": 1.066072928905487,
            "p95_s": 2.765017020702362,
            "cost_usd_per_1000": 0.01644631523906805,
            "axes": {
              "intelligence": 59.53453453453454,
              "calibration": 54.4689465594232,
              "speed": 75.30515275624393,
              "cost": 63.51794168630496
            },
            "jevbench_score": 62.756651385732205
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6303630363036303,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6666666666666666,
              "judge": 0.8013698630136986,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7062706270627063,
            "ece_hard": 0.2382177722257695,
            "calibration": 63.99841936793911,
            "p50_s": 1.5508419513702392,
            "p95_s": 2.810947927832602,
            "cost_usd_per_1000": 0.017848955204509215,
            "axes": {
              "intelligence": 69.86878429894014,
              "calibration": 63.99841936793911,
              "speed": 73.60579659057406,
              "cost": 62.45161601209362
            },
            "jevbench_score": 67.33285556256669
          }
        },
        {
          "threshold": 0.61,
          "public": {
            "n": 231,
            "escalation": 0.5887445887445888,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.5416666666666666,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.5974025974025974,
            "ece_hard": 0.2661743613601947,
            "calibration": 53.38979898324864,
            "p50_s": 1.066072928905487,
            "p95_s": 2.765017020702362,
            "cost_usd_per_1000": 0.016926215769249478,
            "axes": {
              "intelligence": 59.53453453453454,
              "calibration": 53.38979898324864,
              "speed": 75.30515275624393,
              "cost": 63.14320381592269
            },
            "jevbench_score": 62.35117454363574
          },
          "heldout": {
            "n": 303,
            "escalation": 0.66996699669967,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6666666666666666,
              "judge": 0.7397260273972602,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.6732673267326733,
            "ece_hard": 0.24752994989666366,
            "calibration": 63.067201600849685,
            "p50_s": 1.5818203419446943,
            "p95_s": 2.8249304682016367,
            "cost_usd_per_1000": 0.018727030630029295,
            "axes": {
              "intelligence": 67.8675275438817,
              "calibration": 63.067201600849685,
              "speed": 73.49835081082148,
              "cost": 61.82593237531415
            },
            "jevbench_score": 66.40923301370064
          }
        },
        {
          "threshold": 0.62,
          "public": {
            "n": 231,
            "escalation": 0.6017316017316018,
            "tiers": {
              "easy": 0.9375,
              "standard": 0.5416666666666666,
              "hard": 0.5045045045045045
            },
            "accuracy": 0.6060606060606061,
            "ece_hard": 0.2575898061684545,
            "calibration": 54.24825450242266,
            "p50_s": 1.066072928905487,
            "p95_s": 2.765017020702362,
            "cost_usd_per_1000": 0.017214156087358337,
            "axes": {
              "intelligence": 60.315002502502516,
              "calibration": 54.24825450242266,
              "speed": 75.30515275624393,
              "cost": 62.923427903133934
            },
            "jevbench_score": 62.74975675799463
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7227722772277227,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6438356164383562,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.6303630363036303,
            "ece_hard": 0.24752994989666366,
            "calibration": 63.067201600849685,
            "p50_s": 1.672505873441696,
            "p95_s": 2.8249304682016367,
            "cost_usd_per_1000": 0.019897797864056068,
            "axes": {
              "intelligence": 65.76592937036571,
              "calibration": 63.067201600849685,
              "speed": 73.25624585696285,
              "cost": 61.03584955958175
            },
            "jevbench_score": 65.62337220839939
          }
        },
        {
          "threshold": 0.63,
          "public": {
            "n": 231,
            "escalation": 0.6190476190476191,
            "tiers": {
              "easy": 0.9375,
              "standard": 0.5694444444444444,
              "hard": 0.5045045045045045
            },
            "accuracy": 0.6147186147186147,
            "ece_hard": 0.26019927502769774,
            "calibration": 55.23998469115142,
            "p50_s": 1.0779939621686936,
            "p95_s": 2.7812519550323485,
            "cost_usd_per_1000": 0.01759807651150348,
            "axes": {
              "intelligence": 61.39524941608276,
              "calibration": 55.23998469115142,
              "speed": 75.23143338015859,
              "cost": 62.63604395323109
            },
            "jevbench_score": 63.227060810943485
          },
          "heldout": {
            "n": 303,
            "escalation": 0.768976897689769,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.6666666666666666,
              "judge": 0.5821917808219178,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.6006600660066007,
            "ece_hard": 0.2634221139940554,
            "calibration": 61.47798519111051,
            "p50_s": 1.7178881496191023,
            "p95_s": 2.8249304682016367,
            "cost_usd_per_1000": 0.020922219193829496,
            "axes": {
              "intelligence": 64.3480059486406,
              "calibration": 61.47798519111051,
              "speed": 73.13997353442628,
              "cost": 60.38176756854212
            },
            "jevbench_score": 64.65153416680249
          }
        },
        {
          "threshold": 0.64,
          "public": {
            "n": 231,
            "escalation": 0.6536796536796536,
            "tiers": {
              "easy": 0.9375,
              "standard": 0.5972222222222222,
              "hard": 0.5045045045045045
            },
            "accuracy": 0.6233766233766234,
            "ece_hard": 0.26069719485847376,
            "calibration": 55.190192708073816,
            "p50_s": 1.1012055903673172,
            "p95_s": 2.7812519550323485,
            "cost_usd_per_1000": 0.018365917359793763,
            "axes": {
              "intelligence": 62.475496329663,
              "calibration": 55.190192708073816,
              "speed": 75.1389125893405,
              "cost": 62.079621225638114
            },
            "jevbench_score": 63.32809111859155
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8085808580858086,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.6666666666666666,
              "judge": 0.547945205479452,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.5841584158415841,
            "ece_hard": 0.266189366655055,
            "calibration": 61.201259925010554,
            "p50_s": 1.739775541424751,
            "p95_s": 2.8249304682016367,
            "cost_usd_per_1000": 0.021800294619349576,
            "axes": {
              "intelligence": 63.38910183905158,
              "calibration": 61.201259925010554,
              "speed": 73.08499016241223,
              "cost": 59.846129112926285
            },
            "jevbench_score": 64.18149141848248
          }
        },
        {
          "threshold": 0.65,
          "public": {
            "n": 231,
            "escalation": 0.6926406926406926,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.6527777777777778,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.6493506493506493,
            "ece_hard": 0.2566698333661038,
            "calibration": 55.59292885731081,
            "p50_s": 1.1418727666139603,
            "p95_s": 2.7812519550323485,
            "cost_usd_per_1000": 0.019229738314120337,
            "axes": {
              "intelligence": 65.41645812479146,
              "calibration": 55.59292885731081,
              "speed": 74.98141951133215,
              "cost": 61.480798773168246
            },
            "jevbench_score": 63.98820612650035
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8283828382838284,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.6666666666666666,
              "judge": 0.5068493150684932,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.266189366655055,
            "calibration": 61.201259925010554,
            "p50_s": 1.739775541424751,
            "p95_s": 2.8249304682016367,
            "cost_usd_per_1000": 0.022239332332109618,
            "axes": {
              "intelligence": 62.238416907544725,
              "calibration": 61.201259925010554,
              "speed": 73.08499016241223,
              "cost": 59.58634765770814
            },
            "jevbench_score": 63.81877517184909
          }
        },
        {
          "threshold": 0.66,
          "public": {
            "n": 231,
            "escalation": 0.7056277056277056,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.6388888888888888,
              "hard": 0.5225225225225225
            },
            "accuracy": 0.6493506493506493,
            "ece_hard": 0.2505521881710988,
            "calibration": 56.204693376811306,
            "p50_s": 1.1566056340932847,
            "p95_s": 2.7812519550323485,
            "cost_usd_per_1000": 0.019517678632229196,
            "axes": {
              "intelligence": 65.25171004337672,
              "calibration": 56.204693376811306,
              "speed": 74.92574362873691,
              "cost": 61.28715511416442
            },
            "jevbench_score": 64.06063675793497
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8646864686468647,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2780139052243787,
            "calibration": 59.41158129057036,
            "p50_s": 1.7833678156137465,
            "p95_s": 2.8249304682016367,
            "cost_usd_per_1000": 0.023044234805503026,
            "axes": {
              "intelligence": 63.521406727828754,
              "calibration": 59.41158129057036,
              "speed": 72.97751312600565,
              "cost": 59.12313124748776
            },
            "jevbench_score": 63.52350112153608
          }
        },
        {
          "threshold": 0.67,
          "public": {
            "n": 231,
            "escalation": 0.7272727272727273,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6388888888888888,
              "hard": 0.5225225225225225
            },
            "accuracy": 0.6536796536796536,
            "ece_hard": 0.2534466232636447,
            "calibration": 55.915249867556724,
            "p50_s": 1.1566056340932847,
            "p95_s": 2.807708340883255,
            "cost_usd_per_1000": 0.019997579162410625,
            "axes": {
              "intelligence": 65.6568026359693,
              "calibration": 55.915249867556724,
              "speed": 74.88462704318341,
              "cost": 60.970677260141855
            },
            "jevbench_score": 63.98540489389448
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8811881188118812,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.570957095709571,
            "ece_hard": 0.2739235376890208,
            "calibration": 59.820618044106155,
            "p50_s": 1.7833678156137465,
            "p95_s": 2.8249304682016367,
            "cost_usd_per_1000": 0.02341009956613639,
            "axes": {
              "intelligence": 63.98841690754473,
              "calibration": 59.820618044106155,
              "speed": 72.97751312600565,
              "cost": 58.91790217569034
            },
            "jevbench_score": 63.69379841241209
          }
        },
        {
          "threshold": 0.68,
          "public": {
            "n": 231,
            "escalation": 0.7402597402597403,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6527777777777778,
              "hard": 0.5225225225225225
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.2534466232636447,
            "calibration": 55.915249867556724,
            "p50_s": 1.173205989599228,
            "p95_s": 2.807708340883255,
            "cost_usd_per_1000": 0.020285519480519484,
            "axes": {
              "intelligence": 66.60201868535202,
              "calibration": 55.915249867556724,
              "speed": 74.82273736310684,
              "cost": 60.78441598638495
            },
            "jevbench_score": 64.15209977518022
          },
          "heldout": {
            "n": 303,
            "escalation": 0.900990099009901,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.5775577557755776,
            "ece_hard": 0.2617424941288704,
            "calibration": 61.03872240012119,
            "p50_s": 1.7833678156137465,
            "p95_s": 2.8249304682016367,
            "cost_usd_per_1000": 0.023849137278896433,
            "axes": {
              "intelligence": 64.53887562314105,
              "calibration": 61.03872240012119,
              "speed": 72.97751312600565,
              "cost": 58.67581979656682
            },
            "jevbench_score": 64.08682613379641
          }
        },
        {
          "threshold": 0.69,
          "public": {
            "n": 231,
            "escalation": 0.7619047619047619,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6388888888888888,
              "hard": 0.5225225225225225
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.25501587883833704,
            "calibration": 55.75832431008749,
            "p50_s": 1.1978708386421204,
            "p95_s": 2.807708340883255,
            "cost_usd_per_1000": 0.020765420010700912,
            "axes": {
              "intelligence": 66.0618952285619,
              "calibration": 55.75832431008749,
              "speed": 74.73238015403479,
              "cost": 60.47977840690723
            },
            "jevbench_score": 63.8770626300525
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9075907590759076,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.5742574257425742,
            "ece_hard": 0.2708434295292974,
            "calibration": 60.12862886007849,
            "p50_s": 1.7862060844898222,
            "p95_s": 2.8249304682016367,
            "cost_usd_per_1000": 0.023995483183149778,
            "axes": {
              "intelligence": 64.26364626534289,
              "calibration": 60.12862886007849,
              "speed": 72.97060672874197,
              "cost": 58.59611501521048
            },
            "jevbench_score": 63.75523648703337
          }
        },
        {
          "threshold": 0.7,
          "public": {
            "n": 231,
            "escalation": 0.7965367965367965,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6527777777777778,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.24614350930148388,
            "calibration": 56.645561263772805,
            "p50_s": 1.2072503596544266,
            "p95_s": 2.807708340883255,
            "cost_usd_per_1000": 0.0215332608589912,
            "axes": {
              "intelligence": 66.9773940607274,
              "calibration": 56.645561263772805,
              "speed": 74.69850664385876,
              "cost": 60.00670595271855
            },
            "jevbench_score": 64.21721385755238
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9141914191419142,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.5742574257425742,
            "ece_hard": 0.2708434295292974,
            "calibration": 60.12862886007849,
            "p50_s": 1.7862060844898222,
            "p95_s": 2.8249304682016367,
            "cost_usd_per_1000": 0.024141829087403123,
            "axes": {
              "intelligence": 64.26364626534289,
              "calibration": 60.12862886007849,
              "speed": 72.97060672874197,
              "cost": 58.51689486998544
            },
            "jevbench_score": 63.7336767737334
          }
        },
        {
          "threshold": 0.71,
          "public": {
            "n": 231,
            "escalation": 0.8051948051948052,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6527777777777778,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.24614350930148388,
            "calibration": 56.645561263772805,
            "p50_s": 1.2072503596544266,
            "p95_s": 2.807708340883255,
            "cost_usd_per_1000": 0.021725221071063772,
            "axes": {
              "intelligence": 66.9773940607274,
              "calibration": 56.645561263772805,
              "speed": 74.69850664385876,
              "cost": 59.891073867155015
            },
            "jevbench_score": 64.1862550582272
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9174917491749175,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.570957095709571,
            "ece_hard": 0.2814821934445667,
            "calibration": 59.06475246855156,
            "p50_s": 1.7862060844898222,
            "p95_s": 2.8249304682016367,
            "cost_usd_per_1000": 0.0242150020395298,
            "axes": {
              "intelligence": 63.98841690754473,
              "calibration": 59.06475246855156,
              "speed": 72.97060672874197,
              "cost": 58.47746470115819
            },
            "jevbench_score": 63.371146106399216
          }
        },
        {
          "threshold": 0.72,
          "public": {
            "n": 231,
            "escalation": 0.8225108225108225,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23902528298420433,
            "calibration": 57.35738389550076,
            "p50_s": 1.2131326526403428,
            "p95_s": 2.807708340883255,
            "cost_usd_per_1000": 0.022109141495208914,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.35738389550076,
              "speed": 74.67739715497721,
              "cost": 59.66284362648144
            },
            "jevbench_score": 64.15108252055501
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9207920792079208,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.570957095709571,
            "ece_hard": 0.27029556262357857,
            "calibration": 60.18341555065037,
            "p50_s": 1.7862060844898222,
            "p95_s": 2.8249304682016367,
            "cost_usd_per_1000": 0.02428817499165647,
            "axes": {
              "intelligence": 63.98841690754473,
              "calibration": 60.18341555065037,
              "speed": 72.97060672874197,
              "cost": 58.43815350293934
            },
            "jevbench_score": 63.65839135361288
          }
        },
        {
          "threshold": 0.73,
          "public": {
            "n": 231,
            "escalation": 0.8225108225108225,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23902528298420433,
            "calibration": 57.35738389550076,
            "p50_s": 1.2131326526403428,
            "p95_s": 2.807708340883255,
            "cost_usd_per_1000": 0.022109141495208914,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.35738389550076,
              "speed": 74.67739715497721,
              "cost": 59.66284362648144
            },
            "jevbench_score": 64.15108252055501
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9273927392739274,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2750920635431081,
            "calibration": 59.70376545869742,
            "p50_s": 1.7862060844898222,
            "p95_s": 2.8249304682016367,
            "cost_usd_per_1000": 0.024434520895909816,
            "axes": {
              "intelligence": 63.71318754974655,
              "calibration": 59.70376545869742,
              "speed": 72.97060672874197,
              "cost": 58.359885161692475
            },
            "jevbench_score": 63.44148796412869
          }
        },
        {
          "threshold": 0.74,
          "public": {
            "n": 231,
            "escalation": 0.8268398268398268,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23902528298420433,
            "calibration": 57.35738389550076,
            "p50_s": 1.2131326526403428,
            "p95_s": 2.807708340883255,
            "cost_usd_per_1000": 0.022205121601245197,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.35738389550076,
              "speed": 74.67739715497721,
              "cost": 59.60640532509622
            },
            "jevbench_score": 64.13590614378498
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9273927392739274,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2750920635431081,
            "calibration": 59.70376545869742,
            "p50_s": 1.7862060844898222,
            "p95_s": 2.8249304682016367,
            "cost_usd_per_1000": 0.024434520895909816,
            "axes": {
              "intelligence": 63.71318754974655,
              "calibration": 59.70376545869742,
              "speed": 72.97060672874197,
              "cost": 58.359885161692475
            },
            "jevbench_score": 63.44148796412869
          }
        },
        {
          "threshold": 0.75,
          "public": {
            "n": 231,
            "escalation": 0.8311688311688312,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.2131326526403428,
            "p95_s": 2.812245886027813,
            "cost_usd_per_1000": 0.022301101707281487,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.67038417527554,
              "cost": 59.550210449038076
            },
            "jevbench_score": 64.2123829038157
          },
          "heldout": {
            "n": 303,
            "escalation": 0.933993399339934,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2727809090922032,
            "calibration": 59.934880903787914,
            "p50_s": 1.7862060844898222,
            "p95_s": 2.8249304682016367,
            "cost_usd_per_1000": 0.024580866800163165,
            "axes": {
              "intelligence": 63.71318754974655,
              "calibration": 59.934880903787914,
              "speed": 72.97060672874197,
              "cost": 58.282084196916145
            },
            "jevbench_score": 63.481620252001356
          }
        },
        {
          "threshold": 0.76,
          "public": {
            "n": 231,
            "escalation": 0.8311688311688312,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.2131326526403428,
            "p95_s": 2.812245886027813,
            "cost_usd_per_1000": 0.022301101707281487,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.67038417527554,
              "cost": 59.550210449038076
            },
            "jevbench_score": 64.2123829038157
          },
          "heldout": {
            "n": 303,
            "escalation": 0.933993399339934,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2727809090922032,
            "calibration": 59.934880903787914,
            "p50_s": 1.7862060844898222,
            "p95_s": 2.8249304682016367,
            "cost_usd_per_1000": 0.024580866800163165,
            "axes": {
              "intelligence": 63.71318754974655,
              "calibration": 59.934880903787914,
              "speed": 72.97060672874197,
              "cost": 58.282084196916145
            },
            "jevbench_score": 63.481620252001356
          }
        },
        {
          "threshold": 0.77,
          "public": {
            "n": 231,
            "escalation": 0.8441558441558441,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.2135097563266755,
            "p95_s": 2.812245886027813,
            "cost_usd_per_1000": 0.02258904202539034,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.66903437564464,
              "cost": 59.383065598164144
            },
            "jevbench_score": 64.1669877686557
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9372937293729373,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2834191807784519,
            "calibration": 58.871053735163045,
            "p50_s": 1.7934504777193068,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.024654039752289837,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 58.871053735163045,
              "speed": 72.94766786496196,
              "cost": 58.24335724286356
            },
            "jevbench_score": 63.11421785312238
          }
        },
        {
          "threshold": 0.78,
          "public": {
            "n": 231,
            "escalation": 0.8441558441558441,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.2135097563266755,
            "p95_s": 2.812245886027813,
            "cost_usd_per_1000": 0.02258904202539034,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.66903437564464,
              "cost": 59.383065598164144
            },
            "jevbench_score": 64.1669877686557
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9405940594059405,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2834191807784519,
            "calibration": 58.871053735163045,
            "p50_s": 1.7934504777193068,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.02472721270441651,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 58.871053735163045,
              "speed": 72.94766786496196,
              "cost": 58.20474505988575
            },
            "jevbench_score": 63.10375492686779
          }
        },
        {
          "threshold": 0.79,
          "public": {
            "n": 231,
            "escalation": 0.8441558441558441,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.2135097563266755,
            "p95_s": 2.812245886027813,
            "cost_usd_per_1000": 0.02258904202539034,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.66903437564464,
              "cost": 59.383065598164144
            },
            "jevbench_score": 64.1669877686557
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9438943894389439,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2834191807784519,
            "calibration": 58.871053735163045,
            "p50_s": 1.7934504777193068,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.024800385656543186,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 58.871053735163045,
              "speed": 72.94766786496196,
              "cost": 58.16624696972196
            },
            "jevbench_score": 63.093317732935084
          }
        },
        {
          "threshold": 0.8,
          "public": {
            "n": 231,
            "escalation": 0.8484848484848485,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.2135097563266755,
            "p95_s": 2.812245886027813,
            "cost_usd_per_1000": 0.02268502213142663,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.66903437564464,
              "cost": 59.32782378104834
            },
            "jevbench_score": 64.1520595302689
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9438943894389439,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2834191807784519,
            "calibration": 58.871053735163045,
            "p50_s": 1.7934504777193068,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.024800385656543186,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 58.871053735163045,
              "speed": 72.94766786496196,
              "cost": 58.16624696972196
            },
            "jevbench_score": 63.093317732935084
          }
        },
        {
          "threshold": 0.81,
          "public": {
            "n": 231,
            "escalation": 0.8484848484848485,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.2135097563266755,
            "p95_s": 2.812245886027813,
            "cost_usd_per_1000": 0.02268502213142663,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.66903437564464,
              "cost": 59.32782378104834
            },
            "jevbench_score": 64.1520595302689
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9471947194719472,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2834191807784519,
            "calibration": 58.871053735163045,
            "p50_s": 1.7934504777193068,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.024873558608669858,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 58.871053735163045,
              "speed": 72.94766786496196,
              "cost": 58.12786230010615
            },
            "jevbench_score": 63.08290612898196
          }
        },
        {
          "threshold": 0.82,
          "public": {
            "n": 231,
            "escalation": 0.8484848484848485,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.2135097563266755,
            "p95_s": 2.812245886027813,
            "cost_usd_per_1000": 0.02268502213142663,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.66903437564464,
              "cost": 59.32782378104834
            },
            "jevbench_score": 64.1520595302689
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9504950495049505,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.28384975837017223,
            "calibration": 58.82799597599101,
            "p50_s": 1.8024227499961851,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.02494673156079653,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 58.82799597599101,
              "speed": 72.92599515193916,
              "cost": 58.089590384696635
            },
            "jevbench_score": 63.05629977291645
          }
        },
        {
          "threshold": 0.83,
          "public": {
            "n": 231,
            "escalation": 0.8528138528138528,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.2135097563266755,
            "p95_s": 2.812245886027813,
            "cost_usd_per_1000": 0.022781002237462912,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.66903437564464,
              "cost": 59.27281519880732
            },
            "jevbench_score": 64.13718395721946
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9504950495049505,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.28384975837017223,
            "calibration": 58.82799597599101,
            "p50_s": 1.8024227499961851,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.02494673156079653,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 58.82799597599101,
              "speed": 72.92599515193916,
              "cost": 58.089590384696635
            },
            "jevbench_score": 63.05629977291645
          }
        },
        {
          "threshold": 0.84,
          "public": {
            "n": 231,
            "escalation": 0.8571428571428571,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.2135097563266755,
            "p95_s": 2.812245886027813,
            "cost_usd_per_1000": 0.0228769823434992,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.66903437564464,
              "cost": 59.21803789025005
            },
            "jevbench_score": 64.12236063344488
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9504950495049505,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.28384975837017223,
            "calibration": 58.82799597599101,
            "p50_s": 1.8024227499961851,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.02494673156079653,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 58.82799597599101,
              "speed": 72.92599515193916,
              "cost": 58.089590384696635
            },
            "jevbench_score": 63.05629977291645
          }
        },
        {
          "threshold": 0.85,
          "public": {
            "n": 231,
            "escalation": 0.8571428571428571,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.2135097563266755,
            "p95_s": 2.812245886027813,
            "cost_usd_per_1000": 0.0228769823434992,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.66903437564464,
              "cost": 59.21803789025005
            },
            "jevbench_score": 64.12236063344488
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.28384975837017223,
            "calibration": 58.82799597599101,
            "p50_s": 1.8024227499961851,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.025019904512923203,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 58.82799597599101,
              "speed": 72.92599515193916,
              "cost": 58.0514305630066
            },
            "jevbench_score": 63.04594159118136
          }
        },
        {
          "threshold": 0.86,
          "public": {
            "n": 231,
            "escalation": 0.8658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.2135097563266755,
            "p95_s": 2.812245886027813,
            "cost_usd_per_1000": 0.02306894255557177,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.66903437564464,
              "cost": 59.10916937217658
            },
            "jevbench_score": 64.09286909453668
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.28384975837017223,
            "calibration": 58.82799597599101,
            "p50_s": 1.8024227499961851,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.025019904512923203,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 58.82799597599101,
              "speed": 72.92599515193916,
              "cost": 58.0514305630066
            },
            "jevbench_score": 63.04594159118136
          }
        },
        {
          "threshold": 0.87,
          "public": {
            "n": 231,
            "escalation": 0.8701298701298701,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.2135097563266755,
            "p95_s": 2.812245886027813,
            "cost_usd_per_1000": 0.023164922661608058,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.66903437564464,
              "cost": 59.05507436180828
            },
            "jevbench_score": 64.07820007210128
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.28384975837017223,
            "calibration": 58.82799597599101,
            "p50_s": 1.8024227499961851,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.025019904512923203,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 58.82799597599101,
              "speed": 72.92599515193916,
              "cost": 58.0514305630066
            },
            "jevbench_score": 63.04594159118136
          }
        },
        {
          "threshold": 0.88,
          "public": {
            "n": 231,
            "escalation": 0.8831168831168831,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.2135097563266755,
            "p95_s": 2.812245886027813,
            "cost_usd_per_1000": 0.023452862979716913,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.66903437564464,
              "cost": 58.89412401226488
            },
            "jevbench_score": 64.03449524965284
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.28384975837017223,
            "calibration": 58.82799597599101,
            "p50_s": 1.8024227499961851,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.025019904512923203,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 58.82799597599101,
              "speed": 72.92599515193916,
              "cost": 58.0514305630066
            },
            "jevbench_score": 63.04594159118136
          }
        },
        {
          "threshold": 0.89,
          "public": {
            "n": 231,
            "escalation": 0.8961038961038961,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.2135097563266755,
            "p95_s": 2.812245886027813,
            "cost_usd_per_1000": 0.023740803297825772,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.66903437564464,
              "cost": 58.73513770814356
            },
            "jevbench_score": 63.99123571303705
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9570957095709571,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.28384975837017223,
            "calibration": 58.82799597599101,
            "p50_s": 1.8024227499961851,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.02509307746504988,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 58.82799597599101,
              "speed": 72.92599515193916,
              "cost": 58.01338218033576
            },
            "jevbench_score": 63.03560857311134
          }
        },
        {
          "threshold": 0.9,
          "public": {
            "n": 231,
            "escalation": 0.8961038961038961,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.2135097563266755,
            "p95_s": 2.812245886027813,
            "cost_usd_per_1000": 0.023740803297825772,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.66903437564464,
              "cost": 58.73513770814356
            },
            "jevbench_score": 63.99123571303705
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9570957095709571,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.28384975837017223,
            "calibration": 58.82799597599101,
            "p50_s": 1.8024227499961851,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.02509307746504988,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 58.82799597599101,
              "speed": 72.92599515193916,
              "cost": 58.01338218033576
            },
            "jevbench_score": 63.03560857311134
          }
        },
        {
          "threshold": 0.91,
          "public": {
            "n": 231,
            "escalation": 0.9090909090909091,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.2135097563266755,
            "p95_s": 2.812245886027813,
            "cost_usd_per_1000": 0.024028743615934628,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.66903437564464,
              "cost": 58.578068093025784
            },
            "jevbench_score": 63.94841137317201
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9603960396039604,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.28384975837017223,
            "calibration": 58.82799597599101,
            "p50_s": 1.8024227499961851,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.02516625041717655,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 58.82799597599101,
              "speed": 72.92599515193916,
              "cost": 57.97544458770295
            },
            "jevbench_score": 63.02530058114446
          }
        },
        {
          "threshold": 0.92,
          "public": {
            "n": 231,
            "escalation": 0.922077922077922,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.2135097563266755,
            "p95_s": 2.812245886027813,
            "cost_usd_per_1000": 0.024316683934043487,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.66903437564464,
              "cost": 58.42286950287379
            },
            "jevbench_score": 63.90601248807256
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9636963696369637,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.28384975837017223,
            "calibration": 58.82799597599101,
            "p50_s": 1.8024227499961851,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.025239423369303224,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 58.82799597599101,
              "speed": 72.92599515193916,
              "cost": 57.9376171417797
            },
            "jevbench_score": 63.01501747887128
          }
        },
        {
          "threshold": 0.93,
          "public": {
            "n": 231,
            "escalation": 0.922077922077922,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.2135097563266755,
            "p95_s": 2.812245886027813,
            "cost_usd_per_1000": 0.024316683934043487,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.66903437564464,
              "cost": 58.42286950287379
            },
            "jevbench_score": 63.90601248807256
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9702970297029703,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.28384975837017223,
            "calibration": 58.82799597599101,
            "p50_s": 1.8024227499961851,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.025385769273556572,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 58.82799597599101,
              "speed": 72.92599515193916,
              "cost": 57.86229014461965
            },
            "jevbench_score": 62.99452540345339
          }
        },
        {
          "threshold": 0.94,
          "public": {
            "n": 231,
            "escalation": 0.9264069264069265,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.2135097563266755,
            "p95_s": 2.812245886027813,
            "cost_usd_per_1000": 0.024412664040079773,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.66903437564464,
              "cost": 58.37154476401103
            },
            "jevbench_score": 63.89197243607092
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9735973597359736,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.28384975837017223,
            "calibration": 58.82799597599101,
            "p50_s": 1.8024227499961851,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.025458942225683245,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 58.82799597599101,
              "speed": 72.92599515193916,
              "cost": 57.824789334405
            },
            "jevbench_score": 62.98431616313664
          }
        },
        {
          "threshold": 0.95,
          "public": {
            "n": 231,
            "escalation": 0.935064935064935,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.2135097563266755,
            "p95_s": 2.812245886027813,
            "cost_usd_per_1000": 0.024604624252152343,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.66903437564464,
              "cost": 58.269497886338
            },
            "jevbench_score": 63.864029646940494
          },
          "heldout": {
            "n": 303,
            "escalation": 0.976897689768977,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.28384975837017223,
            "calibration": 58.82799597599101,
            "p50_s": 1.8024227499961851,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.02553211517780992,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 58.82799597599101,
              "speed": 72.92599515193916,
              "cost": 57.7873961528179
            },
            "jevbench_score": 62.974131278144405
          }
        },
        {
          "threshold": 0.96,
          "public": {
            "n": 231,
            "escalation": 0.9523809523809523,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.2135097563266755,
            "p95_s": 2.812245886027813,
            "cost_usd_per_1000": 0.024988544676297485,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.66903437564464,
              "cost": 58.06777108866495
            },
            "jevbench_score": 63.80868402961088
          },
          "heldout": {
            "n": 303,
            "escalation": 0.976897689768977,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.28384975837017223,
            "calibration": 58.82799597599101,
            "p50_s": 1.8024227499961851,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.02553211517780992,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 58.82799597599101,
              "speed": 72.92599515193916,
              "cost": 57.7873961528179
            },
            "jevbench_score": 62.974131278144405
          }
        },
        {
          "threshold": 0.97,
          "public": {
            "n": 231,
            "escalation": 0.9696969696969697,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.216033148765564,
            "p95_s": 2.8300808921456335,
            "cost_usd_per_1000": 0.02537246510044263,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.63255737008592,
              "cost": 57.86912008562125
            },
            "jevbench_score": 63.746253542604805
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9933993399339934,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 1.8024227499961851,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.025897979938443286,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 72.92599515193916,
              "cost": 57.602023296637405
            },
            "jevbench_score": 63.22925732430593
          }
        },
        {
          "threshold": 0.98,
          "public": {
            "n": 231,
            "escalation": 0.9826839826839827,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.216033148765564,
            "p95_s": 2.8300808921456335,
            "cost_usd_per_1000": 0.02566040541855149,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.63255737008592,
              "cost": 57.72209458967192
            },
            "jevbench_score": 63.70572559251683
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9966996699669967,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 1.8024227499961851,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.025971152890569955,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 72.92599515193916,
              "cost": 57.56526313272346
            },
            "jevbench_score": 63.21916707841273
          }
        },
        {
          "threshold": 0.99,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.216033148765564,
            "p95_s": 2.8300808921456335,
            "cost_usd_per_1000": 0.02604432584269663,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.63255737008592,
              "cost": 57.528606393918096
            },
            "jevbench_score": 63.65227192445073
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 1.8024227499961851,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.02604432584269663,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 72.92599515193916,
              "cost": 57.528606393918096
            },
            "jevbench_score": 63.20910040817032
          }
        },
        {
          "threshold": 1.0,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 1.216033148765564,
            "p95_s": 2.8300808921456335,
            "cost_usd_per_1000": 0.02604432584269663,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 74.63255737008592,
              "cost": 57.528606393918096
            },
            "jevbench_score": 63.65227192445073
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 1.8024227499961851,
            "p95_s": 2.8284195110201833,
            "cost_usd_per_1000": 0.02604432584269663,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 72.92599515193916,
              "cost": 57.528606393918096
            },
            "jevbench_score": 63.20910040817032
          }
        }
      ]
    },
    {
      "cheap": "laya",
      "backend": "semif-qwen3.5-4b",
      "chosen": {
        "threshold": 0.96,
        "public": {
          "n": 231,
          "escalation": 0.8874458874458875,
          "tiers": {
            "easy": 1.0,
            "standard": 0.8194444444444444,
            "hard": 0.6036036036036037
          },
          "accuracy": 0.7532467532467533,
          "ece_hard": 0.12914387221294593,
          "calibration": 72.24478620042561,
          "p50_s": 1.688392999768257,
          "p95_s": 5.500179085135461,
          "cost_usd_per_1000": 0.022801501288973198,
          "axes": {
            "intelligence": 76.46187854521189,
            "calibration": 72.24478620042561,
            "speed": 70.32149626840659,
            "cost": 59.26109672149705
          },
          "jevbench_score": 69.26714942420028
        },
        "heldout": {
          "n": 303,
          "escalation": 0.9537953795379538,
          "tiers": {
            "easy": 1.0,
            "standard": 0.7916666666666666,
            "judge": 0.952054794520548,
            "hard": 0.5504587155963303
          },
          "accuracy": 0.7986798679867987,
          "ece_hard": 0.17685813516393573,
          "calibration": 66.51802582183663,
          "p50_s": 3.3309142172336577,
          "p95_s": 5.625163489580155,
          "cost_usd_per_1000": 0.024290689546482735,
          "axes": {
            "intelligence": 79.33796238113192,
            "calibration": 66.51802582183663,
            "speed": 67.27301402488074,
            "cost": 58.43680469749049
          },
          "jevbench_score": 67.4896125784508
        }
      },
      "full": {
        "tiers": {
          "easy": 1.0,
          "standard": 0.8125,
          "judge": 0.952054794520548,
          "hard": 0.5772727272727273
        },
        "accuracy": 0.7790262172284644,
        "ece_hard": 0.13898290825804124,
        "calibration": 70.78321555417108,
        "p50_s": 2.7824564978480337,
        "p95_s": 5.5497759498655785,
        "cost_usd_per_1000": 0.023646490131717372,
        "axes": {
          "intelligence": 80.72571606475717,
          "calibration": 70.78321555417108,
          "speed": 68.11296166327722,
          "cost": 58.78699938505723
        },
        "jevbench_score": 69.16132628228146
      },
      "full_escalation": 0.9250936329588015,
      "backend_heldout_accuracy": 0.7986798679867987,
      "useful": false,
      "curve": [
        {
          "threshold": 0.0,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.01,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.02,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.03,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.04,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.05,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.06,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.07,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.08,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.09,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.1,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.11,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.12,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.13,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.14,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.15,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.16,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.17,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.18,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.19,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.2,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.21,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.22,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2113480459308089,
            "calibration": 63.54769540691912,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4528342053294185,
            "cost_usd_per_1000": 0.0029802901405710396,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 63.54769540691912,
              "speed": 72.84771266552642,
              "cost": 85.77224361816316
            },
            "jevbench_score": 67.91761644837008
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.23,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2113480459308089,
            "calibration": 63.54769540691912,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4528342053294185,
            "cost_usd_per_1000": 0.0029802901405710396,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 63.54769540691912,
              "speed": 72.84771266552642,
              "cost": 85.77224361816316
            },
            "jevbench_score": 67.91761644837008
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.30275229357798167
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.26903563195753477,
            "calibration": 54.44518680424652,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.002957201950532132,
            "axes": {
              "intelligence": 59.95243182103809,
              "calibration": 54.44518680424652,
              "speed": 68.8164811989393,
              "cost": 85.87357048058219
            },
            "jevbench_score": 66.27192254893268
          }
        },
        {
          "threshold": 0.24,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2113480459308089,
            "calibration": 63.54769540691912,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4528342053294185,
            "cost_usd_per_1000": 0.0029802901405710396,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 63.54769540691912,
              "speed": 72.84771266552642,
              "cost": 85.77224361816316
            },
            "jevbench_score": 67.91761644837008
          },
          "heldout": {
            "n": 303,
            "escalation": 0.006600660066006601,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.3119266055045872
            },
            "accuracy": 0.570957095709571,
            "ece_hard": 0.27079911881794677,
            "calibration": 54.26883811820532,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.776861734688282,
            "cost_usd_per_1000": 0.0030312765602402937,
            "axes": {
              "intelligence": 60.22766117883624,
              "calibration": 54.26883811820532,
              "speed": 68.78687472081019,
              "cost": 85.55123316162373
            },
            "jevbench_score": 66.22463807828377
          }
        },
        {
          "threshold": 0.25,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.21349238406622065,
            "calibration": 63.33326159337794,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4528342053294185,
            "cost_usd_per_1000": 0.003077452940318109,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 63.33326159337794,
              "speed": 72.84771266552642,
              "cost": 85.3542573842285
            },
            "jevbench_score": 67.89580514178415
          },
          "heldout": {
            "n": 303,
            "escalation": 0.009900990099009901,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.30275229357798167
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2684903431880919,
            "calibration": 54.49971568119081,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.808721804618835,
            "cost_usd_per_1000": 0.0031053511699484556,
            "axes": {
              "intelligence": 59.95243182103809,
              "calibration": 54.49971568119081,
              "speed": 68.75800490091856,
              "cost": 85.23667841006063
            },
            "jevbench_score": 66.15119684652457
          }
        },
        {
          "threshold": 0.26,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.21349238406622065,
            "calibration": 63.33326159337794,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4528342053294185,
            "cost_usd_per_1000": 0.003077452940318109,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 63.33326159337794,
              "speed": 72.84771266552642,
              "cost": 85.3542573842285
            },
            "jevbench_score": 67.89580514178415
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.30275229357798167
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2799787465788868,
            "calibration": 53.35087534211132,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.0031794257796566175,
            "axes": {
              "intelligence": 59.95243182103809,
              "calibration": 53.35087534211132,
              "speed": 68.75300303786179,
              "cost": 84.92953926126778
            },
            "jevbench_score": 65.73924294265706
          }
        },
        {
          "threshold": 0.27,
          "public": {
            "n": 231,
            "escalation": 0.021645021645021644,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.2179634713218332,
            "calibration": 62.88615286781669,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.455602088570595,
            "cost_usd_per_1000": 0.003368941339559317,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 62.88615286781669,
              "speed": 72.84501392824589,
              "cost": 84.17519652833566
            },
            "jevbench_score": 67.5397504047398
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.30275229357798167
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2799787465788868,
            "calibration": 53.35087534211132,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.0031794257796566175,
            "axes": {
              "intelligence": 59.95243182103809,
              "calibration": 53.35087534211132,
              "speed": 68.75300303786179,
              "cost": 84.92953926126778
            },
            "jevbench_score": 65.73924294265706
          }
        },
        {
          "threshold": 0.28,
          "public": {
            "n": 231,
            "escalation": 0.021645021645021644,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.2179634713218332,
            "calibration": 62.88615286781669,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.455602088570595,
            "cost_usd_per_1000": 0.003368941339559317,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 62.88615286781669,
              "speed": 72.84501392824589,
              "cost": 84.17519652833566
            },
            "jevbench_score": 67.5397504047398
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.30275229357798167
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2924038957947795,
            "calibration": 52.10836042052205,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.822164891660214,
            "cost_usd_per_1000": 0.0033275749990729414,
            "axes": {
              "intelligence": 59.95243182103809,
              "calibration": 52.10836042052205,
              "speed": 68.74588086188128,
              "cost": 84.3361644198529
            },
            "jevbench_score": 65.23695545252534
          }
        },
        {
          "threshold": 0.29,
          "public": {
            "n": 231,
            "escalation": 0.03896103896103896,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2230055439322114,
            "calibration": 62.381945606778864,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.538626746833325,
            "cost_usd_per_1000": 0.0037575925385475947,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 62.381945606778864,
              "speed": 72.76483323506824,
              "cost": 82.75270945607825
            },
            "jevbench_score": 66.98190287890112
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0231023102310231,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2931477384554014,
            "calibration": 52.033976154459864,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.840475116670132,
            "cost_usd_per_1000": 0.003401649608781103,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 52.033976154459864,
              "speed": 68.72942151082292,
              "cost": 84.0493127041549
            },
            "jevbench_score": 65.07933119965146
          }
        },
        {
          "threshold": 0.3,
          "public": {
            "n": 231,
            "escalation": 0.04329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.21916585331229338,
            "calibration": 62.76591466877066,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.646009536087513,
            "cost_usd_per_1000": 0.003854755338294664,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 62.76591466877066,
              "speed": 72.66327694805801,
              "cost": 82.42009544356975
            },
            "jevbench_score": 67.11084249050388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.033003300330033,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.30275229357798167
            },
            "accuracy": 0.570957095709571,
            "ece_hard": 0.27898294821124164,
            "calibration": 53.450455178875835,
            "p50_s": 2.7861666113138197,
            "p95_s": 4.844832879900933,
            "cost_usd_per_1000": 0.003623873437905588,
            "axes": {
              "intelligence": 60.1442126429559,
              "calibration": 53.450455178875835,
              "speed": 68.69714115678303,
              "cost": 83.22480934789505
            },
            "jevbench_score": 65.4763077418565
          }
        },
        {
          "threshold": 0.31,
          "public": {
            "n": 231,
            "escalation": 0.05627705627705628,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2373984928224887,
            "calibration": 60.942650717751135,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.646009536087513,
            "cost_usd_per_1000": 0.004146243737535873,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 60.942650717751135,
              "speed": 72.66327694805801,
              "cost": 81.4703551428401
            },
            "jevbench_score": 66.30950630001462
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.3211009174311927
            },
            "accuracy": 0.5775577557755776,
            "ece_hard": 0.2733769173089533,
            "calibration": 54.011058269104666,
            "p50_s": 2.7861666113138197,
            "p95_s": 4.969698165357111,
            "cost_usd_per_1000": 0.003846097267030074,
            "axes": {
              "intelligence": 60.69467135855222,
              "calibration": 54.011058269104666,
              "speed": 68.58662903894668,
              "cost": 82.44939210214399
            },
            "jevbench_score": 65.61679922866553
          }
        },
        {
          "threshold": 0.32,
          "public": {
            "n": 231,
            "escalation": 0.06060606060606061,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.32432432432432434
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.24637849168494952,
            "calibration": 60.04465083150505,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.7284474208951,
            "cost_usd_per_1000": 0.004243406537282942,
            "axes": {
              "intelligence": 53.2125875875876,
              "calibration": 60.04465083150505,
              "speed": 72.58689227517124,
              "cost": 81.16856076672155
            },
            "jevbench_score": 65.86939696940792
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.3211009174311927
            },
            "accuracy": 0.5775577557755776,
            "ece_hard": 0.27829158404589394,
            "calibration": 53.5195915954106,
            "p50_s": 2.7861666113138197,
            "p95_s": 5.039579792916774,
            "cost_usd_per_1000": 0.003920171876738236,
            "axes": {
              "intelligence": 60.69467135855222,
              "calibration": 53.5195915954106,
              "speed": 68.52598590666544,
              "cost": 82.20084673824407
            },
            "jevbench_score": 65.4031603899457
          }
        },
        {
          "threshold": 0.33,
          "public": {
            "n": 231,
            "escalation": 0.06493506493506493,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.32432432432432434
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.25162408909346384,
            "calibration": 59.52009109065362,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.7342256441712385,
            "cost_usd_per_1000": 0.004340569337030011,
            "axes": {
              "intelligence": 53.2125875875876,
              "calibration": 59.52009109065362,
              "speed": 72.58158838106294,
              "cost": 80.87359905669612
            },
            "jevbench_score": 65.66407049206533
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0594059405940594,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.3394495412844037
            },
            "accuracy": 0.5841584158415841,
            "ece_hard": 0.2674150550660732,
            "calibration": 55.79346848179763,
            "p50_s": 2.79284847676754,
            "p95_s": 5.0870937281846995,
            "cost_usd_per_1000": 0.004216470315570883,
            "axes": {
              "intelligence": 61.245130074148555,
              "calibration": 55.79346848179763,
              "speed": 68.47482886426148,
              "cost": 81.25152858425535
            },
            "jevbench_score": 66.03198523768147
          }
        },
        {
          "threshold": 0.34,
          "public": {
            "n": 231,
            "escalation": 0.0735930735930736,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.24972599025195558,
            "calibration": 59.70990097480445,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.7731709912419324,
            "cost_usd_per_1000": 0.00453489493652415,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 59.70990097480445,
              "speed": 72.54600799122221,
              "cost": 80.3029831038698
            },
            "jevbench_score": 65.707463036431
          },
          "heldout": {
            "n": 303,
            "escalation": 0.06930693069306931,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3486238532110092
            },
            "accuracy": 0.5907590759075908,
            "ece_hard": 0.2688748615420892,
            "calibration": 55.64748783419603,
            "p50_s": 2.79284847676754,
            "p95_s": 5.103181174397469,
            "cost_usd_per_1000": 0.0044386941446953685,
            "axes": {
              "intelligence": 61.71214025386453,
              "calibration": 55.64748783419603,
              "speed": 68.4611163884171,
              "cost": 80.58234339094275
            },
            "jevbench_score": 65.97433332765077
          }
        },
        {
          "threshold": 0.35,
          "public": {
            "n": 231,
            "escalation": 0.0735930735930736,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.24972599025195558,
            "calibration": 59.70990097480445,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.7731709912419324,
            "cost_usd_per_1000": 0.00453489493652415,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 59.70990097480445,
              "speed": 72.54600799122221,
              "cost": 80.3029831038698
            },
            "jevbench_score": 65.707463036431
          },
          "heldout": {
            "n": 303,
            "escalation": 0.07920792079207921,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3669724770642202
            },
            "accuracy": 0.5973597359735974,
            "ece_hard": 0.26123499544196843,
            "calibration": 56.41147444420811,
            "p50_s": 2.79284847676754,
            "p95_s": 5.116016503274441,
            "cost_usd_per_1000": 0.004660917973819853,
            "axes": {
              "intelligence": 62.26259896946086,
              "calibration": 56.41147444420811,
              "speed": 68.45020689119092,
              "cost": 79.94585620078581
            },
            "jevbench_score": 66.2127087049311
          }
        },
        {
          "threshold": 0.36,
          "public": {
            "n": 231,
            "escalation": 0.08658008658008658,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.26132522598583663,
            "calibration": 58.54997740141634,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.87819176465273,
            "cost_usd_per_1000": 0.004826383335765358,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 58.54997740141634,
              "speed": 72.45148922984038,
              "cost": 79.49134561581697
            },
            "jevbench_score": 65.19890267696223
          },
          "heldout": {
            "n": 303,
            "escalation": 0.08250825082508251,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3669724770642202
            },
            "accuracy": 0.5973597359735974,
            "ece_hard": 0.2610865065096464,
            "calibration": 56.57301013652551,
            "p50_s": 2.79284847676754,
            "p95_s": 5.116016503274441,
            "cost_usd_per_1000": 0.004734992583528016,
            "axes": {
              "intelligence": 62.26259896946086,
              "calibration": 56.57301013652551,
              "speed": 68.45020689119092,
              "cost": 79.74042090701477
            },
            "jevbench_score": 66.2174504618403
          }
        },
        {
          "threshold": 0.37,
          "public": {
            "n": 231,
            "escalation": 0.11255411255411256,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5411255411255411,
            "ece_hard": 0.24557888942245945,
            "calibration": 60.124611057754066,
            "p50_s": 1.169974410533905,
            "p95_s": 5.172874148190022,
            "cost_usd_per_1000": 0.0054093601342477746,
            "axes": {
              "intelligence": 54.7140890890891,
              "calibration": 60.124611057754066,
              "speed": 72.18091724452356,
              "cost": 78.00562311852376
            },
            "jevbench_score": 65.60318732532508
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0891089108910891,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3669724770642202
            },
            "accuracy": 0.5973597359735974,
            "ece_hard": 0.2672236793666213,
            "calibration": 55.95929285082802,
            "p50_s": 2.79284847676754,
            "p95_s": 5.127418529987335,
            "cost_usd_per_1000": 0.004883141802944339,
            "axes": {
              "intelligence": 62.26259896946086,
              "calibration": 55.95929285082802,
              "speed": 68.44053857326249,
              "cost": 79.33901991795149
            },
            "jevbench_score": 65.95153804886063
          }
        },
        {
          "threshold": 0.38,
          "public": {
            "n": 231,
            "escalation": 0.12554112554112554,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5411255411255411,
            "ece_hard": 0.24655102732618286,
            "calibration": 60.02739726738172,
            "p50_s": 1.2405554592609405,
            "p95_s": 5.271691578626633,
            "cost_usd_per_1000": 0.005700848533488983,
            "axes": {
              "intelligence": 54.7140890890891,
              "calibration": 60.02739726738172,
              "speed": 71.8443382189935,
              "cost": 77.32181492990301
            },
            "jevbench_score": 65.35605335236309
          },
          "heldout": {
            "n": 303,
            "escalation": 0.09900990099009901,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7123287671232876,
              "hard": 0.3761467889908257
            },
            "accuracy": 0.6039603960396039,
            "ece_hard": 0.26920539184748765,
            "calibration": 55.76112160274138,
            "p50_s": 2.8226395934820174,
            "p95_s": 5.149891981482506,
            "cost_usd_per_1000": 0.005105365632068825,
            "axes": {
              "intelligence": 62.72960914917684,
              "calibration": 55.76112160274138,
              "speed": 68.37546451013421,
              "cost": 78.75919448505762
            },
            "jevbench_score": 65.87966914794764
          }
        },
        {
          "threshold": 0.39,
          "public": {
            "n": 231,
            "escalation": 0.14285714285714285,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5454545454545454,
            "ece_hard": 0.24945802487547789,
            "calibration": 59.73669751245222,
            "p50_s": 1.2405554592609405,
            "p95_s": 5.35441863834858,
            "cost_usd_per_1000": 0.00608949973247726,
            "axes": {
              "intelligence": 55.08946446446447,
              "calibration": 59.73669751245222,
              "speed": 71.77671491996624,
              "cost": 76.4625515281503
            },
            "jevbench_score": 65.19068296707567
          },
          "heldout": {
            "n": 303,
            "escalation": 0.11221122112211221,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7191780821917808,
              "hard": 0.3761467889908257
            },
            "accuracy": 0.6072607260726073,
            "ece_hard": 0.27994288152958313,
            "calibration": 54.68737263453184,
            "p50_s": 2.8282473921775817,
            "p95_s": 5.149891981482506,
            "cost_usd_per_1000": 0.005401664070901473,
            "axes": {
              "intelligence": 62.921389971094634,
              "calibration": 54.68737263453184,
              "speed": 68.36684484800057,
              "cost": 78.02417284153711
            },
            "jevbench_score": 65.45457682202584
          }
        },
        {
          "threshold": 0.4,
          "public": {
            "n": 231,
            "escalation": 0.1471861471861472,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5497835497835498,
            "ece_hard": 0.24256611613348253,
            "calibration": 60.42588838665175,
            "p50_s": 1.2405554592609405,
            "p95_s": 5.35441863834858,
            "cost_usd_per_1000": 0.00618666253222433,
            "axes": {
              "intelligence": 55.46483983983985,
              "calibration": 60.42588838665175,
              "speed": 71.77671491996624,
              "cost": 76.25630719205222
            },
            "jevbench_score": 65.44478402312033
          },
          "heldout": {
            "n": 303,
            "escalation": 0.132013201320132,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7191780821917808,
              "hard": 0.3853211009174312
            },
            "accuracy": 0.6105610561056105,
            "ece_hard": 0.2766254474239468,
            "calibration": 54.97062470104822,
            "p50_s": 2.8282473921775817,
            "p95_s": 5.185585963129998,
            "cost_usd_per_1000": 0.0058461117291504425,
            "axes": {
              "intelligence": 63.1966193288928,
              "calibration": 54.97062470104822,
              "speed": 68.33684766552014,
              "cost": 76.99398666376483
            },
            "jevbench_score": 65.3858941262437
          }
        },
        {
          "threshold": 0.41,
          "public": {
            "n": 231,
            "escalation": 0.1645021645021645,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.5627705627705628,
            "ece_hard": 0.22758299368559348,
            "calibration": 61.924200631440655,
            "p50_s": 1.2405554592609405,
            "p95_s": 5.4050926029682165,
            "cost_usd_per_1000": 0.006575313731212607,
            "axes": {
              "intelligence": 56.59096596596597,
              "calibration": 61.924200631440655,
              "speed": 71.7358067682186,
              "cost": 75.46250561906008
            },
            "jevbench_score": 65.99616217313717
          },
          "heldout": {
            "n": 303,
            "escalation": 0.13861386138613863,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7191780821917808,
              "hard": 0.3761467889908257
            },
            "accuracy": 0.6072607260726073,
            "ece_hard": 0.28792285669887485,
            "calibration": 52.408795718719645,
            "p50_s": 2.8427457749843597,
            "p95_s": 5.25048265069723,
            "cost_usd_per_1000": 0.005994260948566766,
            "axes": {
              "intelligence": 62.921389971094634,
              "calibration": 52.408795718719645,
              "speed": 68.26062749495006,
              "cost": 76.66793064423473
            },
            "jevbench_score": 64.45351792035089
          }
        },
        {
          "threshold": 0.42,
          "public": {
            "n": 231,
            "escalation": 0.16883116883116883,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4144144144144144
            },
            "accuracy": 0.5670995670995671,
            "ece_hard": 0.22048911404995875,
            "calibration": 62.63358859500413,
            "p50_s": 1.2405554592609405,
            "p95_s": 5.4050926029682165,
            "cost_usd_per_1000": 0.006672476530959677,
            "axes": {
              "intelligence": 56.96634134134135,
              "calibration": 62.63358859500413,
              "speed": 71.7358067682186,
              "cost": 75.27138835233264
            },
            "jevbench_score": 66.25183081488382
          },
          "heldout": {
            "n": 303,
            "escalation": 0.15841584158415842,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.726027397260274,
              "hard": 0.3944954128440367
            },
            "accuracy": 0.6171617161716172,
            "ece_hard": 0.274314001970879,
            "calibration": 53.769681191519226,
            "p50_s": 2.8427457749843597,
            "p95_s": 5.25048265069723,
            "cost_usd_per_1000": 0.006438708606815738,
            "axes": {
              "intelligence": 63.66362950860878,
              "calibration": 53.769681191519226,
              "speed": 68.26062749495006,
              "cost": 75.73603687287174
            },
            "jevbench_score": 64.85977338283037
          }
        },
        {
          "threshold": 0.43,
          "public": {
            "n": 231,
            "escalation": 0.18614718614718614,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.43243243243243246
            },
            "accuracy": 0.5757575757575758,
            "ece_hard": 0.2133659887631854,
            "calibration": 63.56657896001409,
            "p50_s": 1.2405554592609405,
            "p95_s": 5.4050926029682165,
            "cost_usd_per_1000": 0.007061127729947955,
            "axes": {
              "intelligence": 57.7170920920921,
              "calibration": 63.56657896001409,
              "speed": 71.7358067682186,
              "cost": 74.5337779722087
            },
            "jevbench_score": 66.55115558628785
          },
          "heldout": {
            "n": 303,
            "escalation": 0.19141914191419143,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7397260273972602,
              "hard": 0.3944954128440367
            },
            "accuracy": 0.6237623762376238,
            "ece_hard": 0.283079185313694,
            "calibration": 52.893162857237726,
            "p50_s": 2.8707323759794234,
            "p95_s": 5.310694602131845,
            "cost_usd_per_1000": 0.007179454703897355,
            "axes": {
              "intelligence": 64.0471911524444,
              "calibration": 52.893162857237726,
              "speed": 68.16855965207009,
              "cost": 74.3172562051055
            },
            "jevbench_score": 64.36404837787786
          }
        },
        {
          "threshold": 0.44,
          "public": {
            "n": 231,
            "escalation": 0.19913419913419914,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.5800865800865801,
            "ece_hard": 0.2049388361404157,
            "calibration": 66.16482044313587,
            "p50_s": 1.2405554592609405,
            "p95_s": 5.4050926029682165,
            "cost_usd_per_1000": 0.007352616129189162,
            "axes": {
              "intelligence": 58.09246746746747,
              "calibration": 66.16482044313587,
              "speed": 71.7358067682186,
              "cost": 74.0067432220994
            },
            "jevbench_score": 67.21072193879486
          },
          "heldout": {
            "n": 303,
            "escalation": 0.20132013201320131,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7397260273972602,
              "hard": 0.3944954128440367
            },
            "accuracy": 0.6237623762376238,
            "ece_hard": 0.283079185313694,
            "calibration": 52.893162857237726,
            "p50_s": 2.8707323759794234,
            "p95_s": 5.310694602131845,
            "cost_usd_per_1000": 0.00740167853302184,
            "axes": {
              "intelligence": 64.0471911524444,
              "calibration": 52.893162857237726,
              "speed": 68.16855965207009,
              "cost": 73.92009342848279
            },
            "jevbench_score": 64.27788267594055
          }
        },
        {
          "threshold": 0.45,
          "public": {
            "n": 231,
            "escalation": 0.21212121212121213,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.5887445887445888,
            "ece_hard": 0.19691741943324684,
            "calibration": 66.96696211385276,
            "p50_s": 1.2405554592609405,
            "p95_s": 5.4050926029682165,
            "cost_usd_per_1000": 0.007644104528430371,
            "axes": {
              "intelligence": 58.84321821821823,
              "calibration": 66.96696211385276,
              "speed": 71.7358067682186,
              "cost": 73.50020148599062
            },
            "jevbench_score": 67.51423994562484
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2145214521452145,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7465753424657534,
              "hard": 0.3944954128440367
            },
            "accuracy": 0.6270627062706271,
            "ece_hard": 0.28334489596890167,
            "calibration": 52.86659179171696,
            "p50_s": 2.9026939451694487,
            "p95_s": 5.310694602131845,
            "cost_usd_per_1000": 0.007697976971854488,
            "axes": {
              "intelligence": 64.23897197436219,
              "calibration": 52.86659179171696,
              "speed": 68.12047425472045,
              "cost": 73.40870177234605
            },
            "jevbench_score": 64.19501068607799
          }
        },
        {
          "threshold": 0.46,
          "public": {
            "n": 231,
            "escalation": 0.22510822510822512,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.5974025974025974,
            "ece_hard": 0.18217999028817924,
            "calibration": 68.44070502835952,
            "p50_s": 1.3233075231313705,
            "p95_s": 5.457395336031914,
            "cost_usd_per_1000": 0.007935592927671578,
            "axes": {
              "intelligence": 59.59396896896897,
              "calibration": 68.44070502835952,
              "speed": 71.41353803089638,
              "cost": 73.01261854895407
            },
            "jevbench_score": 67.90844952586104
          },
          "heldout": {
            "n": 303,
            "escalation": 0.21782178217821782,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7465753424657534,
              "hard": 0.3944954128440367
            },
            "accuracy": 0.6270627062706271,
            "ece_hard": 0.28341771011537686,
            "calibration": 52.7774257250435,
            "p50_s": 2.9026939451694487,
            "p95_s": 5.310694602131845,
            "cost_usd_per_1000": 0.007772051581562651,
            "axes": {
              "intelligence": 64.23897197436219,
              "calibration": 52.7774257250435,
              "speed": 68.12047425472045,
              "cost": 73.28392977209423
            },
            "jevbench_score": 64.1406415525424
          }
        },
        {
          "threshold": 0.47,
          "public": {
            "n": 231,
            "escalation": 0.24242424242424243,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.5930735930735931,
            "ece_hard": 0.19477099718951846,
            "calibration": 66.86193488068562,
            "p50_s": 1.3233075231313705,
            "p95_s": 5.478691536188126,
            "cost_usd_per_1000": 0.008324244126659856,
            "axes": {
              "intelligence": 59.2185935935936,
              "calibration": 66.86193488068562,
              "speed": 71.39662369213465,
              "cost": 72.38965574915144
            },
            "jevbench_score": 67.25859700389262
          },
          "heldout": {
            "n": 303,
            "escalation": 0.23432343234323433,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7671232876712328,
              "hard": 0.4036697247706422
            },
            "accuracy": 0.6402640264026402,
            "ece_hard": 0.2791242405837679,
            "calibration": 53.2067726782044,
            "p50_s": 2.984680587053299,
            "p95_s": 5.310694602131845,
            "cost_usd_per_1000": 0.00814242463010346,
            "axes": {
              "intelligence": 65.08954379791379,
              "calibration": 53.2067726782044,
              "speed": 67.99950811630167,
              "cost": 72.67738758300933
            },
            "jevbench_score": 64.31996597255379
          }
        },
        {
          "threshold": 0.48,
          "public": {
            "n": 231,
            "escalation": 0.2510822510822511,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.5887445887445888,
            "ece_hard": 0.20480971488012037,
            "calibration": 64.8805665576068,
            "p50_s": 1.3951993823051452,
            "p95_s": 5.478691536188126,
            "cost_usd_per_1000": 0.008518569726153995,
            "axes": {
              "intelligence": 58.84321821821823,
              "calibration": 64.8805665576068,
              "speed": 71.16686875410838,
              "cost": 72.08899952383919
            },
            "jevbench_score": 66.5257036243004
          },
          "heldout": {
            "n": 303,
            "escalation": 0.264026402640264,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7808219178082192,
              "hard": 0.42201834862385323
            },
            "accuracy": 0.6534653465346535,
            "ece_hard": 0.26963365312156146,
            "calibration": 54.155831424425045,
            "p50_s": 3.0486501187086104,
            "p95_s": 5.33113528341055,
            "cost_usd_per_1000": 0.008809096117476916,
            "axes": {
              "intelligence": 66.02356415734573,
              "calibration": 54.155831424425045,
              "speed": 67.89072711638636,
              "cost": 71.65205953991142
            },
            "jevbench_score": 64.57967168102512
          }
        },
        {
          "threshold": 0.49,
          "public": {
            "n": 231,
            "escalation": 0.2554112554112554,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.5887445887445888,
            "ece_hard": 0.20499699113329045,
            "calibration": 64.86183893228979,
            "p50_s": 1.3951993823051452,
            "p95_s": 5.478691536188126,
            "cost_usd_per_1000": 0.008615732525901065,
            "axes": {
              "intelligence": 58.84321821821823,
              "calibration": 64.86183893228979,
              "speed": 71.16686875410838,
              "cost": 71.94123376319753
            },
            "jevbench_score": 66.48678813567166
          },
          "heldout": {
            "n": 303,
            "escalation": 0.26732673267326734,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7808219178082192,
              "hard": 0.42201834862385323
            },
            "accuracy": 0.6534653465346535,
            "ece_hard": 0.27884455495962407,
            "calibration": 53.23474124061878,
            "p50_s": 3.0486501187086104,
            "p95_s": 5.33113528341055,
            "cost_usd_per_1000": 0.008883170727185079,
            "axes": {
              "intelligence": 66.02356415734573,
              "calibration": 53.23474124061878,
              "speed": 67.89072711638636,
              "cost": 71.54295973091597
            },
            "jevbench_score": 64.2788160489502
          }
        },
        {
          "threshold": 0.5,
          "public": {
            "n": 231,
            "escalation": 0.26406926406926406,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5555555555555556,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.5930735930735931,
            "ece_hard": 0.2049991404636437,
            "calibration": 64.86162399925446,
            "p50_s": 1.4165491938591004,
            "p95_s": 5.478691536188126,
            "cost_usd_per_1000": 0.008810058125395204,
            "axes": {
              "intelligence": 59.38334167500835,
              "calibration": 64.86162399925446,
              "speed": 71.10091489446404,
              "cost": 71.6506367880865
            },
            "jevbench_score": 66.55595565538599
          },
          "heldout": {
            "n": 303,
            "escalation": 0.27722772277227725,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7808219178082192,
              "hard": 0.41284403669724773
            },
            "accuracy": 0.6501650165016502,
            "ece_hard": 0.2813784142434357,
            "calibration": 52.98135531223762,
            "p50_s": 3.0486501187086104,
            "p95_s": 5.347061344981194,
            "cost_usd_per_1000": 0.009105394556309564,
            "axes": {
              "intelligence": 65.74833479954758,
              "calibration": 52.98135531223762,
              "speed": 67.87777248363737,
              "cost": 71.22103691644934
            },
            "jevbench_score": 64.05985096908633
          }
        },
        {
          "threshold": 0.51,
          "public": {
            "n": 231,
            "escalation": 0.2813852813852814,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5972222222222222,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6060606060606061,
            "ece_hard": 0.20945145035029755,
            "calibration": 64.41639301058908,
            "p50_s": 1.4668009370565414,
            "p95_s": 5.478691536188126,
            "cost_usd_per_1000": 0.009198709324383481,
            "axes": {
              "intelligence": 61.00371204537873,
              "calibration": 64.41639301058908,
              "speed": 70.94951971989778,
              "cost": 71.08819313383128
            },
            "jevbench_score": 66.72289789967354
          },
          "heldout": {
            "n": 303,
            "escalation": 0.29042904290429045,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7808219178082192,
              "hard": 0.4036697247706422
            },
            "accuracy": 0.6468646864686468,
            "ece_hard": 0.2929336941834413,
            "calibration": 51.78445121878859,
            "p50_s": 3.0606545895338058,
            "p95_s": 5.347061344981194,
            "cost_usd_per_1000": 0.009401692995142211,
            "axes": {
              "intelligence": 65.47310544174941,
              "calibration": 51.78445121878859,
              "speed": 67.86070513343526,
              "cost": 70.80381803378376
            },
            "jevbench_score": 63.53080246090112
          }
        },
        {
          "threshold": 0.52,
          "public": {
            "n": 231,
            "escalation": 0.2943722943722944,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5972222222222222,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6060606060606061,
            "ece_hard": 0.21143305916678407,
            "calibration": 64.21823212894043,
            "p50_s": 1.4749168187379837,
            "p95_s": 5.478691536188126,
            "cost_usd_per_1000": 0.00949019772362469,
            "axes": {
              "intelligence": 61.00371204537873,
              "calibration": 64.21823212894043,
              "speed": 70.92555622737156,
              "cost": 70.68174217496434
            },
            "jevbench_score": 66.57039762468452
          },
          "heldout": {
            "n": 303,
            "escalation": 0.32673267326732675,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7945205479452054,
              "hard": 0.4036697247706422
            },
            "accuracy": 0.6534653465346535,
            "ece_hard": 0.2962278568165826,
            "calibration": 51.45503495547446,
            "p50_s": 3.0606545895338058,
            "p95_s": 5.352626000344754,
            "cost_usd_per_1000": 0.01021651370193199,
            "axes": {
              "intelligence": 65.85666708558502,
              "calibration": 51.45503495547446,
              "speed": 67.85618780641815,
              "cost": 69.72091834614858
            },
            "jevbench_score": 63.27687827434011
          }
        },
        {
          "threshold": 0.53,
          "public": {
            "n": 231,
            "escalation": 0.30735930735930733,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.6147186147186147,
            "ece_hard": 0.2071850458798299,
            "calibration": 64.64303345763584,
            "p50_s": 1.4749168187379837,
            "p95_s": 5.478691536188126,
            "cost_usd_per_1000": 0.009781686122865898,
            "axes": {
              "intelligence": 61.91921087754421,
              "calibration": 64.64303345763584,
              "speed": 70.92555622737156,
              "cost": 70.2875883111578
            },
            "jevbench_score": 66.83548953583913
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3465346534653465,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.8082191780821918,
              "hard": 0.41284403669724773
            },
            "accuracy": 0.6633663366336634,
            "ece_hard": 0.2890332299362947,
            "calibration": 52.17449764350325,
            "p50_s": 3.0606545895338058,
            "p95_s": 5.388026666045189,
            "cost_usd_per_1000": 0.010660961360180961,
            "axes": {
              "intelligence": 66.5154580872188,
              "calibration": 52.17449764350325,
              "speed": 67.82755943546307,
              "cost": 69.16610892139497
            },
            "jevbench_score": 63.52140556765892
          }
        },
        {
          "threshold": 0.54,
          "public": {
            "n": 231,
            "escalation": 0.3246753246753247,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.6190476190476191,
            "ece_hard": 0.20429097506149393,
            "calibration": 64.93244053946944,
            "p50_s": 1.4749168187379837,
            "p95_s": 5.478691536188126,
            "cost_usd_per_1000": 0.010170337321854175,
            "axes": {
              "intelligence": 62.2945862529196,
              "calibration": 64.93244053946944,
              "speed": 70.92555622737156,
              "cost": 69.7799392748828
            },
            "jevbench_score": 66.89002256168823
          },
          "heldout": {
            "n": 303,
            "escalation": 0.36303630363036304,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.8082191780821918,
              "hard": 0.43119266055045874
            },
            "accuracy": 0.66996699669967,
            "ece_hard": 0.27188478357518725,
            "calibration": 53.889342279614,
            "p50_s": 3.0606545895338058,
            "p95_s": 5.405680187940597,
            "cost_usd_per_1000": 0.01103133440872177,
            "axes": {
              "intelligence": 67.06591680281512,
              "calibration": 53.889342279614,
              "speed": 67.81335331686957,
              "cost": 68.72115849454107
            },
            "jevbench_score": 64.06231231546542
          }
        },
        {
          "threshold": 0.55,
          "public": {
            "n": 231,
            "escalation": 0.3463203463203463,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6111111111111112,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.6233766233766234,
            "ece_hard": 0.20483583747014453,
            "calibration": 64.84495429860436,
            "p50_s": 1.4749168187379837,
            "p95_s": 5.478691536188126,
            "cost_usd_per_1000": 0.010656151320589521,
            "axes": {
              "intelligence": 62.699678845512175,
              "calibration": 64.84495429860436,
              "speed": 70.92555622737156,
              "cost": 69.17198863048795
            },
            "jevbench_score": 66.82956421461556
          },
          "heldout": {
            "n": 303,
            "escalation": 0.37293729372937295,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.8082191780821918,
              "hard": 0.44036697247706424
            },
            "accuracy": 0.6732673267326733,
            "ece_hard": 0.2658661580005569,
            "calibration": 54.491204837077035,
            "p50_s": 3.0606545895338058,
            "p95_s": 5.452450767159462,
            "cost_usd_per_1000": 0.011253558237846257,
            "axes": {
              "intelligence": 67.34114616061329,
              "calibration": 54.491204837077035,
              "speed": 67.77593927170997,
              "cost": 68.46130411663182
            },
            "jevbench_score": 64.23650545918048
          }
        },
        {
          "threshold": 0.56,
          "public": {
            "n": 231,
            "escalation": 0.354978354978355,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.625,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.6277056277056277,
            "ece_hard": 0.20483583747014453,
            "calibration": 64.84495429860436,
            "p50_s": 1.4921533554792403,
            "p95_s": 5.478691536188126,
            "cost_usd_per_1000": 0.010850476920083662,
            "axes": {
              "intelligence": 63.23980230230231,
              "calibration": 64.84495429860436,
              "speed": 70.8750969084825,
              "cost": 68.93653517462401
            },
            "jevbench_score": 66.90405677647952
          },
          "heldout": {
            "n": 303,
            "escalation": 0.39933993399339934,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.815068493150685,
              "hard": 0.44036697247706424
            },
            "accuracy": 0.6765676567656765,
            "ece_hard": 0.2710408531441605,
            "calibration": 53.97373532271667,
            "p50_s": 3.0677541375160216,
            "p95_s": 5.469749297201634,
            "cost_usd_per_1000": 0.01184615511551155,
            "axes": {
              "intelligence": 67.53292698253111,
              "calibration": 53.97373532271667,
              "speed": 67.75212028328474,
              "cost": 67.79267754802513
            },
            "jevbench_score": 63.96625595954925
          }
        },
        {
          "threshold": 0.57,
          "public": {
            "n": 231,
            "escalation": 0.36363636363636365,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6388888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.6277056277056277,
            "ece_hard": 0.21307628657381836,
            "calibration": 63.4113465618905,
            "p50_s": 1.5156939208507538,
            "p95_s": 5.478691536188126,
            "cost_usd_per_1000": 0.0110448025195778,
            "axes": {
              "intelligence": 63.40455038371705,
              "calibration": 63.4113465618905,
              "speed": 70.80711641979104,
              "cost": 68.70526134649086
            },
            "jevbench_score": 66.50259263350071
          },
          "heldout": {
            "n": 303,
            "escalation": 0.40924092409240925,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.821917808219178,
              "hard": 0.44036697247706424
            },
            "accuracy": 0.6798679867986799,
            "ece_hard": 0.2698603915348144,
            "calibration": 54.09178148365128,
            "p50_s": 3.0780361533164977,
            "p95_s": 5.469749297201634,
            "cost_usd_per_1000": 0.012068378944636037,
            "axes": {
              "intelligence": 67.72470780444891,
              "calibration": 54.09178148365128,
              "speed": 67.73758862281503,
              "cost": 67.55053184574535
            },
            "jevbench_score": 63.98589256188605
          }
        },
        {
          "threshold": 0.58,
          "public": {
            "n": 231,
            "escalation": 0.36796536796536794,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6388888888888888,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.6320346320346321,
            "ece_hard": 0.20448063932262944,
            "calibration": 64.27091128700938,
            "p50_s": 1.5156939208507538,
            "p95_s": 5.481852474808694,
            "cost_usd_per_1000": 0.011141965319324869,
            "axes": {
              "intelligence": 63.77992575909242,
              "calibration": 64.27091128700938,
              "speed": 70.80461147434814,
              "cost": 68.59114593001101
            },
            "jevbench_score": 66.79700917115322
          },
          "heldout": {
            "n": 303,
            "escalation": 0.42244224422442245,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.8287671232876712,
              "hard": 0.44954128440366975
            },
            "accuracy": 0.6864686468646864,
            "ece_hard": 0.2608848557545765,
            "calibration": 54.98933506167507,
            "p50_s": 3.0780361533164977,
            "p95_s": 5.469749297201634,
            "cost_usd_per_1000": 0.012364677383468683,
            "axes": {
              "intelligence": 68.1917179841649,
              "calibration": 54.98933506167507,
              "speed": 67.73758862281503,
              "cost": 67.23451632022207
            },
            "jevbench_score": 64.28476036538238
          }
        },
        {
          "threshold": 0.59,
          "public": {
            "n": 231,
            "escalation": 0.37662337662337664,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6388888888888888,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.6320346320346321,
            "ece_hard": 0.20674175226950725,
            "calibration": 64.0447999923216,
            "p50_s": 1.5156939208507538,
            "p95_s": 5.481852474808694,
            "cost_usd_per_1000": 0.01133629091881901,
            "axes": {
              "intelligence": 63.77992575909242,
              "calibration": 64.0447999923216,
              "speed": 70.80461147434814,
              "cost": 68.36587052462292
            },
            "jevbench_score": 66.68331687822464
          },
          "heldout": {
            "n": 303,
            "escalation": 0.43564356435643564,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.8287671232876712,
              "hard": 0.44036697247706424
            },
            "accuracy": 0.6831683168316832,
            "ece_hard": 0.2737136284260401,
            "calibration": 53.70645779452872,
            "p50_s": 3.0828032076358793,
            "p95_s": 5.489500077068806,
            "cost_usd_per_1000": 0.01266097582230133,
            "axes": {
              "intelligence": 67.91648862636673,
              "calibration": 53.70645779452872,
              "speed": 67.71521402290799,
              "cost": 66.92598461650596
            },
            "jevbench_score": 63.76328593261288
          }
        },
        {
          "threshold": 0.6,
          "public": {
            "n": 231,
            "escalation": 0.3939393939393939,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.6406926406926406,
            "ece_hard": 0.21045285712426504,
            "calibration": 63.673689506845825,
            "p50_s": 1.5156939208507538,
            "p95_s": 5.481852474808694,
            "cost_usd_per_1000": 0.011724942117807285,
            "axes": {
              "intelligence": 64.86017267267268,
              "calibration": 63.673689506845825,
              "speed": 70.80461147434814,
              "cost": 67.92667877730905
            },
            "jevbench_score": 66.75902881910628
          },
          "heldout": {
            "n": 303,
            "escalation": 0.44224422442244227,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.8287671232876712,
              "hard": 0.44954128440366975
            },
            "accuracy": 0.6864686468646864,
            "ece_hard": 0.26810039122702894,
            "calibration": 54.26778151442983,
            "p50_s": 3.0828032076358793,
            "p95_s": 5.489500077068806,
            "cost_usd_per_1000": 0.012809125041717655,
            "axes": {
              "intelligence": 68.1917179841649,
              "calibration": 54.26778151442983,
              "speed": 67.71521402290799,
              "cost": 66.77441604333077
            },
            "jevbench_score": 63.95765227233058
          }
        },
        {
          "threshold": 0.61,
          "public": {
            "n": 231,
            "escalation": 0.4199134199134199,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.6493506493506493,
            "ece_hard": 0.19626142021982126,
            "calibration": 67.63133136454401,
            "p50_s": 1.5305662184953688,
            "p95_s": 5.481852474808694,
            "cost_usd_per_1000": 0.012307918916289701,
            "axes": {
              "intelligence": 65.61092342342343,
              "calibration": 67.63133136454401,
              "speed": 70.76220532501881,
              "cost": 67.29446120550618
            },
            "jevbench_score": 67.79945325573988
          },
          "heldout": {
            "n": 303,
            "escalation": 0.46534653465346537,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.8356164383561644,
              "hard": 0.44036697247706424
            },
            "accuracy": 0.6864686468646864,
            "ece_hard": 0.27950638023591245,
            "calibration": 53.12718261354148,
            "p50_s": 3.0828032076358793,
            "p95_s": 5.489500077068806,
            "cost_usd_per_1000": 0.013327647309674787,
            "axes": {
              "intelligence": 68.10826944828453,
              "calibration": 53.12718261354148,
              "speed": 67.71521402290799,
              "cost": 66.2573952563796
            },
            "jevbench_score": 63.47596489338959
          }
        },
        {
          "threshold": 0.62,
          "public": {
            "n": 231,
            "escalation": 0.44155844155844154,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.18692542894170683,
            "calibration": 68.56493049235546,
            "p50_s": 1.5305662184953688,
            "p95_s": 5.485127615928651,
            "cost_usd_per_1000": 0.01279373291502505,
            "axes": {
              "intelligence": 66.36167417417417,
              "calibration": 68.56493049235546,
              "speed": 70.75961140080929,
              "cost": 66.79008159872463
            },
            "jevbench_score": 68.09719085959455
          },
          "heldout": {
            "n": 303,
            "escalation": 0.4752475247524752,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.8356164383561644,
              "hard": 0.43119266055045874
            },
            "accuracy": 0.6864686468646864,
            "ece_hard": 0.28929609307238396,
            "calibration": 52.14821132989432,
            "p50_s": 3.0828032076358793,
            "p95_s": 5.489500077068806,
            "cost_usd_per_1000": 0.013549871138799272,
            "axes": {
              "intelligence": 68.99970675715304,
              "calibration": 52.14821132989432,
              "speed": 67.71521402290799,
              "cost": 66.0419450491659
            },
            "jevbench_score": 63.33564434505317
          }
        },
        {
          "threshold": 0.63,
          "public": {
            "n": 231,
            "escalation": 0.44155844155844154,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.18692542894170683,
            "calibration": 68.56493049235546,
            "p50_s": 1.5305662184953688,
            "p95_s": 5.485127615928651,
            "cost_usd_per_1000": 0.01279373291502505,
            "axes": {
              "intelligence": 66.36167417417417,
              "calibration": 68.56493049235546,
              "speed": 70.75961140080929,
              "cost": 66.79008159872463
            },
            "jevbench_score": 68.09719085959455
          },
          "heldout": {
            "n": 303,
            "escalation": 0.49504950495049505,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.75,
              "judge": 0.8356164383561644,
              "hard": 0.43119266055045874
            },
            "accuracy": 0.6897689768976898,
            "ece_hard": 0.2884066900324542,
            "calibration": 52.237151633887294,
            "p50_s": 3.099529358744621,
            "p95_s": 5.489500077068806,
            "cost_usd_per_1000": 0.013994318797048244,
            "axes": {
              "intelligence": 70.1663734238197,
              "calibration": 52.237151633887294,
              "speed": 67.69171450140712,
              "cost": 65.62144710646676
            },
            "jevbench_score": 63.52175068869053
          }
        },
        {
          "threshold": 0.64,
          "public": {
            "n": 231,
            "escalation": 0.4588744588744589,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.18642571151424603,
            "calibration": 68.61490223510154,
            "p50_s": 1.5305662184953688,
            "p95_s": 5.485127615928651,
            "cost_usd_per_1000": 0.013182384114013327,
            "axes": {
              "intelligence": 66.36167417417417,
              "calibration": 68.61490223510154,
              "speed": 70.75961140080929,
              "cost": 66.40018113552725
            },
            "jevbench_score": 68.009975987614
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5148514851485149,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.75,
              "judge": 0.8424657534246576,
              "hard": 0.44036697247706424
            },
            "accuracy": 0.6963696369636964,
            "ece_hard": 0.2831831337591945,
            "calibration": 52.75950726121327,
            "p50_s": 3.1100841641426085,
            "p95_s": 5.489500077068806,
            "cost_usd_per_1000": 0.014438766455297215,
            "axes": {
              "intelligence": 70.63338360353568,
              "calibration": 52.75950726121327,
              "speed": 67.67695062555703,
              "cost": 65.21409724566672
            },
            "jevbench_score": 63.68296167003443
          }
        },
        {
          "threshold": 0.65,
          "public": {
            "n": 231,
            "escalation": 0.48917748917748916,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6805555555555556,
              "hard": 0.5225225225225225
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.1823497348656534,
            "calibration": 69.0224998999608,
            "p50_s": 1.5306500375270844,
            "p95_s": 5.485127615928651,
            "cost_usd_per_1000": 0.013862523712242811,
            "axes": {
              "intelligence": 67.27717300633968,
              "calibration": 69.0224998999608,
              "speed": 70.7593735728356,
              "cost": 65.74473093907092
            },
            "jevbench_score": 68.17510848212405
          },
          "heldout": {
            "n": 303,
            "escalation": 0.528052805280528,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.8561643835616438,
              "hard": 0.44954128440366975
            },
            "accuracy": 0.7095709570957096,
            "ece_hard": 0.27220310366646006,
            "calibration": 53.85751027048671,
            "p50_s": 3.1100841641426085,
            "p95_s": 5.489500077068806,
            "cost_usd_per_1000": 0.014735064894129861,
            "axes": {
              "intelligence": 71.8755079385028,
              "calibration": 53.85751027048671,
              "speed": 67.67695062555703,
              "cost": 64.94943841450899
            },
            "jevbench_score": 64.22599564955651
          }
        },
        {
          "threshold": 0.66,
          "public": {
            "n": 231,
            "escalation": 0.5151515151515151,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.7083333333333334,
              "hard": 0.5045045045045045
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.2057161854848164,
            "calibration": 65.01427990370635,
            "p50_s": 1.5375520616769789,
            "p95_s": 5.485127615928651,
            "cost_usd_per_1000": 0.01444550051072523,
            "axes": {
              "intelligence": 67.60666916916918,
              "calibration": 65.01427990370635,
              "speed": 70.73983433805535,
              "cost": 65.20802218098952
            },
            "jevbench_score": 67.10283064126122
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5478547854785478,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.8698630136986302,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7194719471947195,
            "ece_hard": 0.2622838588125359,
            "calibration": 54.84943475587913,
            "p50_s": 3.1124935925006865,
            "p95_s": 5.489500077068806,
            "cost_usd_per_1000": 0.015179512552378831,
            "axes": {
              "intelligence": 72.5342989401366,
              "calibration": 54.84943475587913,
              "speed": 67.67358738436126,
              "cost": 64.56226523110362
            },
            "jevbench_score": 64.56964270275284
          }
        },
        {
          "threshold": 0.67,
          "public": {
            "n": 231,
            "escalation": 0.5194805194805194,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.7083333333333334,
              "hard": 0.5045045045045045
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.21423051638609364,
            "calibration": 64.16284681357862,
            "p50_s": 1.5375520616769789,
            "p95_s": 5.485127615928651,
            "cost_usd_per_1000": 0.014542663310472298,
            "axes": {
              "intelligence": 67.60666916916918,
              "calibration": 64.16284681357862,
              "speed": 70.73983433805535,
              "cost": 65.12068151451348
            },
            "jevbench_score": 66.85964017319392
          },
          "heldout": {
            "n": 303,
            "escalation": 0.570957095709571,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.8698630136986302,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7260726072607261,
            "ece_hard": 0.2465578152706393,
            "calibration": 56.422039110068795,
            "p50_s": 3.1124935925006865,
            "p95_s": 5.489500077068806,
            "cost_usd_per_1000": 0.015698034820335965,
            "axes": {
              "intelligence": 73.08475765573291,
              "calibration": 56.422039110068795,
              "speed": 67.67358738436126,
              "cost": 64.12464135785612
            },
            "jevbench_score": 65.03991039718211
          }
        },
        {
          "threshold": 0.68,
          "public": {
            "n": 231,
            "escalation": 0.5238095238095238,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.7083333333333334,
              "hard": 0.5045045045045045
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.21423051638609364,
            "calibration": 64.16284681357862,
            "p50_s": 1.5375520616769789,
            "p95_s": 5.485127615928651,
            "cost_usd_per_1000": 0.014639826110219368,
            "axes": {
              "intelligence": 67.60666916916918,
              "calibration": 64.16284681357862,
              "speed": 70.73983433805535,
              "cost": 65.03392245205973
            },
            "jevbench_score": 66.83736007773099
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5907590759075908,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7260726072607261,
            "ece_hard": 0.25444332232836075,
            "calibration": 56.74056373106332,
            "p50_s": 3.1520356118679045,
            "p95_s": 5.6008212968707065,
            "cost_usd_per_1000": 0.016142482478584935,
            "axes": {
              "intelligence": 73.00130911985254,
              "calibration": 56.74056373106332,
              "speed": 67.5315716844011,
              "cost": 63.76089028944719
            },
            "jevbench_score": 64.98623565888123
          }
        },
        {
          "threshold": 0.69,
          "public": {
            "n": 231,
            "escalation": 0.5238095238095238,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.7083333333333334,
              "hard": 0.5045045045045045
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.21423051638609364,
            "calibration": 64.16284681357862,
            "p50_s": 1.5375520616769789,
            "p95_s": 5.485127615928651,
            "cost_usd_per_1000": 0.014639826110219368,
            "axes": {
              "intelligence": 67.60666916916918,
              "calibration": 64.16284681357862,
              "speed": 70.73983433805535,
              "cost": 65.03392245205973
            },
            "jevbench_score": 66.83736007773099
          },
          "heldout": {
            "n": 303,
            "escalation": 0.594059405940594,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.8835616438356164,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7293729372937293,
            "ece_hard": 0.25444332232836075,
            "calibration": 56.74056373106332,
            "p50_s": 3.1520356118679045,
            "p95_s": 5.6008212968707065,
            "cost_usd_per_1000": 0.016216557088293098,
            "axes": {
              "intelligence": 73.19308994177037,
              "calibration": 56.74056373106332,
              "speed": 67.5315716844011,
              "cost": 63.70124034148421
            },
            "jevbench_score": 65.01366042275629
          }
        },
        {
          "threshold": 0.7,
          "public": {
            "n": 231,
            "escalation": 0.5367965367965368,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.7222222222222222,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.22019166746040578,
            "calibration": 63.56673170614742,
            "p50_s": 1.5375520616769789,
            "p95_s": 5.485127615928651,
            "cost_usd_per_1000": 0.014931314509460577,
            "axes": {
              "intelligence": 68.52216800133468,
              "calibration": 63.56673170614742,
              "speed": 70.73983433805535,
              "cost": 64.77705869710073
            },
            "jevbench_score": 66.84001830955357
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6105610561056105,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.8972602739726028,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7392739273927392,
            "ece_hard": 0.24344342821333326,
            "calibration": 57.840553142566066,
            "p50_s": 3.1520356118679045,
            "p95_s": 5.6008212968707065,
            "cost_usd_per_1000": 0.016586930136833905,
            "axes": {
              "intelligence": 73.85188094340414,
              "calibration": 57.840553142566066,
              "speed": 67.5315716844011,
              "cost": 63.407019536810566
            },
            "jevbench_score": 65.39725941247197
          }
        },
        {
          "threshold": 0.71,
          "public": {
            "n": 231,
            "escalation": 0.5454545454545454,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.7222222222222222,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.22019166746040578,
            "calibration": 63.56673170614742,
            "p50_s": 1.5436184436082838,
            "p95_s": 5.485127615928651,
            "cost_usd_per_1000": 0.015125640108954714,
            "axes": {
              "intelligence": 68.52216800133468,
              "calibration": 63.56673170614742,
              "speed": 70.72273304750607,
              "cost": 64.60858711533035
            },
            "jevbench_score": 66.79247926713303
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6303630363036303,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.910958904109589,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.7524752475247525,
            "ece_hard": 0.2299158572888604,
            "calibration": 59.19331023501335,
            "p50_s": 3.1520356118679045,
            "p95_s": 5.6008212968707065,
            "cost_usd_per_1000": 0.017031377795082875,
            "axes": {
              "intelligence": 74.7859013028361,
              "calibration": 59.19331023501335,
              "speed": 67.5315716844011,
              "cost": 63.06250651896499
            },
            "jevbench_score": 65.89350533656707
          }
        },
        {
          "threshold": 0.72,
          "public": {
            "n": 231,
            "escalation": 0.5497835497835498,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.7222222222222222,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.2215289265577226,
            "calibration": 63.43300579641574,
            "p50_s": 1.5436184436082838,
            "p95_s": 5.485127615928651,
            "cost_usd_per_1000": 0.015222802908701785,
            "axes": {
              "intelligence": 68.52216800133468,
              "calibration": 63.43300579641574,
              "speed": 70.72273304750607,
              "cost": 64.52516126328015
            },
            "jevbench_score": 66.73576298996257
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6501650165016502,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.910958904109589,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.7557755775577558,
            "ece_hard": 0.2227415423546794,
            "calibration": 59.910741728431454,
            "p50_s": 3.1520356118679045,
            "p95_s": 5.6008212968707065,
            "cost_usd_per_1000": 0.017475825453331848,
            "axes": {
              "intelligence": 75.06113066063426,
              "calibration": 59.910741728431454,
              "speed": 67.5315716844011,
              "cost": 62.726869048823794
            },
            "jevbench_score": 66.064791181878
          }
        },
        {
          "threshold": 0.73,
          "public": {
            "n": 231,
            "escalation": 0.5584415584415584,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.6796536796536796,
            "ece_hard": 0.2215289265577226,
            "calibration": 63.43300579641574,
            "p50_s": 1.550479757785797,
            "p95_s": 5.485127615928651,
            "cost_usd_per_1000": 0.015417128508195922,
            "axes": {
              "intelligence": 68.92726059392727,
              "calibration": 63.43300579641574,
              "speed": 70.70347163059931,
              "cost": 64.35989522663337
            },
            "jevbench_score": 66.78679367306376
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6666666666666666,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9246575342465754,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.7656765676567657,
            "ece_hard": 0.2227415423546794,
            "calibration": 59.910741728431454,
            "p50_s": 3.1520356118679045,
            "p95_s": 5.6008212968707065,
            "cost_usd_per_1000": 0.017846198501872655,
            "axes": {
              "intelligence": 76.0280256378032,
              "calibration": 59.910741728431454,
              "speed": 67.5315716844011,
              "cost": 62.45362842098621
            },
            "jevbench_score": 66.20422947020249
          }
        },
        {
          "threshold": 0.74,
          "public": {
            "n": 231,
            "escalation": 0.5627705627705628,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.2215289265577226,
            "calibration": 63.43300579641574,
            "p50_s": 1.550479757785797,
            "p95_s": 5.485127615928651,
            "cost_usd_per_1000": 0.015514291307942994,
            "axes": {
              "intelligence": 69.46738405071738,
              "calibration": 63.43300579641574,
              "speed": 70.70347163059931,
              "cost": 64.27804174531292
            },
            "jevbench_score": 66.89596192289648
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6897689768976898,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9315068493150684,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.768976897689769,
            "ece_hard": 0.2222064033779242,
            "calibration": 59.964255626106976,
            "p50_s": 3.1520356118679045,
            "p95_s": 5.613359278440476,
            "cost_usd_per_1000": 0.01836472076982979,
            "axes": {
              "intelligence": 76.21980645972101,
              "calibration": 59.964255626106976,
              "speed": 67.52186044702219,
              "cost": 62.080470117645056
            },
            "jevbench_score": 66.15915069335716
          }
        },
        {
          "threshold": 0.75,
          "public": {
            "n": 231,
            "escalation": 0.5844155844155844,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.5225225225225225
            },
            "accuracy": 0.6926406926406926,
            "ece_hard": 0.21320076868559326,
            "calibration": 64.26582158362868,
            "p50_s": 1.563112351298332,
            "p95_s": 5.485127615928651,
            "cost_usd_per_1000": 0.01600010530667834,
            "axes": {
              "intelligence": 70.38288288288288,
              "calibration": 64.26582158362868,
              "speed": 70.66823068980668,
              "cost": 63.876314769149495
            },
            "jevbench_score": 67.22066375503421
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7029702970297029,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9315068493150684,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.768976897689769,
            "ece_hard": 0.2243813359160649,
            "calibration": 59.746762372292906,
            "p50_s": 3.1520356118679045,
            "p95_s": 5.613359278440476,
            "cost_usd_per_1000": 0.018661019208662435,
            "axes": {
              "intelligence": 76.21980645972101,
              "calibration": 59.746762372292906,
              "speed": 67.52186044702219,
              "cost": 61.87193920255688
            },
            "jevbench_score": 66.04350086100837
          }
        },
        {
          "threshold": 0.76,
          "public": {
            "n": 231,
            "escalation": 0.5974025974025974,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.21912187146931536,
            "calibration": 63.67371130525646,
            "p50_s": 1.563112351298332,
            "p95_s": 5.493131297826768,
            "cost_usd_per_1000": 0.016291593705919545,
            "axes": {
              "intelligence": 69.46738405071738,
              "calibration": 63.67371130525646,
              "speed": 70.66189825489799,
              "cost": 63.641092878052724
            },
            "jevbench_score": 66.78301308964089
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7227722772277227,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9315068493150684,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.7722772277227723,
            "ece_hard": 0.21576302775932843,
            "calibration": 60.60859318796655,
            "p50_s": 3.1520356118679045,
            "p95_s": 5.613359278440476,
            "cost_usd_per_1000": 0.019105466866911405,
            "axes": {
              "intelligence": 76.49503581751918,
              "calibration": 60.60859318796655,
              "speed": 67.52186044702219,
              "cost": 61.56527035887555
            },
            "jevbench_score": 66.25778475593002
          }
        },
        {
          "threshold": 0.77,
          "public": {
            "n": 231,
            "escalation": 0.6190476190476191,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.6926406926406926,
            "ece_hard": 0.20501924879154065,
            "calibration": 65.08397357303393,
            "p50_s": 1.563112351298332,
            "p95_s": 5.493131297826768,
            "cost_usd_per_1000": 0.016777407704654895,
            "axes": {
              "intelligence": 70.21813480146815,
              "calibration": 65.08397357303393,
              "speed": 70.66189825489799,
              "cost": 63.25825424896537
            },
            "jevbench_score": 67.22897082985568
          },
          "heldout": {
            "n": 303,
            "escalation": 0.735973597359736,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9383561643835616,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.7755775577557755,
            "ece_hard": 0.21576302775932843,
            "calibration": 60.60859318796655,
            "p50_s": 3.1716890662908552,
            "p95_s": 5.613359278440476,
            "cost_usd_per_1000": 0.019401765305744056,
            "axes": {
              "intelligence": 76.68681663943697,
              "calibration": 60.60859318796655,
              "speed": 67.49486555169747,
              "cost": 61.36476259539577
            },
            "jevbench_score": 66.23860493979586
          }
        },
        {
          "threshold": 0.78,
          "public": {
            "n": 231,
            "escalation": 0.6406926406926406,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.5225225225225225
            },
            "accuracy": 0.6883116883116883,
            "ece_hard": 0.21953243363879607,
            "calibration": 63.6326550883084,
            "p50_s": 1.5920215278863905,
            "p95_s": 5.500179085135461,
            "cost_usd_per_1000": 0.01726322170339024,
            "axes": {
              "intelligence": 69.84275942609275,
              "calibration": 63.6326550883084,
              "speed": 70.57674233574949,
              "cost": 62.886344559716
            },
            "jevbench_score": 66.64304747412197
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7557755775577558,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9383561643835616,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.7722772277227723,
            "ece_hard": 0.22584183906161406,
            "calibration": 59.600712057737994,
            "p50_s": 3.2513657987117766,
            "p95_s": 5.613359278440476,
            "cost_usd_per_1000": 0.019846212963993026,
            "axes": {
              "intelligence": 76.4115872816388,
              "calibration": 59.600712057737994,
              "speed": 67.38711327176361,
              "cost": 61.0696705799977
            },
            "jevbench_score": 65.79657311973963
          }
        },
        {
          "threshold": 0.79,
          "public": {
            "n": 231,
            "escalation": 0.645021645021645,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.5225225225225225
            },
            "accuracy": 0.6926406926406926,
            "ece_hard": 0.21953243363879607,
            "calibration": 63.6326550883084,
            "p50_s": 1.5920215278863905,
            "p95_s": 5.500179085135461,
            "cost_usd_per_1000": 0.01736038450313731,
            "axes": {
              "intelligence": 70.38288288288288,
              "calibration": 63.6326550883084,
              "speed": 70.57674233574949,
              "cost": 62.81321980495594
            },
            "jevbench_score": 66.75210109439337
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7755775577557755,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9452054794520548,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.7755775577557755,
            "ece_hard": 0.223632422364504,
            "calibration": 59.821653727449,
            "p50_s": 3.2513657987117766,
            "p95_s": 5.613359278440476,
            "cost_usd_per_1000": 0.020290660622241996,
            "axes": {
              "intelligence": 76.60336810355662,
              "calibration": 59.821653727449,
              "speed": 67.38711327176361,
              "cost": 60.78111438999948
            },
            "jevbench_score": 65.82076834837063
          }
        },
        {
          "threshold": 0.8,
          "public": {
            "n": 231,
            "escalation": 0.658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.5225225225225225
            },
            "accuracy": 0.6926406926406926,
            "ece_hard": 0.21953243363879607,
            "calibration": 63.6326550883084,
            "p50_s": 1.6035674840211867,
            "p95_s": 5.500179085135461,
            "cost_usd_per_1000": 0.017651872902378518,
            "axes": {
              "intelligence": 70.38288288288288,
              "calibration": 63.6326550883084,
              "speed": 70.54535928342996,
              "cost": 62.59627624706892
            },
            "jevbench_score": 66.68697397663303
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7821782178217822,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9383561643835616,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.7722772277227723,
            "ece_hard": 0.22416593430916745,
            "calibration": 59.76830253298265,
            "p50_s": 3.2513657987117766,
            "p95_s": 5.613359278440476,
            "cost_usd_per_1000": 0.02043880984165832,
            "axes": {
              "intelligence": 76.4115872816388,
              "calibration": 59.76830253298265,
              "speed": 67.38711327176361,
              "cost": 60.68633190717029
            },
            "jevbench_score": 65.7392084993624
          }
        },
        {
          "threshold": 0.81,
          "public": {
            "n": 231,
            "escalation": 0.6623376623376623,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.696969696969697,
            "ece_hard": 0.21516776067325202,
            "calibration": 64.0691223848628,
            "p50_s": 1.6035674840211867,
            "p95_s": 5.500179085135461,
            "cost_usd_per_1000": 0.017749035702125587,
            "axes": {
              "intelligence": 70.75825825825827,
              "calibration": 64.0691223848628,
              "speed": 70.54535928342996,
              "cost": 62.52475711030361
            },
            "jevbench_score": 66.87081141961156
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7887788778877888,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9383561643835616,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.7722772277227723,
            "ece_hard": 0.2262766121525333,
            "calibration": 58.8996679995161,
            "p50_s": 3.275020423531532,
            "p95_s": 5.613359278440476,
            "cost_usd_per_1000": 0.020586959061074644,
            "axes": {
              "intelligence": 76.4115872816388,
              "calibration": 58.8996679995161,
              "speed": 67.35563147566381,
              "cost": 60.59223397328389
            },
            "jevbench_score": 65.46598946108234
          }
        },
        {
          "threshold": 0.82,
          "public": {
            "n": 231,
            "escalation": 0.670995670995671,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.21516776067325202,
            "calibration": 64.0691223848628,
            "p50_s": 1.6035674840211867,
            "p95_s": 5.500179085135461,
            "cost_usd_per_1000": 0.017943361301619727,
            "axes": {
              "intelligence": 71.2983817150484,
              "calibration": 64.0691223848628,
              "speed": 70.54535928342996,
              "cost": 62.382885939081554
            },
            "jevbench_score": 66.96002233749599
          },
          "heldout": {
            "n": 303,
            "escalation": 0.801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9452054794520548,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.7755775577557755,
            "ece_hard": 0.2262766121525333,
            "calibration": 58.8996679995161,
            "p50_s": 3.305311831831932,
            "p95_s": 5.613359278440476,
            "cost_usd_per_1000": 0.02088325749990729,
            "axes": {
              "intelligence": 76.60336810355662,
              "calibration": 58.8996679995161,
              "speed": 67.31564721989025,
              "cost": 60.40605269323859
            },
            "jevbench_score": 65.44693291453554
          }
        },
        {
          "threshold": 0.83,
          "public": {
            "n": 231,
            "escalation": 0.696969696969697,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.19737782717395846,
            "calibration": 65.84811573479215,
            "p50_s": 1.6066411167383192,
            "p95_s": 5.500179085135461,
            "cost_usd_per_1000": 0.01852633810010214,
            "axes": {
              "intelligence": 72.58925592258926,
              "calibration": 65.84811573479215,
              "speed": 70.53704292581986,
              "cost": 61.966312434056604
            },
            "jevbench_score": 67.60785379916256
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8250825082508251,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9452054794520548,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.7788778877887789,
            "ece_hard": 0.21805497747343935,
            "calibration": 59.72183146742549,
            "p50_s": 3.305311831831932,
            "p95_s": 5.613359278440476,
            "cost_usd_per_1000": 0.021401779767864424,
            "axes": {
              "intelligence": 76.87859746135479,
              "calibration": 59.72183146742549,
              "speed": 67.31564721989025,
              "cost": 60.0865032791185
            },
            "jevbench_score": 65.64594151924136
          }
        },
        {
          "threshold": 0.84,
          "public": {
            "n": 231,
            "escalation": 0.7056277056277056,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.19821333906565902,
            "calibration": 65.7645645456221,
            "p50_s": 1.6066411167383192,
            "p95_s": 5.500179085135461,
            "cost_usd_per_1000": 0.01872066369959628,
            "axes": {
              "intelligence": 72.58925592258926,
              "calibration": 65.7645645456221,
              "speed": 70.53704292581986,
              "cost": 61.8303627513304
            },
            "jevbench_score": 67.54929710543843
          },
          "heldout": {
            "n": 303,
            "escalation": 0.834983498349835,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9452054794520548,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.7788778877887789,
            "ece_hard": 0.21831035141657856,
            "calibration": 59.696294073111574,
            "p50_s": 3.305311831831932,
            "p95_s": 5.613359278440476,
            "cost_usd_per_1000": 0.02162400359698891,
            "axes": {
              "intelligence": 76.87859746135479,
              "calibration": 59.696294073111574,
              "speed": 67.31564721989025,
              "cost": 59.95191685203201
            },
            "jevbench_score": 65.60213604362771
          }
        },
        {
          "threshold": 0.85,
          "public": {
            "n": 231,
            "escalation": 0.70995670995671,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.19570952375832387,
            "calibration": 66.01494607635561,
            "p50_s": 1.6066411167383192,
            "p95_s": 5.500179085135461,
            "cost_usd_per_1000": 0.01881782649934335,
            "axes": {
              "intelligence": 72.58925592258926,
              "calibration": 66.01494607635561,
              "speed": 70.53704292581986,
              "cost": 61.762916199610956
            },
            "jevbench_score": 67.59505333107806
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8481848184818482,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9452054794520548,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7854785478547854,
            "ece_hard": 0.1993918727669265,
            "calibration": 61.588141938076774,
            "p50_s": 3.305311831831932,
            "p95_s": 5.613359278440476,
            "cost_usd_per_1000": 0.021920302035821557,
            "axes": {
              "intelligence": 77.42905617695112,
              "calibration": 61.588141938076774,
              "speed": 67.31564721989025,
              "cost": 59.77460398247275
            },
            "jevbench_score": 66.18482885671148
          }
        },
        {
          "threshold": 0.86,
          "public": {
            "n": 231,
            "escalation": 0.7229437229437229,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.7186147186147186,
            "ece_hard": 0.18425240581665406,
            "calibration": 67.1606578705226,
            "p50_s": 1.6066411167383192,
            "p95_s": 5.500179085135461,
            "cost_usd_per_1000": 0.019109314898584556,
            "axes": {
              "intelligence": 72.96463129796463,
              "calibration": 67.1606578705226,
              "speed": 70.53704292581986,
              "cost": 61.56264648583437
            },
            "jevbench_score": 67.91887223996014
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8547854785478548,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9452054794520548,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7854785478547854,
            "ece_hard": 0.19906686796136358,
            "calibration": 61.797770037664854,
            "p50_s": 3.305311831831932,
            "p95_s": 5.613359278440476,
            "cost_usd_per_1000": 0.02206845125523788,
            "axes": {
              "intelligence": 77.42905617695112,
              "calibration": 61.797770037664854,
              "speed": 67.31564721989025,
              "cost": 59.68684432536578
            },
            "jevbench_score": 66.21674879355515
          }
        },
        {
          "threshold": 0.87,
          "public": {
            "n": 231,
            "escalation": 0.7532467532467533,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.5765765765765766
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.1678008554738095,
            "calibration": 68.80581290480706,
            "p50_s": 1.6066411167383192,
            "p95_s": 5.500179085135461,
            "cost_usd_per_1000": 0.019789454496814046,
            "axes": {
              "intelligence": 73.71538204871538,
              "calibration": 68.80581290480706,
              "speed": 70.53704292581986,
              "cost": 61.10698531320487
            },
            "jevbench_score": 68.37901486403412
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8646864686468647,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9452054794520548,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7854785478547854,
            "ece_hard": 0.19906686796136358,
            "calibration": 61.797770037664854,
            "p50_s": 3.305311831831932,
            "p95_s": 5.613359278440476,
            "cost_usd_per_1000": 0.022290675084362367,
            "axes": {
              "intelligence": 77.42905617695112,
              "calibration": 61.797770037664854,
              "speed": 67.31564721989025,
              "cost": 59.556303354780326
            },
            "jevbench_score": 66.18051343344605
          }
        },
        {
          "threshold": 0.88,
          "public": {
            "n": 231,
            "escalation": 0.7792207792207793,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.7359307359307359,
            "ece_hard": 0.15172593231801446,
            "calibration": 70.41330522038655,
            "p50_s": 1.6066411167383192,
            "p95_s": 5.500179085135461,
            "cost_usd_per_1000": 0.02037243129529646,
            "axes": {
              "intelligence": 74.63088088088088,
              "calibration": 70.41330522038655,
              "speed": 70.53704292581986,
              "cost": 60.72871414454308
            },
            "jevbench_score": 68.88047895163933
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8712871287128713,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9452054794520548,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7854785478547854,
            "ece_hard": 0.19906686796136358,
            "calibration": 61.797770037664854,
            "p50_s": 3.305311831831932,
            "p95_s": 5.613359278440476,
            "cost_usd_per_1000": 0.02243882430377869,
            "axes": {
              "intelligence": 77.42905617695112,
              "calibration": 61.797770037664854,
              "speed": 67.31564721989025,
              "cost": 59.46999705851591
            },
            "jevbench_score": 66.15652394248593
          }
        },
        {
          "threshold": 0.89,
          "public": {
            "n": 231,
            "escalation": 0.7878787878787878,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.7359307359307359,
            "ece_hard": 0.15172593231801446,
            "calibration": 70.41330522038655,
            "p50_s": 1.6066411167383192,
            "p95_s": 5.500179085135461,
            "cost_usd_per_1000": 0.020566756894790598,
            "axes": {
              "intelligence": 74.63088088088088,
              "calibration": 70.41330522038655,
              "speed": 70.53704292581986,
              "cost": 60.60502556185463
            },
            "jevbench_score": 68.84537923046649
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8877887788778878,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7920792079207921,
            "ece_hard": 0.19906686796136358,
            "calibration": 61.797770037664854,
            "p50_s": 3.305311831831932,
            "p95_s": 5.613359278440476,
            "cost_usd_per_1000": 0.022809197352319496,
            "axes": {
              "intelligence": 78.7875036655356,
              "calibration": 61.797770037664854,
              "speed": 67.31564721989025,
              "cost": 59.256699913763384
            },
            "jevbench_score": 66.38514494793662
          }
        },
        {
          "threshold": 0.9,
          "public": {
            "n": 231,
            "escalation": 0.8008658008658008,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7402597402597403,
            "ece_hard": 0.14200047714858782,
            "calibration": 71.3858507373292,
            "p50_s": 1.677485856413841,
            "p95_s": 5.500179085135461,
            "cost_usd_per_1000": 0.020858245294031807,
            "axes": {
              "intelligence": 75.00625625625626,
              "calibration": 71.3858507373292,
              "speed": 70.34964302564424,
              "cost": 60.42166688568254
            },
            "jevbench_score": 69.07025466742049
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9042904290429042,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.18895079374548693,
            "calibration": 62.80937745925252,
            "p50_s": 3.3098835378885267,
            "p95_s": 5.625163489580155,
            "cost_usd_per_1000": 0.023179570400860307,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 62.80937745925252,
              "speed": 67.30052137824748,
              "cost": 59.0468385191598
            },
            "jevbench_score": 66.65041340680247
          }
        },
        {
          "threshold": 0.91,
          "public": {
            "n": 231,
            "escalation": 0.8138528138528138,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7445887445887446,
            "ece_hard": 0.14200047714858782,
            "calibration": 71.3858507373292,
            "p50_s": 1.677485856413841,
            "p95_s": 5.500179085135461,
            "cost_usd_per_1000": 0.021149733693273016,
            "axes": {
              "intelligence": 75.54637971304639,
              "calibration": 71.3858507373292,
              "speed": 70.34964302564424,
              "cost": 60.24085290011519
            },
            "jevbench_score": 69.14244003372396
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9108910891089109,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.18895079374548693,
            "calibration": 62.80937745925252,
            "p50_s": 3.3098835378885267,
            "p95_s": 5.625163489580155,
            "cost_usd_per_1000": 0.023327719620276632,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 62.80937745925252,
              "speed": 67.30052137824748,
              "cost": 58.96383139564042
            },
            "jevbench_score": 66.62697702065199
          }
        },
        {
          "threshold": 0.92,
          "public": {
            "n": 231,
            "escalation": 0.8225108225108225,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7445887445887446,
            "ece_hard": 0.1427693510773586,
            "calibration": 70.88223831398435,
            "p50_s": 1.677485856413841,
            "p95_s": 5.500179085135461,
            "cost_usd_per_1000": 0.021344059292767156,
            "axes": {
              "intelligence": 75.54637971304639,
              "calibration": 70.88223831398435,
              "speed": 70.34964302564424,
              "cost": 60.12168943938242
            },
            "jevbench_score": 68.98601183560481
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9207920792079208,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.18897832544267024,
            "calibration": 62.806624289534184,
            "p50_s": 3.3098835378885267,
            "p95_s": 5.625163489580155,
            "cost_usd_per_1000": 0.023549943449401117,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 62.806624289534184,
              "speed": 67.30052137824748,
              "cost": 58.84030394222138
            },
            "jevbench_score": 66.5913244379163
          }
        },
        {
          "threshold": 0.93,
          "public": {
            "n": 231,
            "escalation": 0.8398268398268398,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7445887445887446,
            "ece_hard": 0.1427693510773586,
            "calibration": 70.88223831398435,
            "p50_s": 1.677485856413841,
            "p95_s": 5.500179085135461,
            "cost_usd_per_1000": 0.02173271049175543,
            "axes": {
              "intelligence": 75.54637971304639,
              "calibration": 70.88223831398435,
              "speed": 70.34964302564424,
              "cost": 59.886583159943314
            },
            "jevbench_score": 68.91847014064555
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9240924092409241,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.18897832544267024,
            "calibration": 62.806624289534184,
            "p50_s": 3.3098835378885267,
            "p95_s": 5.625163489580155,
            "cost_usd_per_1000": 0.023624018059109277,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 62.806624289534184,
              "speed": 67.30052137824748,
              "cost": 58.79938702154267
            },
            "jevbench_score": 66.57974469337238
          }
        },
        {
          "threshold": 0.94,
          "public": {
            "n": 231,
            "escalation": 0.8528138528138528,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7445887445887446,
            "ece_hard": 0.1427693510773586,
            "calibration": 70.88223831398435,
            "p50_s": 1.688392999768257,
            "p95_s": 5.500179085135461,
            "cost_usd_per_1000": 0.02202419889099664,
            "axes": {
              "intelligence": 75.54637971304639,
              "calibration": 70.88223831398435,
              "speed": 70.32149626840659,
              "cost": 59.712996390152206
            },
            "jevbench_score": 68.86158456239934
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9405940594059405,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 3.3309142172336577,
            "p95_s": 5.625163489580155,
            "cost_usd_per_1000": 0.023994391107650087,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 67.27301402488074,
              "cost": 58.59670799325482
            },
            "jevbench_score": 67.53573400561656
          }
        },
        {
          "threshold": 0.95,
          "public": {
            "n": 231,
            "escalation": 0.8614718614718615,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7445887445887446,
            "ece_hard": 0.1427693510773586,
            "calibration": 70.88223831398435,
            "p50_s": 1.688392999768257,
            "p95_s": 5.500179085135461,
            "cost_usd_per_1000": 0.02221852449049078,
            "axes": {
              "intelligence": 75.54637971304639,
              "calibration": 70.88223831398435,
              "speed": 70.32149626840659,
              "cost": 59.59854356471008
            },
            "jevbench_score": 68.82856380209903
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9471947194719472,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 3.3309142172336577,
            "p95_s": 5.625163489580155,
            "cost_usd_per_1000": 0.024142540327066413,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 67.27301402488074,
              "cost": 58.51651103463892
            },
            "jevbench_score": 67.51261435165836
          }
        },
        {
          "threshold": 0.96,
          "public": {
            "n": 231,
            "escalation": 0.8874458874458875,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.688392999768257,
            "p95_s": 5.500179085135461,
            "cost_usd_per_1000": 0.022801501288973198,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 70.32149626840659,
              "cost": 59.26109672149705
            },
            "jevbench_score": 69.26714942420028
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 3.3309142172336577,
            "p95_s": 5.625163489580155,
            "cost_usd_per_1000": 0.024290689546482735,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 67.27301402488074,
              "cost": 58.43680469749049
            },
            "jevbench_score": 67.4896125784508
          }
        },
        {
          "threshold": 0.97,
          "public": {
            "n": 231,
            "escalation": 0.8961038961038961,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.688392999768257,
            "p95_s": 5.500179085135461,
            "cost_usd_per_1000": 0.022995826888467335,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 70.32149626840659,
              "cost": 59.15052908088238
            },
            "jevbench_score": 69.23481763290278
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9603960396039604,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 3.3309142172336577,
            "p95_s": 5.625163489580155,
            "cost_usd_per_1000": 0.024438838765899057,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 67.27301402488074,
              "cost": 58.35758301533574
            },
            "jevbench_score": 67.46672733967279
          }
        },
        {
          "threshold": 0.98,
          "public": {
            "n": 231,
            "escalation": 0.9090909090909091,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.688392999768257,
            "p95_s": 5.500179085135461,
            "cost_usd_per_1000": 0.02328731528770854,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 70.32149626840659,
              "cost": 58.98641730566918
            },
            "jevbench_score": 69.18674498763033
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9702970297029703,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 3.3309142172336577,
            "p95_s": 5.625163489580155,
            "cost_usd_per_1000": 0.024661062595023542,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 67.27301402488074,
              "cost": 58.239646434139296
            },
            "jevbench_score": 67.43261509615236
          }
        },
        {
          "threshold": 0.99,
          "public": {
            "n": 231,
            "escalation": 0.9393939393939394,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.7035709500312803,
            "p95_s": 5.500179085135461,
            "cost_usd_per_1000": 0.02396745488593803,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 70.28262943999344,
              "cost": 58.61134244291845
            },
            "jevbench_score": 69.0669512643166
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9834983498349835,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 3.3309142172336577,
            "p95_s": 5.625163489580155,
            "cost_usd_per_1000": 0.024957361033856193,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 67.27301402488074,
              "cost": 58.08404015265135
            },
            "jevbench_score": 67.38752781974331
          }
        },
        {
          "threshold": 1.0,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.7035709500312803,
            "p95_s": 5.500179085135461,
            "cost_usd_per_1000": 0.025327734082397,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 70.28262943999344,
              "cost": 57.892109864352726
            },
            "jevbench_score": 68.85408528854965
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 3.3309142172336577,
            "p95_s": 5.625163489580155,
            "cost_usd_per_1000": 0.025327734082397,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 67.27301402488074,
              "cost": 57.892109864352726
            },
            "jevbench_score": 67.33179062775422
          }
        }
      ]
    },
    {
      "cheap": "openjev-verdict-1.4",
      "backend": "semif-qwen3.5-4b",
      "chosen": {
        "threshold": 0.75,
        "public": {
          "n": 231,
          "escalation": 0.8311688311688312,
          "tiers": {
            "easy": 1.0,
            "standard": 0.8055555555555556,
            "hard": 0.6036036036036037
          },
          "accuracy": 0.7489177489177489,
          "ece_hard": 0.12914387221294593,
          "calibration": 72.24478620042561,
          "p50_s": 1.2058723896741868,
          "p95_s": 2.822939346730709,
          "cost_usd_per_1000": 0.022528178899751932,
          "axes": {
            "intelligence": 75.92175508842178,
            "calibration": 72.24478620042561,
            "speed": 74.67997101516198,
            "cost": 59.41821741173971
          },
          "jevbench_score": 70.23832191160102
        },
        "heldout": {
          "n": 303,
          "escalation": 0.933993399339934,
          "tiers": {
            "easy": 1.0,
            "standard": 0.7916666666666666,
            "judge": 0.952054794520548,
            "hard": 0.5504587155963303
          },
          "accuracy": 0.7986798679867987,
          "ece_hard": 0.16834264824186954,
          "calibration": 67.36957451404325,
          "p50_s": 1.7672429561614988,
          "p95_s": 2.845012076199054,
          "cost_usd_per_1000": 0.0248360358957244,
          "axes": {
            "intelligence": 79.33796238113192,
            "calibration": 67.36957451404325,
            "speed": 72.98619626483534,
            "cost": 58.147531634087755
          },
          "jevbench_score": 69.012731232157
        }
      },
      "full": {
        "tiers": {
          "easy": 1.0,
          "standard": 0.8020833333333334,
          "judge": 0.952054794520548,
          "hard": 0.5772727272727273
        },
        "accuracy": 0.7771535580524345,
        "ece_hard": 0.1347638715557448,
        "calibration": 71.20511922440073,
        "p50_s": 1.571361045539379,
        "p95_s": 2.830469681322574,
        "cost_usd_per_1000": 0.023837693262635188,
        "axes": {
          "intelligence": 80.43404939809051,
          "calibration": 71.20511922440073,
          "speed": 73.51865510049427,
          "cost": 58.68207318747417
        },
        "jevbench_score": 70.50396450693064
      },
      "full_escalation": 0.8895131086142322,
      "backend_heldout_accuracy": 0.7986798679867987,
      "useful": false,
      "curve": [
        {
          "threshold": 0.0,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.01,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.02,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.03,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.04,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.05,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.06,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.07,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.08,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.09,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.1,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.11,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.12,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.13,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.14,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.15,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.16,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.17,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.18,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.19,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.2,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.21,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.22,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.23,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.24,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12703664082271265,
            "calibration": 73.68787148664954,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003970084148061676,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.68787148664954,
              "speed": 79.65074585196557,
              "cost": 82.03600864104949
            },
            "jevbench_score": 71.10634921490106
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.25,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.13016021024529512,
            "calibration": 73.3755145443913,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6338174432516097,
            "cost_usd_per_1000": 0.004067246947808746,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.3755145443913,
              "speed": 79.53048883940582,
              "cost": 81.72098374243275
            },
            "jevbench_score": 70.93578604740493
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.26,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.13016021024529512,
            "calibration": 73.3755145443913,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6338174432516097,
            "cost_usd_per_1000": 0.004067246947808746,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.3755145443913,
              "speed": 79.53048883940582,
              "cost": 81.72098374243275
            },
            "jevbench_score": 70.93578604740493
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5684931506849316,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.504950495049505,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9941574066877361,
            "cost_usd_per_1000": 0.003946995958022769,
            "axes": {
              "intelligence": 51.151753173306524,
              "calibration": 70.2289302105776,
              "speed": 76.12358067087503,
              "cost": 82.11199955049055
            },
            "jevbench_score": 68.83758141158394
          }
        },
        {
          "threshold": 0.27,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.13016021024529512,
            "calibration": 73.3755145443913,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6338174432516097,
            "cost_usd_per_1000": 0.004067246947808746,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.3755145443913,
              "speed": 79.53048883940582,
              "cost": 81.72098374243275
            },
            "jevbench_score": 70.93578604740493
          },
          "heldout": {
            "n": 303,
            "escalation": 0.006600660066006601,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5684931506849316,
              "hard": 0.3669724770642202
            },
            "accuracy": 0.5082508250825083,
            "ece_hard": 0.14492037042241382,
            "calibration": 70.51898039981205,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9994657054543494,
            "cost_usd_per_1000": 0.004021070567730931,
            "axes": {
              "intelligence": 51.42698253110469,
              "calibration": 70.51898039981205,
              "speed": 76.11203543410345,
              "cost": 81.86974915552828
            },
            "jevbench_score": 68.94749084369555
          }
        },
        {
          "threshold": 0.28,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.13016021024529512,
            "calibration": 73.3755145443913,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6338174432516097,
            "cost_usd_per_1000": 0.004067246947808746,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.3755145443913,
              "speed": 79.53048883940582,
              "cost": 81.72098374243275
            },
            "jevbench_score": 70.93578604740493
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5684931506849316,
              "hard": 0.3853211009174312
            },
            "accuracy": 0.5148514851485149,
            "ece_hard": 0.1388683393552082,
            "calibration": 71.12418350653262,
            "p50_s": 1.234055870771408,
            "p95_s": 2.002006083726883,
            "cost_usd_per_1000": 0.004169219787147254,
            "axes": {
              "intelligence": 51.97744124670103,
              "calibration": 71.12418350653262,
              "speed": 76.07199784678924,
              "cost": 81.39835629207887
            },
            "jevbench_score": 69.17006149687398
          }
        },
        {
          "threshold": 0.29,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.1358904048687984,
            "calibration": 72.80249508204096,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6590973153710364,
            "cost_usd_per_1000": 0.004261572547302884,
            "axes": {
              "intelligence": 53.46909409409409,
              "calibration": 72.80249508204096,
              "speed": 79.46380551799933,
              "cost": 81.1129034170981
            },
            "jevbench_score": 70.7745471334041
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5684931506849316,
              "hard": 0.3944954128440367
            },
            "accuracy": 0.5181518151815182,
            "ece_hard": 0.13233371391351925,
            "calibration": 73.02662094373292,
            "p50_s": 1.234055870771408,
            "p95_s": 2.06843184530735,
            "cost_usd_per_1000": 0.0043173690065635775,
            "axes": {
              "intelligence": 52.25267060449919,
              "calibration": 73.02662094373292,
              "speed": 75.93023962072186,
              "cost": 80.94342491511719
            },
            "jevbench_score": 69.58994786187007
          }
        },
        {
          "threshold": 0.3,
          "public": {
            "n": 231,
            "escalation": 0.030303030303030304,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.12547115470818282,
            "calibration": 73.84442009810252,
            "p50_s": 0.6859634757041931,
            "p95_s": 1.669744887948036,
            "cost_usd_per_1000": 0.0045530609465440925,
            "axes": {
              "intelligence": 53.84446946946947,
              "calibration": 73.84442009810252,
              "speed": 79.41048885282348,
              "cost": 80.25089608769719
            },
            "jevbench_score": 70.94905848862001
          },
          "heldout": {
            "n": 303,
            "escalation": 0.033003300330033,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.5821917808219178,
              "hard": 0.4036697247706422
            },
            "accuracy": 0.5313531353135313,
            "ece_hard": 0.12948130155034454,
            "calibration": 73.31186218005038,
            "p50_s": 1.2708158284425735,
            "p95_s": 2.0718681916594504,
            "cost_usd_per_1000": 0.004613667445396225,
            "axes": {
              "intelligence": 53.4947949394663,
              "calibration": 73.31186218005038,
              "speed": 75.79555261568528,
              "cost": 80.07861138309785
            },
            "jevbench_score": 69.84921165398127
          }
        },
        {
          "threshold": 0.31,
          "public": {
            "n": 231,
            "escalation": 0.030303030303030304,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.12547115470818282,
            "calibration": 73.84442009810252,
            "p50_s": 0.6859634757041931,
            "p95_s": 1.669744887948036,
            "cost_usd_per_1000": 0.0045530609465440925,
            "axes": {
              "intelligence": 53.84446946946947,
              "calibration": 73.84442009810252,
              "speed": 79.41048885282348,
              "cost": 80.25089608769719
            },
            "jevbench_score": 70.94905848862001
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.5958904109589042,
              "hard": 0.41284403669724773
            },
            "accuracy": 0.5412541254125413,
            "ece_hard": 0.12029571396882864,
            "calibration": 74.23042093820197,
            "p50_s": 1.2708158284425735,
            "p95_s": 2.117987248897552,
            "cost_usd_per_1000": 0.004909965884228872,
            "axes": {
              "intelligence": 54.15358594110009,
              "calibration": 74.23042093820197,
              "speed": 75.69994043367416,
              "cost": 79.2676457638626
            },
            "jevbench_score": 70.08097902395942
          }
        },
        {
          "threshold": 0.32,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5555555555555556,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.14389768329079908,
            "calibration": 72.00176723984089,
            "p50_s": 0.6935107052326203,
            "p95_s": 1.683034674823284,
            "cost_usd_per_1000": 0.005038874945279439,
            "axes": {
              "intelligence": 54.3845929262596,
              "calibration": 72.00176723984089,
              "speed": 79.32853766997002,
              "cost": 78.92999259472688
            },
            "jevbench_score": 70.36758351488145
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0627062706270627,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.6164383561643836,
              "hard": 0.43119266055045874
            },
            "accuracy": 0.5577557755775577,
            "ece_hard": 0.10613773862920607,
            "calibration": 75.64621847216424,
            "p50_s": 1.2723965734243392,
            "p95_s": 2.14650867074728,
            "cost_usd_per_1000": 0.005280338932769682,
            "axes": {
              "intelligence": 55.27938712244984,
              "calibration": 75.64621847216424,
              "speed": 75.63644861985641,
              "cost": 78.32014600632994
            },
            "jevbench_score": 70.54865930351288
          }
        },
        {
          "threshold": 0.33,
          "public": {
            "n": 231,
            "escalation": 0.05627705627705628,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5555555555555556,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.14375935841055637,
            "calibration": 72.01559972786518,
            "p50_s": 0.6935107052326203,
            "p95_s": 1.6896898761391639,
            "cost_usd_per_1000": 0.005136037745026509,
            "axes": {
              "intelligence": 54.3845929262596,
              "calibration": 72.01559972786518,
              "speed": 79.3113982865718,
              "cost": 78.68115379819656
            },
            "jevbench_score": 70.31163510463725
          },
          "heldout": {
            "n": 303,
            "escalation": 0.10561056105610561,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.6712328767123288,
              "hard": 0.44036697247706424
            },
            "accuracy": 0.5874587458745875,
            "ece_hard": 0.10641824330612357,
            "calibration": 75.61816800447248,
            "p50_s": 1.3009985327720641,
            "p95_s": 2.3409621635079376,
            "cost_usd_per_1000": 0.006243308858975785,
            "axes": {
              "intelligence": 57.088863055590465,
              "calibration": 75.61816800447248,
              "speed": 75.16328798882125,
              "cost": 76.13755539448832
            },
            "jevbench_score": 70.501046073086
          }
        },
        {
          "threshold": 0.34,
          "public": {
            "n": 231,
            "escalation": 0.06926406926406926,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5694444444444444,
              "hard": 0.38738738738738737
            },
            "accuracy": 0.5454545454545454,
            "ece_hard": 0.14169239188186278,
            "calibration": 72.22229638073453,
            "p50_s": 0.6951739430427551,
            "p95_s": 1.7372671008110045,
            "cost_usd_per_1000": 0.005427526144267717,
            "axes": {
              "intelligence": 55.30009175842509,
              "calibration": 72.22229638073453,
              "speed": 79.18039919403824,
              "cost": 77.96194227646133
            },
            "jevbench_score": 70.46514834577351
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1353135313531353,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.7123287671232876,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.6138613861386139,
            "ece_hard": 0.10389325849512336,
            "calibration": 75.8706664855725,
            "p50_s": 1.340339982509613,
            "p95_s": 2.352632534503937,
            "cost_usd_per_1000": 0.006909980346349241,
            "axes": {
              "intelligence": 58.79000670269365,
              "calibration": 75.8706664855725,
              "speed": 75.01230928583325,
              "cost": 74.81569563586903
            },
            "jevbench_score": 70.73358429238117
          }
        },
        {
          "threshold": 0.35,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5694444444444444,
              "hard": 0.3963963963963964
            },
            "accuracy": 0.5497835497835498,
            "ece_hard": 0.1376842017762312,
            "calibration": 72.62311539129769,
            "p50_s": 0.6951739430427551,
            "p95_s": 1.897957244515419,
            "cost_usd_per_1000": 0.005719014543508925,
            "axes": {
              "intelligence": 55.675467133800474,
              "calibration": 72.62311539129769,
              "speed": 78.79620089956148,
              "cost": 77.28036397110651
            },
            "jevbench_score": 70.44145138484458
          },
          "heldout": {
            "n": 303,
            "escalation": 0.16501650165016502,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.7602739726027398,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.636963696369637,
            "ece_hard": 0.10390526416974895,
            "calibration": 76.44628598770277,
            "p50_s": 1.340339982509613,
            "p95_s": 2.5098082795739143,
            "cost_usd_per_1000": 0.007576651833722698,
            "axes": {
              "intelligence": 60.1324724561183,
              "calibration": 76.44628598770277,
              "speed": 74.73144479502548,
              "cost": 73.61568007659315
            },
            "jevbench_score": 70.91445829739662
          }
        },
        {
          "threshold": 0.36,
          "public": {
            "n": 231,
            "escalation": 0.1038961038961039,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.5584415584415584,
            "ece_hard": 0.13788997923543472,
            "calibration": 72.60253764537734,
            "p50_s": 0.7169283866882324,
            "p95_s": 1.991252316534519,
            "cost_usd_per_1000": 0.006204828542244273,
            "axes": {
              "intelligence": 56.59096596596597,
              "calibration": 72.60253764537734,
              "speed": 78.45397929390384,
              "cost": 76.21810644519607
            },
            "jevbench_score": 70.40329896177106
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1782178217821782,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.773972602739726,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.6468646864686468,
            "ece_hard": 0.10044049820147256,
            "calibration": 76.7927625845304,
            "p50_s": 1.3478259533643722,
            "p95_s": 2.5098082795739143,
            "cost_usd_per_1000": 0.007872950272555345,
            "axes": {
              "intelligence": 60.79126345775209,
              "calibration": 76.7927625845304,
              "speed": 74.70725637574124,
              "cost": 73.1158747497269
            },
            "jevbench_score": 71.06143644543656
          }
        },
        {
          "threshold": 0.37,
          "public": {
            "n": 231,
            "escalation": 0.12554112554112554,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.5584415584415584,
            "ece_hard": 0.145321519914975,
            "calibration": 73.21257878910296,
            "p50_s": 0.7518308401107788,
            "p95_s": 2.008351984620094,
            "cost_usd_per_1000": 0.006690642540979619,
            "axes": {
              "intelligence": 56.59096596596597,
              "calibration": 73.21257878910296,
              "speed": 78.2104003371287,
              "cost": 75.23596517278625
            },
            "jevbench_score": 70.26769447172211
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2079207920792079,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5,
              "judge": 0.815068493150685,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.6732673267326733,
            "ece_hard": 0.09242487116769495,
            "calibration": 77.59432528790816,
            "p50_s": 1.3478259533643722,
            "p95_s": 2.523379400372505,
            "cost_usd_per_1000": 0.008539621759928801,
            "axes": {
              "intelligence": 63.383844413723764,
              "calibration": 77.59432528790816,
              "speed": 74.68383631857643,
              "cost": 72.05684094448301
            },
            "jevbench_score": 71.72616214948452
          }
        },
        {
          "threshold": 0.38,
          "public": {
            "n": 231,
            "escalation": 0.12987012987012986,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.3963963963963964
            },
            "accuracy": 0.5541125541125541,
            "ece_hard": 0.15440831043618058,
            "calibration": 72.3038997369824,
            "p50_s": 0.7518308401107788,
            "p95_s": 2.027668859064579,
            "cost_usd_per_1000": 0.006787805340726689,
            "axes": {
              "intelligence": 56.2155905905906,
              "calibration": 72.3038997369824,
              "speed": 78.1688283217121,
              "cost": 75.0481186234849
            },
            "jevbench_score": 69.87920859108527
          },
          "heldout": {
            "n": 303,
            "escalation": 0.22772277227722773,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5,
              "judge": 0.8561643835616438,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.693069306930693,
            "ece_hard": 0.09242487116769495,
            "calibration": 77.59432528790816,
            "p50_s": 1.3478259533643722,
            "p95_s": 2.523379400372505,
            "cost_usd_per_1000": 0.008984069418177773,
            "axes": {
              "intelligence": 64.53452934523062,
              "calibration": 77.59432528790816,
              "speed": 74.68383631857643,
              "cost": 71.39580703070915
            },
            "jevbench_score": 71.88368930645743
          }
        },
        {
          "threshold": 0.39,
          "public": {
            "n": 231,
            "escalation": 0.1645021645021645,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.38738738738738737
            },
            "accuracy": 0.5497835497835498,
            "ece_hard": 0.17614245422591293,
            "calibration": 69.1397534203007,
            "p50_s": 0.7781706541776657,
            "p95_s": 2.087223435938358,
            "cost_usd_per_1000": 0.007565107738703244,
            "axes": {
              "intelligence": 55.84021521521522,
              "calibration": 69.1397534203007,
              "speed": 77.89356208528866,
              "cost": 73.63554647737537
            },
            "jevbench_score": 68.59871762915041
          },
          "heldout": {
            "n": 303,
            "escalation": 0.24422442244224424,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5,
              "judge": 0.8904109589041096,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7095709570957096,
            "ece_hard": 0.09242487116769495,
            "calibration": 77.59432528790816,
            "p50_s": 1.3673696160316466,
            "p95_s": 2.523379400372505,
            "cost_usd_per_1000": 0.009354442466718581,
            "axes": {
              "intelligence": 65.49343345481967,
              "calibration": 77.59432528790816,
              "speed": 74.62131521303141,
              "cost": 70.869462752166
            },
            "jevbench_score": 72.00081956070932
          }
        },
        {
          "threshold": 0.4,
          "public": {
            "n": 231,
            "escalation": 0.18614718614718614,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.4144144144144144
            },
            "accuracy": 0.5627705627705628,
            "ece_hard": 0.1649290136391093,
            "calibration": 70.75423683372514,
            "p50_s": 0.8036727398633957,
            "p95_s": 2.154814641177654,
            "cost_usd_per_1000": 0.008050921737438592,
            "axes": {
              "intelligence": 56.96634134134135,
              "calibration": 70.75423683372514,
              "speed": 77.61510844695718,
              "cost": 72.82463185268831
            },
            "jevbench_score": 69.08739798588554
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2739273927392739,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5,
              "judge": 0.9383561643835616,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.09007073726949426,
            "calibration": 77.82973867772822,
            "p50_s": 1.3695352911949157,
            "p95_s": 2.5376301407814017,
            "cost_usd_per_1000": 0.010021113954092036,
            "axes": {
              "intelligence": 67.11112856604248,
              "calibration": 77.82973867772822,
              "speed": 74.58998448031039,
              "cost": 69.97251997913692
            },
            "jevbench_score": 72.25818297865914
          }
        },
        {
          "threshold": 0.41,
          "public": {
            "n": 231,
            "escalation": 0.21645021645021645,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.4144144144144144
            },
            "accuracy": 0.5627705627705628,
            "ece_hard": 0.17916820406563622,
            "calibration": 71.21124948952698,
            "p50_s": 0.8354266524314881,
            "p95_s": 2.154814641177654,
            "cost_usd_per_1000": 0.008731061335668077,
            "axes": {
              "intelligence": 56.96634134134135,
              "calibration": 71.21124948952698,
              "speed": 77.44681755893038,
              "cost": 71.7679888255758
            },
            "jevbench_score": 68.90890068500732
          },
          "heldout": {
            "n": 303,
            "escalation": 0.29042904290429045,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.7458745874587459,
            "ece_hard": 0.08597394618080242,
            "calibration": 77.28678660388707,
            "p50_s": 1.3770495146512984,
            "p95_s": 2.555801300704479,
            "cost_usd_per_1000": 0.010391487002632847,
            "axes": {
              "intelligence": 68.74480541242511,
              "calibration": 77.28678660388707,
              "speed": 74.53523356684612,
              "cost": 69.4996690376842
            },
            "jevbench_score": 72.43064835153353
          }
        },
        {
          "threshold": 0.42,
          "public": {
            "n": 231,
            "escalation": 0.22943722943722944,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5972222222222222,
              "hard": 0.4144144144144144
            },
            "accuracy": 0.5670995670995671,
            "ece_hard": 0.18190313679368497,
            "calibration": 70.9377562167221,
            "p50_s": 0.8431772083044052,
            "p95_s": 2.1951754197478293,
            "cost_usd_per_1000": 0.009022549734909284,
            "axes": {
              "intelligence": 57.50646479813148,
              "calibration": 70.9377562167221,
              "speed": 77.32611910183965,
              "cost": 71.34012145914383
            },
            "jevbench_score": 68.87530642618873
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3102310231023102,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.952054794520548,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.7491749174917491,
            "ece_hard": 0.09187428651550812,
            "calibration": 76.6967525704165,
            "p50_s": 1.3846236795186997,
            "p95_s": 2.5595119938254354,
            "cost_usd_per_1000": 0.010835934660881816,
            "axes": {
              "intelligence": 68.93658623434294,
              "calibration": 76.6967525704165,
              "speed": 74.50511076468922,
              "cost": 68.9540086709159
            },
            "jevbench_score": 72.19266650786034
          }
        },
        {
          "threshold": 0.43,
          "public": {
            "n": 231,
            "escalation": 0.24242424242424243,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.4144144144144144
            },
            "accuracy": 0.5714285714285714,
            "ece_hard": 0.18227149279457908,
            "calibration": 70.90092061663267,
            "p50_s": 0.8909249544143677,
            "p95_s": 2.246106307208538,
            "cost_usd_per_1000": 0.009314038134150493,
            "axes": {
              "intelligence": 58.0465882549216,
              "calibration": 70.90092061663267,
              "speed": 76.98728569121974,
              "cost": 70.92585964847432
            },
            "jevbench_score": 68.8514431084197
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3234323432343234,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.952054794520548,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.7491749174917491,
            "ece_hard": 0.09898201631863625,
            "calibration": 75.4351394664535,
            "p50_s": 1.3846236795186997,
            "p95_s": 2.5595119938254354,
            "cost_usd_per_1000": 0.011132233099714464,
            "axes": {
              "intelligence": 68.93658623434294,
              "calibration": 75.4351394664535,
              "speed": 74.50511076468922,
              "cost": 68.60253125431203
            },
            "jevbench_score": 71.80214508477557
          }
        },
        {
          "threshold": 0.44,
          "public": {
            "n": 231,
            "escalation": 0.2597402597402597,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.42342342342342343
            },
            "accuracy": 0.5757575757575758,
            "ece_hard": 0.18128667080576769,
            "calibration": 69.17094069564074,
            "p50_s": 0.8988664388656616,
            "p95_s": 2.503174464404583,
            "cost_usd_per_1000": 0.00970268933313877,
            "axes": {
              "intelligence": 58.42196363029698,
              "calibration": 69.17094069564074,
              "speed": 76.47813714800125,
              "cost": 70.39323621738546
            },
            "jevbench_score": 68.29548855544245
          },
          "heldout": {
            "n": 303,
            "escalation": 0.33003300330033003,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.7524752475247525,
            "ece_hard": 0.09324954995175026,
            "calibration": 76.0083861031421,
            "p50_s": 1.3846236795186997,
            "p95_s": 2.564928230047226,
            "cost_usd_per_1000": 0.01128038231913079,
            "axes": {
              "intelligence": 69.21181559214111,
              "calibration": 76.0083861031421,
              "speed": 74.49593027949683,
              "cost": 68.43028542474235
            },
            "jevbench_score": 71.96240400259745
          }
        },
        {
          "threshold": 0.45,
          "public": {
            "n": 231,
            "escalation": 0.27705627705627706,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.43243243243243246
            },
            "accuracy": 0.5800865800865801,
            "ece_hard": 0.17951557334230506,
            "calibration": 69.348050441987,
            "p50_s": 0.935780817270279,
            "p95_s": 2.5111605182290075,
            "cost_usd_per_1000": 0.010091340532127048,
            "axes": {
              "intelligence": 58.79733900567235,
              "calibration": 69.348050441987,
              "speed": 76.28951387186783,
              "cost": 69.88153414955725
            },
            "jevbench_score": 68.28177490575554
          },
          "heldout": {
            "n": 303,
            "escalation": 0.35313531353135313,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.7524752475247525,
            "ece_hard": 0.11529096099403194,
            "calibration": 75.00342972713813,
            "p50_s": 1.4158916115760802,
            "p95_s": 2.572696069478988,
            "cost_usd_per_1000": 0.011798904587087922,
            "axes": {
              "intelligence": 69.21181559214111,
              "calibration": 75.00342972713813,
              "speed": 74.38581508199574,
              "cost": 67.84474932454324
            },
            "jevbench_score": 71.54296473963682
          }
        },
        {
          "threshold": 0.46,
          "public": {
            "n": 231,
            "escalation": 0.30735930735930733,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.5930735930735931,
            "ece_hard": 0.16253238967033348,
            "calibration": 71.04636880918414,
            "p50_s": 0.9484117716550827,
            "p95_s": 2.5690802589058874,
            "cost_usd_per_1000": 0.010771480130356535,
            "axes": {
              "intelligence": 59.92346513179848,
              "calibration": 71.04636880918414,
              "speed": 76.13225392232206,
              "cost": 69.03173846017127
            },
            "jevbench_score": 68.77634237947707
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3795379537953795,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.952054794520548,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.7491749174917491,
            "ece_hard": 0.1212672088187505,
            "calibration": 74.40580494466627,
            "p50_s": 1.420183914899826,
            "p95_s": 2.6179904133081426,
            "cost_usd_per_1000": 0.012391501464753214,
            "axes": {
              "intelligence": 68.93658623434294,
              "calibration": 74.40580494466627,
              "speed": 74.29687358612638,
              "cost": 67.20628202336769
            },
            "jevbench_score": 71.13924478787256
          }
        },
        {
          "threshold": 0.47,
          "public": {
            "n": 231,
            "escalation": 0.3203463203463203,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.6017316017316018,
            "ece_hard": 0.14737776474181222,
            "calibration": 72.56183130203628,
            "p50_s": 0.9526323765516281,
            "p95_s": 2.587468113005161,
            "cost_usd_per_1000": 0.011062968529597742,
            "axes": {
              "intelligence": 60.67421588254922,
              "calibration": 72.56183130203628,
              "speed": 76.08199656050346,
              "cost": 68.68384969083021
            },
            "jevbench_score": 69.25677020739312
          },
          "heldout": {
            "n": 303,
            "escalation": 0.38943894389438943,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "judge": 0.952054794520548,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.7557755775577558,
            "ece_hard": 0.11600526496182384,
            "calibration": 74.93199933035893,
            "p50_s": 1.420183914899826,
            "p95_s": 2.6283281639218323,
            "cost_usd_per_1000": 0.012613725293877703,
            "axes": {
              "intelligence": 70.37848225880778,
              "calibration": 74.93199933035893,
              "speed": 74.27975821735308,
              "cost": 66.97469894370613
            },
            "jevbench_score": 71.56853333458064
          }
        },
        {
          "threshold": 0.48,
          "public": {
            "n": 231,
            "escalation": 0.354978354978355,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.6190476190476191,
            "ece_hard": 0.1254240166949213,
            "calibration": 74.75720610672536,
            "p50_s": 1.000770527124405,
            "p95_s": 2.6075733706355093,
            "cost_usd_per_1000": 0.011840270927574299,
            "axes": {
              "intelligence": 62.17571738405072,
              "calibration": 74.75720610672536,
              "speed": 75.83428955940357,
              "cost": 67.7991508008482
            },
            "jevbench_score": 69.91831218288648
          },
          "heldout": {
            "n": 303,
            "escalation": 0.41254125412541254,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.952054794520548,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7656765676567657,
            "ece_hard": 0.10898617014489505,
            "calibration": 75.63390881205181,
            "p50_s": 1.4251453012228013,
            "p95_s": 2.6283281639218323,
            "cost_usd_per_1000": 0.013132247561834835,
            "axes": {
              "intelligence": 72.09560764107077,
              "calibration": 75.63390881205181,
              "speed": 74.26461265968456,
              "cost": 66.44982816361738
            },
            "jevbench_score": 72.02367603220388
          }
        },
        {
          "threshold": 0.49,
          "public": {
            "n": 231,
            "escalation": 0.36363636363636365,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.6190476190476191,
            "ece_hard": 0.12452053832131407,
            "calibration": 74.84755394408609,
            "p50_s": 1.0029189229011535,
            "p95_s": 2.6227237239480017,
            "cost_usd_per_1000": 0.012034596527068436,
            "axes": {
              "intelligence": 62.17571738405072,
              "calibration": 74.84755394408609,
              "speed": 75.79981629722401,
              "cost": 67.58705396018553
            },
            "jevbench_score": 69.87672169105389
          },
          "heldout": {
            "n": 303,
            "escalation": 0.42244224422442245,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.952054794520548,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7656765676567657,
            "ece_hard": 0.11181060494067484,
            "calibration": 75.35146533247382,
            "p50_s": 1.4251453012228013,
            "p95_s": 2.65018840432167,
            "cost_usd_per_1000": 0.01335447139095932,
            "axes": {
              "intelligence": 72.09560764107077,
              "calibration": 75.35146533247382,
              "speed": 74.22864105314672,
              "cost": 66.23119893845
            },
            "jevbench_score": 71.88837369898054
          }
        },
        {
          "threshold": 0.5,
          "public": {
            "n": 231,
            "escalation": 0.36363636363636365,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.6190476190476191,
            "ece_hard": 0.12452053832131407,
            "calibration": 74.84755394408609,
            "p50_s": 1.0029189229011535,
            "p95_s": 2.6227237239480017,
            "cost_usd_per_1000": 0.012034596527068436,
            "axes": {
              "intelligence": 62.17571738405072,
              "calibration": 74.84755394408609,
              "speed": 75.79981629722401,
              "cost": 67.58705396018553
            },
            "jevbench_score": 69.87672169105389
          },
          "heldout": {
            "n": 303,
            "escalation": 0.43234323432343236,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.952054794520548,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7656765676567657,
            "ece_hard": 0.1181754697113737,
            "calibration": 74.71497885540394,
            "p50_s": 1.4268825143575667,
            "p95_s": 2.656192147731781,
            "cost_usd_per_1000": 0.013576695220083805,
            "axes": {
              "intelligence": 72.09560764107077,
              "calibration": 74.71497885540394,
              "speed": 74.21352295547283,
              "cost": 66.01617793778084
            },
            "jevbench_score": 71.6741378100223
          }
        },
        {
          "threshold": 0.51,
          "public": {
            "n": 231,
            "escalation": 0.38095238095238093,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.6190476190476191,
            "ece_hard": 0.13030410263361925,
            "calibration": 74.26919751285558,
            "p50_s": 1.0093481719493866,
            "p95_s": 2.6447725400328634,
            "cost_usd_per_1000": 0.012423247726056713,
            "axes": {
              "intelligence": 62.17571738405072,
              "calibration": 74.26919751285558,
              "speed": 75.73570672113247,
              "cost": 67.17294563897562
            },
            "jevbench_score": 69.61954056350083
          },
          "heldout": {
            "n": 303,
            "escalation": 0.45544554455445546,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.952054794520548,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7656765676567657,
            "ece_hard": 0.12307394915062195,
            "calibration": 73.40750864670284,
            "p50_s": 1.4403502821922303,
            "p95_s": 2.656192147731781,
            "cost_usd_per_1000": 0.014095217488040938,
            "axes": {
              "intelligence": 72.09560764107077,
              "calibration": 73.40750864670284,
              "speed": 74.1727238946002,
              "cost": 65.52784655838148
            },
            "jevbench_score": 71.21637338074932
          }
        },
        {
          "threshold": 0.52,
          "public": {
            "n": 231,
            "escalation": 0.4025974025974026,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.6233766233766234,
            "ece_hard": 0.1340163403645818,
            "calibration": 73.21156034096936,
            "p50_s": 1.0194248735904694,
            "p95_s": 2.6739173635840414,
            "cost_usd_per_1000": 0.012909061724792063,
            "axes": {
              "intelligence": 62.58080997664332,
              "calibration": 73.21156034096936,
              "speed": 75.64496792568207,
              "cost": 66.67315967829809
            },
            "jevbench_score": 69.33267886847811
          },
          "heldout": {
            "n": 303,
            "escalation": 0.46864686468646866,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7722772277227723,
            "ece_hard": 0.10881465421742245,
            "calibration": 75.22041034992591,
            "p50_s": 1.4444589495658875,
            "p95_s": 2.6681172206997865,
            "cost_usd_per_1000": 0.014391515926873585,
            "axes": {
              "intelligence": 72.64606635666709,
              "calibration": 75.22041034992591,
              "speed": 74.1408989006762,
              "cost": 65.25680372046837
            },
            "jevbench_score": 71.70639047060087
          }
        },
        {
          "threshold": 0.53,
          "public": {
            "n": 231,
            "escalation": 0.42424242424242425,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6363636363636364,
            "ece_hard": 0.11533256306317706,
            "calibration": 75.07993807110981,
            "p50_s": 1.019511866569519,
            "p95_s": 2.6739173635840414,
            "cost_usd_per_1000": 0.013394875723527409,
            "axes": {
              "intelligence": 63.706936102769454,
              "calibration": 75.07993807110981,
              "speed": 75.64459733477511,
              "cost": 66.1918393414865
            },
            "jevbench_score": 69.95572266425629
          },
          "heldout": {
            "n": 303,
            "escalation": 0.4884488448844885,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7722772277227723,
            "ece_hard": 0.12506803226982283,
            "calibration": 73.59507254468586,
            "p50_s": 1.4600932538509368,
            "p95_s": 2.6681172206997865,
            "cost_usd_per_1000": 0.014835963585122555,
            "axes": {
              "intelligence": 72.64606635666709,
              "calibration": 73.59507254468586,
              "speed": 74.09414499728375,
              "cost": 64.860527239542
            },
            "jevbench_score": 71.19611593513888
          }
        },
        {
          "threshold": 0.54,
          "public": {
            "n": 231,
            "escalation": 0.4458874458874459,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6363636363636364,
            "ece_hard": 0.12286899311234808,
            "calibration": 74.32629506619271,
            "p50_s": 1.0325586676597596,
            "p95_s": 2.702420528233051,
            "cost_usd_per_1000": 0.013880689722262755,
            "axes": {
              "intelligence": 63.706936102769454,
              "calibration": 74.32629506619271,
              "speed": 75.54332332091151,
              "cost": 65.72766860621027
            },
            "jevbench_score": 69.63352482679244
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5082508250825083,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.952054794520548,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.7788778877887789,
            "ece_hard": 0.12918275257255363,
            "calibration": 73.18360051441279,
            "p50_s": 1.4737490206956863,
            "p95_s": 2.6681172206997865,
            "cost_usd_per_1000": 0.015280411243371528,
            "axes": {
              "intelligence": 73.19652507226341,
              "calibration": 73.18360051441279,
              "speed": 74.05371564586407,
              "cost": 64.47594872165097
            },
            "jevbench_score": 71.1151626837017
          }
        },
        {
          "threshold": 0.55,
          "public": {
            "n": 231,
            "escalation": 0.4675324675324675,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.6320346320346321,
            "ece_hard": 0.13042424430043517,
            "calibration": 73.57076994738401,
            "p50_s": 1.0435183227062226,
            "p95_s": 2.702420528233051,
            "cost_usd_per_1000": 0.0143665037209981,
            "axes": {
              "intelligence": 63.331560727394084,
              "calibration": 73.57076994738401,
              "speed": 75.49746989690286,
              "cost": 65.27946730968074
            },
            "jevbench_score": 69.22430797302005
          },
          "heldout": {
            "n": 303,
            "escalation": 0.528052805280528,
            "tiers": {
              "easy": 0.875,
              "standard": 0.7083333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7755775577557755,
            "ece_hard": 0.13968519404921778,
            "calibration": 70.84754090883929,
            "p50_s": 1.481574121117592,
            "p95_s": 2.674653121829033,
            "cost_usd_per_1000": 0.0157248589016205,
            "axes": {
              "intelligence": 74.7876188680826,
              "calibration": 70.84754090883929,
              "speed": 74.02009150517216,
              "cost": 64.10239728304211
            },
            "jevbench_score": 70.8099999311269
          }
        },
        {
          "threshold": 0.56,
          "public": {
            "n": 231,
            "escalation": 0.48484848484848486,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.6320346320346321,
            "ece_hard": 0.13862527458179288,
            "calibration": 72.75066691924823,
            "p50_s": 1.0443254739046097,
            "p95_s": 2.7424878135323523,
            "cost_usd_per_1000": 0.014755154919986378,
            "axes": {
              "intelligence": 63.331560727394084,
              "calibration": 72.75066691924823,
              "speed": 75.43019421829214,
              "cost": 64.93168678951162
            },
            "jevbench_score": 68.92309483035781
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5445544554455446,
            "tiers": {
              "easy": 0.875,
              "standard": 0.7083333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.7821782178217822,
            "ece_hard": 0.13539045589221751,
            "calibration": 71.27701472453931,
            "p50_s": 1.4903221815824508,
            "p95_s": 2.674653121829033,
            "cost_usd_per_1000": 0.01609523195016131,
            "axes": {
              "intelligence": 75.33807758367894,
              "calibration": 71.27701472453931,
              "speed": 73.99452368601915,
              "cost": 63.79908280802898
            },
            "jevbench_score": 70.95688022574511
          }
        },
        {
          "threshold": 0.57,
          "public": {
            "n": 231,
            "escalation": 0.5108225108225108,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.6320346320346321,
            "ece_hard": 0.14373703252857298,
            "calibration": 72.23949112457024,
            "p50_s": 1.0495290338993073,
            "p95_s": 2.7424878135323523,
            "cost_usd_per_1000": 0.015338131718468796,
            "axes": {
              "intelligence": 63.331560727394084,
              "calibration": 72.23949112457024,
              "speed": 75.40860836277173,
              "cost": 64.42682610947328
            },
            "jevbench_score": 68.66266141536647
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5742574257425742,
            "tiers": {
              "easy": 0.875,
              "standard": 0.7083333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7788778877887789,
            "ece_hard": 0.14739322908258554,
            "calibration": 70.07673740550251,
            "p50_s": 1.4949380844831466,
            "p95_s": 2.7296174198389047,
            "cost_usd_per_1000": 0.016761903437534764,
            "axes": {
              "intelligence": 75.06284822588077,
              "calibration": 70.07673740550251,
              "speed": 73.89275012973206,
              "cost": 63.270299967091155
            },
            "jevbench_score": 70.42067106857121
          }
        },
        {
          "threshold": 0.58,
          "public": {
            "n": 231,
            "escalation": 0.5238095238095238,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.5225225225225225
            },
            "accuracy": 0.6277056277056277,
            "ece_hard": 0.15638168954753112,
            "calibration": 70.12410822733281,
            "p50_s": 1.0495290338993073,
            "p95_s": 2.786542299389839,
            "cost_usd_per_1000": 0.015629620117710005,
            "axes": {
              "intelligence": 62.95618535201869,
              "calibration": 70.12410822733281,
              "speed": 75.33939902723094,
              "cost": 64.18154732504291
            },
            "jevbench_score": 67.97270025067252
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5841584158415841,
            "tiers": {
              "easy": 0.875,
              "standard": 0.7083333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7788778877887789,
            "ece_hard": 0.15122672033858384,
            "calibration": 69.69338827990268,
            "p50_s": 1.4949380844831466,
            "p95_s": 2.743682792782783,
            "cost_usd_per_1000": 0.01698412726665925,
            "axes": {
              "intelligence": 75.06284822588077,
              "calibration": 69.69338827990268,
              "speed": 73.87042894483457,
              "cost": 63.0987029363155
            },
            "jevbench_score": 70.27112685292668
          }
        },
        {
          "threshold": 0.59,
          "public": {
            "n": 231,
            "escalation": 0.5584415584415584,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6111111111111112,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.6277056277056277,
            "ece_hard": 0.1702485605817337,
            "calibration": 67.03060394513267,
            "p50_s": 1.050069946050644,
            "p95_s": 2.8044095143675802,
            "cost_usd_per_1000": 0.016406922515686557,
            "axes": {
              "intelligence": 62.9859025692359,
              "calibration": 67.03060394513267,
              "speed": 75.30940339392758,
              "cost": 63.54918618777843
            },
            "jevbench_score": 67.04539016715088
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6171617161716172,
            "tiers": {
              "easy": 0.875,
              "standard": 0.7083333333333334,
              "judge": 0.958904109589041,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7821782178217822,
            "ece_hard": 0.17133980129800483,
            "calibration": 67.68208018396058,
            "p50_s": 1.5264378130435943,
            "p95_s": 2.8136056095361703,
            "cost_usd_per_1000": 0.017724873363740866,
            "axes": {
              "intelligence": 75.17118051191822,
              "calibration": 67.68208018396058,
              "speed": 73.67057662957465,
              "cost": 62.5425057691847
            },
            "jevbench_score": 69.58227176997103
          }
        },
        {
          "threshold": 0.6,
          "public": {
            "n": 231,
            "escalation": 0.5670995670995671,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.625,
              "hard": 0.5225225225225225
            },
            "accuracy": 0.6363636363636364,
            "ece_hard": 0.16097292518725306,
            "calibration": 67.95816748458074,
            "p50_s": 1.050069946050644,
            "p95_s": 2.8044095143675802,
            "cost_usd_per_1000": 0.016601248115180697,
            "axes": {
              "intelligence": 63.9014014014014,
              "calibration": 67.95816748458074,
              "speed": 75.30940339392758,
              "cost": 63.395777788028965
            },
            "jevbench_score": 67.47849626408487
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6303630363036303,
            "tiers": {
              "easy": 0.875,
              "standard": 0.7083333333333334,
              "judge": 0.958904109589041,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7755775577557755,
            "ece_hard": 0.1922077185760751,
            "calibration": 66.40335970138702,
            "p50_s": 1.5387233823537827,
            "p95_s": 2.8136056095361703,
            "cost_usd_per_1000": 0.018021171802573514,
            "axes": {
              "intelligence": 74.62072179632189,
              "calibration": 66.40335970138702,
              "speed": 73.63576225479495,
              "cost": 62.32650919064371
            },
            "jevbench_score": 69.05621523359095
          }
        },
        {
          "threshold": 0.61,
          "public": {
            "n": 231,
            "escalation": 0.5887445887445888,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.625,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.6406926406926406,
            "ece_hard": 0.1567238524944534,
            "calibration": 68.38307475386071,
            "p50_s": 1.050069946050644,
            "p95_s": 2.8044095143675802,
            "cost_usd_per_1000": 0.017087062113916047,
            "axes": {
              "intelligence": 64.27677677677679,
              "calibration": 68.38307475386071,
              "speed": 75.30940339392758,
              "cost": 63.019978055292796
            },
            "jevbench_score": 67.5822337934907
          },
          "heldout": {
            "n": 303,
            "escalation": 0.66996699669967,
            "tiers": {
              "easy": 0.875,
              "standard": 0.7083333333333334,
              "judge": 0.958904109589041,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7755775577557755,
            "ece_hard": 0.18953466976129374,
            "calibration": 66.67066458286516,
            "p50_s": 1.5736957371234892,
            "p95_s": 2.845012076199054,
            "cost_usd_per_1000": 0.018910067119071457,
            "axes": {
              "intelligence": 74.62072179632189,
              "calibration": 66.67066458286516,
              "speed": 73.48995117428329,
              "cost": 61.69920789024273
            },
            "jevbench_score": 68.91685404253379
          }
        },
        {
          "threshold": 0.62,
          "public": {
            "n": 231,
            "escalation": 0.6017316017316018,
            "tiers": {
              "easy": 0.9375,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6493506493506493,
            "ece_hard": 0.14878020087038468,
            "calibration": 69.17743991626759,
            "p50_s": 1.0534505426883698,
            "p95_s": 2.8044095143675802,
            "cost_usd_per_1000": 0.017378550513157256,
            "axes": {
              "intelligence": 65.05724474474475,
              "calibration": 69.17743991626759,
              "speed": 75.2954441695019,
              "cost": 62.799593482861795
            },
            "jevbench_score": 67.91980354530952
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7227722772277227,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7722772277227723,
            "ece_hard": 0.18953466976129374,
            "calibration": 66.67066458286516,
            "p50_s": 1.6521354943513868,
            "p95_s": 2.845012076199054,
            "cost_usd_per_1000": 0.020095260874402044,
            "axes": {
              "intelligence": 74.82049348581961,
              "calibration": 66.67066458286516,
              "speed": 73.27870224168542,
              "cost": 60.90719054420635
            },
            "jevbench_score": 68.69109228555114
          }
        },
        {
          "threshold": 0.63,
          "public": {
            "n": 231,
            "escalation": 0.6190476190476191,
            "tiers": {
              "easy": 0.9375,
              "standard": 0.6527777777777778,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.14037276907560514,
            "calibration": 71.12189651415969,
            "p50_s": 1.0553882002830506,
            "p95_s": 2.8135541334748266,
            "cost_usd_per_1000": 0.01776720171214553,
            "axes": {
              "intelligence": 66.51286703370037,
              "calibration": 71.12189651415969,
              "speed": 75.27332490237046,
              "cost": 62.51142901165537
            },
            "jevbench_score": 68.6874480045509
          },
          "heldout": {
            "n": 303,
            "escalation": 0.768976897689769,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7083333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.7722772277227723,
            "ece_hard": 0.2041298532446619,
            "calibration": 65.21114623452834,
            "p50_s": 1.7052855372428892,
            "p95_s": 2.845012076199054,
            "cost_usd_per_1000": 0.021132305410316313,
            "axes": {
              "intelligence": 75.12859746135479,
              "calibration": 65.21114623452834,
              "speed": 73.14118777055506,
              "cost": 60.25159364163043
            },
            "jevbench_score": 68.16546718942796
          }
        },
        {
          "threshold": 0.64,
          "public": {
            "n": 231,
            "escalation": 0.6536796536796536,
            "tiers": {
              "easy": 0.9375,
              "standard": 0.6944444444444444,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.6796536796536796,
            "ece_hard": 0.12999366652019767,
            "calibration": 72.15980676970042,
            "p50_s": 1.0909338027238846,
            "p95_s": 2.8135541334748266,
            "cost_usd_per_1000": 0.018544504110122085,
            "axes": {
              "intelligence": 68.50861277944611,
              "calibration": 72.15980676970042,
              "speed": 75.12946325864377,
              "cost": 61.95354326334833
            },
            "jevbench_score": 69.25948258786866
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8085808580858086,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7083333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.7722772277227723,
            "ece_hard": 0.20713094346487576,
            "calibration": 64.91103721250695,
            "p50_s": 1.7254607558250425,
            "p95_s": 2.845012076199054,
            "cost_usd_per_1000": 0.022021200726814252,
            "axes": {
              "intelligence": 75.12859746135479,
              "calibration": 64.91103721250695,
              "speed": 73.09010799747075,
              "cost": 59.714770132027944
            },
            "jevbench_score": 67.92287334808184
          }
        },
        {
          "threshold": 0.65,
          "public": {
            "n": 231,
            "escalation": 0.6926406926406926,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.7056277056277056,
            "ece_hard": 0.13223539618884675,
            "calibration": 71.93563380283553,
            "p50_s": 1.133615779876709,
            "p95_s": 2.8135541334748266,
            "cost_usd_per_1000": 0.01941896930784571,
            "axes": {
              "intelligence": 71.44957457457458,
              "calibration": 71.93563380283553,
              "speed": 74.96278841857136,
              "cost": 61.35321474024636
            },
            "jevbench_score": 69.72791746198942
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8283828382838284,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7083333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.7722772277227723,
            "ece_hard": 0.20713094346487576,
            "calibration": 64.91103721250695,
            "p50_s": 1.7254607558250425,
            "p95_s": 2.845012076199054,
            "cost_usd_per_1000": 0.022465648385063226,
            "axes": {
              "intelligence": 75.12859746135479,
              "calibration": 64.91103721250695,
              "speed": 73.09010799747075,
              "cost": 59.45443127919982
            },
            "jevbench_score": 67.8487210641147
          }
        },
        {
          "threshold": 0.66,
          "public": {
            "n": 231,
            "escalation": 0.7056277056277056,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "hard": 0.5765765765765766
            },
            "accuracy": 0.70995670995671,
            "ece_hard": 0.12613888742069376,
            "calibration": 72.54528467965082,
            "p50_s": 1.1354727476835251,
            "p95_s": 2.8135541334748266,
            "cost_usd_per_1000": 0.019710457707086917,
            "axes": {
              "intelligence": 71.82494994994995,
              "calibration": 72.54528467965082,
              "speed": 74.9556800925469,
              "cost": 61.15909871856621
            },
            "jevbench_score": 69.90971582243851
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8646864686468647,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.952054794520548,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.7821782178217822,
            "ece_hard": 0.21109516818279833,
            "calibration": 63.09432251995037,
            "p50_s": 1.7585037529468535,
            "p95_s": 2.845012076199054,
            "cost_usd_per_1000": 0.023280469091853006,
            "axes": {
              "intelligence": 77.0703782832726,
              "calibration": 63.09432251995037,
              "speed": 73.00772586306402,
              "cost": 58.99024819237739
            },
            "jevbench_score": 67.6482714608102
          }
        },
        {
          "threshold": 0.67,
          "public": {
            "n": 231,
            "escalation": 0.7272727272727273,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.75,
              "hard": 0.5765765765765766
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.12738486996150838,
            "calibration": 72.42068642556936,
            "p50_s": 1.13800046145916,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.020196271705822267,
            "axes": {
              "intelligence": 72.23004254254253,
              "calibration": 72.42068642556936,
              "speed": 74.931560147762,
              "cost": 60.84186385773747
            },
            "jevbench_score": 69.88145649888784
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8811881188118812,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.952054794520548,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7887788778877888,
            "ece_hard": 0.19260504523128988,
            "calibration": 64.94333481510122,
            "p50_s": 1.7585037529468535,
            "p95_s": 2.845012076199054,
            "cost_usd_per_1000": 0.023650842140393813,
            "axes": {
              "intelligence": 77.62083699886892,
              "calibration": 64.94333481510122,
              "speed": 73.00772586306402,
              "cost": 58.78460171914089
            },
            "jevbench_score": 68.20030658957857
          }
        },
        {
          "threshold": 0.68,
          "public": {
            "n": 231,
            "escalation": 0.7402597402597403,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.5765765765765766
            },
            "accuracy": 0.7229437229437229,
            "ece_hard": 0.12738486996150838,
            "calibration": 72.42068642556936,
            "p50_s": 1.1484469056129456,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.020487760105063476,
            "axes": {
              "intelligence": 73.17525859192527,
              "calibration": 72.42068642556936,
              "speed": 74.89187531018243,
              "cost": 60.65516559230525
            },
            "jevbench_score": 70.04584039884124
          },
          "heldout": {
            "n": 303,
            "escalation": 0.900990099009901,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.18104412892996566,
            "calibration": 66.09942644523363,
            "p50_s": 1.7629361689090728,
            "p95_s": 2.845012076199054,
            "cost_usd_per_1000": 0.024095289798642786,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.09942644523363,
              "speed": 72.99679297848728,
              "cost": 58.542035379665634
            },
            "jevbench_score": 68.80382505456382
          }
        },
        {
          "threshold": 0.69,
          "public": {
            "n": 231,
            "escalation": 0.7619047619047619,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.1338310720757613,
            "calibration": 71.77606621414407,
            "p50_s": 1.1846259266138077,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.020973574103798822,
            "axes": {
              "intelligence": 73.55063396730064,
              "calibration": 71.77606621414407,
              "speed": 74.75717219603763,
              "cost": 60.34982665500418
            },
            "jevbench_score": 69.85922144740114
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9075907590759076,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17289245962103897,
            "calibration": 66.9145933761263,
            "p50_s": 1.7672429561614988,
            "p95_s": 2.845012076199054,
            "cost_usd_per_1000": 0.02424343901805911,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.9145933761263,
              "speed": 72.98619626483534,
              "cost": 58.462173217562665
            },
            "jevbench_score": 68.98892740964862
          }
        },
        {
          "threshold": 0.7,
          "public": {
            "n": 231,
            "escalation": 0.7965367965367965,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.7359307359307359,
            "ece_hard": 0.1489936018519762,
            "calibration": 70.25981323652258,
            "p50_s": 1.1955331593751908,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.021750876501775377,
            "axes": {
              "intelligence": 74.63088088088088,
              "calibration": 70.25981323652258,
              "speed": 74.71736826706581,
              "cost": 59.875697123743024
            },
            "jevbench_score": 69.5944211634915
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9141914191419142,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17289245962103897,
            "calibration": 66.9145933761263,
            "p50_s": 1.7672429561614988,
            "p95_s": 2.845012076199054,
            "cost_usd_per_1000": 0.02439158823747543,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.9145933761263,
              "speed": 72.98619626483534,
              "cost": 58.3827976015175
            },
            "jevbench_score": 68.96549846135484
          }
        },
        {
          "threshold": 0.71,
          "public": {
            "n": 231,
            "escalation": 0.8051948051948052,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.7402597402597403,
            "ece_hard": 0.1489936018519762,
            "calibration": 70.25981323652258,
            "p50_s": 1.1955331593751908,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.021945202101269518,
            "axes": {
              "intelligence": 75.17100433767102,
              "calibration": 70.25981323652258,
              "speed": 74.71736826706581,
              "cost": 59.759812456789
            },
            "jevbench_score": 69.6862402810031
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9174917491749175,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17183976335421564,
            "calibration": 67.01986300280865,
            "p50_s": 1.7672429561614988,
            "p95_s": 2.845012076199054,
            "cost_usd_per_1000": 0.024465662847183593,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 67.01986300280865,
              "speed": 72.98619626483534,
              "cost": 58.34329040267063
            },
            "jevbench_score": 68.98093184165116
          }
        },
        {
          "threshold": 0.72,
          "public": {
            "n": 231,
            "escalation": 0.8225108225108225,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7445887445887446,
            "ece_hard": 0.14091530937447033,
            "calibration": 71.06764248427316,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.022333853300257795,
            "axes": {
              "intelligence": 75.54637971304639,
              "calibration": 71.06764248427316,
              "speed": 74.67997101516198,
              "cost": 59.53109022545522
            },
            "jevbench_score": 69.89697579832769
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9207920792079208,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.16987858950045584,
            "calibration": 67.21598038818462,
            "p50_s": 1.7672429561614988,
            "p95_s": 2.845012076199054,
            "cost_usd_per_1000": 0.024539737456891756,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 67.21598038818462,
              "speed": 72.98619626483534,
              "cost": 58.30390263901996
            },
            "jevbench_score": 69.01968677715462
          }
        },
        {
          "threshold": 0.73,
          "public": {
            "n": 231,
            "escalation": 0.8225108225108225,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7445887445887446,
            "ece_hard": 0.14091530937447033,
            "calibration": 71.06764248427316,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.022333853300257795,
            "axes": {
              "intelligence": 75.54637971304639,
              "calibration": 71.06764248427316,
              "speed": 74.67997101516198,
              "cost": 59.53109022545522
            },
            "jevbench_score": 69.89697579832769
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9273927392739274,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17155720063770452,
            "calibration": 67.04811927445975,
            "p50_s": 1.7672429561614988,
            "p95_s": 2.845012076199054,
            "cost_usd_per_1000": 0.024687886676308078,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 67.04811927445975,
              "speed": 72.98619626483534,
              "cost": 58.2254825439613
            },
            "jevbench_score": 68.95334949545214
          }
        },
        {
          "threshold": 0.74,
          "public": {
            "n": 231,
            "escalation": 0.8268398268398268,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7445887445887446,
            "ece_hard": 0.14091530937447033,
            "calibration": 71.06764248427316,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.022431016100004864,
            "axes": {
              "intelligence": 75.54637971304639,
              "calibration": 71.06764248427316,
              "speed": 74.67997101516198,
              "cost": 59.47453158747736
            },
            "jevbench_score": 69.88036814435482
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9273927392739274,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17155720063770452,
            "calibration": 67.04811927445975,
            "p50_s": 1.7672429561614988,
            "p95_s": 2.845012076199054,
            "cost_usd_per_1000": 0.024687886676308078,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 67.04811927445975,
              "speed": 72.98619626483534,
              "cost": 58.2254825439613
            },
            "jevbench_score": 68.95334949545214
          }
        },
        {
          "threshold": 0.75,
          "public": {
            "n": 231,
            "escalation": 0.8311688311688312,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.022528178899751932,
            "axes": {
              "intelligence": 75.92175508842178,
              "calibration": 72.24478620042561,
              "speed": 74.67997101516198,
              "cost": 59.41821741173971
            },
            "jevbench_score": 70.23832191160102
          },
          "heldout": {
            "n": 303,
            "escalation": 0.933993399339934,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.16834264824186954,
            "calibration": 67.36957451404325,
            "p50_s": 1.7672429561614988,
            "p95_s": 2.845012076199054,
            "cost_usd_per_1000": 0.0248360358957244,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 67.36957451404325,
              "speed": 72.98619626483534,
              "cost": 58.147531634087755
            },
            "jevbench_score": 69.012731232157
          }
        },
        {
          "threshold": 0.76,
          "public": {
            "n": 231,
            "escalation": 0.8311688311688312,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.022528178899751932,
            "axes": {
              "intelligence": 75.92175508842178,
              "calibration": 72.24478620042561,
              "speed": 74.67997101516198,
              "cost": 59.41821741173971
            },
            "jevbench_score": 70.23832191160102
          },
          "heldout": {
            "n": 303,
            "escalation": 0.933993399339934,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.16834264824186954,
            "calibration": 67.36957451404325,
            "p50_s": 1.7672429561614988,
            "p95_s": 2.845012076199054,
            "cost_usd_per_1000": 0.0248360358957244,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 67.36957451404325,
              "speed": 72.98619626483534,
              "cost": 58.147531634087755
            },
            "jevbench_score": 69.012731232157
          }
        },
        {
          "threshold": 0.77,
          "public": {
            "n": 231,
            "escalation": 0.8441558441558441,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.022819667298993138,
            "axes": {
              "intelligence": 75.92175508842178,
              "calibration": 72.24478620042561,
              "speed": 74.67997101516198,
              "cost": 59.25072075099342
            },
            "jevbench_score": 70.18877001541033
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9372937293729373,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.17751077643252838,
            "calibration": 66.45276169497737,
            "p50_s": 1.771337929368019,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.024910110505432563,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.45276169497737,
              "speed": 72.96079095201704,
              "cost": 58.108730375679436
            },
            "jevbench_score": 68.69955822511686
          }
        },
        {
          "threshold": 0.78,
          "public": {
            "n": 231,
            "escalation": 0.8441558441558441,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.022819667298993138,
            "axes": {
              "intelligence": 75.92175508842178,
              "calibration": 72.24478620042561,
              "speed": 74.67997101516198,
              "cost": 59.25072075099342
            },
            "jevbench_score": 70.18877001541033
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9405940594059405,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.17751077643252838,
            "calibration": 66.45276169497737,
            "p50_s": 1.771337929368019,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.024984185115140726,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.45276169497737,
              "speed": 72.96079095201704,
              "cost": 58.0700443285299
            },
            "jevbench_score": 68.68812113938549
          }
        },
        {
          "threshold": 0.79,
          "public": {
            "n": 231,
            "escalation": 0.8441558441558441,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.022819667298993138,
            "axes": {
              "intelligence": 75.92175508842178,
              "calibration": 72.24478620042561,
              "speed": 74.67997101516198,
              "cost": 59.25072075099342
            },
            "jevbench_score": 70.18877001541033
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9438943894389439,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.17751077643252838,
            "calibration": 66.45276169497737,
            "p50_s": 1.771337929368019,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.02505825972484889,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.45276169497737,
              "speed": 72.96079095201704,
              "cost": 58.03147281047841
            },
            "jevbench_score": 68.67671222229512
          }
        },
        {
          "threshold": 0.8,
          "public": {
            "n": 231,
            "escalation": 0.8484848484848485,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.02291683009874021,
            "axes": {
              "intelligence": 75.92175508842178,
              "calibration": 72.24478620042561,
              "speed": 74.67997101516198,
              "cost": 59.19536365065882
            },
            "jevbench_score": 70.17237017769011
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9438943894389439,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.17751077643252838,
            "calibration": 66.45276169497737,
            "p50_s": 1.771337929368019,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.02505825972484889,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.45276169497737,
              "speed": 72.96079095201704,
              "cost": 58.03147281047841
            },
            "jevbench_score": 68.67671222229512
          }
        },
        {
          "threshold": 0.81,
          "public": {
            "n": 231,
            "escalation": 0.8484848484848485,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.02291683009874021,
            "axes": {
              "intelligence": 75.92175508842178,
              "calibration": 72.24478620042561,
              "speed": 74.67997101516198,
              "cost": 59.19536365065882
            },
            "jevbench_score": 70.17237017769011
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9471947194719472,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.17751077643252838,
            "calibration": 66.45276169497737,
            "p50_s": 1.771337929368019,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.02513233433455705,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.45276169497737,
              "speed": 72.96079095201704,
              "cost": 57.99301514540493
            },
            "jevbench_score": 68.66533131774352
          }
        },
        {
          "threshold": 0.82,
          "public": {
            "n": 231,
            "escalation": 0.8484848484848485,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.02291683009874021,
            "axes": {
              "intelligence": 75.92175508842178,
              "calibration": 72.24478620042561,
              "speed": 74.67997101516198,
              "cost": 59.19536365065882
            },
            "jevbench_score": 70.17237017769011
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9504950495049505,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.1787210719898652,
            "calibration": 66.33173213924368,
            "p50_s": 1.7966659694910048,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.02520640894426521,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.33173213924368,
              "speed": 72.89913175463856,
              "cost": 57.95467066315897
            },
            "jevbench_score": 68.60819438262894
          }
        },
        {
          "threshold": 0.83,
          "public": {
            "n": 231,
            "escalation": 0.8528138528138528,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.023013992898487278,
            "axes": {
              "intelligence": 75.92175508842178,
              "calibration": 72.24478620042561,
              "speed": 74.67997101516198,
              "cost": 59.140240757620504
            },
            "jevbench_score": 70.1560282916993
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9504950495049505,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.1787210719898652,
            "calibration": 66.33173213924368,
            "p50_s": 1.7966659694910048,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.02520640894426521,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.33173213924368,
              "speed": 72.89913175463856,
              "cost": 57.95467066315897
            },
            "jevbench_score": 68.60819438262894
          }
        },
        {
          "threshold": 0.84,
          "public": {
            "n": 231,
            "escalation": 0.8571428571428571,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.023111155698234347,
            "axes": {
              "intelligence": 75.92175508842178,
              "calibration": 72.24478620042561,
              "speed": 74.67997101516198,
              "cost": 59.08535009843544
            },
            "jevbench_score": 70.13974389870233
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9504950495049505,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.1787210719898652,
            "calibration": 66.33173213924368,
            "p50_s": 1.7966659694910048,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.02520640894426521,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.33173213924368,
              "speed": 72.89913175463856,
              "cost": 57.95467066315897
            },
            "jevbench_score": 68.60819438262894
          }
        },
        {
          "threshold": 0.85,
          "public": {
            "n": 231,
            "escalation": 0.8571428571428571,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.023111155698234347,
            "axes": {
              "intelligence": 75.92175508842178,
              "calibration": 72.24478620042561,
              "speed": 74.67997101516198,
              "cost": 59.08535009843544
            },
            "jevbench_score": 70.13974389870233
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.1787210719898652,
            "calibration": 66.33173213924368,
            "p50_s": 1.7966659694910048,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.025280483553973374,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.33173213924368,
              "speed": 72.89913175463856,
              "cost": 57.916438699489554
            },
            "jevbench_score": 68.59687659276717
          }
        },
        {
          "threshold": 0.86,
          "public": {
            "n": 231,
            "escalation": 0.8658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.023305481297728487,
            "axes": {
              "intelligence": 75.92175508842178,
              "calibration": 72.24478620042561,
              "speed": 74.67997101516198,
              "cost": 58.97625771162744
            },
            "jevbench_score": 70.10734578444121
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.1787210719898652,
            "calibration": 66.33173213924368,
            "p50_s": 1.7966659694910048,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.025280483553973374,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.33173213924368,
              "speed": 72.89913175463856,
              "cost": 57.916438699489554
            },
            "jevbench_score": 68.59687659276717
          }
        },
        {
          "threshold": 0.87,
          "public": {
            "n": 231,
            "escalation": 0.8701298701298701,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.023402644097475556,
            "axes": {
              "intelligence": 75.92175508842178,
              "calibration": 72.24478620042561,
              "speed": 74.67997101516198,
              "cost": 58.9220521596563
            },
            "jevbench_score": 70.0912311731294
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.1787210719898652,
            "calibration": 66.33173213924368,
            "p50_s": 1.7966659694910048,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.025280483553973374,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.33173213924368,
              "speed": 72.89913175463856,
              "cost": 57.916438699489554
            },
            "jevbench_score": 68.59687659276717
          }
        },
        {
          "threshold": 0.88,
          "public": {
            "n": 231,
            "escalation": 0.8831168831168831,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.023694132496716765,
            "axes": {
              "intelligence": 75.92175508842178,
              "calibration": 72.24478620042561,
              "speed": 74.67997101516198,
              "cost": 58.760775619427946
            },
            "jevbench_score": 70.0432198933073
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.1787210719898652,
            "calibration": 66.33173213924368,
            "p50_s": 1.7966659694910048,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.025280483553973374,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.33173213924368,
              "speed": 72.89913175463856,
              "cost": 57.916438699489554
            },
            "jevbench_score": 68.59687659276717
          }
        },
        {
          "threshold": 0.89,
          "public": {
            "n": 231,
            "escalation": 0.8961038961038961,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.023985620895957974,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 74.67997101516198,
              "cost": 58.601471044900336
            },
            "jevbench_score": 70.119858845011
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9570957095709571,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.1787210719898652,
            "calibration": 66.33173213924368,
            "p50_s": 1.7966659694910048,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.025354558163681536,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.33173213924368,
              "speed": 72.89913175463856,
              "cost": 57.878318595976175
            },
            "jevbench_score": 68.58558633665734
          }
        },
        {
          "threshold": 0.9,
          "public": {
            "n": 231,
            "escalation": 0.8961038961038961,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.023985620895957974,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 74.67997101516198,
              "cost": 58.601471044900336
            },
            "jevbench_score": 70.119858845011
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9570957095709571,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.1787210719898652,
            "calibration": 66.33173213924368,
            "p50_s": 1.7966659694910048,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.025354558163681536,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.33173213924368,
              "speed": 72.89913175463856,
              "cost": 57.878318595976175
            },
            "jevbench_score": 68.58558633665734
          }
        },
        {
          "threshold": 0.91,
          "public": {
            "n": 231,
            "escalation": 0.9090909090909091,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.02427710929519918,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 74.67997101516198,
              "cost": 58.44409079464499
            },
            "jevbench_score": 70.07273284278868
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9603960396039604,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.1787210719898652,
            "calibration": 66.33173213924368,
            "p50_s": 1.7966659694910048,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.025428632773389696,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.33173213924368,
              "speed": 72.89913175463856,
              "cost": 57.84030969996074
            },
            "jevbench_score": 68.57432346351061
          }
        },
        {
          "threshold": 0.92,
          "public": {
            "n": 231,
            "escalation": 0.922077922077922,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.024568597694440388,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 74.67997101516198,
              "cost": 58.28858893312692
            },
            "jevbench_score": 70.02607573343855
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9636963696369637,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.1787210719898652,
            "calibration": 66.33173213924368,
            "p50_s": 1.7966659694910048,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.02550270738309786,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.33173213924368,
              "speed": 72.89913175463856,
              "cost": 57.80241136448054
            },
            "jevbench_score": 68.56308782380398
          }
        },
        {
          "threshold": 0.93,
          "public": {
            "n": 231,
            "escalation": 0.922077922077922,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.024568597694440388,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 74.67997101516198,
              "cost": 58.28858893312692
            },
            "jevbench_score": 70.02607573343855
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9702970297029703,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.1787210719898652,
            "calibration": 66.33173213924368,
            "p50_s": 1.7966659694910048,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.02565085660251418,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.33173213924368,
              "speed": 72.89913175463856,
              "cost": 57.72694381535639
            },
            "jevbench_score": 68.54069765286172
          }
        },
        {
          "threshold": 0.94,
          "public": {
            "n": 231,
            "escalation": 0.9264069264069265,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.02466576049418746,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 74.67997101516198,
              "cost": 58.2371646951237
            },
            "jevbench_score": 70.01062575590005
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9735973597359736,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.1787210719898652,
            "calibration": 66.33173213924368,
            "p50_s": 1.7966659694910048,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.025724931212222343,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.33173213924368,
              "speed": 72.89913175463856,
              "cost": 57.689373335673984
            },
            "jevbench_score": 68.52954282878066
          }
        },
        {
          "threshold": 0.95,
          "public": {
            "n": 231,
            "escalation": 0.935064935064935,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.024860086093681597,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 74.67997101516198,
              "cost": 58.13492115022048
            },
            "jevbench_score": 69.97987712615739
          },
          "heldout": {
            "n": 303,
            "escalation": 0.976897689768977,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.1787210719898652,
            "calibration": 66.33173213924368,
            "p50_s": 1.7966659694910048,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.025799005821930506,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.33173213924368,
              "speed": 72.89913175463856,
              "cost": 57.651910884322476
            },
            "jevbench_score": 68.51841465242143
          }
        },
        {
          "threshold": 0.96,
          "public": {
            "n": 231,
            "escalation": 0.9523809523809523,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2058723896741868,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.025248737292669875,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 74.67997101516198,
              "cost": 57.93281009135537
            },
            "jevbench_score": 69.91897490206937
          },
          "heldout": {
            "n": 303,
            "escalation": 0.976897689768977,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.1787210719898652,
            "calibration": 66.33173213924368,
            "p50_s": 1.7966659694910048,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.025799005821930506,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.33173213924368,
              "speed": 72.89913175463856,
              "cost": 57.651910884322476
            },
            "jevbench_score": 68.51841465242143
          }
        },
        {
          "threshold": 0.97,
          "public": {
            "n": 231,
            "escalation": 0.9696969696969697,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2091113656759263,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.025637388491658152,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 74.66832149375296,
              "cost": 57.73378646674773
            },
            "jevbench_score": 69.8561225716608
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9933993399339934,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 1.7966659694910048,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.026169378870471317,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 72.89913175463856,
              "cost": 57.46619755618162
            },
            "jevbench_score": 68.57073470727173
          }
        },
        {
          "threshold": 0.98,
          "public": {
            "n": 231,
            "escalation": 0.9826839826839827,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2091113656759263,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.02592887689089936,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 74.66832149375296,
              "cost": 57.5864888285606
            },
            "jevbench_score": 69.81152346532748
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9966996699669967,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 1.7966659694910048,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.026243453480179476,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 72.89913175463856,
              "cost": 57.42937045004582
            },
            "jevbench_score": 68.55974620914046
          }
        },
        {
          "threshold": 0.99,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2091113656759263,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.02631752808988764,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 74.66832149375296,
              "cost": 57.3926471455153
            },
            "jevbench_score": 69.75270107990477
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 1.7966659694910048,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.02631752808988764,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 72.89913175463856,
              "cost": 57.3926471455153
            },
            "jevbench_score": 68.54878341961265
          }
        },
        {
          "threshold": 1.0,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.2091113656759263,
            "p95_s": 2.822939346730709,
            "cost_usd_per_1000": 0.02631752808988764,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 74.66832149375296,
              "cost": 57.3926471455153
            },
            "jevbench_score": 69.75270107990477
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 1.7966659694910048,
            "p95_s": 2.855087894201278,
            "cost_usd_per_1000": 0.02631752808988764,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 72.89913175463856,
              "cost": 57.3926471455153
            },
            "jevbench_score": 68.54878341961265
          }
        }
      ]
    },
    {
      "cheap": "laya",
      "backend": "djev",
      "chosen": {
        "threshold": 0.91,
        "public": {
          "n": 231,
          "escalation": 0.8138528138528138,
          "tiers": {
            "easy": 1.0,
            "standard": 0.8055555555555556,
            "hard": 0.6486486486486487
          },
          "accuracy": 0.7705627705627706,
          "ece_hard": 0.21403948716400195,
          "calibration": 60.46595625889957,
          "p50_s": 1.4088232532143592,
          "p95_s": 4.751377658545971,
          "cost_usd_per_1000": 0.024003628986494156,
          "axes": {
            "intelligence": 77.79863196529865,
            "calibration": 60.46595625889957,
            "speed": 71.74323937512592,
            "cost": 58.591692836569436
          },
          "jevbench_score": 66.68451217536285
        },
        "heldout": {
          "n": 303,
          "escalation": 0.9108910891089109,
          "tiers": {
            "easy": 1.0,
            "standard": 0.7916666666666666,
            "judge": 0.9315068493150684,
            "hard": 0.6788990825688074
          },
          "accuracy": 0.834983498349835,
          "ece_hard": 0.1936376942232804,
          "calibration": 63.32580633081179,
          "p50_s": 3.024282158911228,
          "p95_s": 4.98705321252346,
          "cost_usd_per_1000": 0.026521893981532988,
          "axes": {
            "intelligence": 82.6158309245528,
            "calibration": 63.32580633081179,
            "speed": 68.21533690332035,
            "cost": 57.291863959649056
          },
          "jevbench_score": 67.24418681143882
        }
      },
      "full": {
        "tiers": {
          "easy": 1.0,
          "standard": 0.8020833333333334,
          "judge": 0.9315068493150684,
          "hard": 0.6636363636363637
        },
        "accuracy": 0.8071161048689138,
        "ece_hard": 0.20393132611609935,
        "calibration": 61.88660775260986,
        "p50_s": 2.458402571827173,
        "p95_s": 4.905256568640471,
        "cost_usd_per_1000": 0.025432532157836415,
        "axes": {
          "intelligence": 82.44961602324616,
          "calibration": 61.88660775260986,
          "speed": 69.18685270407968,
          "cost": 57.83831193075474
        },
        "jevbench_score": 67.22117893279099
      },
      "full_escalation": 0.8689138576779026,
      "backend_heldout_accuracy": 0.834983498349835,
      "useful": false,
      "curve": [
        {
          "threshold": 0.0,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.01,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.02,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.03,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.04,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.05,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.06,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.07,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.08,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.09,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.1,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.11,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.12,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.13,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.14,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.15,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.16,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.17,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.18,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.19,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.2,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.21,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.22,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.20499788359709112,
            "calibration": 64.18271164029089,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0029954704346839183,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 64.18271164029089,
              "speed": 72.85668019555155,
              "cost": 85.70604887626953
            },
            "jevbench_score": 68.1945127423754
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.23,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.20499788359709112,
            "calibration": 64.18271164029089,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0029954704346839183,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 64.18271164029089,
              "speed": 72.85668019555155,
              "cost": 85.70604887626953
            },
            "jevbench_score": 68.1945127423754
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.26638491846591456,
            "calibration": 54.710258153408546,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0029687750460439303,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 54.710258153408546,
              "speed": 68.8164811989393,
              "cost": 85.82268127282356
            },
            "jevbench_score": 66.26633325051776
          }
        },
        {
          "threshold": 0.24,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.20499788359709112,
            "calibration": 64.18271164029089,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0029954704346839183,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 64.18271164029089,
              "speed": 72.85668019555155,
              "cost": 85.70604887626953
            },
            "jevbench_score": 68.1945127423754
          },
          "heldout": {
            "n": 303,
            "escalation": 0.006600660066006601,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.30275229357798167
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2685785710123605,
            "calibration": 54.490892898763946,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.776861734688282,
            "cost_usd_per_1000": 0.0030544227512638907,
            "axes": {
              "intelligence": 59.95243182103809,
              "calibration": 54.490892898763946,
              "speed": 68.78687472081019,
              "cost": 85.45212562118809
            },
            "jevbench_score": 66.1972265290414
          }
        },
        {
          "threshold": 0.25,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.35135135135135137
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.20721506441962992,
            "calibration": 63.96099355803702,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.003107813528543866,
            "axes": {
              "intelligence": 54.33871371371373,
              "calibration": 63.96099355803702,
              "speed": 72.85668019555155,
              "cost": 85.22635141383566
            },
            "jevbench_score": 68.15801871560345
          },
          "heldout": {
            "n": 303,
            "escalation": 0.009900990099009901,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2653040571677337,
            "calibration": 54.81834428322663,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.776861734688282,
            "cost_usd_per_1000": 0.0031400704564838507,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 54.81834428322663,
              "speed": 68.78687472081019,
              "cost": 85.09181821526666
            },
            "jevbench_score": 66.15031825961717
          }
        },
        {
          "threshold": 0.26,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.35135135135135137
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.20721506441962992,
            "calibration": 63.96099355803702,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.003107813528543866,
            "axes": {
              "intelligence": 54.33871371371373,
              "calibration": 63.96099355803702,
              "speed": 72.85668019555155,
              "cost": 85.22635141383566
            },
            "jevbench_score": 68.15801871560345
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2719563772639535,
            "calibration": 54.15311227360465,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.805826105177402,
            "cost_usd_per_1000": 0.003225718161703811,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 54.15311227360465,
              "speed": 68.76062090811617,
              "cost": 84.74120741743732
            },
            "jevbench_score": 65.87438576322377
          }
        },
        {
          "threshold": 0.27,
          "public": {
            "n": 231,
            "escalation": 0.021645021645021644,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.35135135135135137
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.2167309292550949,
            "calibration": 63.00940707449051,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0034448428101237095,
            "axes": {
              "intelligence": 54.33871371371373,
              "calibration": 63.00940707449051,
              "speed": 72.85668019555155,
              "cost": 83.88491771126874
            },
            "jevbench_score": 67.63430037029215
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2719563772639535,
            "calibration": 54.15311227360465,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.805826105177402,
            "cost_usd_per_1000": 0.003225718161703811,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 54.15311227360465,
              "speed": 68.76062090811617,
              "cost": 84.74120741743732
            },
            "jevbench_score": 65.87438576322377
          }
        },
        {
          "threshold": 0.28,
          "public": {
            "n": 231,
            "escalation": 0.021645021645021644,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.35135135135135137
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.2167309292550949,
            "calibration": 63.00940707449051,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0034448428101237095,
            "axes": {
              "intelligence": 54.33871371371373,
              "calibration": 63.00940707449051,
              "speed": 72.85668019555155,
              "cost": 83.88491771126874
            },
            "jevbench_score": 67.63430037029215
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.30275229357798167
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.27631125485581776,
            "calibration": 53.71762451441822,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.805826105177402,
            "cost_usd_per_1000": 0.0033970135721437316,
            "axes": {
              "intelligence": 59.95243182103809,
              "calibration": 53.71762451441822,
              "speed": 68.76062090811617,
              "cost": 84.06708153948036
            },
            "jevbench_score": 65.68592814352321
          }
        },
        {
          "threshold": 0.29,
          "public": {
            "n": 231,
            "escalation": 0.03896103896103896,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.23428726529650074,
            "calibration": 61.25377347034993,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.458208107948304,
            "cost_usd_per_1000": 0.0038942151855635007,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 61.25377347034993,
              "speed": 72.8424745430834,
              "cost": 82.28740162052938
            },
            "jevbench_score": 66.71714049488729
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0231023102310231,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.27713259953055647,
            "calibration": 53.635490046944355,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.805826105177402,
            "cost_usd_per_1000": 0.0034826612773636917,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 53.635490046944355,
              "speed": 68.76062090811617,
              "cost": 83.7426628853341
            },
            "jevbench_score": 65.52195035941706
          }
        },
        {
          "threshold": 0.3,
          "public": {
            "n": 231,
            "escalation": 0.04329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.35135135135135137
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.23145343569395543,
            "calibration": 61.53715643060446,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.458208107948304,
            "cost_usd_per_1000": 0.004006558279423448,
            "axes": {
              "intelligence": 54.33871371371373,
              "calibration": 61.53715643060446,
              "speed": 72.8424745430834,
              "cost": 81.91685606879712
            },
            "jevbench_score": 66.83457429595336
          },
          "heldout": {
            "n": 303,
            "escalation": 0.033003300330033,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2766891866923046,
            "calibration": 53.679831330769545,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.805826105177402,
            "cost_usd_per_1000": 0.003739604393023572,
            "axes": {
              "intelligence": 59.868983285157725,
              "calibration": 53.679831330769545,
              "speed": 68.76062090811617,
              "cost": 82.81523016137302
            },
            "jevbench_score": 65.40572395395589
          }
        },
        {
          "threshold": 0.31,
          "public": {
            "n": 231,
            "escalation": 0.05627705627705628,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.25693116531842525,
            "calibration": 58.989383468157484,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.458208107948304,
            "cost_usd_per_1000": 0.004343587561003292,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 58.989383468157484,
              "speed": 72.8424745430834,
              "cost": 80.86454257774314
            },
            "jevbench_score": 65.80423925282119
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.3119266055045872
            },
            "accuracy": 0.5742574257425742,
            "ece_hard": 0.2771799487596843,
            "calibration": 53.630755124031566,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.003996547508683453,
            "axes": {
              "intelligence": 60.41944200075407,
              "calibration": 53.630755124031566,
              "speed": 68.75300303786179,
              "cost": 81.94945060052964
            },
            "jevbench_score": 65.36677898006971
          }
        },
        {
          "threshold": 0.32,
          "public": {
            "n": 231,
            "escalation": 0.06060606060606061,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.25806341794836873,
            "calibration": 58.87615820516313,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.458208107948304,
            "cost_usd_per_1000": 0.0044559306548632395,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 58.87615820516313,
              "speed": 72.8424745430834,
              "cost": 80.5318472938578
            },
            "jevbench_score": 65.70488448589563
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.3119266055045872
            },
            "accuracy": 0.5742574257425742,
            "ece_hard": 0.28339131260983597,
            "calibration": 53.0096187390164,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.004082195213903413,
            "axes": {
              "intelligence": 60.41944200075407,
              "calibration": 53.0096187390164,
              "speed": 68.75300303786179,
              "cost": 81.67318692421424
            },
            "jevbench_score": 65.12168681295502
          }
        },
        {
          "threshold": 0.33,
          "public": {
            "n": 231,
            "escalation": 0.06493506493506493,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.26412593020871994,
            "calibration": 58.26990697912801,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.46199137121439,
            "cost_usd_per_1000": 0.004568273748723187,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 58.26990697912801,
              "speed": 72.83879065582862,
              "cost": 80.20743638105976
            },
            "jevbench_score": 65.46815830245839
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0594059405940594,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.3302752293577982
            },
            "accuracy": 0.5808580858085809,
            "ece_hard": 0.28356399879623506,
            "calibration": 53.61726160771801,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.004424786034783254,
            "axes": {
              "intelligence": 60.96990071635039,
              "calibration": 53.61726160771801,
              "speed": 68.75300303786179,
              "cost": 80.6232317568466
            },
            "jevbench_score": 65.2443634130602
          }
        },
        {
          "threshold": 0.34,
          "public": {
            "n": 231,
            "escalation": 0.0735930735930736,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.35135135135135137
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.26227544325831725,
            "calibration": 58.454955674168275,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.481120200455189,
            "cost_usd_per_1000": 0.004792959936443083,
            "axes": {
              "intelligence": 54.33871371371373,
              "calibration": 58.454955674168275,
              "speed": 72.82021198198058,
              "cost": 79.58188603565684
            },
            "jevbench_score": 65.50119357835752
          },
          "heldout": {
            "n": 303,
            "escalation": 0.06930693069306931,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3394495412844037
            },
            "accuracy": 0.5874587458745875,
            "ece_hard": 0.28653347574668026,
            "calibration": 53.320313912673484,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.0046817291504431344,
            "axes": {
              "intelligence": 61.436910896066365,
              "calibration": 53.320313912673484,
              "speed": 68.75300303786179,
              "cost": 79.88781144752734
            },
            "jevbench_score": 65.1288734443149
          }
        },
        {
          "threshold": 0.35,
          "public": {
            "n": 231,
            "escalation": 0.0735930735930736,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.35135135135135137
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.26227544325831725,
            "calibration": 58.454955674168275,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.481120200455189,
            "cost_usd_per_1000": 0.004792959936443083,
            "axes": {
              "intelligence": 54.33871371371373,
              "calibration": 58.454955674168275,
              "speed": 72.82021198198058,
              "cost": 79.58188603565684
            },
            "jevbench_score": 65.50119357835752
          },
          "heldout": {
            "n": 303,
            "escalation": 0.07920792079207921,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.594059405940594,
            "ece_hard": 0.2801392597236976,
            "calibration": 53.959735514971754,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.004938672266103015,
            "axes": {
              "intelligence": 61.98736961166269,
              "calibration": 53.959735514971754,
              "speed": 68.75300303786179,
              "cost": 79.19169378943306
            },
            "jevbench_score": 65.32600218494143
          }
        },
        {
          "threshold": 0.36,
          "public": {
            "n": 231,
            "escalation": 0.08658008658008658,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5411255411255411,
            "ece_hard": 0.26771218867386204,
            "calibration": 57.9112811326138,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4887279063463215,
            "cost_usd_per_1000": 0.005129989218022926,
            "axes": {
              "intelligence": 54.7140890890891,
              "calibration": 57.9112811326138,
              "speed": 72.81284511145756,
              "cost": 78.69650643002603
            },
            "jevbench_score": 65.27643833183383
          },
          "heldout": {
            "n": 303,
            "escalation": 0.08250825082508251,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.594059405940594,
            "ece_hard": 0.2844688296173663,
            "calibration": 54.844722003057356,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.005024319971322975,
            "axes": {
              "intelligence": 61.98736961166269,
              "calibration": 54.844722003057356,
              "speed": 68.75300303786179,
              "cost": 78.96768131685002
            },
            "jevbench_score": 65.5457861101556
          }
        },
        {
          "threshold": 0.37,
          "public": {
            "n": 231,
            "escalation": 0.11255411255411256,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3963963963963964
            },
            "accuracy": 0.5584415584415584,
            "ece_hard": 0.2575246670282414,
            "calibration": 58.93003329717587,
            "p50_s": 1.169974410533905,
            "p95_s": 4.579712373763323,
            "cost_usd_per_1000": 0.005804047781182613,
            "axes": {
              "intelligence": 56.2155905905906,
              "calibration": 58.93003329717587,
              "speed": 72.70985433717482,
              "cost": 77.08807062814623
            },
            "jevbench_score": 65.64376449658542
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0891089108910891,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3669724770642202
            },
            "accuracy": 0.5973597359735974,
            "ece_hard": 0.2858808164297213,
            "calibration": 54.70352332182186,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.005195615381762896,
            "axes": {
              "intelligence": 62.26259896946086,
              "calibration": 54.70352332182186,
              "speed": 68.75300303786179,
              "cost": 78.53089018386258
            },
            "jevbench_score": 65.48527930995388
          }
        },
        {
          "threshold": 0.38,
          "public": {
            "n": 231,
            "escalation": 0.12554112554112554,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3963963963963964
            },
            "accuracy": 0.5584415584415584,
            "ece_hard": 0.2552971594021614,
            "calibration": 59.15278405978386,
            "p50_s": 1.1792236283421516,
            "p95_s": 4.579712373763323,
            "cost_usd_per_1000": 0.006141077062762457,
            "axes": {
              "intelligence": 56.2155905905906,
              "calibration": 59.15278405978386,
              "speed": 72.67565624109668,
              "cost": 76.35266358208892
            },
            "jevbench_score": 65.5407309198028
          },
          "heldout": {
            "n": 303,
            "escalation": 0.09900990099009901,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7123287671232876,
              "hard": 0.3761467889908257
            },
            "accuracy": 0.6039603960396039,
            "ece_hard": 0.2856826765914915,
            "calibration": 54.72333730564484,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.005452558497422776,
            "axes": {
              "intelligence": 62.72960914917684,
              "calibration": 54.72333730564484,
              "speed": 68.75300303786179,
              "cost": 77.90198999271644
            },
            "jevbench_score": 65.48191099280263
          }
        },
        {
          "threshold": 0.39,
          "public": {
            "n": 231,
            "escalation": 0.14285714285714285,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.5627705627705628,
            "ece_hard": 0.26113385854532956,
            "calibration": 58.56911414546705,
            "p50_s": 1.1792236283421516,
            "p95_s": 4.6298252247273926,
            "cost_usd_per_1000": 0.006590449438202247,
            "axes": {
              "intelligence": 56.59096596596597,
              "calibration": 58.56911414546705,
              "speed": 72.62839230581778,
              "cost": 75.43254902556865
            },
            "jevbench_score": 65.2785116939457
          },
          "heldout": {
            "n": 303,
            "escalation": 0.11221122112211221,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7191780821917808,
              "hard": 0.3853211009174312
            },
            "accuracy": 0.6105610561056105,
            "ece_hard": 0.28947732910729296,
            "calibration": 54.34387205406469,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.005795149318302617,
            "axes": {
              "intelligence": 63.1966193288928,
              "calibration": 54.34387205406469,
              "speed": 68.75300303786179,
              "cost": 77.10806108464698
            },
            "jevbench_score": 65.32192432404878
          }
        },
        {
          "threshold": 0.4,
          "public": {
            "n": 231,
            "escalation": 0.1471861471861472,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4144144144144144
            },
            "accuracy": 0.5670995670995671,
            "ece_hard": 0.25758740976776034,
            "calibration": 58.923759023223965,
            "p50_s": 1.1792236283421516,
            "p95_s": 4.6298252247273926,
            "cost_usd_per_1000": 0.0067027925320621955,
            "axes": {
              "intelligence": 56.96634134134135,
              "calibration": 58.923759023223965,
              "speed": 72.62839230581778,
              "cost": 75.21232668646356
            },
            "jevbench_score": 65.43740322838681
          },
          "heldout": {
            "n": 303,
            "escalation": 0.132013201320132,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7191780821917808,
              "hard": 0.3853211009174312
            },
            "accuracy": 0.6105610561056105,
            "ece_hard": 0.3056268436556113,
            "calibration": 52.95780987592866,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.818394577503205,
            "cost_usd_per_1000": 0.006309035549622378,
            "axes": {
              "intelligence": 63.1966193288928,
              "calibration": 52.95780987592866,
              "speed": 68.7492778155999,
              "cost": 76.00111076383412
            },
            "jevbench_score": 64.66629597351857
          }
        },
        {
          "threshold": 0.41,
          "public": {
            "n": 231,
            "escalation": 0.1645021645021645,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.43243243243243246
            },
            "accuracy": 0.5757575757575758,
            "ece_hard": 0.2577054114004288,
            "calibration": 58.911958859957124,
            "p50_s": 1.1792236283421516,
            "p95_s": 4.665233356505633,
            "cost_usd_per_1000": 0.0071521649075019875,
            "axes": {
              "intelligence": 57.7170920920921,
              "calibration": 58.911958859957124,
              "speed": 72.59530455172985,
              "cost": 74.36687441699974
            },
            "jevbench_score": 65.45592907122897
          },
          "heldout": {
            "n": 303,
            "escalation": 0.13861386138613863,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7123287671232876,
              "hard": 0.3853211009174312
            },
            "accuracy": 0.6072607260726073,
            "ece_hard": 0.3098322889760976,
            "calibration": 52.22029764421502,
            "p50_s": 2.79284847676754,
            "p95_s": 4.818394577503205,
            "cost_usd_per_1000": 0.0064803309600623,
            "axes": {
              "intelligence": 63.004838506975005,
              "calibration": 52.22029764421502,
              "speed": 68.71050264458512,
              "cost": 75.65208440509346
            },
            "jevbench_score": 64.3078984673794
          }
        },
        {
          "threshold": 0.42,
          "public": {
            "n": 231,
            "escalation": 0.16883116883116883,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.5800865800865801,
            "ece_hard": 0.25394636388435243,
            "calibration": 59.28786361156476,
            "p50_s": 1.1792236283421516,
            "p95_s": 4.665233356505633,
            "cost_usd_per_1000": 0.007264508001361934,
            "axes": {
              "intelligence": 58.09246746746747,
              "calibration": 59.28786361156476,
              "speed": 72.59530455172985,
              "cost": 74.16381380654964
            },
            "jevbench_score": 65.62156034108544
          },
          "heldout": {
            "n": 303,
            "escalation": 0.15841584158415842,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7191780821917808,
              "hard": 0.4036697247706422
            },
            "accuracy": 0.6171617161716172,
            "ece_hard": 0.3015970094357338,
            "calibration": 53.0438255982514,
            "p50_s": 2.79284847676754,
            "p95_s": 4.818394577503205,
            "cost_usd_per_1000": 0.00699421719138206,
            "axes": {
              "intelligence": 63.74707804448912,
              "calibration": 53.0438255982514,
              "speed": 68.71050264458512,
              "cost": 74.6578265702076
            },
            "jevbench_score": 64.53545813041144
          }
        },
        {
          "threshold": 0.43,
          "public": {
            "n": 231,
            "escalation": 0.18614718614718614,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.5844155844155844,
            "ece_hard": 0.2623346660308655,
            "calibration": 58.569332683094174,
            "p50_s": 1.1792236283421516,
            "p95_s": 4.665233356505633,
            "cost_usd_per_1000": 0.007713880376801726,
            "axes": {
              "intelligence": 58.46784284284285,
              "calibration": 58.569332683094174,
              "speed": 72.59530455172985,
              "cost": 73.38181300751805
            },
            "jevbench_score": 65.35383524656888
          },
          "heldout": {
            "n": 303,
            "escalation": 0.19141914191419143,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7328767123287672,
              "hard": 0.42201834862385323
            },
            "accuracy": 0.6303630363036303,
            "ece_hard": 0.29869441776037686,
            "calibration": 53.3340847657871,
            "p50_s": 2.8226395934820174,
            "p95_s": 4.842004146426917,
            "cost_usd_per_1000": 0.007850694243581662,
            "axes": {
              "intelligence": 64.68109840392108,
              "calibration": 53.3340847657871,
              "speed": 68.64319413850893,
              "cost": 73.15275809576346
            },
            "jevbench_score": 64.5137973397298
          }
        },
        {
          "threshold": 0.44,
          "public": {
            "n": 231,
            "escalation": 0.19913419913419914,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.5887445887445888,
            "ece_hard": 0.2628508345763212,
            "calibration": 59.54324341768803,
            "p50_s": 1.1792236283421516,
            "p95_s": 4.665233356505633,
            "cost_usd_per_1000": 0.00805090965838157,
            "axes": {
              "intelligence": 58.84321821821823,
              "calibration": 59.54324341768803,
              "speed": 72.59530455172985,
              "cost": 72.82465140028268
            },
            "jevbench_score": 65.6037949664464
          },
          "heldout": {
            "n": 303,
            "escalation": 0.20132013201320131,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7328767123287672,
              "hard": 0.42201834862385323
            },
            "accuracy": 0.6303630363036303,
            "ece_hard": 0.29869441776037686,
            "calibration": 53.3340847657871,
            "p50_s": 2.8226395934820174,
            "p95_s": 4.842004146426917,
            "cost_usd_per_1000": 0.008107637359241544,
            "axes": {
              "intelligence": 64.68109840392108,
              "calibration": 53.3340847657871,
              "speed": 68.64319413850893,
              "cost": 72.73317054382987
            },
            "jevbench_score": 64.42108858176823
          }
        },
        {
          "threshold": 0.45,
          "public": {
            "n": 231,
            "escalation": 0.21212121212121213,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.6017316017316018,
            "ece_hard": 0.2502979541508469,
            "calibration": 60.798531460235466,
            "p50_s": 1.1792236283421516,
            "p95_s": 4.665233356505633,
            "cost_usd_per_1000": 0.008387938939961414,
            "axes": {
              "intelligence": 59.96934434434435,
              "calibration": 60.798531460235466,
              "speed": 72.59530455172985,
              "cost": 72.29034218931362
            },
            "jevbench_score": 66.13826539573573
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2145214521452145,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7397260273972602,
              "hard": 0.42201834862385323
            },
            "accuracy": 0.6336633663366337,
            "ece_hard": 0.3077091616410999,
            "calibration": 52.43261037771479,
            "p50_s": 2.8226395934820174,
            "p95_s": 4.842004146426917,
            "cost_usd_per_1000": 0.008450228180121384,
            "axes": {
              "intelligence": 64.87287922583889,
              "calibration": 52.43261037771479,
              "speed": 68.64319413850893,
              "cost": 72.19394691128569
            },
            "jevbench_score": 64.07531217959364
          }
        },
        {
          "threshold": 0.46,
          "public": {
            "n": 231,
            "escalation": 0.22510822510822512,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.6017316017316018,
            "ece_hard": 0.25348760136148857,
            "calibration": 60.47956673917129,
            "p50_s": 1.1792236283421516,
            "p95_s": 4.716590677946806,
            "cost_usd_per_1000": 0.008724968221541257,
            "axes": {
              "intelligence": 59.96934434434435,
              "calibration": 60.47956673917129,
              "speed": 72.54775639047833,
              "cost": 71.77708438516459
            },
            "jevbench_score": 65.92299695231577
          },
          "heldout": {
            "n": 303,
            "escalation": 0.21782178217821782,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7397260273972602,
              "hard": 0.42201834862385323
            },
            "accuracy": 0.6336633663366337,
            "ece_hard": 0.30947688514311517,
            "calibration": 51.25559535141044,
            "p50_s": 2.8226395934820174,
            "p95_s": 4.842004146426917,
            "cost_usd_per_1000": 0.008535875885341344,
            "axes": {
              "intelligence": 64.87287922583889,
              "calibration": 51.25559535141044,
              "speed": 68.64319413850893,
              "cost": 72.06255724999795
            },
            "jevbench_score": 63.683643484129234
          }
        },
        {
          "threshold": 0.47,
          "public": {
            "n": 231,
            "escalation": 0.24242424242424243,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.6017316017316018,
            "ece_hard": 0.2604639835569462,
            "calibration": 58.43934104979073,
            "p50_s": 1.1792236283421516,
            "p95_s": 4.716590677946806,
            "cost_usd_per_1000": 0.009174340596981048,
            "axes": {
              "intelligence": 59.96934434434435,
              "calibration": 58.43934104979073,
              "speed": 72.54775639047833,
              "cost": 71.12275422225046
            },
            "jevbench_score": 65.21038898360604
          },
          "heldout": {
            "n": 303,
            "escalation": 0.23432343234323433,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7534246575342466,
              "hard": 0.43119266055045874
            },
            "accuracy": 0.6435643564356436,
            "ece_hard": 0.3052319469918191,
            "calibration": 51.68008916654004,
            "p50_s": 2.8282473921775817,
            "p95_s": 4.842004146426917,
            "cost_usd_per_1000": 0.008964114411441145,
            "axes": {
              "intelligence": 65.53167022747267,
              "calibration": 51.68008916654004,
              "speed": 68.63457447637529,
              "cost": 71.42477827247455
            },
            "jevbench_score": 63.83246039262831
          }
        },
        {
          "threshold": 0.48,
          "public": {
            "n": 231,
            "escalation": 0.2510822510822511,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.6017316017316018,
            "ece_hard": 0.2647534656776358,
            "calibration": 57.54873026073903,
            "p50_s": 1.1792236283421516,
            "p95_s": 4.716590677946806,
            "cost_usd_per_1000": 0.009399026784700943,
            "axes": {
              "intelligence": 59.96934434434435,
              "calibration": 57.54873026073903,
              "speed": 72.54775639047833,
              "cost": 70.80751338322854
            },
            "jevbench_score": 64.88840423432964
          },
          "heldout": {
            "n": 303,
            "escalation": 0.264026402640264,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7534246575342466,
              "hard": 0.44036697247706424
            },
            "accuracy": 0.6468646864686468,
            "ece_hard": 0.3016570984098631,
            "calibration": 52.03757402473565,
            "p50_s": 2.8427457749843597,
            "p95_s": 4.842004146426917,
            "cost_usd_per_1000": 0.009734943758420786,
            "axes": {
              "intelligence": 65.80689958527084,
              "calibration": 52.03757402473565,
              "speed": 68.61236820250983,
              "cost": 70.34999659543732
            },
            "jevbench_score": 63.76226567240712
          }
        },
        {
          "threshold": 0.49,
          "public": {
            "n": 231,
            "escalation": 0.2554112554112554,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.6017316017316018,
            "ece_hard": 0.2663566212557762,
            "calibration": 57.38841470292499,
            "p50_s": 1.1792236283421516,
            "p95_s": 4.716590677946806,
            "cost_usd_per_1000": 0.009511369878560891,
            "axes": {
              "intelligence": 59.96934434434435,
              "calibration": 57.38841470292499,
              "speed": 72.54775639047833,
              "cost": 70.65270787403765
            },
            "jevbench_score": 64.80769593302819
          },
          "heldout": {
            "n": 303,
            "escalation": 0.26732673267326734,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7534246575342466,
              "hard": 0.44036697247706424
            },
            "accuracy": 0.6468646864686468,
            "ece_hard": 0.30538716250850134,
            "calibration": 51.66456761487183,
            "p50_s": 2.8427457749843597,
            "p95_s": 4.842004146426917,
            "cost_usd_per_1000": 0.009820591463640747,
            "axes": {
              "intelligence": 65.80689958527084,
              "calibration": 51.66456761487183,
              "speed": 68.61236820250983,
              "cost": 70.23587065663577
            },
            "jevbench_score": 63.62186594797809
          }
        },
        {
          "threshold": 0.5,
          "public": {
            "n": 231,
            "escalation": 0.26406926406926406,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5555555555555556,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.6103896103896104,
            "ece_hard": 0.2585383006496236,
            "calibration": 58.17024676354025,
            "p50_s": 1.2183565288782119,
            "p95_s": 4.716590677946806,
            "cost_usd_per_1000": 0.009736056066280786,
            "axes": {
              "intelligence": 60.884843176509854,
              "calibration": 58.17024676354025,
              "speed": 72.40597416776316,
              "cost": 70.34850801497207
            },
            "jevbench_score": 65.17181972316237
          },
          "heldout": {
            "n": 303,
            "escalation": 0.27722772277227725,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7534246575342466,
              "hard": 0.43119266055045874
            },
            "accuracy": 0.6435643564356436,
            "ece_hard": 0.31100861699186555,
            "calibration": 51.102422166535405,
            "p50_s": 2.8427457749843597,
            "p95_s": 4.906408296525477,
            "cost_usd_per_1000": 0.01007753457930063,
            "axes": {
              "intelligence": 65.53167022747267,
              "calibration": 51.102422166535405,
              "speed": 68.5549829120949,
              "cost": 69.8993710889997
            },
            "jevbench_score": 63.29235486880842
          }
        },
        {
          "threshold": 0.51,
          "public": {
            "n": 231,
            "escalation": 0.2813852813852814,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5972222222222222,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.6233766233766234,
            "ece_hard": 0.26302255873942704,
            "calibration": 57.7218209545599,
            "p50_s": 1.2405554592609405,
            "p95_s": 4.716590677946806,
            "cost_usd_per_1000": 0.010185428441720578,
            "axes": {
              "intelligence": 62.50521354688022,
              "calibration": 57.7218209545599,
              "speed": 72.32755627439042,
              "cost": 69.76062094111754
            },
            "jevbench_score": 65.31946199822896
          },
          "heldout": {
            "n": 303,
            "escalation": 0.29042904290429045,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7534246575342466,
              "hard": 0.44036697247706424
            },
            "accuracy": 0.6468646864686468,
            "ece_hard": 0.3079891242556981,
            "calibration": 53.065905136686,
            "p50_s": 2.8427457749843597,
            "p95_s": 4.906408296525477,
            "cost_usd_per_1000": 0.01042012540018047,
            "axes": {
              "intelligence": 65.80689958527084,
              "calibration": 53.065905136686,
              "speed": 68.5549829120949,
              "cost": 69.4638116356667
            },
            "jevbench_score": 63.85885994040476
          }
        },
        {
          "threshold": 0.52,
          "public": {
            "n": 231,
            "escalation": 0.2943722943722944,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5972222222222222,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.6190476190476191,
            "ece_hard": 0.27635529072194515,
            "calibration": 56.38854775630809,
            "p50_s": 1.3017749428749084,
            "p95_s": 4.716590677946806,
            "cost_usd_per_1000": 0.010522457723300422,
            "axes": {
              "intelligence": 62.12983817150485,
              "calibration": 56.38854775630809,
              "speed": 72.11835903897321,
              "cost": 69.33648431401039
            },
            "jevbench_score": 64.69559276991971
          },
          "heldout": {
            "n": 303,
            "escalation": 0.32673267326732675,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7602739726027398,
              "hard": 0.44954128440366975
            },
            "accuracy": 0.6534653465346535,
            "ece_hard": 0.30428918970066104,
            "calibration": 53.4358985921897,
            "p50_s": 2.8427457749843597,
            "p95_s": 4.913613957166672,
            "cost_usd_per_1000": 0.011362250157600031,
            "axes": {
              "intelligence": 66.27390976498681,
              "calibration": 53.4358985921897,
              "speed": 68.54860944544535,
              "cost": 68.33606959856093
            },
            "jevbench_score": 63.81989549434319
          }
        },
        {
          "threshold": 0.53,
          "public": {
            "n": 231,
            "escalation": 0.30735930735930733,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.6277056277056277,
            "ece_hard": 0.27326013158360507,
            "calibration": 56.698063670142105,
            "p50_s": 1.3017749428749084,
            "p95_s": 4.716590677946806,
            "cost_usd_per_1000": 0.010859487004880264,
            "axes": {
              "intelligence": 63.04533700367034,
              "calibration": 56.698063670142105,
              "speed": 72.11835903897321,
              "cost": 68.92572070156409
            },
            "jevbench_score": 64.92501931710717
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3465346534653465,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.773972602739726,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.6633663366336634,
            "ece_hard": 0.3037474463625721,
            "calibration": 53.4900729259986,
            "p50_s": 2.8427457749843597,
            "p95_s": 4.9281502470374114,
            "cost_usd_per_1000": 0.011876136388919791,
            "axes": {
              "intelligence": 66.93270076662058,
              "calibration": 53.4900729259986,
              "speed": 68.53578037346617,
              "cost": 67.75974470458915
            },
            "jevbench_score": 63.8557728628571
          }
        },
        {
          "threshold": 0.54,
          "public": {
            "n": 231,
            "escalation": 0.3246753246753247,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.5045045045045045
            },
            "accuracy": 0.6320346320346321,
            "ece_hard": 0.27387231229484105,
            "calibration": 56.6368455990185,
            "p50_s": 1.3017749428749084,
            "p95_s": 4.716590677946806,
            "cost_usd_per_1000": 0.011308859380320056,
            "axes": {
              "intelligence": 63.42071237904572,
              "calibration": 56.6368455990185,
              "speed": 72.11835903897321,
              "cost": 68.39743588357197
            },
            "jevbench_score": 64.87897165984026
          },
          "heldout": {
            "n": 303,
            "escalation": 0.36303630363036304,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7808219178082192,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.6765676567656765,
            "ece_hard": 0.285744852770426,
            "calibration": 55.29033228521321,
            "p50_s": 2.8427457749843597,
            "p95_s": 4.9281502470374114,
            "cost_usd_per_1000": 0.012304374915019593,
            "axes": {
              "intelligence": 67.9501696619329,
              "calibration": 55.29033228521321,
              "speed": 68.53578037346617,
              "cost": 67.29821333088707
            },
            "jevbench_score": 64.5193763075803
          }
        },
        {
          "threshold": 0.55,
          "public": {
            "n": 231,
            "escalation": 0.3463203463203463,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6111111111111112,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.6406926406926406,
            "ece_hard": 0.27322812076997405,
            "calibration": 56.58314801864883,
            "p50_s": 1.3017749428749084,
            "p95_s": 4.716590677946806,
            "cost_usd_per_1000": 0.011870574849619795,
            "axes": {
              "intelligence": 64.20118034701368,
              "calibration": 56.58314801864883,
              "speed": 72.11835903897321,
              "cost": 67.76584747608145
            },
            "jevbench_score": 64.91150928650768
          },
          "heldout": {
            "n": 303,
            "escalation": 0.37293729372937295,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7808219178082192,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.6798679867986799,
            "ece_hard": 0.28052945442437854,
            "calibration": 55.811872119817956,
            "p50_s": 2.8427457749843597,
            "p95_s": 4.9281502470374114,
            "cost_usd_per_1000": 0.012561318030679475,
            "axes": {
              "intelligence": 68.22539901973106,
              "calibration": 55.811872119817956,
              "speed": 68.53578037346617,
              "cost": 67.02894366011675
            },
            "jevbench_score": 64.6715251506132
          }
        },
        {
          "threshold": 0.56,
          "public": {
            "n": 231,
            "escalation": 0.354978354978355,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.625,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.645021645021645,
            "ece_hard": 0.27322812076997405,
            "calibration": 56.58314801864883,
            "p50_s": 1.3210672974586486,
            "p95_s": 4.716590677946806,
            "cost_usd_per_1000": 0.012095261037339692,
            "axes": {
              "intelligence": 64.7413038038038,
              "calibration": 56.58314801864883,
              "speed": 72.05446869804332,
              "cost": 67.52154263050697
            },
            "jevbench_score": 64.97450144379573
          },
          "heldout": {
            "n": 303,
            "escalation": 0.39933993399339934,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.7876712328767124,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.693069306930693,
            "ece_hard": 0.2652299023600466,
            "calibration": 57.34182732625115,
            "p50_s": 2.8707323759794234,
            "p95_s": 4.9281502470374114,
            "cost_usd_per_1000": 0.013246499672439157,
            "axes": {
              "intelligence": 70.13430522391187,
              "calibration": 57.34182732625115,
              "speed": 68.49323352802472,
              "cost": 66.33696600753501
            },
            "jevbench_score": 65.38096487122962
          }
        },
        {
          "threshold": 0.57,
          "public": {
            "n": 231,
            "escalation": 0.36363636363636365,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6388888888888888,
              "hard": 0.5045045045045045
            },
            "accuracy": 0.645021645021645,
            "ece_hard": 0.2833734423463175,
            "calibration": 54.28296238614389,
            "p50_s": 1.3210672974586486,
            "p95_s": 4.716590677946806,
            "cost_usd_per_1000": 0.012319947225059587,
            "axes": {
              "intelligence": 64.90605188521856,
              "calibration": 54.28296238614389,
              "speed": 72.05446869804332,
              "cost": 67.28173457662791
            },
            "jevbench_score": 64.28752528641753
          },
          "heldout": {
            "n": 303,
            "escalation": 0.40924092409240925,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.7945205479452054,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.6996699669966997,
            "ece_hard": 0.25975248623740144,
            "calibration": 57.889568938515666,
            "p50_s": 2.8755976274609565,
            "p95_s": 4.9281502470374114,
            "cost_usd_per_1000": 0.013503442788099037,
            "axes": {
              "intelligence": 70.60131540362784,
              "calibration": 57.889568938515666,
              "speed": 68.485879434629,
              "cost": 66.08666473791808
            },
            "jevbench_score": 65.58159803053003
          }
        },
        {
          "threshold": 0.58,
          "public": {
            "n": 231,
            "escalation": 0.36796536796536794,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6388888888888888,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.6493506493506493,
            "ece_hard": 0.2755928252243116,
            "calibration": 55.06102409834448,
            "p50_s": 1.3210672974586486,
            "p95_s": 4.716590677946806,
            "cost_usd_per_1000": 0.012432290318919533,
            "axes": {
              "intelligence": 65.28142726059393,
              "calibration": 55.06102409834448,
              "speed": 72.05446869804332,
              "cost": 67.16346570332047
            },
            "jevbench_score": 64.5813301881859
          },
          "heldout": {
            "n": 303,
            "escalation": 0.42244224422442245,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.8013698630136986,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7062706270627063,
            "ece_hard": 0.25438284516448584,
            "calibration": 58.426533045807226,
            "p50_s": 2.8755976274609565,
            "p95_s": 4.9281502470374114,
            "cost_usd_per_1000": 0.013846033608978877,
            "axes": {
              "intelligence": 71.06832558334382,
              "calibration": 58.426533045807226,
              "speed": 68.485879434629,
              "cost": 65.76023855633733
            },
            "jevbench_score": 65.76012865788752
          }
        },
        {
          "threshold": 0.59,
          "public": {
            "n": 231,
            "escalation": 0.37662337662337664,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6388888888888888,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.6493506493506493,
            "ece_hard": 0.27931815810667654,
            "calibration": 54.68849081010799,
            "p50_s": 1.3210672974586486,
            "p95_s": 4.716590677946806,
            "cost_usd_per_1000": 0.01265697650663943,
            "axes": {
              "intelligence": 65.28142726059393,
              "calibration": 54.68849081010799,
              "speed": 72.05446869804332,
              "cost": 66.9301007805193
            },
            "jevbench_score": 64.41573917141933
          },
          "heldout": {
            "n": 303,
            "escalation": 0.43564356435643564,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.8013698630136986,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7128712871287128,
            "ece_hard": 0.24551445432536392,
            "calibration": 59.31337212971942,
            "p50_s": 2.8755976274609565,
            "p95_s": 4.928930576890708,
            "cost_usd_per_1000": 0.014188624429858718,
            "axes": {
              "intelligence": 71.61878429894014,
              "calibration": 59.31337212971942,
              "speed": 68.48519182141752,
              "cost": 65.44179120494306
            },
            "jevbench_score": 66.05532804256426
          }
        },
        {
          "threshold": 0.6,
          "public": {
            "n": 231,
            "escalation": 0.3939393939393939,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.280145879397107,
            "calibration": 54.60571868106494,
            "p50_s": 1.3210672974586486,
            "p95_s": 4.716590677946806,
            "cost_usd_per_1000": 0.01310634888207922,
            "axes": {
              "intelligence": 66.36167417417417,
              "calibration": 54.60571868106494,
              "speed": 72.05446869804332,
              "cost": 66.47554826808225
            },
            "jevbench_score": 64.5460362198616
          },
          "heldout": {
            "n": 303,
            "escalation": 0.44224422442244227,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.8013698630136986,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.7161716171617162,
            "ece_hard": 0.23953479209109135,
            "calibration": 59.911338353146675,
            "p50_s": 2.8755976274609565,
            "p95_s": 4.928930576890708,
            "cost_usd_per_1000": 0.014359919840298638,
            "axes": {
              "intelligence": 71.89401365673831,
              "calibration": 59.911338353146675,
              "speed": 68.48519182141752,
              "cost": 65.28543953194765
            },
            "jevbench_score": 66.24508932124053
          }
        },
        {
          "threshold": 0.61,
          "public": {
            "n": 231,
            "escalation": 0.4199134199134199,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.2636968955138308,
            "calibration": 57.88761723749607,
            "p50_s": 1.3210672974586486,
            "p95_s": 4.716590677946806,
            "cost_usd_per_1000": 0.013780407445238908,
            "axes": {
              "intelligence": 67.48780030030031,
              "calibration": 57.88761723749607,
              "speed": 72.05446869804332,
              "cost": 65.82213824367264
            },
            "jevbench_score": 65.60862910671761
          },
          "heldout": {
            "n": 303,
            "escalation": 0.46534653465346537,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.8082191780821918,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.7194719471947195,
            "ece_hard": 0.2391165183802068,
            "calibration": 59.95316572423513,
            "p50_s": 2.8755976274609565,
            "p95_s": 4.928930576890708,
            "cost_usd_per_1000": 0.01495945377683836,
            "axes": {
              "intelligence": 72.08579447865611,
              "calibration": 59.95316572423513,
              "speed": 68.48519182141752,
              "cost": 64.75252791480683
            },
            "jevbench_score": 66.16507413716639
          }
        },
        {
          "threshold": 0.62,
          "public": {
            "n": 231,
            "escalation": 0.44155844155844154,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.2636312689246859,
            "calibration": 57.894179896410556,
            "p50_s": 1.3210672974586486,
            "p95_s": 4.716590677946806,
            "cost_usd_per_1000": 0.014342122914538647,
            "axes": {
              "intelligence": 67.86317567567568,
              "calibration": 57.894179896410556,
              "speed": 72.05446869804332,
              "cost": 65.30159679512705
            },
            "jevbench_score": 65.5712483028132
          },
          "heldout": {
            "n": 303,
            "escalation": 0.4752475247524752,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.75,
              "judge": 0.8082191780821918,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.7227722772277227,
            "ece_hard": 0.24256179259661234,
            "calibration": 59.60863830259457,
            "p50_s": 2.8755976274609565,
            "p95_s": 4.928930576890708,
            "cost_usd_per_1000": 0.01521639689249824,
            "axes": {
              "intelligence": 73.25246114532278,
              "calibration": 59.60863830259457,
              "speed": 68.48519182141752,
              "cost": 64.53064517392319
            },
            "jevbench_score": 66.27863053575264
          }
        },
        {
          "threshold": 0.63,
          "public": {
            "n": 231,
            "escalation": 0.44155844155844154,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.2636312689246859,
            "calibration": 57.894179896410556,
            "p50_s": 1.3210672974586486,
            "p95_s": 4.716590677946806,
            "cost_usd_per_1000": 0.014342122914538647,
            "axes": {
              "intelligence": 67.86317567567568,
              "calibration": 57.894179896410556,
              "speed": 72.05446869804332,
              "cost": 65.30159679512705
            },
            "jevbench_score": 65.5712483028132
          },
          "heldout": {
            "n": 303,
            "escalation": 0.49504950495049505,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.75,
              "judge": 0.8082191780821918,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.7227722772277227,
            "ece_hard": 0.24573858034357715,
            "calibration": 59.290959527898096,
            "p50_s": 2.9314894318580627,
            "p95_s": 4.928930576890708,
            "cost_usd_per_1000": 0.015730283123818002,
            "axes": {
              "intelligence": 73.25246114532278,
              "calibration": 59.290959527898096,
              "speed": 68.40158965888747,
              "cost": 64.09790381779479
            },
            "jevbench_score": 66.05872397406061
          }
        },
        {
          "threshold": 0.64,
          "public": {
            "n": 231,
            "escalation": 0.4588744588744589,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.2767653257746059,
            "calibration": 56.58077421141856,
            "p50_s": 1.3210672974586486,
            "p95_s": 4.724898611754179,
            "cost_usd_per_1000": 0.014791495289978439,
            "axes": {
              "intelligence": 67.48780030030031,
              "calibration": 56.58077421141856,
              "speed": 72.0468256437982,
              "cost": 64.89963761303186
            },
            "jevbench_score": 65.00366153104409
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5148514851485149,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.75,
              "judge": 0.815068493150685,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.7293729372937293,
            "ece_hard": 0.24648141564431553,
            "calibration": 59.216675997824254,
            "p50_s": 2.9615079179406165,
            "p95_s": 4.928930576890708,
            "cost_usd_per_1000": 0.016244169355137762,
            "axes": {
              "intelligence": 73.71947132503875,
              "calibration": 59.216675997824254,
              "speed": 68.35734400646604,
              "cost": 63.679074741395
            },
            "jevbench_score": 66.0240316860986
          }
        },
        {
          "threshold": 0.65,
          "public": {
            "n": 231,
            "escalation": 0.48917748917748916,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.27310161700061863,
            "calibration": 56.94714508881729,
            "p50_s": 1.3210672974586486,
            "p95_s": 4.724898611754179,
            "cost_usd_per_1000": 0.015577896946998073,
            "axes": {
              "intelligence": 67.86317567567568,
              "calibration": 56.94714508881729,
              "speed": 72.0468256437982,
              "cost": 64.2247352047103
            },
            "jevbench_score": 65.02881305961634
          },
          "heldout": {
            "n": 303,
            "escalation": 0.528052805280528,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.8287671232876712,
              "hard": 0.5779816513761468
            },
            "accuracy": 0.7425742574257426,
            "ece_hard": 0.24045546172838317,
            "calibration": 59.819271389417494,
            "p50_s": 2.9615079179406165,
            "p95_s": 4.928930576890708,
            "cost_usd_per_1000": 0.016586760176017602,
            "axes": {
              "intelligence": 74.96159566000587,
              "calibration": 59.819271389417494,
              "speed": 68.35734400646604,
              "cost": 63.407153039674974
            },
            "jevbench_score": 66.39736488822571
          }
        },
        {
          "threshold": 0.66,
          "public": {
            "n": 231,
            "escalation": 0.5151515151515151,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6944444444444444,
              "hard": 0.5225225225225225
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3099889288537704,
            "calibration": 50.871012089922715,
            "p50_s": 1.3210672974586486,
            "p95_s": 4.724898611754179,
            "cost_usd_per_1000": 0.01625195551015776,
            "axes": {
              "intelligence": 67.8172964631298,
              "calibration": 50.871012089922715,
              "speed": 72.0468256437982,
              "cost": 63.67283125684571
            },
            "jevbench_score": 63.07321457914135
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5478547854785478,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.8424657534246576,
              "hard": 0.5871559633027523
            },
            "accuracy": 0.7524752475247525,
            "ece_hard": 0.2332357806120849,
            "calibration": 60.541239501047315,
            "p50_s": 2.9615079179406165,
            "p95_s": 4.928930576890708,
            "cost_usd_per_1000": 0.017100646407337362,
            "axes": {
              "intelligence": 75.62038666163966,
              "calibration": 60.541239501047315,
              "speed": 68.35734400646604,
              "cost": 63.00962418677263
            },
            "jevbench_score": 66.6377872847396
          }
        },
        {
          "threshold": 0.67,
          "public": {
            "n": 231,
            "escalation": 0.5194805194805194,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6944444444444444,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.3040217127511758,
            "calibration": 51.46773370018218,
            "p50_s": 1.3210672974586486,
            "p95_s": 4.724898611754179,
            "cost_usd_per_1000": 0.016364298604017707,
            "axes": {
              "intelligence": 68.19267183850518,
              "calibration": 51.46773370018218,
              "speed": 72.0468256437982,
              "cost": 63.58307813218746
            },
            "jevbench_score": 63.32238848859681
          },
          "heldout": {
            "n": 303,
            "escalation": 0.570957095709571,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.8424657534246576,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.759075907590759,
            "ece_hard": 0.21882777880021376,
            "calibration": 61.98203968223443,
            "p50_s": 2.9615079179406165,
            "p95_s": 4.928930576890708,
            "cost_usd_per_1000": 0.017700180343877086,
            "axes": {
              "intelligence": 76.17084537723599,
              "calibration": 61.98203968223443,
              "speed": 68.35734400646604,
              "cost": 62.5606692600752
            },
            "jevbench_score": 67.03248217464537
          }
        },
        {
          "threshold": 0.68,
          "public": {
            "n": 231,
            "escalation": 0.5238095238095238,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6944444444444444,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.3040217127511758,
            "calibration": 51.46773370018218,
            "p50_s": 1.3210672974586486,
            "p95_s": 4.724898611754179,
            "cost_usd_per_1000": 0.016476641697877655,
            "axes": {
              "intelligence": 68.19267183850518,
              "calibration": 51.46773370018218,
              "speed": 72.0468256437982,
              "cost": 63.493939071715495
            },
            "jevbench_score": 63.300183413521516
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5907590759075908,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.8493150684931506,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.7623762376237624,
            "ece_hard": 0.22224792840174656,
            "calibration": 61.38404930697417,
            "p50_s": 2.974942201375961,
            "p95_s": 4.9330528065562245,
            "cost_usd_per_1000": 0.01821406657519685,
            "axes": {
              "intelligence": 76.3626261991538,
              "calibration": 61.38404930697417,
              "speed": 68.33405703084625,
              "cost": 62.1877924103372
            },
            "jevbench_score": 66.80664834462996
          }
        },
        {
          "threshold": 0.69,
          "public": {
            "n": 231,
            "escalation": 0.5238095238095238,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6944444444444444,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.3040217127511758,
            "calibration": 51.46773370018218,
            "p50_s": 1.3210672974586486,
            "p95_s": 4.724898611754179,
            "cost_usd_per_1000": 0.016476641697877655,
            "axes": {
              "intelligence": 68.19267183850518,
              "calibration": 51.46773370018218,
              "speed": 72.0468256437982,
              "cost": 63.493939071715495
            },
            "jevbench_score": 63.300183413521516
          },
          "heldout": {
            "n": 303,
            "escalation": 0.594059405940594,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.8561643835616438,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.7656765676567657,
            "ece_hard": 0.22224792840174656,
            "calibration": 61.38404930697417,
            "p50_s": 2.974942201375961,
            "p95_s": 4.9330528065562245,
            "cost_usd_per_1000": 0.018299714280416806,
            "axes": {
              "intelligence": 76.55440702107161,
              "calibration": 61.38404930697417,
              "speed": 68.33405703084625,
              "cost": 62.12667073006589
            },
            "jevbench_score": 66.83212257420496
          }
        },
        {
          "threshold": 0.7,
          "public": {
            "n": 231,
            "escalation": 0.5367965367965368,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.7083333333333334,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.29437456070136797,
            "calibration": 52.43244890516296,
            "p50_s": 1.3210672974586486,
            "p95_s": 4.724898611754179,
            "cost_usd_per_1000": 0.016813670979457497,
            "axes": {
              "intelligence": 69.10817067067069,
              "calibration": 52.43244890516296,
              "speed": 72.0468256437982,
              "cost": 63.23012366153998
            },
            "jevbench_score": 63.74074061783342
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6105610561056105,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.8698630136986302,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.7722772277227723,
            "ece_hard": 0.2261491714244706,
            "calibration": 60.993925004701765,
            "p50_s": 2.974942201375961,
            "p95_s": 4.9330528065562245,
            "cost_usd_per_1000": 0.018727952806516606,
            "axes": {
              "intelligence": 76.93796866490723,
              "calibration": 60.993925004701765,
              "speed": 68.33405703084625,
              "cost": 61.82529081129818
            },
            "jevbench_score": 66.72793232258005
          }
        },
        {
          "threshold": 0.71,
          "public": {
            "n": 231,
            "escalation": 0.5454545454545454,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.7083333333333334,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.29437456070136797,
            "calibration": 52.43244890516296,
            "p50_s": 1.3210672974586486,
            "p95_s": 4.724898611754179,
            "cost_usd_per_1000": 0.01703835716717739,
            "axes": {
              "intelligence": 69.10817067067069,
              "calibration": 52.43244890516296,
              "speed": 72.0468256437982,
              "cost": 63.05716846247546
            },
            "jevbench_score": 63.697107859936395
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6303630363036303,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.8835616438356164,
              "hard": 0.6238532110091743
            },
            "accuracy": 0.7854785478547854,
            "ece_hard": 0.2131808385287789,
            "calibration": 62.29075829427094,
            "p50_s": 2.974942201375961,
            "p95_s": 4.9330528065562245,
            "cost_usd_per_1000": 0.019241839037836366,
            "axes": {
              "intelligence": 77.87198902433917,
              "calibration": 62.29075829427094,
              "speed": 68.33405703084625,
              "cost": 61.47260267921223
            },
            "jevbench_score": 67.1863306694381
          }
        },
        {
          "threshold": 0.72,
          "public": {
            "n": 231,
            "escalation": 0.5497835497835498,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.7083333333333334,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.2968808593460725,
            "calibration": 52.1818190406925,
            "p50_s": 1.3210672974586486,
            "p95_s": 4.724898611754179,
            "cost_usd_per_1000": 0.017150700261037342,
            "axes": {
              "intelligence": 69.10817067067069,
              "calibration": 52.1818190406925,
              "speed": 72.0468256437982,
              "cost": 62.97154429202569
            },
            "jevbench_score": 63.59924374910914
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6501650165016502,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.8835616438356164,
              "hard": 0.6330275229357798
            },
            "accuracy": 0.7887788778877888,
            "ece_hard": 0.2092161573518775,
            "calibration": 62.68722641196108,
            "p50_s": 2.974942201375961,
            "p95_s": 4.9330528065562245,
            "cost_usd_per_1000": 0.01975572526915613,
            "axes": {
              "intelligence": 78.14721838213734,
              "calibration": 62.68722641196108,
              "speed": 68.33405703084625,
              "cost": 61.12921065812362
            },
            "jevbench_score": 67.25810752558476
          }
        },
        {
          "threshold": 0.73,
          "public": {
            "n": 231,
            "escalation": 0.5584415584415584,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6883116883116883,
            "ece_hard": 0.2968808593460725,
            "calibration": 52.1818190406925,
            "p50_s": 1.3210672974586486,
            "p95_s": 4.724898611754179,
            "cost_usd_per_1000": 0.017375386448757236,
            "axes": {
              "intelligence": 69.51326326326327,
              "calibration": 52.1818190406925,
              "speed": 72.0468256437982,
              "cost": 62.801965822515776
            },
            "jevbench_score": 63.649316598887246
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6666666666666666,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.8972602739726028,
              "hard": 0.6330275229357798
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.2092161573518775,
            "calibration": 62.68722641196108,
            "p50_s": 2.974942201375961,
            "p95_s": 4.9330528065562245,
            "cost_usd_per_1000": 0.02018396379525593,
            "axes": {
              "intelligence": 79.11411335930627,
              "calibration": 62.68722641196108,
              "speed": 68.33405703084625,
              "cost": 60.849806245009745
            },
            "jevbench_score": 67.38796729695093
          }
        },
        {
          "threshold": 0.74,
          "public": {
            "n": 231,
            "escalation": 0.5627705627705628,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6926406926406926,
            "ece_hard": 0.2968808593460725,
            "calibration": 52.1818190406925,
            "p50_s": 1.3210672974586486,
            "p95_s": 4.724898611754179,
            "cost_usd_per_1000": 0.017487729542617184,
            "axes": {
              "intelligence": 70.0533867200534,
              "calibration": 52.1818190406925,
              "speed": 72.0468256437982,
              "cost": 62.71799715838404
            },
            "jevbench_score": 63.75127069173333
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6897689768976898,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9041095890410958,
              "hard": 0.6330275229357798
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.21393475314649518,
            "calibration": 62.21536683249931,
            "p50_s": 2.974942201375961,
            "p95_s": 4.9330528065562245,
            "cost_usd_per_1000": 0.020783497731795653,
            "axes": {
              "intelligence": 79.30589418122409,
              "calibration": 62.21536683249931,
              "speed": 68.33405703084625,
              "cost": 60.46844084804096
            },
            "jevbench_score": 67.1958229607099
          }
        },
        {
          "threshold": 0.75,
          "public": {
            "n": 231,
            "escalation": 0.5844155844155844,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.2900366322257912,
            "calibration": 52.86624175272064,
            "p50_s": 1.3233075231313705,
            "p95_s": 4.745200221985579,
            "cost_usd_per_1000": 0.018049445011916923,
            "axes": {
              "intelligence": 70.9688855522189,
              "calibration": 52.86624175272064,
              "speed": 72.02084676442195,
              "cost": 62.30608441989799
            },
            "jevbench_score": 64.0558467310482
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7029702970297029,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9041095890410958,
              "hard": 0.6330275229357798
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.21629595281172764,
            "calibration": 61.979246865976066,
            "p50_s": 2.974942201375961,
            "p95_s": 4.9330528065562245,
            "cost_usd_per_1000": 0.021126088552675493,
            "axes": {
              "intelligence": 79.30589418122409,
              "calibration": 61.979246865976066,
              "speed": 68.33405703084625,
              "cost": 60.25542712426116
            },
            "jevbench_score": 67.07277642484387
          }
        },
        {
          "threshold": 0.76,
          "public": {
            "n": 231,
            "escalation": 0.5974025974025974,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.29215115698184185,
            "calibration": 52.65478927711557,
            "p50_s": 1.3951993823051452,
            "p95_s": 4.745200221985579,
            "cost_usd_per_1000": 0.018386474293496765,
            "axes": {
              "intelligence": 70.9688855522189,
              "calibration": 52.65478927711557,
              "speed": 71.79109182639567,
              "cost": 62.065046233261036
            },
            "jevbench_score": 63.87867165772347
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7227722772277227,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9041095890410958,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8052805280528053,
            "ece_hard": 0.20943487558294865,
            "calibration": 62.66535458885396,
            "p50_s": 2.974942201375961,
            "p95_s": 4.9330528065562245,
            "cost_usd_per_1000": 0.021639974783995253,
            "axes": {
              "intelligence": 79.58112353902224,
              "calibration": 62.66535458885396,
              "speed": 68.33405703084625,
              "cost": 59.94229748881908
            },
            "jevbench_score": 67.2282860928141
          }
        },
        {
          "threshold": 0.77,
          "public": {
            "n": 231,
            "escalation": 0.6190476190476191,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.70995670995671,
            "ece_hard": 0.2783628277269573,
            "calibration": 54.03362220260402,
            "p50_s": 1.3951993823051452,
            "p95_s": 4.745200221985579,
            "cost_usd_per_1000": 0.018948189762796507,
            "axes": {
              "intelligence": 71.71963630296963,
              "calibration": 54.03362220260402,
              "speed": 71.79109182639567,
              "cost": 61.67296823617753
            },
            "jevbench_score": 64.36012700233707
          },
          "heldout": {
            "n": 303,
            "escalation": 0.735973597359736,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.910958904109589,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8085808580858086,
            "ece_hard": 0.20943487558294865,
            "calibration": 62.66535458885396,
            "p50_s": 2.984680587053299,
            "p95_s": 4.9330528065562245,
            "cost_usd_per_1000": 0.021982565604875097,
            "axes": {
              "intelligence": 79.77290436094006,
              "calibration": 62.66535458885396,
              "speed": 68.3198637468859,
              "cost": 59.73764866172135
            },
            "jevbench_score": 67.20777307852282
          }
        },
        {
          "threshold": 0.78,
          "public": {
            "n": 231,
            "escalation": 0.6406926406926406,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.70995670995671,
            "ece_hard": 0.2838276729980621,
            "calibration": 53.48713767549354,
            "p50_s": 1.3951993823051452,
            "p95_s": 4.751377658545971,
            "cost_usd_per_1000": 0.019509905232096243,
            "axes": {
              "intelligence": 71.71963630296963,
              "calibration": 53.48713767549354,
              "speed": 71.78544173428324,
              "cost": 61.292345204598526
            },
            "jevbench_score": 64.09623398935545
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7557755775577558,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9178082191780822,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8118811881188119,
            "ece_hard": 0.2215704792740007,
            "calibration": 61.45179421974876,
            "p50_s": 3.0078381687402724,
            "p95_s": 4.9330528065562245,
            "cost_usd_per_1000": 0.022496451836194857,
            "axes": {
              "intelligence": 79.96468518285786,
              "calibration": 61.45179421974876,
              "speed": 68.2862976942293,
              "cost": 59.43657921595916
            },
            "jevbench_score": 66.82747362523314
          }
        },
        {
          "threshold": 0.79,
          "public": {
            "n": 231,
            "escalation": 0.645021645021645,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.2838276729980621,
            "calibration": 53.48713767549354,
            "p50_s": 1.3951993823051452,
            "p95_s": 4.751377658545971,
            "cost_usd_per_1000": 0.01962224832595619,
            "axes": {
              "intelligence": 72.25975975975977,
              "calibration": 53.48713767549354,
              "speed": 71.78544173428324,
              "cost": 61.21753697349259
            },
            "jevbench_score": 64.19696919662994
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7755775577557755,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9246575342465754,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8151815181518152,
            "ece_hard": 0.2196187877726698,
            "calibration": 61.646963369881846,
            "p50_s": 3.0078381687402724,
            "p95_s": 4.9330528065562245,
            "cost_usd_per_1000": 0.023010338067514617,
            "axes": {
              "intelligence": 80.15646600477568,
              "calibration": 61.646963369881846,
              "speed": 68.2862976942293,
              "cost": 59.14231001910946
            },
            "jevbench_score": 66.83755049264848
          }
        },
        {
          "threshold": 0.8,
          "public": {
            "n": 231,
            "escalation": 0.658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.2838276729980621,
            "calibration": 53.48713767549354,
            "p50_s": 1.3951993823051452,
            "p95_s": 4.751377658545971,
            "cost_usd_per_1000": 0.019959277607536036,
            "axes": {
              "intelligence": 72.25975975975977,
              "calibration": 53.48713767549354,
              "speed": 71.78544173428324,
              "cost": 60.99565543966327
            },
            "jevbench_score": 64.13871986138656
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7821782178217822,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9246575342465754,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8151815181518152,
            "ece_hard": 0.21880044608051838,
            "calibration": 61.72879753909699,
            "p50_s": 3.0078381687402724,
            "p95_s": 4.9330528065562245,
            "cost_usd_per_1000": 0.02318163347795454,
            "axes": {
              "intelligence": 80.15646600477568,
              "calibration": 61.72879753909699,
              "speed": 68.2862976942293,
              "cost": 59.045678950913
            },
            "jevbench_score": 66.83239374745094
          }
        },
        {
          "threshold": 0.81,
          "public": {
            "n": 231,
            "escalation": 0.6623376623376623,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.5765765765765766
            },
            "accuracy": 0.7186147186147186,
            "ece_hard": 0.27657251822098716,
            "calibration": 54.212653153201046,
            "p50_s": 1.3951993823051452,
            "p95_s": 4.751377658545971,
            "cost_usd_per_1000": 0.020071620701395985,
            "axes": {
              "intelligence": 72.63513513513514,
              "calibration": 54.212653153201046,
              "speed": 71.78544173428324,
              "cost": 60.92252675772917
            },
            "jevbench_score": 64.4192143440257
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7887788778877888,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9246575342465754,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8151815181518152,
            "ece_hard": 0.2217630466917029,
            "calibration": 60.77960894932215,
            "p50_s": 3.0078381687402724,
            "p95_s": 4.9330528065562245,
            "cost_usd_per_1000": 0.023352928888394457,
            "axes": {
              "intelligence": 80.15646600477568,
              "calibration": 60.77960894932215,
              "speed": 68.2862976942293,
              "cost": 58.94975929409452
            },
            "jevbench_score": 66.54692869891292
          }
        },
        {
          "threshold": 0.82,
          "public": {
            "n": 231,
            "escalation": 0.670995670995671,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.5765765765765766
            },
            "accuracy": 0.7229437229437229,
            "ece_hard": 0.27657251822098716,
            "calibration": 54.212653153201046,
            "p50_s": 1.3951993823051452,
            "p95_s": 4.751377658545971,
            "cost_usd_per_1000": 0.020296306889115878,
            "axes": {
              "intelligence": 73.17525859192527,
              "calibration": 54.212653153201046,
              "speed": 71.78544173428324,
              "cost": 60.77748937037443
            },
            "jevbench_score": 64.50019316796478
          },
          "heldout": {
            "n": 303,
            "escalation": 0.801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9315068493150684,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8184818481848185,
            "ece_hard": 0.2217630466917029,
            "calibration": 60.77960894932215,
            "p50_s": 3.024282158911228,
            "p95_s": 4.9330528065562245,
            "cost_usd_per_1000": 0.0236955197092743,
            "axes": {
              "intelligence": 80.34824682669348,
              "calibration": 60.77960894932215,
              "speed": 68.26261928101945,
              "cost": 58.760012846884464
            },
            "jevbench_score": 66.52728257315981
          }
        },
        {
          "threshold": 0.83,
          "public": {
            "n": 231,
            "escalation": 0.696969696969697,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7359307359307359,
            "ece_hard": 0.2632608985682129,
            "calibration": 55.54381511847847,
            "p50_s": 1.4024939998984336,
            "p95_s": 4.751377658545971,
            "cost_usd_per_1000": 0.020970365452275565,
            "axes": {
              "intelligence": 74.46613279946614,
              "calibration": 55.54381511847847,
              "speed": 71.76279436793746,
              "cost": 60.35182002949647
            },
            "jevbench_score": 65.05730295925486
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8250825082508251,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9315068493150684,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8217821782178217,
            "ece_hard": 0.21423718589539312,
            "calibration": 61.532195028953126,
            "p50_s": 3.024282158911228,
            "p95_s": 4.98705321252346,
            "cost_usd_per_1000": 0.02429505364581402,
            "axes": {
              "intelligence": 80.62347618449165,
              "calibration": 61.532195028953126,
              "speed": 68.21533690332035,
              "cost": 58.4344641290785
            },
            "jevbench_score": 66.68509210303827
          }
        },
        {
          "threshold": 0.84,
          "public": {
            "n": 231,
            "escalation": 0.7056277056277056,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7359307359307359,
            "ece_hard": 0.2647611118986746,
            "calibration": 55.3937937854323,
            "p50_s": 1.4024939998984336,
            "p95_s": 4.751377658545971,
            "cost_usd_per_1000": 0.02119505163999546,
            "axes": {
              "intelligence": 74.46613279946614,
              "calibration": 55.3937937854323,
              "speed": 71.76279436793746,
              "cost": 60.21296562915341
            },
            "jevbench_score": 64.97590203873678
          },
          "heldout": {
            "n": 303,
            "escalation": 0.834983498349835,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9315068493150684,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8217821782178217,
            "ece_hard": 0.21569775265938476,
            "calibration": 61.386138352553964,
            "p50_s": 3.024282158911228,
            "p95_s": 4.98705321252346,
            "cost_usd_per_1000": 0.0245519967614739,
            "axes": {
              "intelligence": 80.62347618449165,
              "calibration": 61.386138352553964,
              "speed": 68.21533690332035,
              "cost": 58.29739545585264
            },
            "jevbench_score": 66.60636814687341
          }
        },
        {
          "threshold": 0.85,
          "public": {
            "n": 231,
            "escalation": 0.70995670995671,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7359307359307359,
            "ece_hard": 0.2659896329582105,
            "calibration": 55.27094167947871,
            "p50_s": 1.4024939998984336,
            "p95_s": 4.751377658545971,
            "cost_usd_per_1000": 0.02130739473385541,
            "axes": {
              "intelligence": 74.46613279946614,
              "calibration": 55.27094167947871,
              "speed": 71.76279436793746,
              "cost": 60.14408945350025
            },
            "jevbench_score": 64.92126746586631
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8481848184818482,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9315068493150684,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.20136910614378173,
            "calibration": 62.819003004114265,
            "p50_s": 3.024282158911228,
            "p95_s": 4.98705321252346,
            "cost_usd_per_1000": 0.024894587582353744,
            "axes": {
              "intelligence": 81.17393490008797,
              "calibration": 62.819003004114265,
              "speed": 68.21533690332035,
              "cost": 58.11685192281848
            },
            "jevbench_score": 67.05372932786317
          }
        },
        {
          "threshold": 0.86,
          "public": {
            "n": 231,
            "escalation": 0.7229437229437229,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7445887445887446,
            "ece_hard": 0.25012862268188996,
            "calibration": 56.857042707110764,
            "p50_s": 1.4024939998984336,
            "p95_s": 4.751377658545971,
            "cost_usd_per_1000": 0.02164442401543525,
            "axes": {
              "intelligence": 75.21688355021689,
              "calibration": 56.857042707110764,
              "speed": 71.76279436793746,
              "cost": 59.93961900411304
            },
            "jevbench_score": 65.49048858942326
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8547854785478548,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9315068493150684,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.20185779947470392,
            "calibration": 62.50379580566943,
            "p50_s": 3.024282158911228,
            "p95_s": 4.98705321252346,
            "cost_usd_per_1000": 0.025065882992793664,
            "axes": {
              "intelligence": 81.17393490008797,
              "calibration": 62.50379580566943,
              "speed": 68.21533690332035,
              "cost": 58.027509758286186
            },
            "jevbench_score": 66.94370400394784
          }
        },
        {
          "threshold": 0.87,
          "public": {
            "n": 231,
            "escalation": 0.7532467532467533,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.23455796419027403,
            "calibration": 58.41410855627235,
            "p50_s": 1.4024939998984336,
            "p95_s": 4.751377658545971,
            "cost_usd_per_1000": 0.02243082567245489,
            "axes": {
              "intelligence": 75.96763430096765,
              "calibration": 58.41410855627235,
              "speed": 71.76279436793746,
              "cost": 59.47464219591102
            },
            "jevbench_score": 65.96968095820746
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8646864686468647,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9315068493150684,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.20185779947470392,
            "calibration": 62.50379580566943,
            "p50_s": 3.024282158911228,
            "p95_s": 4.98705321252346,
            "cost_usd_per_1000": 0.025322826108453544,
            "axes": {
              "intelligence": 81.17393490008797,
              "calibration": 62.50379580566943,
              "speed": 68.21533690332035,
              "cost": 57.89463481886412
            },
            "jevbench_score": 66.90534810556026
          }
        },
        {
          "threshold": 0.88,
          "public": {
            "n": 231,
            "escalation": 0.7792207792207793,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7619047619047619,
            "ece_hard": 0.22212255959849037,
            "calibration": 59.657649015450716,
            "p50_s": 1.4024939998984336,
            "p95_s": 4.751377658545971,
            "cost_usd_per_1000": 0.023104884235614576,
            "axes": {
              "intelligence": 76.88313313313314,
              "calibration": 59.657649015450716,
              "speed": 71.76279436793746,
              "cost": 59.088886093682774
            },
            "jevbench_score": 66.40879318740514
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8712871287128713,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9315068493150684,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.20185779947470392,
            "calibration": 62.50379580566943,
            "p50_s": 3.024282158911228,
            "p95_s": 4.98705321252346,
            "cost_usd_per_1000": 0.025494121518893464,
            "axes": {
              "intelligence": 81.17393490008797,
              "calibration": 62.50379580566943,
              "speed": 68.21533690332035,
              "cost": 57.80679845312333
            },
            "jevbench_score": 66.8799568533492
          }
        },
        {
          "threshold": 0.89,
          "public": {
            "n": 231,
            "escalation": 0.7878787878787878,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7619047619047619,
            "ece_hard": 0.22212255959849037,
            "calibration": 59.657649015450716,
            "p50_s": 1.4024939998984336,
            "p95_s": 4.751377658545971,
            "cost_usd_per_1000": 0.02332957042333447,
            "axes": {
              "intelligence": 76.88313313313314,
              "calibration": 59.657649015450716,
              "speed": 71.76279436793746,
              "cost": 58.96279773909313
            },
            "jevbench_score": 66.37333777110685
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8877887788778878,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.20185779947470392,
            "calibration": 62.50379580566943,
            "p50_s": 3.024282158911228,
            "p95_s": 4.98705321252346,
            "cost_usd_per_1000": 0.025922360044993265,
            "axes": {
              "intelligence": 82.34060156675464,
              "calibration": 62.50379580566943,
              "speed": 68.21533690332035,
              "cost": 57.589763848095615
            },
            "jevbench_score": 67.05589115222297
          }
        },
        {
          "threshold": 0.9,
          "public": {
            "n": 231,
            "escalation": 0.8008658008658008,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.21403948716400195,
            "calibration": 60.46595625889957,
            "p50_s": 1.4088232532143592,
            "p95_s": 4.751377658545971,
            "cost_usd_per_1000": 0.02366659970491431,
            "axes": {
              "intelligence": 77.25850850850851,
              "calibration": 60.46595625889957,
              "speed": 71.74323937512592,
              "cost": 58.77592404346074
            },
            "jevbench_score": 66.62073553589815
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9042904290429042,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1936376942232804,
            "calibration": 63.32580633081179,
            "p50_s": 3.024282158911228,
            "p95_s": 4.98705321252346,
            "cost_usd_per_1000": 0.026350598571093065,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.32580633081179,
              "speed": 68.21533690332035,
              "cost": 57.37628545167945
            },
            "jevbench_score": 67.26894477877397
          }
        },
        {
          "threshold": 0.91,
          "public": {
            "n": 231,
            "escalation": 0.8138528138528138,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.21403948716400195,
            "calibration": 60.46595625889957,
            "p50_s": 1.4088232532143592,
            "p95_s": 4.751377658545971,
            "cost_usd_per_1000": 0.024003628986494156,
            "axes": {
              "intelligence": 77.79863196529865,
              "calibration": 60.46595625889957,
              "speed": 71.74323937512592,
              "cost": 58.591692836569436
            },
            "jevbench_score": 66.68451217536285
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9108910891089109,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1936376942232804,
            "calibration": 63.32580633081179,
            "p50_s": 3.024282158911228,
            "p95_s": 4.98705321252346,
            "cost_usd_per_1000": 0.026521893981532988,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.32580633081179,
              "speed": 68.21533690332035,
              "cost": 57.291863959649056
            },
            "jevbench_score": 67.24418681143882
          }
        },
        {
          "threshold": 0.92,
          "public": {
            "n": 231,
            "escalation": 0.8225108225108225,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.2102890041435215,
            "calibration": 61.36439087639471,
            "p50_s": 1.4088232532143592,
            "p95_s": 4.751377658545971,
            "cost_usd_per_1000": 0.024228315174214053,
            "axes": {
              "intelligence": 77.79863196529865,
              "calibration": 61.36439087639471,
              "speed": 71.74323937512592,
              "cost": 58.47030356347195
            },
            "jevbench_score": 66.89615857314998
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9207920792079208,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19442690228705847,
            "calibration": 63.24688552443397,
            "p50_s": 3.024282158911228,
            "p95_s": 4.98705321252346,
            "cost_usd_per_1000": 0.026778837097192868,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.24688552443397,
              "speed": 68.21533690332035,
              "cost": 57.16624860004666
            },
            "jevbench_score": 67.18634804444935
          }
        },
        {
          "threshold": 0.93,
          "public": {
            "n": 231,
            "escalation": 0.8398268398268398,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.2102890041435215,
            "calibration": 61.36439087639471,
            "p50_s": 1.4088232532143592,
            "p95_s": 4.751377658545971,
            "cost_usd_per_1000": 0.024677687549653844,
            "axes": {
              "intelligence": 77.79863196529865,
              "calibration": 61.36439087639471,
              "speed": 71.74323937512592,
              "cost": 58.23086616348804
            },
            "jevbench_score": 66.82756777935465
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9240924092409241,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19442690228705847,
            "calibration": 63.24688552443397,
            "p50_s": 3.024282158911228,
            "p95_s": 4.98705321252346,
            "cost_usd_per_1000": 0.026864484802412825,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.24688552443397,
              "speed": 68.21533690332035,
              "cost": 57.12464451284149
            },
            "jevbench_score": 67.1741205940957
          }
        },
        {
          "threshold": 0.94,
          "public": {
            "n": 231,
            "escalation": 0.8528138528138528,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.2102890041435215,
            "calibration": 61.36439087639471,
            "p50_s": 1.4213839560747146,
            "p95_s": 4.751377658545971,
            "cost_usd_per_1000": 0.025014716831233685,
            "axes": {
              "intelligence": 77.79863196529865,
              "calibration": 61.36439087639471,
              "speed": 71.70469039723565,
              "cost": 58.0541322701196
            },
            "jevbench_score": 66.76783171355476
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9405940594059405,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 3.024282158911228,
            "p95_s": 4.98705321252346,
            "cost_usd_per_1000": 0.027292723328512628,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 68.21533690332035,
              "cost": 56.918593819017126
            },
            "jevbench_score": 67.3360239803631
          }
        },
        {
          "threshold": 0.95,
          "public": {
            "n": 231,
            "escalation": 0.8614718614718615,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.2102890041435215,
            "calibration": 61.36439087639471,
            "p50_s": 1.4213839560747146,
            "p95_s": 4.751377658545971,
            "cost_usd_per_1000": 0.025239403018953582,
            "axes": {
              "intelligence": 77.79863196529865,
              "calibration": 61.36439087639471,
              "speed": 71.70469039723565,
              "cost": 57.937627646831245
            },
            "jevbench_score": 66.7343085963098
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9471947194719472,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 3.024282158911228,
            "p95_s": 4.98705321252346,
            "cost_usd_per_1000": 0.027464018738952548,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 68.21533690332035,
              "cost": 56.837077397772596
            },
            "jevbench_score": 67.31190206471899
          }
        },
        {
          "threshold": 0.96,
          "public": {
            "n": 231,
            "escalation": 0.8874458874458875,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 1.4213839560747146,
            "p95_s": 4.751377658545971,
            "cost_usd_per_1000": 0.02591346158211327,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 71.70469039723565,
              "cost": 57.59423707133336
            },
            "jevbench_score": 66.74709616125327
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 3.024282158911228,
            "p95_s": 4.98705321252346,
            "cost_usd_per_1000": 0.027635314149392468,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 68.21533690332035,
              "cost": 56.75606782401077
            },
            "jevbench_score": 67.28790441357782
          }
        },
        {
          "threshold": 0.97,
          "public": {
            "n": 231,
            "escalation": 0.8961038961038961,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 1.4213839560747146,
            "p95_s": 4.751377658545971,
            "cost_usd_per_1000": 0.026138147769833163,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 71.70469039723565,
              "cost": 57.48175573354596
            },
            "jevbench_score": 66.71448305688234
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9603960396039604,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 3.024282158911228,
            "p95_s": 4.98705321252346,
            "cost_usd_per_1000": 0.02780660955983239,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 68.21533690332035,
              "cost": 56.675558833772875
            },
            "jevbench_score": 67.26402958614796
          }
        },
        {
          "threshold": 0.98,
          "public": {
            "n": 231,
            "escalation": 0.9090909090909091,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 1.4213839560747146,
            "p95_s": 4.751377658545971,
            "cost_usd_per_1000": 0.02647517705141301,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 71.70469039723565,
              "cost": 57.3148338066488
            },
            "jevbench_score": 66.66599698787292
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9702970297029703,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 3.024282158911228,
            "p95_s": 4.98705321252346,
            "cost_usd_per_1000": 0.02806355267549227,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 68.21533690332035,
              "cost": 56.555720523431326
            },
            "jevbench_score": 67.22844455039794
          }
        },
        {
          "threshold": 0.99,
          "public": {
            "n": 231,
            "escalation": 0.9393939393939394,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 1.4749147981405257,
            "p95_s": 4.751377658545971,
            "cost_usd_per_1000": 0.027261578708432644,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 71.5441351572713,
              "cost": 56.93346993797325
            },
            "jevbench_score": 66.51753559918282
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9834983498349835,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 3.024282158911228,
            "p95_s": 4.98705321252346,
            "cost_usd_per_1000": 0.028406143496372112,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 68.21533690332035,
              "cost": 56.39763170207305
            },
            "jevbench_score": 67.18141471724296
          }
        },
        {
          "threshold": 1.0,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 1.4749147981405257,
            "p95_s": 4.751377658545971,
            "cost_usd_per_1000": 0.028834382022471912,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 71.5441351572713,
              "cost": 56.20268055815229
            },
            "jevbench_score": 66.30304814930756
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 3.024282158911228,
            "p95_s": 4.98705321252346,
            "cost_usd_per_1000": 0.028834382022471912,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 68.21533690332035,
              "cost": 56.20268055815229
            },
            "jevbench_score": 67.123282376547
          }
        }
      ]
    },
    {
      "cheap": "openjev-verdict-1.4",
      "backend": "djev",
      "chosen": {
        "threshold": 0.72,
        "public": {
          "n": 231,
          "escalation": 0.8225108225108225,
          "tiers": {
            "easy": 1.0,
            "standard": 0.8055555555555556,
            "hard": 0.6486486486486487
          },
          "accuracy": 0.7705627705627706,
          "ece_hard": 0.2084349624406332,
          "calibration": 61.54979504668353,
          "p50_s": 0.9340311378240586,
          "p95_s": 1.9161328352987765,
          "cost_usd_per_1000": 0.025218109181704692,
          "axes": {
            "intelligence": 77.79863196529865,
            "calibration": 61.54979504668353,
            "speed": 77.47213032327545,
            "cost": 57.948624379917845
          },
          "jevbench_score": 68.0921112690567
        },
        "heldout": {
          "n": 303,
          "escalation": 0.9207920792079208,
          "tiers": {
            "easy": 1.0,
            "standard": 0.7916666666666666,
            "judge": 0.9315068493150684,
            "hard": 0.6880733944954128
          },
          "accuracy": 0.8382838283828383,
          "ece_hard": 0.18853606427239092,
          "calibration": 64.58927729813311,
          "p50_s": 1.4824405029416083,
          "p95_s": 2.227580388635397,
          "cost_usd_per_1000": 0.027768631104683507,
          "axes": {
            "intelligence": 82.89106028235096,
            "calibration": 64.58927729813311,
            "speed": 74.81189342065187,
            "cost": 56.69336586712729
          },
          "jevbench_score": 69.0307754543251
        }
      },
      "full": {
        "tiers": {
          "easy": 1.0,
          "standard": 0.8020833333333334,
          "judge": 0.9315068493150684,
          "hard": 0.6681818181818182
        },
        "accuracy": 0.8089887640449438,
        "ece_hard": 0.19857596289364077,
        "calibration": 63.06049121869545,
        "p50_s": 1.2642089441418647,
        "p95_s": 2.134927472099662,
        "cost_usd_per_1000": 0.026665315441372447,
        "axes": {
          "intelligence": 82.5859796596098,
          "calibration": 63.06049121869545,
          "speed": 75.68798015680628,
          "cost": 57.22159823195841
        },
        "jevbench_score": 68.91482273985757
      },
      "full_escalation": 0.8782771535580525,
      "backend_heldout_accuracy": 0.834983498349835,
      "useful": false,
      "curve": [
        {
          "threshold": 0.0,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.01,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.02,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.03,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.04,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.05,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.06,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.07,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.08,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.09,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.1,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.11,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.12,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.13,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.14,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.15,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.16,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.17,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.18,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.19,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.2,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.21,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.22,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.23,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.24,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12696379813558564,
            "calibration": 73.69515575536224,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003985264442174554,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.69515575536224,
              "speed": 79.65074585196557,
              "cost": 81.98628567119684
            },
            "jevbench_score": 71.09732910861055
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.25,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.1334095028256101,
            "calibration": 73.05058528635979,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6314278408885001,
            "cost_usd_per_1000": 0.004097607536034503,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.05058528635979,
              "speed": 79.53684542958638,
              "cost": 81.62408920452208
            },
            "jevbench_score": 70.83752660085219
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.26,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.1334095028256101,
            "calibration": 73.05058528635979,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6314278408885001,
            "cost_usd_per_1000": 0.004097607536034503,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.05058528635979,
              "speed": 79.53684542958638,
              "cost": 81.62408920452208
            },
            "jevbench_score": 70.83752660085219
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5684931506849316,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.504950495049505,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003958569053534567,
            "axes": {
              "intelligence": 51.151753173306524,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.07385324391491
            },
            "jevbench_score": 68.83325424240569
          }
        },
        {
          "threshold": 0.27,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.1334095028256101,
            "calibration": 73.05058528635979,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6314278408885001,
            "cost_usd_per_1000": 0.004097607536034503,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.05058528635979,
              "speed": 79.53684542958638,
              "cost": 81.62408920452208
            },
            "jevbench_score": 70.83752660085219
          },
          "heldout": {
            "n": 303,
            "escalation": 0.006600660066006601,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5684931506849316,
              "hard": 0.3669724770642202
            },
            "accuracy": 0.5082508250825083,
            "ece_hard": 0.14535053610844778,
            "calibration": 70.47596383120866,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9938405439257618,
            "cost_usd_per_1000": 0.004044216758754527,
            "axes": {
              "intelligence": 51.42698253110469,
              "calibration": 70.47596383120866,
              "speed": 76.12427080036376,
              "cost": 81.79496726447705
            },
            "jevbench_score": 68.92399604592556
          }
        },
        {
          "threshold": 0.28,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.1334095028256101,
            "calibration": 73.05058528635979,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6314278408885001,
            "cost_usd_per_1000": 0.004097607536034503,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.05058528635979,
              "speed": 79.53684542958638,
              "cost": 81.62408920452208
            },
            "jevbench_score": 70.83752660085219
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5684931506849316,
              "hard": 0.3853211009174312
            },
            "accuracy": 0.5148514851485149,
            "ece_hard": 0.1402997214721165,
            "calibration": 70.98104529484178,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9938405439257618,
            "cost_usd_per_1000": 0.004215512169194448,
            "axes": {
              "intelligence": 51.97744124670103,
              "calibration": 70.98104529484178,
              "speed": 76.12427080036376,
              "cost": 81.2544895796323
            },
            "jevbench_score": 69.11653373735712
          }
        },
        {
          "threshold": 0.29,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.13273199847676684,
            "calibration": 73.11833572124412,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6541020438075065,
            "cost_usd_per_1000": 0.004322293723754398,
            "axes": {
              "intelligence": 53.84446946946947,
              "calibration": 73.11833572124412,
              "speed": 79.47690114119766,
              "cost": 80.92857171216721
            },
            "jevbench_score": 70.93777299901303
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5684931506849316,
              "hard": 0.3944954128440367
            },
            "accuracy": 0.5181518151815182,
            "ece_hard": 0.1382660839190954,
            "calibration": 71.87207144211186,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9938405439257618,
            "cost_usd_per_1000": 0.004386807579634368,
            "axes": {
              "intelligence": 52.25267060449919,
              "calibration": 71.87207144211186,
              "speed": 76.12427080036376,
              "cost": 80.73554244450364
            },
            "jevbench_score": 69.3129114822165
          }
        },
        {
          "threshold": 0.3,
          "public": {
            "n": 231,
            "escalation": 0.030303030303030304,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.14438702911582987,
            "calibration": 71.95283265733781,
            "p50_s": 0.6859634757041931,
            "p95_s": 1.6590973153710364,
            "cost_usd_per_1000": 0.004659323005334242,
            "axes": {
              "intelligence": 53.46909409409409,
              "calibration": 71.95283265733781,
              "speed": 79.43827147214512,
              "cost": 79.95031543754003
            },
            "jevbench_score": 70.30725988479745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.033003300330033,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.5753424657534246,
              "hard": 0.4036697247706422
            },
            "accuracy": 0.528052805280528,
            "ece_hard": 0.1355320328183975,
            "calibration": 72.14547655218165,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9947584256529807,
            "cost_usd_per_1000": 0.004729398400514209,
            "axes": {
              "intelligence": 53.3030141175485,
              "calibration": 72.14547655218165,
              "speed": 76.12227194823924,
              "cost": 79.75582299533099
            },
            "jevbench_score": 69.51183513866458
          }
        },
        {
          "threshold": 0.31,
          "public": {
            "n": 231,
            "escalation": 0.030303030303030304,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.14438702911582987,
            "calibration": 71.95283265733781,
            "p50_s": 0.6859634757041931,
            "p95_s": 1.6590973153710364,
            "cost_usd_per_1000": 0.004659323005334242,
            "axes": {
              "intelligence": 53.46909409409409,
              "calibration": 71.95283265733781,
              "speed": 79.43827147214512,
              "cost": 79.95031543754003
            },
            "jevbench_score": 70.30725988479745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.589041095890411,
              "hard": 0.4036697247706422
            },
            "accuracy": 0.5346534653465347,
            "ece_hard": 0.1379693055086114,
            "calibration": 71.90174928316026,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9994657054543494,
            "cost_usd_per_1000": 0.00507198922139405,
            "axes": {
              "intelligence": 53.68657576138411,
              "calibration": 71.90174928316026,
              "speed": 76.11203543410345,
              "cost": 78.8446503416489
            },
            "jevbench_score": 69.37574856601248
          }
        },
        {
          "threshold": 0.32,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5555555555555556,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.16268622179872239,
            "calibration": 70.12291338904856,
            "p50_s": 0.6935107052326203,
            "p95_s": 1.6796640172600745,
            "cost_usd_per_1000": 0.0052210384746339805,
            "axes": {
              "intelligence": 54.00921755088422,
              "calibration": 70.12291338904856,
              "speed": 79.3372441203802,
              "cost": 78.46729319184365
            },
            "jevbench_score": 69.6824488624407
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0627062706270627,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.6027397260273972,
              "hard": 0.42201834862385323
            },
            "accuracy": 0.5478547854785478,
            "ece_hard": 0.12967030970030013,
            "calibration": 72.73164886399138,
            "p50_s": 1.234055870771408,
            "p95_s": 1.9997007146477699,
            "cost_usd_per_1000": 0.0055002277474938506,
            "axes": {
              "intelligence": 54.62059612081605,
              "calibration": 72.73164886399138,
              "speed": 76.07700175752542,
              "cost": 77.78857982008878
            },
            "jevbench_score": 69.63254604875131
          }
        },
        {
          "threshold": 0.33,
          "public": {
            "n": 231,
            "escalation": 0.05627705627705628,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5555555555555556,
              "hard": 0.3783783783783784
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.15470015068596232,
            "calibration": 70.92152050032458,
            "p50_s": 0.6935107052326203,
            "p95_s": 1.683034674823284,
            "cost_usd_per_1000": 0.005333381568493929,
            "axes": {
              "intelligence": 54.3845929262596,
              "calibration": 70.92152050032458,
              "speed": 79.32853766997002,
              "cost": 78.18992032845952
            },
            "jevbench_score": 69.93724732761993
          },
          "heldout": {
            "n": 303,
            "escalation": 0.10561056105610561,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.6506849315068494,
              "hard": 0.43119266055045874
            },
            "accuracy": 0.5742574257425742,
            "ece_hard": 0.14008033543144988,
            "calibration": 71.69064629087642,
            "p50_s": 1.234055870771408,
            "p95_s": 2.0280852518975725,
            "cost_usd_per_1000": 0.006613647915353333,
            "axes": {
              "intelligence": 56.23829123203888,
              "calibration": 71.69064629087642,
              "speed": 76.01578970665761,
              "cost": 75.38676786819681
            },
            "jevbench_score": 69.33034907362287
          }
        },
        {
          "threshold": 0.34,
          "public": {
            "n": 231,
            "escalation": 0.06926406926406926,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5694444444444444,
              "hard": 0.38738738738738737
            },
            "accuracy": 0.5454545454545454,
            "ece_hard": 0.15319322744424166,
            "calibration": 71.07221282449663,
            "p50_s": 0.6935107052326203,
            "p95_s": 1.683034674823284,
            "cost_usd_per_1000": 0.005670410850073772,
            "axes": {
              "intelligence": 55.30009175842509,
              "calibration": 71.07221282449663,
              "speed": 79.32853766997002,
              "cost": 77.39156419376468
            },
            "jevbench_score": 70.0869547697372
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1353135313531353,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.684931506849315,
              "hard": 0.44954128440366975
            },
            "accuracy": 0.5973597359735974,
            "ece_hard": 0.13646826970798762,
            "calibration": 72.05185286322265,
            "p50_s": 1.2708158284425735,
            "p95_s": 2.0280852518975725,
            "cost_usd_per_1000": 0.007384477262332975,
            "axes": {
              "intelligence": 57.74765405722425,
              "calibration": 72.05185286322265,
              "speed": 75.88831177626773,
              "cost": 73.95040727238647
            },
            "jevbench_score": 69.51423381366465
          }
        },
        {
          "threshold": 0.35,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5694444444444444,
              "hard": 0.4144144144144144
            },
            "accuracy": 0.5584415584415584,
            "ece_hard": 0.13586502278545465,
            "calibration": 72.80503329037535,
            "p50_s": 0.6935107052326203,
            "p95_s": 1.7303867317736148,
            "cost_usd_per_1000": 0.006007440131653615,
            "axes": {
              "intelligence": 56.42621788455122,
              "calibration": 72.80503329037535,
              "speed": 79.20803654274371,
              "cost": 76.63931645653102
            },
            "jevbench_score": 70.66686159934711
          },
          "heldout": {
            "n": 303,
            "escalation": 0.16501650165016502,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.726027397260274,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.6204620462046204,
            "ece_hard": 0.13197091944249228,
            "calibration": 74.24966463773225,
            "p50_s": 1.2708158284425735,
            "p95_s": 2.0280852518975725,
            "cost_usd_per_1000": 0.008155306609312617,
            "axes": {
              "intelligence": 59.17356834652927,
              "calibration": 74.24966463773225,
              "speed": 75.88831177626773,
              "cost": 72.65679119359993
            },
            "jevbench_score": 70.15656876332903
          }
        },
        {
          "threshold": 0.36,
          "public": {
            "n": 231,
            "escalation": 0.1038961038961039,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.43243243243243246
            },
            "accuracy": 0.5714285714285714,
            "ece_hard": 0.13499011837093566,
            "calibration": 72.89252373182724,
            "p50_s": 0.7019563555717468,
            "p95_s": 1.745402393490076,
            "cost_usd_per_1000": 0.006569155600953355,
            "axes": {
              "intelligence": 57.7170920920921,
              "calibration": 72.89252373182724,
              "speed": 79.11794322286707,
              "cost": 75.47471353153728
            },
            "jevbench_score": 70.79718222092738
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1782178217821782,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.7397260273972602,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.6303630363036303,
            "ece_hard": 0.13447352667936086,
            "calibration": 73.9994039140454,
            "p50_s": 1.2708158284425735,
            "p95_s": 2.0280852518975725,
            "cost_usd_per_1000": 0.008497897430192459,
            "axes": {
              "intelligence": 59.832359348163045,
              "calibration": 73.9994039140454,
              "speed": 75.88831177626773,
              "cost": 72.12065545476247
            },
            "jevbench_score": 70.16163914459848
          }
        },
        {
          "threshold": 0.37,
          "public": {
            "n": 231,
            "escalation": 0.12554112554112554,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.5757575757575758,
            "ece_hard": 0.14007422803762895,
            "calibration": 73.0073093451322,
            "p50_s": 0.7169283866882324,
            "p95_s": 1.745402393490076,
            "cost_usd_per_1000": 0.007130871070253094,
            "axes": {
              "intelligence": 58.09246746746747,
              "calibration": 73.0073093451322,
              "speed": 79.02628656254726,
              "cost": 74.40572247233597
            },
            "jevbench_score": 70.66689668915492
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2079207920792079,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5,
              "judge": 0.7808219178082192,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.6534653465346535,
            "ece_hard": 0.1384688403133358,
            "calibration": 73.5998725506479,
            "p50_s": 1.2708158284425735,
            "p95_s": 2.0280852518975725,
            "cost_usd_per_1000": 0.009268726777172099,
            "axes": {
              "intelligence": 62.14971094633657,
              "calibration": 73.5998725506479,
              "speed": 75.88831177626773,
              "cost": 70.98939759257645
            },
            "jevbench_score": 70.45651202011189
          }
        },
        {
          "threshold": 0.38,
          "public": {
            "n": 231,
            "escalation": 0.12987012987012986,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.43243243243243246
            },
            "accuracy": 0.5714285714285714,
            "ece_hard": 0.1527713783475047,
            "calibration": 71.73759431414462,
            "p50_s": 0.7169283866882324,
            "p95_s": 1.745402393490076,
            "cost_usd_per_1000": 0.00724321416411304,
            "axes": {
              "intelligence": 57.7170920920921,
              "calibration": 71.73759431414462,
              "speed": 79.02628656254726,
              "cost": 74.20206020754007
            },
            "jevbench_score": 70.19556878078392
          },
          "heldout": {
            "n": 303,
            "escalation": 0.22772277227722773,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5,
              "judge": 0.821917808219178,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.6732673267326733,
            "ece_hard": 0.1384688403133358,
            "calibration": 73.5998725506479,
            "p50_s": 1.2708158284425735,
            "p95_s": 2.0280852518975725,
            "cost_usd_per_1000": 0.009782613008491862,
            "axes": {
              "intelligence": 63.30039587784341,
              "calibration": 73.5998725506479,
              "speed": 75.88831177626773,
              "cost": 70.28635379319124
            },
            "jevbench_score": 70.60449458834943
          }
        },
        {
          "threshold": 0.39,
          "public": {
            "n": 231,
            "escalation": 0.1645021645021645,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.42342342342342343
            },
            "accuracy": 0.5670995670995671,
            "ece_hard": 0.179333793749151,
            "calibration": 67.06770282397669,
            "p50_s": 0.7303599804639817,
            "p95_s": 1.7543271757662295,
            "cost_usd_per_1000": 0.008141958914992625,
            "axes": {
              "intelligence": 57.34171671671673,
              "calibration": 67.06770282397669,
              "speed": 78.92352440710697,
              "cost": 72.67813280312382
            },
            "jevbench_score": 68.5328177826173
          },
          "heldout": {
            "n": 303,
            "escalation": 0.24422442244224424,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5,
              "judge": 0.8561643835616438,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.6897689768976898,
            "ece_hard": 0.1384688403133358,
            "calibration": 73.5998725506479,
            "p50_s": 1.2723965734243392,
            "p95_s": 2.0280852518975725,
            "cost_usd_per_1000": 0.010210851534591663,
            "axes": {
              "intelligence": 64.25929998743246,
              "calibration": 73.5998725506479,
              "speed": 75.8829130222291,
              "cost": 69.72814115163334
            },
            "jevbench_score": 70.72798470720188
          }
        },
        {
          "threshold": 0.4,
          "public": {
            "n": 231,
            "escalation": 0.18614718614718614,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.5844155844155844,
            "ece_hard": 0.16571562898917955,
            "calibration": 69.3381140816019,
            "p50_s": 0.7313418105244637,
            "p95_s": 1.76125024035573,
            "cost_usd_per_1000": 0.008703674384292363,
            "axes": {
              "intelligence": 58.84321821821823,
              "calibration": 69.3381140816019,
              "speed": 78.90058532035746,
              "cost": 71.80892094579542
            },
            "jevbench_score": 69.33966944291016
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2739273927392739,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5,
              "judge": 0.9041095890410958,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7161716171617162,
            "ece_hard": 0.15173206570493575,
            "calibration": 72.27355001148791,
            "p50_s": 1.2723965734243392,
            "p95_s": 2.0306707464158533,
            "cost_usd_per_1000": 0.010981680881571303,
            "axes": {
              "intelligence": 65.87699509865527,
              "calibration": 72.27355001148791,
              "speed": 75.87737996651138,
              "cost": 68.77993542029165
            },
            "jevbench_score": 70.60278208365698
          }
        },
        {
          "threshold": 0.41,
          "public": {
            "n": 231,
            "escalation": 0.21645021645021645,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.5844155844155844,
            "ece_hard": 0.18953442771637835,
            "calibration": 67.93566790818623,
            "p50_s": 0.7336763456463814,
            "p95_s": 1.76125024035573,
            "cost_usd_per_1000": 0.009490076041311997,
            "axes": {
              "intelligence": 58.84321821821823,
              "calibration": 67.93566790818623,
              "speed": 78.8867441734042,
              "cost": 70.6819092303744
            },
            "jevbench_score": 68.71105908455631
          },
          "heldout": {
            "n": 303,
            "escalation": 0.29042904290429045,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.910958904109589,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7260726072607261,
            "ece_hard": 0.15551317581708818,
            "calibration": 70.02444979348545,
            "p50_s": 1.2723965734243392,
            "p95_s": 2.055198547989129,
            "cost_usd_per_1000": 0.011409919407671106,
            "axes": {
              "intelligence": 67.51067194503793,
              "calibration": 70.02444979348545,
              "speed": 75.8252372469555,
              "cost": 68.28152269443166
            },
            "jevbench_score": 70.33715172337456
          }
        },
        {
          "threshold": 0.42,
          "public": {
            "n": 231,
            "escalation": 0.22943722943722944,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5972222222222222,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.5930735930735931,
            "ece_hard": 0.1856740328406391,
            "calibration": 68.32170739576016,
            "p50_s": 0.7448194563388825,
            "p95_s": 1.7727243207395076,
            "cost_usd_per_1000": 0.009827105322891841,
            "axes": {
              "intelligence": 59.75871705038372,
              "calibration": 68.32170739576016,
              "speed": 78.7930778413569,
              "cost": 70.227231679977
            },
            "jevbench_score": 68.94271746204515
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3102310231023102,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.9178082191780822,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7293729372937293,
            "ece_hard": 0.16613097906501884,
            "calibration": 68.96266946869237,
            "p50_s": 1.3009985327720641,
            "p95_s": 2.065838665515184,
            "cost_usd_per_1000": 0.011923805638990866,
            "axes": {
              "intelligence": 67.70245276695573,
              "calibration": 68.96266946869237,
              "speed": 75.70626791533968,
              "cost": 67.70755335070614
            },
            "jevbench_score": 69.94341874537216
          }
        },
        {
          "threshold": 0.43,
          "public": {
            "n": 231,
            "escalation": 0.24242424242424243,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.5974025974025974,
            "ece_hard": 0.18612229699952715,
            "calibration": 68.27688097987135,
            "p50_s": 0.7448194563388825,
            "p95_s": 1.7883843421936034,
            "cost_usd_per_1000": 0.010164134604471685,
            "axes": {
              "intelligence": 60.29884050717385,
              "calibration": 68.27688097987135,
              "speed": 78.75488128299175,
              "cost": 69.78788776557977
            },
            "jevbench_score": 68.9699708498292
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3234323432343234,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.9178082191780822,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.16619782939118016,
            "calibration": 69.52026466759682,
            "p50_s": 1.3009985327720641,
            "p95_s": 2.0718681916594504,
            "cost_usd_per_1000": 0.012266396459870706,
            "axes": {
              "intelligence": 67.97768212475388,
              "calibration": 69.52026466759682,
              "speed": 75.69361070265236,
              "cost": 67.33849008016601
            },
            "jevbench_score": 70.05676696955965
          }
        },
        {
          "threshold": 0.44,
          "public": {
            "n": 231,
            "escalation": 0.2597402597402597,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.6060606060606061,
            "ece_hard": 0.18114295861422308,
            "calibration": 67.89646404444356,
            "p50_s": 0.7448194563388825,
            "p95_s": 1.8059252515435218,
            "cost_usd_per_1000": 0.010613506979911475,
            "axes": {
              "intelligence": 61.049591257924604,
              "calibration": 67.89646404444356,
              "speed": 78.71249216532021,
              "cost": 69.2242327043559
            },
            "jevbench_score": 68.93788146239604
          },
          "heldout": {
            "n": 303,
            "escalation": 0.33003300330033003,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.9178082191780822,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.7392739273927392,
            "ece_hard": 0.15487636624119178,
            "calibration": 70.65241098259565,
            "p50_s": 1.3009985327720641,
            "p95_s": 2.0718681916594504,
            "cost_usd_per_1000": 0.012437691870310626,
            "axes": {
              "intelligence": 68.52814084035022,
              "calibration": 70.65241098259565,
              "speed": 75.69361070265236,
              "cost": 67.1578061962523
            },
            "jevbench_score": 70.43490202275457
          }
        },
        {
          "threshold": 0.45,
          "public": {
            "n": 231,
            "escalation": 0.27705627705627706,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.6103896103896104,
            "ece_hard": 0.1820072788310327,
            "calibration": 67.8100320227626,
            "p50_s": 0.7492050841450691,
            "p95_s": 1.8059252515435218,
            "cost_usd_per_1000": 0.011062879355351267,
            "axes": {
              "intelligence": 61.424966633299974,
              "calibration": 67.8100320227626,
              "speed": 78.68699513531801,
              "cost": 68.68395471157348
            },
            "jevbench_score": 68.88097458047915
          },
          "heldout": {
            "n": 303,
            "escalation": 0.35313531353135313,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.9178082191780822,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7425742574257426,
            "ece_hard": 0.16802024745932126,
            "calibration": 70.81458820974996,
            "p50_s": 1.3175783544778823,
            "p95_s": 2.1125313609838474,
            "cost_usd_per_1000": 0.01303722580685035,
            "axes": {
              "intelligence": 68.80337019814837,
              "calibration": 70.81458820974996,
              "speed": 75.55420383618264,
              "cost": 66.54444437074743
            },
            "jevbench_score": 70.3518821280675
          }
        },
        {
          "threshold": 0.46,
          "public": {
            "n": 231,
            "escalation": 0.30735930735930733,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.6190476190476191,
            "ece_hard": 0.1814726388892312,
            "calibration": 67.86349601694275,
            "p50_s": 0.7518308401107788,
            "p95_s": 1.820576274394989,
            "cost_usd_per_1000": 0.0118492810123709,
            "axes": {
              "intelligence": 62.17571738405072,
              "calibration": 67.86349601694275,
              "speed": 78.63670984750604,
              "cost": 67.78924002590257
            },
            "jevbench_score": 68.86693953904397
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3795379537953795,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.9178082191780822,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7425742574257426,
            "ece_hard": 0.17780283276041736,
            "calibration": 69.83632967964036,
            "p50_s": 1.3324144572019576,
            "p95_s": 2.1125313609838474,
            "cost_usd_per_1000": 0.01372240744861003,
            "axes": {
              "intelligence": 68.80337019814837,
              "calibration": 69.83632967964036,
              "speed": 75.50557498830662,
              "cost": 65.87709068965003
            },
            "jevbench_score": 69.9199545290295
          }
        },
        {
          "threshold": 0.47,
          "public": {
            "n": 231,
            "escalation": 0.3203463203463203,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.5225225225225225
            },
            "accuracy": 0.6233766233766234,
            "ece_hard": 0.18494046185473448,
            "calibration": 67.51671372039243,
            "p50_s": 0.7686461001634598,
            "p95_s": 1.8279631301760673,
            "cost_usd_per_1000": 0.012186310293950744,
            "axes": {
              "intelligence": 62.55109275942609,
              "calibration": 67.51671372039243,
              "speed": 78.5230614012013,
              "cost": 67.4238330353989
            },
            "jevbench_score": 68.76448813769491
          },
          "heldout": {
            "n": 303,
            "escalation": 0.38943894389438943,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "judge": 0.9178082191780822,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7491749174917491,
            "ece_hard": 0.17334411613207368,
            "calibration": 70.28220134247472,
            "p50_s": 1.3324144572019576,
            "p95_s": 2.1125313609838474,
            "cost_usd_per_1000": 0.01397935056426991,
            "axes": {
              "intelligence": 70.24526622261322,
              "calibration": 70.28220134247472,
              "speed": 75.50557498830662,
              "cost": 65.63539012145543
            },
            "jevbench_score": 70.33068982980505
          }
        },
        {
          "threshold": 0.48,
          "public": {
            "n": 231,
            "escalation": 0.354978354978355,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.6406926406926406,
            "ece_hard": 0.16461597269915856,
            "calibration": 69.54916263595001,
            "p50_s": 0.7781706541776657,
            "p95_s": 1.8279631301760673,
            "cost_usd_per_1000": 0.013085055044830329,
            "axes": {
              "intelligence": 64.05259426092759,
              "calibration": 69.54916263595001,
              "speed": 78.46957719218203,
              "cost": 66.49673338228024
            },
            "jevbench_score": 69.4356592801023
          },
          "heldout": {
            "n": 303,
            "escalation": 0.41254125412541254,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.9178082191780822,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.759075907590759,
            "ece_hard": 0.17138153373925163,
            "calibration": 70.47845958175692,
            "p50_s": 1.3324144572019576,
            "p95_s": 2.124293764680624,
            "cost_usd_per_1000": 0.014578884500809634,
            "axes": {
              "intelligence": 71.96239160487622,
              "calibration": 70.47845958175692,
              "speed": 75.48146089347335,
              "cost": 65.08827113995788
            },
            "jevbench_score": 70.65229216471855
          }
        },
        {
          "threshold": 0.49,
          "public": {
            "n": 231,
            "escalation": 0.36363636363636365,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.645021645021645,
            "ece_hard": 0.1602325482482137,
            "calibration": 69.9875050810445,
            "p50_s": 0.7781706541776657,
            "p95_s": 1.8319671392440795,
            "cost_usd_per_1000": 0.013309741232550222,
            "axes": {
              "intelligence": 64.42796963630298,
              "calibration": 69.9875050810445,
              "speed": 78.46007471749279,
              "cost": 66.27491163936902
            },
            "jevbench_score": 69.58621395131622
          },
          "heldout": {
            "n": 303,
            "escalation": 0.42244224422442245,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.9178082191780822,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.759075907590759,
            "ece_hard": 0.16642838564960055,
            "calibration": 70.97377439072203,
            "p50_s": 1.3324144572019576,
            "p95_s": 2.1344793170690535,
            "cost_usd_per_1000": 0.014835827616469514,
            "axes": {
              "intelligence": 71.96239160487622,
              "calibration": 70.97377439072203,
              "speed": 75.46068712813378,
              "cost": 64.86064664676347
            },
            "jevbench_score": 70.7092742779967
          }
        },
        {
          "threshold": 0.5,
          "public": {
            "n": 231,
            "escalation": 0.36363636363636365,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.645021645021645,
            "ece_hard": 0.1602325482482137,
            "calibration": 69.9875050810445,
            "p50_s": 0.7781706541776657,
            "p95_s": 1.8319671392440795,
            "cost_usd_per_1000": 0.013309741232550222,
            "axes": {
              "intelligence": 64.42796963630298,
              "calibration": 69.9875050810445,
              "speed": 78.46007471749279,
              "cost": 66.27491163936902
            },
            "jevbench_score": 69.58621395131622
          },
          "heldout": {
            "n": 303,
            "escalation": 0.43234323432343236,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.9178082191780822,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7557755775577558,
            "ece_hard": 0.17666622925700148,
            "calibration": 69.94999002998193,
            "p50_s": 1.3324144572019576,
            "p95_s": 2.1344793170690535,
            "cost_usd_per_1000": 0.015092770732129394,
            "axes": {
              "intelligence": 71.68716224707805,
              "calibration": 69.94999002998193,
              "speed": 75.46068712813378,
              "cost": 64.63693075262563
            },
            "jevbench_score": 70.32465849849167
          }
        },
        {
          "threshold": 0.51,
          "public": {
            "n": 231,
            "escalation": 0.38095238095238093,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.645021645021645,
            "ece_hard": 0.16835068606854872,
            "calibration": 69.17569129901099,
            "p50_s": 0.7781706541776657,
            "p95_s": 1.8319671392440795,
            "cost_usd_per_1000": 0.013759113607990012,
            "axes": {
              "intelligence": 64.42796963630298,
              "calibration": 69.17569129901099,
              "speed": 78.46007471749279,
              "cost": 65.84228630181966
            },
            "jevbench_score": 69.2700328145711
          },
          "heldout": {
            "n": 303,
            "escalation": 0.45544554455445546,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.9178082191780822,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7557755775577558,
            "ece_hard": 0.1976889193248734,
            "calibration": 65.66704801654481,
            "p50_s": 1.3478259533643722,
            "p95_s": 2.1344793170690535,
            "cost_usd_per_1000": 0.015692304668669117,
            "axes": {
              "intelligence": 71.68716224707805,
              "calibration": 65.66704801654481,
              "speed": 75.41074234347029,
              "cost": 64.12939805686133
            },
            "jevbench_score": 69.07482853319902
          }
        },
        {
          "threshold": 0.52,
          "public": {
            "n": 231,
            "escalation": 0.4025974025974026,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.645021645021645,
            "ece_hard": 0.18329450157738367,
            "calibration": 66.31880570081344,
            "p50_s": 0.7942025229334831,
            "p95_s": 1.8434350915253161,
            "cost_usd_per_1000": 0.014320829077289755,
            "axes": {
              "intelligence": 64.45768685352019,
              "calibration": 66.31880570081344,
              "speed": 78.34440887214379,
              "cost": 65.32095515930325
            },
            "jevbench_score": 68.39006033627099
          },
          "heldout": {
            "n": 303,
            "escalation": 0.46864686468646866,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.9178082191780822,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.759075907590759,
            "ece_hard": 0.1954948851280165,
            "calibration": 64.52734911393699,
            "p50_s": 1.3478259533643722,
            "p95_s": 2.149421533197164,
            "cost_usd_per_1000": 0.016034895489548957,
            "axes": {
              "intelligence": 71.96239160487622,
              "calibration": 64.52734911393699,
              "speed": 75.38044589845242,
              "cost": 63.84801598967165
            },
            "jevbench_score": 68.75651885599918
          }
        },
        {
          "threshold": 0.53,
          "public": {
            "n": 231,
            "escalation": 0.42424242424242425,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.16664928450443262,
            "calibration": 67.98332740810855,
            "p50_s": 0.8003151804208756,
            "p95_s": 1.8434350915253161,
            "cost_usd_per_1000": 0.014882544546589493,
            "axes": {
              "intelligence": 65.58381297964632,
              "calibration": 67.98332740810855,
              "speed": 78.31111094869527,
              "cost": 64.81968426518303
            },
            "jevbench_score": 68.97351263281219
          },
          "heldout": {
            "n": 303,
            "escalation": 0.4884488448844885,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.9178082191780822,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.7656765676567657,
            "ece_hard": 0.20143625901309575,
            "calibration": 63.93321172542907,
            "p50_s": 1.3478259533643722,
            "p95_s": 2.149421533197164,
            "cost_usd_per_1000": 0.016548781720868717,
            "axes": {
              "intelligence": 72.51285032047254,
              "calibration": 63.93321172542907,
              "speed": 75.38044589845242,
              "cost": 63.43701917092979
            },
            "jevbench_score": 68.61763448132167
          }
        },
        {
          "threshold": 0.54,
          "public": {
            "n": 231,
            "escalation": 0.4458874458874459,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.5765765765765766
            },
            "accuracy": 0.6536796536796536,
            "ece_hard": 0.18766041297083977,
            "calibration": 65.88221456146783,
            "p50_s": 0.8003151804208756,
            "p95_s": 1.874721498787403,
            "cost_usd_per_1000": 0.015444260015889232,
            "axes": {
              "intelligence": 65.20843760427096,
              "calibration": 65.88221456146783,
              "speed": 78.23802185522526,
              "cost": 64.33698685923429
            },
            "jevbench_score": 68.19266145504702
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5082508250825083,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.9178082191780822,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.7788778877887789,
            "ece_hard": 0.18951912051486616,
            "calibration": 65.12492557525202,
            "p50_s": 1.3478259533643722,
            "p95_s": 2.149421533197164,
            "cost_usd_per_1000": 0.01706266795218848,
            "axes": {
              "intelligence": 73.61376775166522,
              "calibration": 65.12492557525202,
              "speed": 75.38044589845242,
              "cost": 63.038591821686374
            },
            "jevbench_score": 69.08644934826816
          }
        },
        {
          "threshold": 0.55,
          "public": {
            "n": 231,
            "escalation": 0.4675324675324675,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.6493506493506493,
            "ece_hard": 0.19897942090339166,
            "calibration": 64.75031376821265,
            "p50_s": 0.8056192338466645,
            "p95_s": 1.874721498787403,
            "cost_usd_per_1000": 0.01600597548518897,
            "axes": {
              "intelligence": 64.83306222889557,
              "calibration": 64.75031376821265,
              "speed": 78.2093341393382,
              "cost": 63.871535578257394
            },
            "jevbench_score": 67.67076553150838
          },
          "heldout": {
            "n": 303,
            "escalation": 0.528052805280528,
            "tiers": {
              "easy": 0.875,
              "standard": 0.7083333333333334,
              "judge": 0.9178082191780822,
              "hard": 0.5963302752293578
            },
            "accuracy": 0.7821782178217822,
            "ece_hard": 0.2012975396252404,
            "calibration": 64.36417800228985,
            "p50_s": 1.3536114186048507,
            "p95_s": 2.149421533197164,
            "cost_usd_per_1000": 0.017576554183508238,
            "axes": {
              "intelligence": 75.67187172720038,
              "calibration": 64.36417800228985,
              "speed": 75.36184395345342,
              "cost": 62.65198788088774
            },
            "jevbench_score": 69.24944047992281
          }
        },
        {
          "threshold": 0.56,
          "public": {
            "n": 231,
            "escalation": 0.48484848484848486,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.6493506493506493,
            "ece_hard": 0.21277593020124685,
            "calibration": 63.37066283842713,
            "p50_s": 0.8084952920675278,
            "p95_s": 1.909963024407625,
            "cost_usd_per_1000": 0.01645534786062876,
            "axes": {
              "intelligence": 64.83306222889557,
              "calibration": 63.37066283842713,
              "speed": 78.11297544999903,
              "cost": 63.51078797291192
            },
            "jevbench_score": 67.1914273149568
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5445544554455446,
            "tiers": {
              "easy": 0.875,
              "standard": 0.7083333333333334,
              "judge": 0.9178082191780822,
              "hard": 0.6238532110091743
            },
            "accuracy": 0.7920792079207921,
            "ece_hard": 0.1931661825632655,
            "calibration": 65.17731370848735,
            "p50_s": 1.3536114186048507,
            "p95_s": 2.149421533197164,
            "cost_usd_per_1000": 0.01800479270960804,
            "axes": {
              "intelligence": 76.49755980059487,
              "calibration": 65.17731370848735,
              "speed": 75.36184395345342,
              "cost": 62.338356229766624
            },
            "jevbench_score": 69.56851376430649
          }
        },
        {
          "threshold": 0.57,
          "public": {
            "n": 231,
            "escalation": 0.5108225108225108,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.5765765765765766
            },
            "accuracy": 0.6536796536796536,
            "ece_hard": 0.21510512705902146,
            "calibration": 63.13774315264966,
            "p50_s": 0.823828735947609,
            "p95_s": 1.909963024407625,
            "cost_usd_per_1000": 0.01712940642378845,
            "axes": {
              "intelligence": 65.20843760427096,
              "calibration": 63.13774315264966,
              "speed": 78.03138103819781,
              "cost": 62.98773058448423
            },
            "jevbench_score": 67.07018832861856
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5742574257425742,
            "tiers": {
              "easy": 0.875,
              "standard": 0.75,
              "judge": 0.9246575342465754,
              "hard": 0.6238532110091743
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.19578340890426432,
            "calibration": 64.91559107438746,
            "p50_s": 1.3673696160316466,
            "p95_s": 2.149421533197164,
            "cost_usd_per_1000": 0.01877562205658768,
            "axes": {
              "intelligence": 77.85600728917935,
              "calibration": 64.91559107438746,
              "speed": 75.31792479290742,
              "cost": 61.7921699632401
            },
            "jevbench_score": 69.6415187971267
          }
        },
        {
          "threshold": 0.58,
          "public": {
            "n": 231,
            "escalation": 0.5238095238095238,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.2129664954520247,
            "calibration": 62.42146660675448,
            "p50_s": 0.823828735947609,
            "p95_s": 1.909963024407625,
            "cost_usd_per_1000": 0.01746643570536829,
            "axes": {
              "intelligence": 65.58381297964632,
              "calibration": 62.42146660675448,
              "speed": 78.03138103819781,
              "cost": 62.73387131317069
            },
            "jevbench_score": 66.90760791329936
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5841584158415841,
            "tiers": {
              "easy": 0.875,
              "standard": 0.75,
              "judge": 0.9246575342465754,
              "hard": 0.6238532110091743
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.19493644457674802,
            "calibration": 65.00028750713909,
            "p50_s": 1.3673696160316466,
            "p95_s": 2.1689073584973806,
            "cost_usd_per_1000": 0.01903256517224756,
            "axes": {
              "intelligence": 77.85600728917935,
              "calibration": 65.00028750713909,
              "speed": 75.27873072477286,
              "cost": 61.61508023198615
            },
            "jevbench_score": 69.60519875539329
          }
        },
        {
          "threshold": 0.59,
          "public": {
            "n": 231,
            "escalation": 0.5584415584415584,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6111111111111112,
              "hard": 0.5765765765765766
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.2315789137425565,
            "calibration": 58.13758071968016,
            "p50_s": 0.825623007118702,
            "p95_s": 1.9158442258834838,
            "cost_usd_per_1000": 0.01836518045624787,
            "axes": {
              "intelligence": 65.61353019686354,
              "calibration": 58.13758071968016,
              "speed": 78.00858018922213,
              "cost": 62.080143997615124
            },
            "jevbench_score": 65.55961014279737
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6171617161716172,
            "tiers": {
              "easy": 0.875,
              "standard": 0.75,
              "judge": 0.9315068493150684,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8085808580858086,
            "ece_hard": 0.1942440950522303,
            "calibration": 65.06952245959087,
            "p50_s": 1.3742529690265655,
            "p95_s": 2.191360459476709,
            "cost_usd_per_1000": 0.01988904222444717,
            "axes": {
              "intelligence": 78.59824682669347,
              "calibration": 65.06952245959087,
              "speed": 75.21219495032491,
              "cost": 61.04158390694978
            },
            "jevbench_score": 69.61072130395871
          }
        },
        {
          "threshold": 0.6,
          "public": {
            "n": 231,
            "escalation": 0.5670995670995671,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.625,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.226035614714947,
            "calibration": 58.69191062244111,
            "p50_s": 0.825623007118702,
            "p95_s": 1.9158442258834838,
            "cost_usd_per_1000": 0.018589866643967768,
            "axes": {
              "intelligence": 66.52902902902903,
              "calibration": 58.69191062244111,
              "speed": 78.00858018922213,
              "cost": 61.921711769989884
            },
            "jevbench_score": 65.90125571142067
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6303630363036303,
            "tiers": {
              "easy": 0.875,
              "standard": 0.75,
              "judge": 0.9315068493150684,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8085808580858086,
            "ece_hard": 0.20450112555075473,
            "calibration": 64.40842517058749,
            "p50_s": 1.3831777215003966,
            "p95_s": 2.191360459476709,
            "cost_usd_per_1000": 0.020231633045327005,
            "axes": {
              "intelligence": 78.59824682669347,
              "calibration": 64.40842517058749,
              "speed": 75.18408193700681,
              "cost": 60.81907182045944
            },
            "jevbench_score": 69.36338949270962
          }
        },
        {
          "threshold": 0.61,
          "public": {
            "n": 231,
            "escalation": 0.5887445887445888,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.625,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.22226398844000483,
            "calibration": 59.06907324993532,
            "p50_s": 0.825623007118702,
            "p95_s": 1.9158442258834838,
            "cost_usd_per_1000": 0.01915158211326751,
            "axes": {
              "intelligence": 67.27977977977979,
              "calibration": 59.06907324993532,
              "speed": 78.00858018922213,
              "cost": 61.533860293659345
            },
            "jevbench_score": 66.08841149588544
          },
          "heldout": {
            "n": 303,
            "escalation": 0.66996699669967,
            "tiers": {
              "easy": 0.875,
              "standard": 0.75,
              "judge": 0.9315068493150684,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8085808580858086,
            "ece_hard": 0.21140389980288216,
            "calibration": 63.718147745374736,
            "p50_s": 1.3833439737558364,
            "p95_s": 2.1991213545203205,
            "cost_usd_per_1000": 0.02125940550796653,
            "axes": {
              "intelligence": 78.59824682669347,
              "calibration": 63.718147745374736,
              "speed": 75.16820621708223,
              "cost": 60.17346652394828
            },
            "jevbench_score": 68.98883400196223
          }
        },
        {
          "threshold": 0.62,
          "public": {
            "n": 231,
            "escalation": 0.6017316017316018,
            "tiers": {
              "easy": 0.9375,
              "standard": 0.625,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.2162947653668733,
            "calibration": 59.66599555724848,
            "p50_s": 0.825623007118702,
            "p95_s": 1.9158442258834838,
            "cost_usd_per_1000": 0.019488611394847352,
            "axes": {
              "intelligence": 68.06024774774775,
              "calibration": 59.66599555724848,
              "speed": 78.00858018922213,
              "cost": 61.30657312566009
            },
            "jevbench_score": 66.38461759595798
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7227722772277227,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.75,
              "judge": 0.9246575342465754,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8085808580858086,
            "ece_hard": 0.21140389980288216,
            "calibration": 63.718147745374736,
            "p50_s": 1.4152396112680434,
            "p95_s": 2.2004228018224237,
            "cost_usd_per_1000": 0.022629768791485892,
            "axes": {
              "intelligence": 78.98979933810901,
              "calibration": 63.718147745374736,
              "speed": 75.0666388775513,
              "cost": 59.35959649637556
            },
            "jevbench_score": 68.81656897821253
          }
        },
        {
          "threshold": 0.63,
          "public": {
            "n": 231,
            "escalation": 0.6190476190476191,
            "tiers": {
              "easy": 0.9375,
              "standard": 0.6388888888888888,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.6883116883116883,
            "ece_hard": 0.21922783651902067,
            "calibration": 60.470507638844786,
            "p50_s": 0.8354266524314881,
            "p95_s": 1.9158442258834838,
            "cost_usd_per_1000": 0.019937983770287146,
            "axes": {
              "intelligence": 68.60037120453786,
              "calibration": 60.470507638844786,
              "speed": 77.95731479235215,
              "cost": 61.009562855723104
            },
            "jevbench_score": 66.64709377607447
          },
          "heldout": {
            "n": 303,
            "escalation": 0.768976897689769,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.9246575342465754,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8118811881188119,
            "ece_hard": 0.2142461373539342,
            "calibration": 63.43392399026954,
            "p50_s": 1.4460218638181686,
            "p95_s": 2.2218950860202304,
            "cost_usd_per_1000": 0.023828836664565336,
            "axes": {
              "intelligence": 79.57313267144235,
              "calibration": 63.43392399026954,
              "speed": 74.93101592001962,
              "cost": 58.68691478813649
            },
            "jevbench_score": 68.63928221381444
          }
        },
        {
          "threshold": 0.64,
          "public": {
            "n": 231,
            "escalation": 0.6536796536796536,
            "tiers": {
              "easy": 0.9375,
              "standard": 0.6805555555555556,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.21843648223732418,
            "calibration": 60.549643067014436,
            "p50_s": 0.8506983011960983,
            "p95_s": 1.9158442258834838,
            "cost_usd_per_1000": 0.020836728521166727,
            "axes": {
              "intelligence": 70.22074157490825,
              "calibration": 60.549643067014436,
              "speed": 77.87864240045596,
              "cost": 60.43511399793344
            },
            "jevbench_score": 66.88383690632155
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8085808580858086,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.9246575342465754,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8151815181518152,
            "ece_hard": 0.20331457804661565,
            "calibration": 64.52707992100139,
            "p50_s": 1.4600932538509368,
            "p95_s": 2.2218950860202304,
            "cost_usd_per_1000": 0.02485660912720486,
            "axes": {
              "intelligence": 79.84836202924052,
              "calibration": 64.52707992100139,
              "speed": 74.88895857159795,
              "cost": 58.13674350870633
            },
            "jevbench_score": 68.82070688347761
          }
        },
        {
          "threshold": 0.65,
          "public": {
            "n": 231,
            "escalation": 0.6926406926406926,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7361111111111112,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.22209625533654356,
            "calibration": 60.1836657570925,
            "p50_s": 0.8543005079030991,
            "p95_s": 1.9158442258834838,
            "cost_usd_per_1000": 0.021847816365906256,
            "axes": {
              "intelligence": 73.1617033700367,
              "calibration": 60.1836657570925,
              "speed": 77.86029141024002,
              "cost": 59.81775889484972
            },
            "jevbench_score": 67.294125223676
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8283828382838284,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.9246575342465754,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8151815181518152,
            "ece_hard": 0.20331457804661565,
            "calibration": 64.52707992100139,
            "p50_s": 1.4600932538509368,
            "p95_s": 2.2218950860202304,
            "cost_usd_per_1000": 0.02537049535852462,
            "axes": {
              "intelligence": 79.84836202924052,
              "calibration": 64.52707992100139,
              "speed": 74.88895857159795,
              "cost": 57.87013159307582
            },
            "jevbench_score": 68.74166883290212
          }
        },
        {
          "threshold": 0.66,
          "public": {
            "n": 231,
            "escalation": 0.7056277056277056,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7361111111111112,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7316017316017316,
            "ece_hard": 0.2161615404751408,
            "calibration": 60.77713724323277,
            "p50_s": 0.8733458980917931,
            "p95_s": 1.9158442258834838,
            "cost_usd_per_1000": 0.022184845647486098,
            "axes": {
              "intelligence": 73.53707874541207,
              "calibration": 60.77713724323277,
              "speed": 77.76453520780574,
              "cost": 59.61830765707493
            },
            "jevbench_score": 67.46864054732627
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8646864686468647,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9315068493150684,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8217821782178217,
            "ece_hard": 0.20912141571978177,
            "calibration": 62.53074215339402,
            "p50_s": 1.4824405029416083,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.026312620115944183,
            "axes": {
              "intelligence": 80.62347618449165,
              "calibration": 62.53074215339402,
              "speed": 74.81189342065187,
              "cost": 57.39507712842031
            },
            "jevbench_score": 68.21032176650597
          }
        },
        {
          "threshold": 0.67,
          "public": {
            "n": 231,
            "escalation": 0.7272727272727273,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.7361111111111112,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7402597402597403,
            "ece_hard": 0.2079976519221129,
            "calibration": 61.59352609853556,
            "p50_s": 0.8733458980917931,
            "p95_s": 1.9158442258834838,
            "cost_usd_per_1000": 0.02274656111678584,
            "axes": {
              "intelligence": 74.31754671338007,
              "calibration": 61.59352609853556,
              "speed": 77.76453520780574,
              "cost": 59.29252755380096
            },
            "jevbench_score": 67.78006705894502
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8811881188118812,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9315068493150684,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.8250825082508251,
            "ece_hard": 0.20887596442112477,
            "calibration": 62.555287283259716,
            "p50_s": 1.4824405029416083,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.026740858642043983,
            "axes": {
              "intelligence": 80.89870554228982,
              "calibration": 62.555287283259716,
              "speed": 74.81189342065187,
              "cost": 57.184739553004896
            },
            "jevbench_score": 68.21252050593006
          }
        },
        {
          "threshold": 0.68,
          "public": {
            "n": 231,
            "escalation": 0.7402597402597403,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.2079976519221129,
            "calibration": 61.59352609853556,
            "p50_s": 0.8734878540039063,
            "p95_s": 1.9161328352987765,
            "cost_usd_per_1000": 0.023083590398365682,
            "axes": {
              "intelligence": 75.26276276276278,
              "calibration": 61.59352609853556,
              "speed": 77.76317516464306,
              "cost": 59.10089921610459
            },
            "jevbench_score": 67.93926190398965
          },
          "heldout": {
            "n": 303,
            "escalation": 0.900990099009901,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19938304931752704,
            "calibration": 63.504578793619494,
            "p50_s": 1.4824405029416083,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.027254744873363743,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.504578793619494,
              "speed": 74.81189342065187,
              "cost": 56.93673636903228
            },
            "jevbench_score": 68.75556936098779
          }
        },
        {
          "threshold": 0.69,
          "public": {
            "n": 231,
            "escalation": 0.7619047619047619,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.21208770515859382,
            "calibration": 61.184520774887474,
            "p50_s": 0.9017323344945908,
            "p95_s": 1.9161328352987765,
            "cost_usd_per_1000": 0.02364530586766542,
            "axes": {
              "intelligence": 75.26276276276278,
              "calibration": 61.184520774887474,
              "speed": 77.62496743916336,
              "cost": 58.78765191177834
            },
            "jevbench_score": 67.70602481572038
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9075907590759076,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.19344261553335568,
            "calibration": 64.09862217203663,
            "p50_s": 1.4824405029416083,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.027426040283803663,
            "axes": {
              "intelligence": 82.89106028235096,
              "calibration": 64.09862217203663,
              "speed": 74.81189342065187,
              "cost": 56.85510671283769
            },
            "jevbench_score": 68.94838986423457
          }
        },
        {
          "threshold": 0.7,
          "public": {
            "n": 231,
            "escalation": 0.7965367965367965,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7619047619047619,
            "ece_hard": 0.2148708721832008,
            "calibration": 60.906204072426775,
            "p50_s": 0.92564936876297,
            "p95_s": 1.9161328352987765,
            "cost_usd_per_1000": 0.024544050618545005,
            "axes": {
              "intelligence": 76.88313313313314,
              "calibration": 60.906204072426775,
              "speed": 77.51127877579611,
              "cost": 58.30161286182407
            },
            "jevbench_score": 67.82417494857657
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9141914191419142,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.19344261553335568,
            "calibration": 64.09862217203663,
            "p50_s": 1.4824405029416083,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.027597335694243583,
            "axes": {
              "intelligence": 82.89106028235096,
              "calibration": 64.09862217203663,
              "speed": 74.81189342065187,
              "cost": 56.7739853088483
            },
            "jevbench_score": 68.92378264044396
          }
        },
        {
          "threshold": 0.71,
          "public": {
            "n": 231,
            "escalation": 0.8051948051948052,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.2148708721832008,
            "calibration": 60.906204072426775,
            "p50_s": 0.92564936876297,
            "p95_s": 1.9161328352987765,
            "cost_usd_per_1000": 0.0247687368062649,
            "axes": {
              "intelligence": 77.42325658992328,
              "calibration": 60.906204072426775,
              "speed": 77.51127877579611,
              "cost": 58.182884249809966
            },
            "jevbench_score": 67.90836575071133
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9174917491749175,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.19599581397385438,
            "calibration": 63.84330232798676,
            "p50_s": 1.4824405029416083,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.027682983399463547,
            "axes": {
              "intelligence": 82.89106028235096,
              "calibration": 63.84330232798676,
              "speed": 74.81189342065187,
              "cost": 56.733613231258616
            },
            "jevbench_score": 68.84280098287385
          }
        },
        {
          "threshold": 0.72,
          "public": {
            "n": 231,
            "escalation": 0.8225108225108225,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.2084349624406332,
            "calibration": 61.54979504668353,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9161328352987765,
            "cost_usd_per_1000": 0.025218109181704692,
            "axes": {
              "intelligence": 77.79863196529865,
              "calibration": 61.54979504668353,
              "speed": 77.47213032327545,
              "cost": 57.948624379917845
            },
            "jevbench_score": 68.0921112690567
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9207920792079208,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.18853606427239092,
            "calibration": 64.58927729813311,
            "p50_s": 1.4824405029416083,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.027768631104683507,
            "axes": {
              "intelligence": 82.89106028235096,
              "calibration": 64.58927729813311,
              "speed": 74.81189342065187,
              "cost": 56.69336586712729
            },
            "jevbench_score": 69.0307754543251
          }
        },
        {
          "threshold": 0.73,
          "public": {
            "n": 231,
            "escalation": 0.8225108225108225,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.2084349624406332,
            "calibration": 61.54979504668353,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9161328352987765,
            "cost_usd_per_1000": 0.025218109181704692,
            "axes": {
              "intelligence": 77.79863196529865,
              "calibration": 61.54979504668353,
              "speed": 77.47213032327545,
              "cost": 57.948624379917845
            },
            "jevbench_score": 68.0921112690567
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9273927392739274,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.19107510867374006,
            "calibration": 64.3353728579982,
            "p50_s": 1.4824405029416083,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.027939926515123427,
            "axes": {
              "intelligence": 82.89106028235096,
              "calibration": 64.3353728579982,
              "speed": 74.81189342065187,
              "cost": 56.61324221378292
            },
            "jevbench_score": 68.93845526674833
          }
        },
        {
          "threshold": 0.74,
          "public": {
            "n": 231,
            "escalation": 0.8268398268398268,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.2084349624406332,
            "calibration": 61.54979504668353,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9161328352987765,
            "cost_usd_per_1000": 0.025330452275564637,
            "axes": {
              "intelligence": 77.79863196529865,
              "calibration": 61.54979504668353,
              "speed": 77.47213032327545,
              "cost": 57.89071167419301
            },
            "jevbench_score": 68.0750924132846
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9273927392739274,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.19107510867374006,
            "calibration": 64.3353728579982,
            "p50_s": 1.4824405029416083,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.027939926515123427,
            "axes": {
              "intelligence": 82.89106028235096,
              "calibration": 64.3353728579982,
              "speed": 74.81189342065187,
              "cost": 56.61324221378292
            },
            "jevbench_score": 68.93845526674833
          }
        },
        {
          "threshold": 0.75,
          "public": {
            "n": 231,
            "escalation": 0.8311688311688312,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.02544279536942459,
            "axes": {
              "intelligence": 77.79863196529865,
              "calibration": 61.35164946854124,
              "speed": 77.46836992316177,
              "cost": 57.833055249644524
            },
            "jevbench_score": 68.00247029279659
          },
          "heldout": {
            "n": 303,
            "escalation": 0.933993399339934,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.1888257594066398,
            "calibration": 64.56030778470821,
            "p50_s": 1.4824405029416083,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.028111221925563347,
            "axes": {
              "intelligence": 82.89106028235096,
              "calibration": 64.56030778470821,
              "speed": 74.81189342065187,
              "cost": 56.53360828813141
            },
            "jevbench_score": 68.97435687103052
          }
        },
        {
          "threshold": 0.76,
          "public": {
            "n": 231,
            "escalation": 0.8311688311688312,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.02544279536942459,
            "axes": {
              "intelligence": 77.79863196529865,
              "calibration": 61.35164946854124,
              "speed": 77.46836992316177,
              "cost": 57.833055249644524
            },
            "jevbench_score": 68.00247029279659
          },
          "heldout": {
            "n": 303,
            "escalation": 0.933993399339934,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.1888257594066398,
            "calibration": 64.56030778470821,
            "p50_s": 1.4824405029416083,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.028111221925563347,
            "axes": {
              "intelligence": 82.89106028235096,
              "calibration": 64.56030778470821,
              "speed": 74.81189342065187,
              "cost": 56.53360828813141
            },
            "jevbench_score": 68.97435687103052
          }
        },
        {
          "threshold": 0.77,
          "public": {
            "n": 231,
            "escalation": 0.8441558441558441,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.025779824651004427,
            "axes": {
              "intelligence": 77.79863196529865,
              "calibration": 61.35164946854124,
              "speed": 77.46836992316177,
              "cost": 57.66160122859427
            },
            "jevbench_score": 67.95201350178469
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9372937293729373,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19718167237937023,
            "calibration": 63.724716487435174,
            "p50_s": 1.4824405029416083,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.028196869630783307,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.724716487435174,
              "speed": 74.81189342065187,
              "cost": 56.49397310950338
            },
            "jevbench_score": 68.68090167309917
          }
        },
        {
          "threshold": 0.78,
          "public": {
            "n": 231,
            "escalation": 0.8441558441558441,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.025779824651004427,
            "axes": {
              "intelligence": 77.79863196529865,
              "calibration": 61.35164946854124,
              "speed": 77.46836992316177,
              "cost": 57.66160122859427
            },
            "jevbench_score": 67.95201350178469
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9405940594059405,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19718167237937023,
            "calibration": 63.724716487435174,
            "p50_s": 1.4824405029416083,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.028282517336003267,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.724716487435174,
              "speed": 74.81189342065187,
              "cost": 56.45445813994595
            },
            "jevbench_score": 68.66888872848806
          }
        },
        {
          "threshold": 0.79,
          "public": {
            "n": 231,
            "escalation": 0.8441558441558441,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.025779824651004427,
            "axes": {
              "intelligence": 77.79863196529865,
              "calibration": 61.35164946854124,
              "speed": 77.46836992316177,
              "cost": 57.66160122859427
            },
            "jevbench_score": 67.95201350178469
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9438943894389439,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19718167237937023,
            "calibration": 63.724716487435174,
            "p50_s": 1.4824405029416083,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.028368165041223227,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.724716487435174,
              "speed": 74.81189342065187,
              "cost": 56.415062652501966
            },
            "jevbench_score": 68.6569058282703
          }
        },
        {
          "threshold": 0.8,
          "public": {
            "n": 231,
            "escalation": 0.8484848484848485,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.02589216774486438,
            "axes": {
              "intelligence": 77.79863196529865,
              "calibration": 61.35164946854124,
              "speed": 77.46836992316177,
              "cost": 57.60494764081009
            },
            "jevbench_score": 67.93531632158458
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9438943894389439,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19718167237937023,
            "calibration": 63.724716487435174,
            "p50_s": 1.4824405029416083,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.028368165041223227,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.724716487435174,
              "speed": 74.81189342065187,
              "cost": 56.415062652501966
            },
            "jevbench_score": 68.6569058282703
          }
        },
        {
          "threshold": 0.81,
          "public": {
            "n": 231,
            "escalation": 0.8484848484848485,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.02589216774486438,
            "axes": {
              "intelligence": 77.79863196529865,
              "calibration": 61.35164946854124,
              "speed": 77.46836992316177,
              "cost": 57.60494764081009
            },
            "jevbench_score": 67.93531632158458
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9471947194719472,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19718167237937023,
            "calibration": 63.724716487435174,
            "p50_s": 1.4824405029416083,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.028453812746443187,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.724716487435174,
              "speed": 74.81189342065187,
              "cost": 56.37578592678875
            },
            "jevbench_score": 68.64495280257353
          }
        },
        {
          "threshold": 0.82,
          "public": {
            "n": 231,
            "escalation": 0.8484848484848485,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.02589216774486438,
            "axes": {
              "intelligence": 77.79863196529865,
              "calibration": 61.35164946854124,
              "speed": 77.46836992316177,
              "cost": 57.60494764081009
            },
            "jevbench_score": 67.93531632158458
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9504950495049505,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19804228405620955,
            "calibration": 63.638655319751244,
            "p50_s": 1.4908051952719688,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.028539460451663147,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.638655319751244,
              "speed": 74.78745716697648,
              "cost": 56.33662724891906
            },
            "jevbench_score": 68.60424196220856
          }
        },
        {
          "threshold": 0.83,
          "public": {
            "n": 231,
            "escalation": 0.8528138528138528,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.026004510838724324,
            "axes": {
              "intelligence": 77.79863196529865,
              "calibration": 61.35164946854124,
              "speed": 77.46836992316177,
              "cost": 57.548539334975764
            },
            "jevbench_score": 67.91867919121276
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9504950495049505,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19804228405620955,
            "calibration": 63.638655319751244,
            "p50_s": 1.4908051952719688,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.028539460451663147,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.638655319751244,
              "speed": 74.78745716697648,
              "cost": 56.33662724891906
            },
            "jevbench_score": 68.60424196220856
          }
        },
        {
          "threshold": 0.84,
          "public": {
            "n": 231,
            "escalation": 0.8571428571428571,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.026116853932584273,
            "axes": {
              "intelligence": 77.79863196529865,
              "calibration": 61.35164946854124,
              "speed": 77.46836992316177,
              "cost": 57.49237419634532
            },
            "jevbench_score": 67.90210162476819
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9504950495049505,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19804228405620955,
            "calibration": 63.638655319751244,
            "p50_s": 1.4908051952719688,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.028539460451663147,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.638655319751244,
              "speed": 74.78745716697648,
              "cost": 56.33662724891906
            },
            "jevbench_score": 68.60424196220856
          }
        },
        {
          "threshold": 0.85,
          "public": {
            "n": 231,
            "escalation": 0.8571428571428571,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.026116853932584273,
            "axes": {
              "intelligence": 77.79863196529865,
              "calibration": 61.35164946854124,
              "speed": 77.46836992316177,
              "cost": 57.49237419634532
            },
            "jevbench_score": 67.90210162476819
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19804228405620955,
            "calibration": 63.638655319751244,
            "p50_s": 1.4908051952719688,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.028625108156883107,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.638655319751244,
              "speed": 74.78745716697648,
              "cost": 56.29758591142321
            },
            "jevbench_score": 68.59235317055132
          }
        },
        {
          "threshold": 0.86,
          "public": {
            "n": 231,
            "escalation": 0.8658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.02634154012030417,
            "axes": {
              "intelligence": 77.79863196529865,
              "calibration": 61.35164946854124,
              "speed": 77.46836992316177,
              "cost": 57.380765097404975
            },
            "jevbench_score": 67.86912327004615
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19804228405620955,
            "calibration": 63.638655319751244,
            "p50_s": 1.4908051952719688,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.028625108156883107,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.638655319751244,
              "speed": 74.78745716697648,
              "cost": 56.29758591142321
            },
            "jevbench_score": 68.59235317055132
          }
        },
        {
          "threshold": 0.87,
          "public": {
            "n": 231,
            "escalation": 0.8701298701298701,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.026453883214164114,
            "axes": {
              "intelligence": 77.79863196529865,
              "calibration": 61.35164946854124,
              "speed": 77.46836992316177,
              "cost": 57.32531704190927
            },
            "jevbench_score": 67.852721539658
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19804228405620955,
            "calibration": 63.638655319751244,
            "p50_s": 1.4908051952719688,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.028625108156883107,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.638655319751244,
              "speed": 74.78745716697648,
              "cost": 56.29758591142321
            },
            "jevbench_score": 68.59235317055132
          }
        },
        {
          "threshold": 0.88,
          "public": {
            "n": 231,
            "escalation": 0.8831168831168831,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.02679091249574396,
            "axes": {
              "intelligence": 77.79863196529865,
              "calibration": 61.35164946854124,
              "speed": 77.46836992316177,
              "cost": 57.160374823425116
            },
            "jevbench_score": 67.80386060393734
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19804228405620955,
            "calibration": 63.638655319751244,
            "p50_s": 1.4908051952719688,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.028625108156883107,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.638655319751244,
              "speed": 74.78745716697648,
              "cost": 56.29758591142321
            },
            "jevbench_score": 68.59235317055132
          }
        },
        {
          "threshold": 0.89,
          "public": {
            "n": 231,
            "escalation": 0.8961038961038961,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.0271279417773238,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 77.46836992316177,
              "cost": 56.997494659683824
            },
            "jevbench_score": 67.87280125509729
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9570957095709571,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19804228405620955,
            "calibration": 63.638655319751244,
            "p50_s": 1.4908051952719688,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.02871075586210307,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.638655319751244,
              "speed": 74.78745716697648,
              "cost": 56.258661213172424
            },
            "jevbench_score": 68.58049374024388
          }
        },
        {
          "threshold": 0.9,
          "public": {
            "n": 231,
            "escalation": 0.8961038961038961,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.0271279417773238,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 77.46836992316177,
              "cost": 56.997494659683824
            },
            "jevbench_score": 67.87280125509729
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9570957095709571,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19804228405620955,
            "calibration": 63.638655319751244,
            "p50_s": 1.4908051952719688,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.02871075586210307,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.638655319751244,
              "speed": 74.78745716697648,
              "cost": 56.258661213172424
            },
            "jevbench_score": 68.58049374024388
          }
        },
        {
          "threshold": 0.91,
          "public": {
            "n": 231,
            "escalation": 0.9090909090909091,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.027464971058903647,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 77.46836992316177,
              "cost": 56.83662562835029
            },
            "jevbench_score": 67.82485964314604
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9603960396039604,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19804228405620955,
            "calibration": 63.638655319751244,
            "p50_s": 1.4908051952719688,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.028796403567323027,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.638655319751244,
              "speed": 74.78745716697648,
              "cost": 56.21985245930325
            },
            "jevbench_score": 68.56866350727046
          }
        },
        {
          "threshold": 0.92,
          "public": {
            "n": 231,
            "escalation": 0.922077922077922,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.02780200034048349,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 77.46836992316177,
              "cost": 56.67771867039236
            },
            "jevbench_score": 67.77740274169238
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9636963696369637,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19804228405620955,
            "calibration": 63.638655319751244,
            "p50_s": 1.4908051952719688,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.028882051272542987,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.638655319751244,
              "speed": 74.78745716697648,
              "cost": 56.181158961143105
            },
            "jevbench_score": 68.55686230901983
          }
        },
        {
          "threshold": 0.93,
          "public": {
            "n": 231,
            "escalation": 0.922077922077922,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.02780200034048349,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 77.46836992316177,
              "cost": 56.67771867039236
            },
            "jevbench_score": 67.77740274169238
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9702970297029703,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19804228405620955,
            "calibration": 63.638655319751244,
            "p50_s": 1.4908051952719688,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.029053346682982907,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.638655319751244,
              "speed": 74.78745716697648,
              "cost": 56.104115007775405
            },
            "jevbench_score": 68.53334637316854
          }
        },
        {
          "threshold": 0.94,
          "public": {
            "n": 231,
            "escalation": 0.9264069264069265,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.02791434343434344,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 77.46836992316177,
              "cost": 56.62517747846352
            },
            "jevbench_score": 67.76168958213455
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9735973597359736,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19804228405620955,
            "calibration": 63.638655319751244,
            "p50_s": 1.4908051952719688,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.02913899438820287,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.638655319751244,
              "speed": 74.78745716697648,
              "cost": 56.06576320552273
            },
            "jevbench_score": 68.52163131722422
          }
        },
        {
          "threshold": 0.95,
          "public": {
            "n": 231,
            "escalation": 0.935064935064935,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.028139029622063334,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 77.46836992316177,
              "cost": 56.520726500268154
            },
            "jevbench_score": 67.73041958779125
          },
          "heldout": {
            "n": 303,
            "escalation": 0.976897689768977,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19804228405620955,
            "calibration": 63.638655319751244,
            "p50_s": 1.4908051952719688,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.02922464209342283,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.638655319751244,
              "speed": 74.78745716697648,
              "cost": 56.02752396474753
            },
            "jevbench_score": 68.50994465928417
          }
        },
        {
          "threshold": 0.96,
          "public": {
            "n": 231,
            "escalation": 0.9523809523809523,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9340311378240586,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.028588401997503125,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 77.46836992316177,
              "cost": 56.31430359011282
            },
            "jevbench_score": 67.66849407804497
          },
          "heldout": {
            "n": 303,
            "escalation": 0.976897689768977,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.19804228405620955,
            "calibration": 63.638655319751244,
            "p50_s": 1.4908051952719688,
            "p95_s": 2.227580388635397,
            "cost_usd_per_1000": 0.02922464209342283,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.638655319751244,
              "speed": 74.78745716697648,
              "cost": 56.02752396474753
            },
            "jevbench_score": 68.50994465928417
          }
        },
        {
          "threshold": 0.97,
          "public": {
            "n": 231,
            "escalation": 0.9696969696969697,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9368793085217476,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.02903777437294292,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 77.45514699444816,
              "cost": 56.1111002079505
            },
            "jevbench_score": 67.60448277263121
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9933993399339934,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 1.4908051952719688,
            "p95_s": 2.234320732206106,
            "cost_usd_per_1000": 0.02965288061952263,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 74.77433587106985,
              "cost": 55.83799332558983
            },
            "jevbench_score": 68.56997843753382
          }
        },
        {
          "threshold": 0.98,
          "public": {
            "n": 231,
            "escalation": 0.9826839826839827,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9368793085217476,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.02937480365452276,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 77.45514699444816,
              "cost": 55.96075082794728
            },
            "jevbench_score": 67.559150738452
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9966996699669967,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 1.4908051952719688,
            "p95_s": 2.234320732206106,
            "cost_usd_per_1000": 0.02973852832474259,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 74.77433587106985,
              "cost": 55.800415818461424
            },
            "jevbench_score": 68.55843907507659
          }
        },
        {
          "threshold": 0.99,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9368793085217476,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.02982417602996255,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 77.45514699444816,
              "cost": 55.762946380022335
            },
            "jevbench_score": 67.49937111427766
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 1.4908051952719688,
            "p95_s": 2.234320732206106,
            "cost_usd_per_1000": 0.02982417602996255,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 74.77433587106985,
              "cost": 55.762946380022335
            },
            "jevbench_score": 68.54692709399879
          }
        },
        {
          "threshold": 1.0,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.9368793085217476,
            "p95_s": 1.9177926644682883,
            "cost_usd_per_1000": 0.02982417602996255,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 77.45514699444816,
              "cost": 55.762946380022335
            },
            "jevbench_score": 67.49937111427766
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 1.4908051952719688,
            "p95_s": 2.234320732206106,
            "cost_usd_per_1000": 0.02982417602996255,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 74.77433587106985,
              "cost": 55.762946380022335
            },
            "jevbench_score": 68.54692709399879
          }
        }
      ]
    },
    {
      "cheap": "semif-qwen3.5-4b",
      "backend": "jev-1.13.0",
      "chosen": {
        "threshold": 0.61,
        "public": {
          "n": 231,
          "escalation": 0.20346320346320346,
          "tiers": {
            "easy": 1.0,
            "standard": 0.8194444444444444,
            "hard": 0.7027027027027027
          },
          "accuracy": 0.8008658008658008,
          "ece_hard": 0.12322321771956599,
          "calibration": 72.81320697295129,
          "p50_s": 0.5404984593391419,
          "p95_s": 1.7742935769259929,
          "cost_usd_per_1000": 0.030565685052774936,
          "axes": {
            "intelligence": 80.59100767434103,
            "calibration": 72.81320697295129,
            "speed": 80.18180059269342,
            "cost": 55.44297598447476
          },
          "jevbench_score": 71.46687148557807
        },
        "heldout": {
          "n": 303,
          "escalation": 0.15841584158415842,
          "tiers": {
            "easy": 1.0,
            "standard": 0.7916666666666666,
            "judge": 0.9657534246575342,
            "hard": 0.6055045871559633
          },
          "accuracy": 0.8250825082508251,
          "ece_hard": 0.18494530682510557,
          "calibration": 69.71544213255548,
          "p50_s": 0.5717611402273178,
          "p95_s": 1.4723677232861514,
          "cost_usd_per_1000": 0.02876765402158193,
          "axes": {
            "intelligence": 81.37290017175654,
            "calibration": 69.71544213255548,
            "speed": 80.74769076387742,
            "cost": 56.23286659065571
          },
          "jevbench_score": 71.24137266342876
        }
      },
      "full": {
        "tiers": {
          "easy": 1.0,
          "standard": 0.8125,
          "judge": 0.9657534246575342,
          "hard": 0.6545454545454545
        },
        "accuracy": 0.8146067415730337,
        "ece_hard": 0.1371510670291043,
        "calibration": 72.95764407707654,
        "p50_s": 0.560910464823246,
        "p95_s": 1.6781534798443314,
        "cost_usd_per_1000": 0.029545453962041827,
        "axes": {
          "intelligence": 83.4274595267746,
          "calibration": 72.95764407707654,
          "speed": 80.26274779518857,
          "cost": 55.88527998265149
        },
        "jevbench_score": 72.28493898995923
      },
      "full_escalation": 0.17790262172284643,
      "backend_heldout_accuracy": 0.8514851485148515,
      "useful": false,
      "curve": [
        {
          "threshold": 0.0,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.01,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.02,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.03,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.04,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.05,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.06,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.07,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.08,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.09,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.1,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.11,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.12,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.13,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.14,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.15,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.16,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.17,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.18,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.19,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.2,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.21,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.22,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.23,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.24,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.115284267067909,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 82.00464272011534,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.22509854109671
          }
        },
        {
          "threshold": 0.25,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.17375644816052943,
            "calibration": 66.82819452217726,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.1195790365338323,
            "cost_usd_per_1000": 0.022576336893239884,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.82819452217726,
              "speed": 81.98795089853374,
              "cost": 59.39039568469827
            },
            "jevbench_score": 71.21958693803471
          }
        },
        {
          "threshold": 0.26,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.17375644816052943,
            "calibration": 66.82819452217726,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.1195790365338323,
            "cost_usd_per_1000": 0.022576336893239884,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.82819452217726,
              "speed": 81.98795089853374,
              "cost": 59.39039568469827
            },
            "jevbench_score": 71.21958693803471
          }
        },
        {
          "threshold": 0.27,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.17375644816052943,
            "calibration": 66.82819452217726,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.1195790365338323,
            "cost_usd_per_1000": 0.022576336893239884,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.82819452217726,
              "speed": 81.98795089853374,
              "cost": 59.39039568469827
            },
            "jevbench_score": 71.21958693803471
          }
        },
        {
          "threshold": 0.28,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.17375644816052943,
            "calibration": 66.82819452217726,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.1195790365338323,
            "cost_usd_per_1000": 0.022576336893239884,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.82819452217726,
              "speed": 81.98795089853374,
              "cost": 59.39039568469827
            },
            "jevbench_score": 71.21958693803471
          }
        },
        {
          "threshold": 0.29,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.17375644816052943,
            "calibration": 66.82819452217726,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.1195790365338323,
            "cost_usd_per_1000": 0.022576336893239884,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.82819452217726,
              "speed": 81.98795089853374,
              "cost": 59.39039568469827
            },
            "jevbench_score": 71.21958693803471
          }
        },
        {
          "threshold": 0.3,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2262836933135985,
            "cost_usd_per_1000": 0.02244460674157303,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 81.80296636812625,
              "cost": 59.46663998783557
            },
            "jevbench_score": 71.99850550126745
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.17375644816052943,
            "calibration": 66.82819452217726,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.1195790365338323,
            "cost_usd_per_1000": 0.022576336893239884,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.82819452217726,
              "speed": 81.98795089853374,
              "cost": 59.39039568469827
            },
            "jevbench_score": 71.21958693803471
          }
        },
        {
          "threshold": 0.31,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7575757575757576,
            "ece_hard": 0.12032603551264726,
            "calibration": 73.12656987045547,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2311300501227378,
            "cost_usd_per_1000": 0.02261739564181137,
            "axes": {
              "intelligence": 76.83725392058726,
              "calibration": 73.12656987045547,
              "speed": 81.78583658073207,
              "cost": 59.366722146120004
            },
            "jevbench_score": 72.2714972677882
          },
          "heldout": {
            "n": 303,
            "escalation": 0.009900990099009901,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7920792079207921,
            "ece_hard": 0.18254547445513858,
            "calibration": 65.94929189271635,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.1299098640680312,
            "cost_usd_per_1000": 0.022839797196573586,
            "axes": {
              "intelligence": 78.7875036655356,
              "calibration": 65.94929189271635,
              "speed": 81.94806047779304,
              "cost": 59.23923270035141
            },
            "jevbench_score": 70.86860683070951
          }
        },
        {
          "threshold": 0.32,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7575757575757576,
            "ece_hard": 0.12032603551264726,
            "calibration": 73.12656987045547,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2311300501227378,
            "cost_usd_per_1000": 0.02261739564181137,
            "axes": {
              "intelligence": 76.83725392058726,
              "calibration": 73.12656987045547,
              "speed": 81.78583658073207,
              "cost": 59.366722146120004
            },
            "jevbench_score": 72.2714972677882
          },
          "heldout": {
            "n": 303,
            "escalation": 0.009900990099009901,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7920792079207921,
            "ece_hard": 0.18254547445513858,
            "calibration": 65.94929189271635,
            "p50_s": 0.5651323288679123,
            "p95_s": 1.1299098640680312,
            "cost_usd_per_1000": 0.022839797196573586,
            "axes": {
              "intelligence": 78.7875036655356,
              "calibration": 65.94929189271635,
              "speed": 81.94806047779304,
              "cost": 59.23923270035141
            },
            "jevbench_score": 70.86860683070951
          }
        },
        {
          "threshold": 0.33,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7575757575757576,
            "ece_hard": 0.12239935107084304,
            "calibration": 72.91923831463589,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2382635936141013,
            "cost_usd_per_1000": 0.02279018454204971,
            "axes": {
              "intelligence": 76.83725392058726,
              "calibration": 72.91923831463589,
              "speed": 81.76074485669321,
              "cost": 59.267564744014734
            },
            "jevbench_score": 72.18450293079682
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.17608879118024806,
            "calibration": 66.5949602202054,
            "p50_s": 0.5651678681373596,
            "p95_s": 1.1334389865398407,
            "cost_usd_per_1000": 0.02297152734824044,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.5949602202054,
              "speed": 81.93424390501681,
              "cost": 59.16430384437475
            },
            "jevbench_score": 71.07790178156247
          }
        },
        {
          "threshold": 0.34,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7575757575757576,
            "ece_hard": 0.12239935107084304,
            "calibration": 72.91923831463589,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.2382635936141013,
            "cost_usd_per_1000": 0.02279018454204971,
            "axes": {
              "intelligence": 76.83725392058726,
              "calibration": 72.91923831463589,
              "speed": 81.76074485669321,
              "cost": 59.267564744014734
            },
            "jevbench_score": 72.18450293079682
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0165016501650165,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.17525960102620924,
            "calibration": 66.67787923560928,
            "p50_s": 0.5651678681373596,
            "p95_s": 1.136622895300388,
            "cost_usd_per_1000": 0.02310325749990729,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 66.67787923560928,
              "speed": 81.92206137445794,
              "cost": 59.08980344155474
            },
            "jevbench_score": 71.07498137010995
          }
        },
        {
          "threshold": 0.35,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7575757575757576,
            "ece_hard": 0.12357199707886896,
            "calibration": 72.80197371383329,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.27316669896245,
            "cost_usd_per_1000": 0.023135762342526386,
            "axes": {
              "intelligence": 76.83725392058726,
              "calibration": 72.80197371383329,
              "speed": 81.64002319358937,
              "cost": 59.07148556696561
            },
            "jevbench_score": 72.06908368045228
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.17966038353651292,
            "calibration": 67.4296141854937,
            "p50_s": 0.5651678681373596,
            "p95_s": 1.1976596251130087,
            "cost_usd_per_1000": 0.023234987651574144,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 67.4296141854937,
              "speed": 81.69489128263746,
              "cost": 59.015726619833096
            },
            "jevbench_score": 71.20267155561595
          }
        },
        {
          "threshold": 0.36,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7575757575757576,
            "ece_hard": 0.12357199707886896,
            "calibration": 72.80197371383329,
            "p50_s": 0.5384091228246689,
            "p95_s": 1.27316669896245,
            "cost_usd_per_1000": 0.023135762342526386,
            "axes": {
              "intelligence": 76.83725392058726,
              "calibration": 72.80197371383329,
              "speed": 81.64002319358937,
              "cost": 59.07148556696561
            },
            "jevbench_score": 72.06908368045228
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0297029702970297,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17789321912296585,
            "calibration": 68.45500530008174,
            "p50_s": 0.5654387563467026,
            "p95_s": 1.2154198020696638,
            "cost_usd_per_1000": 0.0236301781065747,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 68.45500530008174,
              "speed": 81.62888119625009,
              "cost": 58.79599014906819
            },
            "jevbench_score": 71.45283271039058
          }
        },
        {
          "threshold": 0.37,
          "public": {
            "n": 231,
            "escalation": 0.021645021645021644,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7575757575757576,
            "ece_hard": 0.12417368825816263,
            "calibration": 72.74180459590393,
            "p50_s": 0.538740599155426,
            "p95_s": 1.27316669896245,
            "cost_usd_per_1000": 0.023308551242764722,
            "axes": {
              "intelligence": 76.83725392058726,
              "calibration": 72.74180459590393,
              "speed": 81.63735024399034,
              "cost": 58.97454158437788
            },
            "jevbench_score": 72.0240178898587
          },
          "heldout": {
            "n": 303,
            "escalation": 0.033003300330033,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.1821683720802459,
            "calibration": 68.02749000435374,
            "p50_s": 0.5654387563467026,
            "p95_s": 1.2254433177411552,
            "cost_usd_per_1000": 0.02376190825824155,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 68.02749000435374,
              "speed": 81.59321199398755,
              "cost": 58.72356055624777
            },
            "jevbench_score": 71.3112378015368
          }
        },
        {
          "threshold": 0.38,
          "public": {
            "n": 231,
            "escalation": 0.030303030303030304,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7619047619047619,
            "ece_hard": 0.11480296728453682,
            "calibration": 73.67887669326652,
            "p50_s": 0.538740599155426,
            "p95_s": 1.3788734540343284,
            "cost_usd_per_1000": 0.0236541290432414,
            "axes": {
              "intelligence": 77.21262929596264,
              "calibration": 73.67887669326652,
              "speed": 81.2909588438514,
              "cost": 58.782791147774915
            },
            "jevbench_score": 72.20727353454373
          },
          "heldout": {
            "n": 303,
            "escalation": 0.033003300330033,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.1821683720802459,
            "calibration": 68.02749000435374,
            "p50_s": 0.5654387563467026,
            "p95_s": 1.2254433177411552,
            "cost_usd_per_1000": 0.02376190825824155,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 68.02749000435374,
              "speed": 81.59321199398755,
              "cost": 58.72356055624777
            },
            "jevbench_score": 71.3112378015368
          }
        },
        {
          "threshold": 0.39,
          "public": {
            "n": 231,
            "escalation": 0.04329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.12359219475131261,
            "calibration": 72.79995394658894,
            "p50_s": 0.538740599155426,
            "p95_s": 1.4451277270913123,
            "cost_usd_per_1000": 0.024172495743956416,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 72.79995394658894,
              "speed": 81.08714061309959,
              "cost": 58.50035522686147
            },
            "jevbench_score": 71.9463960867971
          },
          "heldout": {
            "n": 303,
            "escalation": 0.039603960396039604,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.19224589238416673,
            "calibration": 66.8514793180089,
            "p50_s": 0.5654387563467026,
            "p95_s": 1.2386606723070144,
            "cost_usd_per_1000": 0.024025368561575257,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.8514793180089,
              "speed": 81.54662078493027,
              "cost": 58.57989823919275
            },
            "jevbench_score": 70.94742891754129
          }
        },
        {
          "threshold": 0.4,
          "public": {
            "n": 231,
            "escalation": 0.04329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.12359219475131261,
            "calibration": 72.79995394658894,
            "p50_s": 0.538740599155426,
            "p95_s": 1.4451277270913123,
            "cost_usd_per_1000": 0.024172495743956416,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 72.79995394658894,
              "speed": 81.08714061309959,
              "cost": 58.50035522686147
            },
            "jevbench_score": 71.9463960867971
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.18830897299397226,
            "calibration": 67.24517125702835,
            "p50_s": 0.5671136170625687,
            "p95_s": 1.267179660499095,
            "cost_usd_per_1000": 0.02428882886490896,
            "axes": {
              "intelligence": 79.61319173893008,
              "calibration": 67.24517125702835,
              "speed": 81.43491731228755,
              "cost": 58.4378027523501
            },
            "jevbench_score": 71.04567900914743
          }
        },
        {
          "threshold": 0.41,
          "public": {
            "n": 231,
            "escalation": 0.04329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.12359219475131261,
            "calibration": 72.79995394658894,
            "p50_s": 0.538740599155426,
            "p95_s": 1.4451277270913123,
            "cost_usd_per_1000": 0.024172495743956416,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 72.79995394658894,
              "speed": 81.08714061309959,
              "cost": 58.50035522686147
            },
            "jevbench_score": 71.9463960867971
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.18830897299397226,
            "calibration": 67.24517125702835,
            "p50_s": 0.5671136170625687,
            "p95_s": 1.267179660499095,
            "cost_usd_per_1000": 0.02428882886490896,
            "axes": {
              "intelligence": 79.61319173893008,
              "calibration": 67.24517125702835,
              "speed": 81.43491731228755,
              "cost": 58.4378027523501
            },
            "jevbench_score": 71.04567900914743
          }
        },
        {
          "threshold": 0.42,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.11900929325691689,
            "calibration": 73.2582440960285,
            "p50_s": 0.538740599155426,
            "p95_s": 1.4451277270913123,
            "cost_usd_per_1000": 0.02451807354443309,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 73.2582440960285,
              "speed": 81.08714061309959,
              "cost": 58.3154096973947
            },
            "jevbench_score": 72.08926878225934
          },
          "heldout": {
            "n": 303,
            "escalation": 0.04950495049504951,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.18642885473896476,
            "calibration": 67.4331830825291,
            "p50_s": 0.5671136170625687,
            "p95_s": 1.267179660499095,
            "cost_usd_per_1000": 0.02442055901657581,
            "axes": {
              "intelligence": 79.61319173893008,
              "calibration": 67.4331830825291,
              "speed": 81.43491731228755,
              "cost": 58.367331962304846
            },
            "jevbench_score": 71.07384311194976
          }
        },
        {
          "threshold": 0.43,
          "public": {
            "n": 231,
            "escalation": 0.05627705627705628,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.11762727470115306,
            "calibration": 73.39644595160489,
            "p50_s": 0.538740599155426,
            "p95_s": 1.4451277270913123,
            "cost_usd_per_1000": 0.02469086244467143,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 73.39644595160489,
              "speed": 81.08714061309959,
              "cost": 58.223912200681
            },
            "jevbench_score": 72.09493670700641
          },
          "heldout": {
            "n": 303,
            "escalation": 0.052805280528052806,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.18033774455575358,
            "calibration": 68.04229410085021,
            "p50_s": 0.5671136170625687,
            "p95_s": 1.2837200626730914,
            "cost_usd_per_1000": 0.024552289168242664,
            "axes": {
              "intelligence": 79.61319173893008,
              "calibration": 68.04229410085021,
              "speed": 81.37859596023084,
              "cost": 58.29724028734495
            },
            "jevbench_score": 71.20009006949569
          }
        },
        {
          "threshold": 0.44,
          "public": {
            "n": 231,
            "escalation": 0.06493506493506493,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.12109874851227515,
            "calibration": 73.04929857049268,
            "p50_s": 0.538740599155426,
            "p95_s": 1.4995943695306777,
            "cost_usd_per_1000": 0.025036440245148107,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 73.04929857049268,
              "speed": 80.9264649393582,
              "cost": 58.04282261024204
            },
            "jevbench_score": 71.91780946496482
          },
          "heldout": {
            "n": 303,
            "escalation": 0.056105610561056105,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.8052805280528053,
            "ece_hard": 0.18420498936842572,
            "calibration": 67.655569619583,
            "p50_s": 0.5671136170625687,
            "p95_s": 1.306520934402942,
            "cost_usd_per_1000": 0.024684019319909517,
            "axes": {
              "intelligence": 79.88842109672825,
              "calibration": 67.655569619583,
              "speed": 81.30213551843764,
              "cost": 58.2275236702006
            },
            "jevbench_score": 71.12207464968895
          }
        },
        {
          "threshold": 0.45,
          "public": {
            "n": 231,
            "escalation": 0.06493506493506493,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.12109874851227515,
            "calibration": 73.04929857049268,
            "p50_s": 0.538740599155426,
            "p95_s": 1.4995943695306777,
            "cost_usd_per_1000": 0.025036440245148107,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 73.04929857049268,
              "speed": 80.9264649393582,
              "cost": 58.04282261024204
            },
            "jevbench_score": 71.91780946496482
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0627062706270627,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.8052805280528053,
            "ece_hard": 0.18002269785582384,
            "calibration": 68.0737987708432,
            "p50_s": 0.5671136170625687,
            "p95_s": 1.3082165434956547,
            "cost_usd_per_1000": 0.02494747962324322,
            "axes": {
              "intelligence": 79.88842109672825,
              "calibration": 68.0737987708432,
              "speed": 81.29650287820603,
              "cost": 58.08919970282991
            },
            "jevbench_score": 71.1881604165434
          }
        },
        {
          "threshold": 0.46,
          "public": {
            "n": 231,
            "escalation": 0.06493506493506493,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.12109874851227515,
            "calibration": 73.04929857049268,
            "p50_s": 0.538740599155426,
            "p95_s": 1.4995943695306777,
            "cost_usd_per_1000": 0.025036440245148107,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 73.04929857049268,
              "speed": 80.9264649393582,
              "cost": 58.04282261024204
            },
            "jevbench_score": 71.91780946496482
          },
          "heldout": {
            "n": 303,
            "escalation": 0.066006600660066,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.8052805280528053,
            "ece_hard": 0.17404654226007302,
            "calibration": 68.59744034201333,
            "p50_s": 0.5671136170625687,
            "p95_s": 1.3086190357804295,
            "cost_usd_per_1000": 0.025079209774910072,
            "axes": {
              "intelligence": 79.88842109672825,
              "calibration": 68.59744034201333,
              "speed": 81.29516691211745,
              "cost": 58.02058455653483
            },
            "jevbench_score": 71.30330228837093
          }
        },
        {
          "threshold": 0.47,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.13601437209102038,
            "calibration": 70.87855837628553,
            "p50_s": 0.5388893276453018,
            "p95_s": 1.5448087468743323,
            "cost_usd_per_1000": 0.025727595846101462,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 70.87855837628553,
              "speed": 80.7962569743955,
              "cost": 57.6880238558441
            },
            "jevbench_score": 71.1535529337317
          },
          "heldout": {
            "n": 303,
            "escalation": 0.06930693069306931,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5779816513761468
            },
            "accuracy": 0.8085808580858086,
            "ece_hard": 0.17402186817941728,
            "calibration": 69.42029240210483,
            "p50_s": 0.5671136170625687,
            "p95_s": 1.3247340187430379,
            "cost_usd_per_1000": 0.025210939926576924,
            "axes": {
              "intelligence": 80.16365045452642,
              "calibration": 69.42029240210483,
              "speed": 81.24201235670412,
              "cost": 57.95232887328114
            },
            "jevbench_score": 71.54493154034917
          }
        },
        {
          "threshold": 0.48,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.13601437209102038,
            "calibration": 70.87855837628553,
            "p50_s": 0.5388893276453018,
            "p95_s": 1.5448087468743323,
            "cost_usd_per_1000": 0.025727595846101462,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 70.87855837628553,
              "speed": 80.7962569743955,
              "cost": 57.6880238558441
            },
            "jevbench_score": 71.1535529337317
          },
          "heldout": {
            "n": 303,
            "escalation": 0.06930693069306931,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5779816513761468
            },
            "accuracy": 0.8085808580858086,
            "ece_hard": 0.17402186817941728,
            "calibration": 69.42029240210483,
            "p50_s": 0.5671136170625687,
            "p95_s": 1.3247340187430379,
            "cost_usd_per_1000": 0.025210939926576924,
            "axes": {
              "intelligence": 80.16365045452642,
              "calibration": 69.42029240210483,
              "speed": 81.24201235670412,
              "cost": 57.95232887328114
            },
            "jevbench_score": 71.54493154034917
          }
        },
        {
          "threshold": 0.49,
          "public": {
            "n": 231,
            "escalation": 0.09090909090909091,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.13342225650604939,
            "calibration": 71.27733276112914,
            "p50_s": 0.5388893276453018,
            "p95_s": 1.620636561512947,
            "cost_usd_per_1000": 0.026073173646578136,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 71.27733276112914,
              "speed": 80.5881478488792,
              "cost": 57.514183088759914
            },
            "jevbench_score": 71.23969596515916
          },
          "heldout": {
            "n": 303,
            "escalation": 0.07260726072607261,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5779816513761468
            },
            "accuracy": 0.8085808580858086,
            "ece_hard": 0.1819191475815931,
            "calibration": 68.63056446188725,
            "p50_s": 0.5671136170625687,
            "p95_s": 1.3247340187430379,
            "cost_usd_per_1000": 0.025342670078243777,
            "axes": {
              "intelligence": 80.16365045452642,
              "calibration": 68.63056446188725,
              "speed": 81.24201235670412,
              "cost": 57.88442890635765
            },
            "jevbench_score": 71.31967745684581
          }
        },
        {
          "threshold": 0.5,
          "public": {
            "n": 231,
            "escalation": 0.09956709956709957,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.13420269921783784,
            "calibration": 71.19928848995029,
            "p50_s": 0.5388893276453018,
            "p95_s": 1.704740324616432,
            "cost_usd_per_1000": 0.026418751447054814,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 71.19928848995029,
              "speed": 80.36842182987962,
              "cost": 57.342631331168676
            },
            "jevbench_score": 71.20391037423025
          },
          "heldout": {
            "n": 303,
            "escalation": 0.07590759075907591,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.8052805280528053,
            "ece_hard": 0.17635972475201214,
            "calibration": 69.18650674484535,
            "p50_s": 0.5671136170625687,
            "p95_s": 1.3878645688295348,
            "cost_usd_per_1000": 0.025474400229910626,
            "axes": {
              "intelligence": 79.88842109672825,
              "calibration": 69.18650674484535,
              "speed": 81.03982835985413,
              "cost": 57.81688096732797
            },
            "jevbench_score": 71.33696085143794
          }
        },
        {
          "threshold": 0.51,
          "public": {
            "n": 231,
            "escalation": 0.11255411255411256,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.13748065842998125,
            "calibration": 70.87149256873596,
            "p50_s": 0.5397706717252732,
            "p95_s": 1.704740324616432,
            "cost_usd_per_1000": 0.02693711814776983,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 70.87149256873596,
              "speed": 80.36132482144339,
              "cost": 57.08946606626207
            },
            "jevbench_score": 71.04161552282552
          },
          "heldout": {
            "n": 303,
            "escalation": 0.08250825082508251,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.8085808580858086,
            "ece_hard": 0.1759501517580138,
            "calibration": 69.22746404424518,
            "p50_s": 0.567900562286377,
            "p95_s": 1.3878645688295348,
            "cost_usd_per_1000": 0.025737860533244332,
            "axes": {
              "intelligence": 80.08020191864607,
              "calibration": 69.22746404424518,
              "speed": 81.03380612631305,
              "cost": 57.68282670339583
            },
            "jevbench_score": 71.34755397704691
          }
        },
        {
          "threshold": 0.52,
          "public": {
            "n": 231,
            "escalation": 0.12121212121212122,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7792207792207793,
            "ece_hard": 0.13248670980516475,
            "calibration": 71.3708874312176,
            "p50_s": 0.5397706717252732,
            "p95_s": 1.705234532803297,
            "cost_usd_per_1000": 0.027282695948246505,
            "axes": {
              "intelligence": 78.71413079746414,
              "calibration": 71.3708874312176,
              "speed": 80.36006597409732,
              "cost": 56.92338150844681
            },
            "jevbench_score": 71.19937710858242
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0858085808580858,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.8085808580858086,
            "ece_hard": 0.17752980971135998,
            "calibration": 69.06949824891056,
            "p50_s": 0.567900562286377,
            "p95_s": 1.3878645688295348,
            "cost_usd_per_1000": 0.025869590684911185,
            "axes": {
              "intelligence": 80.08020191864607,
              "calibration": 69.06949824891056,
              "speed": 81.03380612631305,
              "cost": 57.6163132823275
            },
            "jevbench_score": 71.28625356180753
          }
        },
        {
          "threshold": 0.53,
          "public": {
            "n": 231,
            "escalation": 0.12121212121212122,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7792207792207793,
            "ece_hard": 0.13248670980516475,
            "calibration": 71.3708874312176,
            "p50_s": 0.5397706717252732,
            "p95_s": 1.705234532803297,
            "cost_usd_per_1000": 0.027282695948246505,
            "axes": {
              "intelligence": 78.71413079746414,
              "calibration": 71.3708874312176,
              "speed": 80.36006597409732,
              "cost": 56.92338150844681
            },
            "jevbench_score": 71.19937710858242
          },
          "heldout": {
            "n": 303,
            "escalation": 0.09570957095709572,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.5779816513761468
            },
            "accuracy": 0.8118811881188119,
            "ece_hard": 0.175743837883937,
            "calibration": 69.24809543165287,
            "p50_s": 0.567900562286377,
            "p95_s": 1.4324895538389675,
            "cost_usd_per_1000": 0.02626478113991174,
            "axes": {
              "intelligence": 80.35543127644422,
              "calibration": 69.24809543165287,
              "speed": 80.8963623767519,
              "cost": 57.41878641250197
            },
            "jevbench_score": 71.3019681771959
          }
        },
        {
          "threshold": 0.54,
          "public": {
            "n": 231,
            "escalation": 0.1341991341991342,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6666666666666666
            },
            "accuracy": 0.7835497835497836,
            "ece_hard": 0.12447204548253311,
            "calibration": 72.17235386348077,
            "p50_s": 0.5404984593391419,
            "p95_s": 1.745522206276655,
            "cost_usd_per_1000": 0.02780106264896152,
            "axes": {
              "intelligence": 79.0895061728395,
              "calibration": 72.17235386348077,
              "speed": 80.25280161425387,
              "cost": 56.678158107608795
            },
            "jevbench_score": 71.38244446657156
          },
          "heldout": {
            "n": 303,
            "escalation": 0.11551155115511551,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.5871559633027523
            },
            "accuracy": 0.8184818481848185,
            "ece_hard": 0.19204126861836368,
            "calibration": 67.61835235821019,
            "p50_s": 0.5697284132242203,
            "p95_s": 1.452318468689918,
            "cost_usd_per_1000": 0.027055162049912852,
            "axes": {
              "intelligence": 80.82244145616019,
              "calibration": 67.61835235821019,
              "speed": 80.82270260889744,
              "cost": 57.03249581405009
            },
            "jevbench_score": 70.845631175423
          }
        },
        {
          "threshold": 0.55,
          "public": {
            "n": 231,
            "escalation": 0.13852813852813853,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6666666666666666
            },
            "accuracy": 0.7835497835497836,
            "ece_hard": 0.12719236211949114,
            "calibration": 71.90032219978497,
            "p50_s": 0.5404984593391419,
            "p95_s": 1.7550475500524043,
            "cost_usd_per_1000": 0.02797385154919986,
            "axes": {
              "intelligence": 79.0895061728395,
              "calibration": 71.90032219978497,
              "speed": 80.22916652203696,
              "cost": 56.59743202450673
            },
            "jevbench_score": 71.28442927416924
          },
          "heldout": {
            "n": 303,
            "escalation": 0.12211221122112212,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.5871559633027523
            },
            "accuracy": 0.8184818481848185,
            "ece_hard": 0.18638503184797686,
            "calibration": 68.18397603524888,
            "p50_s": 0.5702764481306076,
            "p95_s": 1.452318468689918,
            "cost_usd_per_1000": 0.027318622353246558,
            "axes": {
              "intelligence": 80.82244145616019,
              "calibration": 68.18397603524888,
              "speed": 80.81852703803565,
              "cost": 56.90623616230887
            },
            "jevbench_score": 70.9530828996721
          }
        },
        {
          "threshold": 0.56,
          "public": {
            "n": 231,
            "escalation": 0.13852813852813853,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6666666666666666
            },
            "accuracy": 0.7835497835497836,
            "ece_hard": 0.12719236211949114,
            "calibration": 71.90032219978497,
            "p50_s": 0.5404984593391419,
            "p95_s": 1.7550475500524043,
            "cost_usd_per_1000": 0.02797385154919986,
            "axes": {
              "intelligence": 79.0895061728395,
              "calibration": 71.90032219978497,
              "speed": 80.22916652203696,
              "cost": 56.59743202450673
            },
            "jevbench_score": 71.28442927416924
          },
          "heldout": {
            "n": 303,
            "escalation": 0.12211221122112212,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.5871559633027523
            },
            "accuracy": 0.8184818481848185,
            "ece_hard": 0.18638503184797686,
            "calibration": 68.18397603524888,
            "p50_s": 0.5702764481306076,
            "p95_s": 1.452318468689918,
            "cost_usd_per_1000": 0.027318622353246558,
            "axes": {
              "intelligence": 80.82244145616019,
              "calibration": 68.18397603524888,
              "speed": 80.81852703803565,
              "cost": 56.90623616230887
            },
            "jevbench_score": 70.9530828996721
          }
        },
        {
          "threshold": 0.57,
          "public": {
            "n": 231,
            "escalation": 0.15584415584415584,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6666666666666666
            },
            "accuracy": 0.7835497835497836,
            "ece_hard": 0.1207343914273618,
            "calibration": 71.47159304815308,
            "p50_s": 0.5404984593391419,
            "p95_s": 1.7550475500524043,
            "cost_usd_per_1000": 0.028665007150153216,
            "axes": {
              "intelligence": 79.0895061728395,
              "calibration": 71.47159304815308,
              "speed": 80.22916652203696,
              "cost": 56.27943836678729
            },
            "jevbench_score": 71.07773671137724
          },
          "heldout": {
            "n": 303,
            "escalation": 0.13861386138613863,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.8250825082508251,
            "ece_hard": 0.18175722142354345,
            "calibration": 70.03425067271169,
            "p50_s": 0.5712133586406708,
            "p95_s": 1.4723677232861514,
            "cost_usd_per_1000": 0.027977273111580818,
            "axes": {
              "intelligence": 81.37290017175654,
              "calibration": 70.03425067271169,
              "speed": 80.75185356083955,
              "cost": 56.59583852767635
            },
            "jevbench_score": 71.43841658036341
          }
        },
        {
          "threshold": 0.58,
          "public": {
            "n": 231,
            "escalation": 0.16017316017316016,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6666666666666666
            },
            "accuracy": 0.7835497835497836,
            "ece_hard": 0.12408720639630622,
            "calibration": 71.13631155125864,
            "p50_s": 0.5404984593391419,
            "p95_s": 1.7742935769259929,
            "cost_usd_per_1000": 0.02883779605039155,
            "axes": {
              "intelligence": 79.0895061728395,
              "calibration": 71.13631155125864,
              "speed": 80.18180059269342,
              "cost": 56.201138018711774
            },
            "jevbench_score": 70.95904800796207
          },
          "heldout": {
            "n": 303,
            "escalation": 0.13861386138613863,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.8250825082508251,
            "ece_hard": 0.18175722142354345,
            "calibration": 70.03425067271169,
            "p50_s": 0.5712133586406708,
            "p95_s": 1.4723677232861514,
            "cost_usd_per_1000": 0.027977273111580818,
            "axes": {
              "intelligence": 81.37290017175654,
              "calibration": 70.03425067271169,
              "speed": 80.75185356083955,
              "cost": 56.59583852767635
            },
            "jevbench_score": 71.43841658036341
          }
        },
        {
          "threshold": 0.59,
          "public": {
            "n": 231,
            "escalation": 0.1645021645021645,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6666666666666666
            },
            "accuracy": 0.7835497835497836,
            "ece_hard": 0.12408902924624483,
            "calibration": 71.37662582028341,
            "p50_s": 0.5404984593391419,
            "p95_s": 1.7742935769259929,
            "cost_usd_per_1000": 0.02901058495062989,
            "axes": {
              "intelligence": 79.0895061728395,
              "calibration": 71.37662582028341,
              "speed": 80.18180059269342,
              "cost": 56.123305428299005
            },
            "jevbench_score": 70.99429991222513
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1419141914191419,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.8250825082508251,
            "ece_hard": 0.18250913453915957,
            "calibration": 69.95905936115008,
            "p50_s": 0.5712133586406708,
            "p95_s": 1.4723677232861514,
            "cost_usd_per_1000": 0.028109003263247667,
            "axes": {
              "intelligence": 81.37290017175654,
              "calibration": 69.95905936115008,
              "speed": 80.75185356083955,
              "cost": 56.53463662211425
            },
            "jevbench_score": 71.39991837531825
          }
        },
        {
          "threshold": 0.6,
          "public": {
            "n": 231,
            "escalation": 0.19913419913419914,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.11418126216700523,
            "calibration": 73.71740252820737,
            "p50_s": 0.5404984593391419,
            "p95_s": 1.7742935769259929,
            "cost_usd_per_1000": 0.030392896152536597,
            "axes": {
              "intelligence": 80.21563229896564,
              "calibration": 73.71740252820737,
              "speed": 80.18180059269342,
              "cost": 55.51683741503889
            },
            "jevbench_score": 71.62792818852131
          },
          "heldout": {
            "n": 303,
            "escalation": 0.15841584158415842,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.8250825082508251,
            "ece_hard": 0.18494530682510557,
            "calibration": 69.71544213255548,
            "p50_s": 0.5717611402273178,
            "p95_s": 1.4723677232861514,
            "cost_usd_per_1000": 0.02876765402158193,
            "axes": {
              "intelligence": 81.37290017175654,
              "calibration": 69.71544213255548,
              "speed": 80.74769076387742,
              "cost": 56.23286659065571
            },
            "jevbench_score": 71.24137266342876
          }
        },
        {
          "threshold": 0.61,
          "public": {
            "n": 231,
            "escalation": 0.20346320346320346,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.12322321771956599,
            "calibration": 72.81320697295129,
            "p50_s": 0.5404984593391419,
            "p95_s": 1.7742935769259929,
            "cost_usd_per_1000": 0.030565685052774936,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 72.81320697295129,
              "speed": 80.18180059269342,
              "cost": 55.44297598447476
            },
            "jevbench_score": 71.46687148557807
          },
          "heldout": {
            "n": 303,
            "escalation": 0.15841584158415842,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.8250825082508251,
            "ece_hard": 0.18494530682510557,
            "calibration": 69.71544213255548,
            "p50_s": 0.5717611402273178,
            "p95_s": 1.4723677232861514,
            "cost_usd_per_1000": 0.02876765402158193,
            "axes": {
              "intelligence": 81.37290017175654,
              "calibration": 69.71544213255548,
              "speed": 80.74769076387742,
              "cost": 56.23286659065571
            },
            "jevbench_score": 71.24137266342876
          }
        },
        {
          "threshold": 0.62,
          "public": {
            "n": 231,
            "escalation": 0.2077922077922078,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.11979513803594462,
            "calibration": 73.15601494131344,
            "p50_s": 0.5404984593391419,
            "p95_s": 1.7742935769259929,
            "cost_usd_per_1000": 0.030738473953013275,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 73.15601494131344,
              "speed": 80.18180059269342,
              "cost": 55.369530920543745
            },
            "jevbench_score": 71.52713317061813
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1617161716171617,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.8250825082508251,
            "ece_hard": 0.18494530682510557,
            "calibration": 69.71544213255548,
            "p50_s": 0.5717611402273178,
            "p95_s": 1.4723677232861514,
            "cost_usd_per_1000": 0.02889938417324878,
            "axes": {
              "intelligence": 81.37290017175654,
              "calibration": 69.71544213255548,
              "speed": 80.74769076387742,
              "cost": 56.17334235018533
            },
            "jevbench_score": 71.2225123723153
          }
        },
        {
          "threshold": 0.63,
          "public": {
            "n": 231,
            "escalation": 0.21645021645021645,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.11102736767633255,
            "calibration": 74.03279197727466,
            "p50_s": 0.5404984593391419,
            "p95_s": 1.7742935769259929,
            "cost_usd_per_1000": 0.031084051753489952,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 74.03279197727466,
              "speed": 80.18180059269342,
              "cost": 55.223871298938946
            },
            "jevbench_score": 71.69326213238534
          },
          "heldout": {
            "n": 303,
            "escalation": 0.16831683168316833,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.18494530682510557,
            "calibration": 69.71544213255548,
            "p50_s": 0.5727051436901093,
            "p95_s": 1.4723677232861514,
            "cost_usd_per_1000": 0.029162844476582486,
            "axes": {
              "intelligence": 81.56468099367433,
              "calibration": 69.71544213255548,
              "speed": 80.74052627867543,
              "cost": 56.05510354618198
            },
            "jevbench_score": 71.22532928863514
          }
        },
        {
          "threshold": 0.64,
          "public": {
            "n": 231,
            "escalation": 0.21645021645021645,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.11102736767633255,
            "calibration": 74.03279197727466,
            "p50_s": 0.5404984593391419,
            "p95_s": 1.7742935769259929,
            "cost_usd_per_1000": 0.031084051753489952,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 74.03279197727466,
              "speed": 80.18180059269342,
              "cost": 55.223871298938946
            },
            "jevbench_score": 71.69326213238534
          },
          "heldout": {
            "n": 303,
            "escalation": 0.17491749174917492,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6146788990825688
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.18139761799542853,
            "calibration": 71.08979907035896,
            "p50_s": 0.5727051436901093,
            "p95_s": 1.4723677232861514,
            "cost_usd_per_1000": 0.02942630477991619,
            "axes": {
              "intelligence": 81.8399103514725,
              "calibration": 71.08979907035896,
              "speed": 80.74052627867543,
              "cost": 55.93792813543181
            },
            "jevbench_score": 71.59663250398403
          }
        },
        {
          "threshold": 0.65,
          "public": {
            "n": 231,
            "escalation": 0.22077922077922077,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.11102736767633255,
            "calibration": 74.03279197727466,
            "p50_s": 0.5407783031463623,
            "p95_s": 1.7742935769259929,
            "cost_usd_per_1000": 0.03125684065372829,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 74.03279197727466,
              "speed": 80.17955260904667,
              "cost": 55.151647637866816
            },
            "jevbench_score": 71.66930756398585
          },
          "heldout": {
            "n": 303,
            "escalation": 0.17491749174917492,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6146788990825688
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.18139761799542853,
            "calibration": 71.08979907035896,
            "p50_s": 0.5727051436901093,
            "p95_s": 1.4723677232861514,
            "cost_usd_per_1000": 0.02942630477991619,
            "axes": {
              "intelligence": 81.8399103514725,
              "calibration": 71.08979907035896,
              "speed": 80.74052627867543,
              "cost": 55.93792813543181
            },
            "jevbench_score": 71.59663250398403
          }
        },
        {
          "threshold": 0.66,
          "public": {
            "n": 231,
            "escalation": 0.24242424242424243,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11716950710141005,
            "calibration": 73.4185780347669,
            "p50_s": 0.5409701555967331,
            "p95_s": 1.7742935769259929,
            "cost_usd_per_1000": 0.03212078515491998,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 73.4185780347669,
              "speed": 80.17801213148488,
              "cost": 54.79641542333094
            },
            "jevbench_score": 71.2375266042696
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1848184818481848,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6146788990825688
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.18110301343193905,
            "calibration": 71.1192595267079,
            "p50_s": 0.5745811700820923,
            "p95_s": 1.4813224613666531,
            "cost_usd_per_1000": 0.029821495234916746,
            "axes": {
              "intelligence": 81.8399103514725,
              "calibration": 71.1192595267079,
              "speed": 80.6999900250097,
              "cost": 55.764117550843224
            },
            "jevbench_score": 71.5393799300775
          }
        },
        {
          "threshold": 0.67,
          "public": {
            "n": 231,
            "escalation": 0.24242424242424243,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11716950710141005,
            "calibration": 73.4185780347669,
            "p50_s": 0.5409701555967331,
            "p95_s": 1.7742935769259929,
            "cost_usd_per_1000": 0.03212078515491998,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 73.4185780347669,
              "speed": 80.17801213148488,
              "cost": 54.79641542333094
            },
            "jevbench_score": 71.2375266042696
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1848184818481848,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6146788990825688
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.18110301343193905,
            "calibration": 71.1192595267079,
            "p50_s": 0.5745811700820923,
            "p95_s": 1.4813224613666531,
            "cost_usd_per_1000": 0.029821495234916746,
            "axes": {
              "intelligence": 81.8399103514725,
              "calibration": 71.1192595267079,
              "speed": 80.6999900250097,
              "cost": 55.764117550843224
            },
            "jevbench_score": 71.5393799300775
          }
        },
        {
          "threshold": 0.68,
          "public": {
            "n": 231,
            "escalation": 0.26406926406926406,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.1298176951296409,
            "calibration": 72.15375923194381,
            "p50_s": 0.5424583941698075,
            "p95_s": 1.778119371831417,
            "cost_usd_per_1000": 0.032984729656111676,
            "axes": {
              "intelligence": 80.3803803803804,
              "calibration": 72.15375923194381,
              "speed": 80.15672652572965,
              "cost": 54.45061213180786
            },
            "jevbench_score": 70.93130332330036
          },
          "heldout": {
            "n": 303,
            "escalation": 0.19141914191419143,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6238532110091743
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1720355143645006,
            "calibration": 72.02600943345175,
            "p50_s": 0.5745811700820923,
            "p95_s": 1.4835964404046533,
            "cost_usd_per_1000": 0.03008495553825045,
            "axes": {
              "intelligence": 82.11513970927066,
              "calibration": 72.02600943345175,
              "speed": 80.69332827961613,
              "cost": 55.64951878012082
            },
            "jevbench_score": 71.78817418644385
          }
        },
        {
          "threshold": 0.69,
          "public": {
            "n": 231,
            "escalation": 0.2683982683982684,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.13176564625828036,
            "calibration": 71.95896411907987,
            "p50_s": 0.5424583941698075,
            "p95_s": 1.778119371831417,
            "cost_usd_per_1000": 0.03315751855635001,
            "axes": {
              "intelligence": 80.3803803803804,
              "calibration": 71.95896411907987,
              "speed": 80.15672652572965,
              "cost": 54.38253935958383
            },
            "jevbench_score": 70.86121652991366
          },
          "heldout": {
            "n": 303,
            "escalation": 0.19141914191419143,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6238532110091743
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1720355143645006,
            "calibration": 72.02600943345175,
            "p50_s": 0.5745811700820923,
            "p95_s": 1.4835964404046533,
            "cost_usd_per_1000": 0.03008495553825045,
            "axes": {
              "intelligence": 82.11513970927066,
              "calibration": 72.02600943345175,
              "speed": 80.69332827961613,
              "cost": 55.64951878012082
            },
            "jevbench_score": 71.78817418644385
          }
        },
        {
          "threshold": 0.7,
          "public": {
            "n": 231,
            "escalation": 0.2727272727272727,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.13176564625828036,
            "calibration": 71.95896411907987,
            "p50_s": 0.543133819103241,
            "p95_s": 1.778119371831417,
            "cost_usd_per_1000": 0.033330307456588354,
            "axes": {
              "intelligence": 80.3803803803804,
              "calibration": 71.95896411907987,
              "speed": 80.15132240886527,
              "cost": 54.31482040469005
            },
            "jevbench_score": 70.83795251977932
          },
          "heldout": {
            "n": 303,
            "escalation": 0.19141914191419143,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6238532110091743
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1720355143645006,
            "calibration": 72.02600943345175,
            "p50_s": 0.5745811700820923,
            "p95_s": 1.4835964404046533,
            "cost_usd_per_1000": 0.03008495553825045,
            "axes": {
              "intelligence": 82.11513970927066,
              "calibration": 72.02600943345175,
              "speed": 80.69332827961613,
              "cost": 55.64951878012082
            },
            "jevbench_score": 71.78817418644385
          }
        },
        {
          "threshold": 0.71,
          "public": {
            "n": 231,
            "escalation": 0.27705627705627706,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.13154758675217695,
            "calibration": 72.55393952723018,
            "p50_s": 0.543133819103241,
            "p95_s": 1.778119371831417,
            "cost_usd_per_1000": 0.03350309635682669,
            "axes": {
              "intelligence": 80.3803803803804,
              "calibration": 72.55393952723018,
              "speed": 80.15132240886527,
              "cost": 54.24745160811085
            },
            "jevbench_score": 70.96190605449407
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2079207920792079,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6330275229357798
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.16709124703252765,
            "calibration": 72.52043616664906,
            "p50_s": 0.5753569543361664,
            "p95_s": 1.5273265570402135,
            "cost_usd_per_1000": 0.030743606296584708,
            "axes": {
              "intelligence": 82.39036906706883,
              "calibration": 72.52043616664906,
              "speed": 80.56130729920844,
              "cost": 55.36735570283306
            },
            "jevbench_score": 71.8504158114182
          }
        },
        {
          "threshold": 0.72,
          "public": {
            "n": 231,
            "escalation": 0.2813852813852814,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.12410149160552987,
            "calibration": 73.29854904189489,
            "p50_s": 0.543133819103241,
            "p95_s": 1.778119371831417,
            "cost_usd_per_1000": 0.033675885257065025,
            "axes": {
              "intelligence": 80.75575575575577,
              "calibration": 73.29854904189489,
              "speed": 80.15132240886527,
              "cost": 54.18042936729846
            },
            "jevbench_score": 71.20418166420036
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2079207920792079,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6330275229357798
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.16709124703252765,
            "calibration": 72.52043616664906,
            "p50_s": 0.5753569543361664,
            "p95_s": 1.5273265570402135,
            "cost_usd_per_1000": 0.030743606296584708,
            "axes": {
              "intelligence": 82.39036906706883,
              "calibration": 72.52043616664906,
              "speed": 80.56130729920844,
              "cost": 55.36735570283306
            },
            "jevbench_score": 71.8504158114182
          }
        },
        {
          "threshold": 0.73,
          "public": {
            "n": 231,
            "escalation": 0.2813852813852814,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.12410149160552987,
            "calibration": 73.29854904189489,
            "p50_s": 0.543133819103241,
            "p95_s": 1.778119371831417,
            "cost_usd_per_1000": 0.033675885257065025,
            "axes": {
              "intelligence": 80.75575575575577,
              "calibration": 73.29854904189489,
              "speed": 80.15132240886527,
              "cost": 54.18042936729846
            },
            "jevbench_score": 71.20418166420036
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2079207920792079,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6330275229357798
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.16709124703252765,
            "calibration": 72.52043616664906,
            "p50_s": 0.5753569543361664,
            "p95_s": 1.5273265570402135,
            "cost_usd_per_1000": 0.030743606296584708,
            "axes": {
              "intelligence": 82.39036906706883,
              "calibration": 72.52043616664906,
              "speed": 80.56130729920844,
              "cost": 55.36735570283306
            },
            "jevbench_score": 71.8504158114182
          }
        },
        {
          "threshold": 0.74,
          "public": {
            "n": 231,
            "escalation": 0.2987012987012987,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.1274747954458646,
            "calibration": 72.96121865786142,
            "p50_s": 0.545120233297348,
            "p95_s": 1.778119371831417,
            "cost_usd_per_1000": 0.03436704085801838,
            "axes": {
              "intelligence": 80.75575575575577,
              "calibration": 72.96121865786142,
              "speed": 80.13546784476827,
              "cost": 53.915735823221084
            },
            "jevbench_score": 71.03157911515022
          },
          "heldout": {
            "n": 303,
            "escalation": 0.21122112211221122,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6330275229357798
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.16709124703252765,
            "calibration": 72.52043616664906,
            "p50_s": 0.5755759567022324,
            "p95_s": 1.5273265570402135,
            "cost_usd_per_1000": 0.030875336448251564,
            "axes": {
              "intelligence": 82.39036906706883,
              "calibration": 72.52043616664906,
              "speed": 80.55965452658646,
              "cost": 55.31164903610795
            },
            "jevbench_score": 71.83196787766292
          }
        },
        {
          "threshold": 0.75,
          "public": {
            "n": 231,
            "escalation": 0.2987012987012987,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.1274747954458646,
            "calibration": 72.96121865786142,
            "p50_s": 0.545120233297348,
            "p95_s": 1.778119371831417,
            "cost_usd_per_1000": 0.03436704085801838,
            "axes": {
              "intelligence": 80.75575575575577,
              "calibration": 72.96121865786142,
              "speed": 80.13546784476827,
              "cost": 53.915735823221084
            },
            "jevbench_score": 71.03157911515022
          },
          "heldout": {
            "n": 303,
            "escalation": 0.21122112211221122,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6330275229357798
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.16709124703252765,
            "calibration": 72.52043616664906,
            "p50_s": 0.5755759567022324,
            "p95_s": 1.5273265570402135,
            "cost_usd_per_1000": 0.030875336448251564,
            "axes": {
              "intelligence": 82.39036906706883,
              "calibration": 72.52043616664906,
              "speed": 80.55965452658646,
              "cost": 55.31164903610795
            },
            "jevbench_score": 71.83196787766292
          }
        },
        {
          "threshold": 0.76,
          "public": {
            "n": 231,
            "escalation": 0.30303030303030304,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.12712528964005615,
            "calibration": 74.4527441727804,
            "p50_s": 0.545120233297348,
            "p95_s": 1.778119371831417,
            "cost_usd_per_1000": 0.03453982975825672,
            "axes": {
              "intelligence": 81.13113113113114,
              "calibration": 74.4527441727804,
              "speed": 80.13546784476827,
              "cost": 53.85039422010825
            },
            "jevbench_score": 71.4530013855504
          },
          "heldout": {
            "n": 303,
            "escalation": 0.22112211221122113,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6330275229357798
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.16557826550163196,
            "calibration": 72.67173431973862,
            "p50_s": 0.5755759567022324,
            "p95_s": 1.5273265570402135,
            "cost_usd_per_1000": 0.03127052690325212,
            "axes": {
              "intelligence": 82.39036906706883,
              "calibration": 72.67173431973862,
              "speed": 80.55965452658646,
              "cost": 55.14594402713765
            },
            "jevbench_score": 71.81551611725236
          }
        },
        {
          "threshold": 0.77,
          "public": {
            "n": 231,
            "escalation": 0.30303030303030304,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.12712528964005615,
            "calibration": 74.4527441727804,
            "p50_s": 0.545120233297348,
            "p95_s": 1.778119371831417,
            "cost_usd_per_1000": 0.03453982975825672,
            "axes": {
              "intelligence": 81.13113113113114,
              "calibration": 74.4527441727804,
              "speed": 80.13546784476827,
              "cost": 53.85039422010825
            },
            "jevbench_score": 71.4530013855504
          },
          "heldout": {
            "n": 303,
            "escalation": 0.22442244224422442,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6330275229357798
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.16562877819179128,
            "calibration": 72.6666830507227,
            "p50_s": 0.5755759567022324,
            "p95_s": 1.6215087994933093,
            "cost_usd_per_1000": 0.03140225705491897,
            "axes": {
              "intelligence": 82.39036906706883,
              "calibration": 72.6666830507227,
              "speed": 80.299780461463,
              "cost": 55.09117406933032
            },
            "jevbench_score": 71.73845888122682
          }
        },
        {
          "threshold": 0.78,
          "public": {
            "n": 231,
            "escalation": 0.30735930735930733,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.1308020745232018,
            "calibration": 74.08506568446583,
            "p50_s": 0.545120233297348,
            "p95_s": 1.778119371831417,
            "cost_usd_per_1000": 0.03471261865849506,
            "axes": {
              "intelligence": 81.13113113113114,
              "calibration": 74.08506568446583,
              "speed": 80.13546784476827,
              "cost": 53.785378680578006
            },
            "jevbench_score": 71.34307138139856
          },
          "heldout": {
            "n": 303,
            "escalation": 0.23432343234323433,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6330275229357798
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.16562877819179128,
            "calibration": 72.6666830507227,
            "p50_s": 0.5812294721603394,
            "p95_s": 1.6215087994933093,
            "cost_usd_per_1000": 0.03179744750991953,
            "axes": {
              "intelligence": 82.39036906706883,
              "calibration": 72.6666830507227,
              "speed": 80.25733062411537,
              "cost": 54.92823222768279
            },
            "jevbench_score": 71.6758793157993
          }
        },
        {
          "threshold": 0.79,
          "public": {
            "n": 231,
            "escalation": 0.30735930735930733,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.1308020745232018,
            "calibration": 74.08506568446583,
            "p50_s": 0.545120233297348,
            "p95_s": 1.778119371831417,
            "cost_usd_per_1000": 0.03471261865849506,
            "axes": {
              "intelligence": 81.13113113113114,
              "calibration": 74.08506568446583,
              "speed": 80.13546784476827,
              "cost": 53.785378680578006
            },
            "jevbench_score": 71.34307138139856
          },
          "heldout": {
            "n": 303,
            "escalation": 0.24092409240924093,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9726027397260274,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.16321428103788252,
            "calibration": 72.90813276611357,
            "p50_s": 0.5812294721603394,
            "p95_s": 1.67167922630906,
            "cost_usd_per_1000": 0.03206090781325323,
            "axes": {
              "intelligence": 82.665598424867,
              "calibration": 72.90813276611357,
              "speed": 80.12499426640917,
              "cost": 54.82072553927095
            },
            "jevbench_score": 71.73042351951042
          }
        },
        {
          "threshold": 0.8,
          "public": {
            "n": 231,
            "escalation": 0.3203463203463203,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.12588150656607916,
            "calibration": 74.5771224801781,
            "p50_s": 0.5452094167470932,
            "p95_s": 1.778119371831417,
            "cost_usd_per_1000": 0.03523098535921007,
            "axes": {
              "intelligence": 81.13113113113114,
              "calibration": 74.5771224801781,
              "speed": 80.13475738293343,
              "cost": 53.59225630199401
            },
            "jevbench_score": 71.39684655730561
          },
          "heldout": {
            "n": 303,
            "escalation": 0.26732673267326734,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.1607079774259918,
            "calibration": 73.15876312730263,
            "p50_s": 0.5844195425510407,
            "p95_s": 1.6846594184637067,
            "cost_usd_per_1000": 0.03311474902658805,
            "axes": {
              "intelligence": 82.74904696074735,
              "calibration": 73.15876312730263,
              "speed": 80.06763155685644,
              "cost": 54.39935596238803
            },
            "jevbench_score": 71.65888127827549
          }
        },
        {
          "threshold": 0.81,
          "public": {
            "n": 231,
            "escalation": 0.3246753246753247,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.12721120021428467,
            "calibration": 74.44415311535755,
            "p50_s": 0.5452094167470932,
            "p95_s": 1.778119371831417,
            "cost_usd_per_1000": 0.03540377425944841,
            "axes": {
              "intelligence": 81.13113113113114,
              "calibration": 74.44415311535755,
              "speed": 80.13475738293343,
              "cost": 53.52851311153364
            },
            "jevbench_score": 71.34377046468121
          },
          "heldout": {
            "n": 303,
            "escalation": 0.26732673267326734,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.1607079774259918,
            "calibration": 73.15876312730263,
            "p50_s": 0.5844195425510407,
            "p95_s": 1.6846594184637067,
            "cost_usd_per_1000": 0.03311474902658805,
            "axes": {
              "intelligence": 82.74904696074735,
              "calibration": 73.15876312730263,
              "speed": 80.06763155685644,
              "cost": 54.39935596238803
            },
            "jevbench_score": 71.65888127827549
          }
        },
        {
          "threshold": 0.82,
          "public": {
            "n": 231,
            "escalation": 0.35064935064935066,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.1452805574797152,
            "calibration": 71.75771922156068,
            "p50_s": 0.5457840502262116,
            "p95_s": 1.8344867430627345,
            "cost_usd_per_1000": 0.036440507660878446,
            "axes": {
              "intelligence": 80.75575575575577,
              "calibration": 71.75771922156068,
              "speed": 79.9946458245834,
              "cost": 53.152467442094306
            },
            "jevbench_score": 70.45415582345872
          },
          "heldout": {
            "n": 303,
            "escalation": 0.29042904290429045,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.16075248244996165,
            "calibration": 72.88218500587388,
            "p50_s": 0.5914658546447754,
            "p95_s": 1.6846594184637067,
            "cost_usd_per_1000": 0.034036860088256016,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 72.88218500587388,
              "speed": 80.01558207828266,
              "cost": 54.041515316531154
            },
            "jevbench_score": 71.75291376211362
          }
        },
        {
          "threshold": 0.83,
          "public": {
            "n": 231,
            "escalation": 0.354978354978355,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.13631921048107604,
            "calibration": 72.6538539214246,
            "p50_s": 0.5457840502262116,
            "p95_s": 1.8344867430627345,
            "cost_usd_per_1000": 0.03661329656111678,
            "axes": {
              "intelligence": 81.13113113113114,
              "calibration": 72.6538539214246,
              "speed": 79.9946458245834,
              "cost": 53.09083500010845
            },
            "jevbench_score": 70.73456153257037
          },
          "heldout": {
            "n": 303,
            "escalation": 0.29372937293729373,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.16109553497788975,
            "calibration": 72.84787975308106,
            "p50_s": 0.5914658546447754,
            "p95_s": 1.6980811275541778,
            "cost_usd_per_1000": 0.034168590239922865,
            "axes": {
              "intelligence": 84.10749444933184,
              "calibration": 72.84787975308106,
              "speed": 79.98111886891405,
              "cost": 53.99118818094717
            },
            "jevbench_score": 71.72003502873983
          }
        },
        {
          "threshold": 0.84,
          "public": {
            "n": 231,
            "escalation": 0.36796536796536794,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.13725208785665882,
            "calibration": 72.56056618386631,
            "p50_s": 0.5469208598136902,
            "p95_s": 1.8344867430627345,
            "cost_usd_per_1000": 0.037131663261831795,
            "axes": {
              "intelligence": 81.13113113113114,
              "calibration": 72.56056618386631,
              "speed": 79.98560934447968,
              "cost": 52.90766790140777
            },
            "jevbench_score": 70.64878015492614
          },
          "heldout": {
            "n": 303,
            "escalation": 0.30363036303630364,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.15176392750527865,
            "calibration": 73.78104050034217,
            "p50_s": 0.5918420493602753,
            "p95_s": 1.731509952247142,
            "cost_usd_per_1000": 0.03456378069492342,
            "axes": {
              "intelligence": 84.38272380713,
              "calibration": 73.78104050034217,
              "speed": 79.89369190103852,
              "cost": 53.84136277299943
            },
            "jevbench_score": 71.93772717152842
          }
        },
        {
          "threshold": 0.85,
          "public": {
            "n": 231,
            "escalation": 0.36796536796536794,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.13725208785665882,
            "calibration": 72.56056618386631,
            "p50_s": 0.5469208598136902,
            "p95_s": 1.8344867430627345,
            "cost_usd_per_1000": 0.037131663261831795,
            "axes": {
              "intelligence": 81.13113113113114,
              "calibration": 72.56056618386631,
              "speed": 79.98560934447968,
              "cost": 52.90766790140777
            },
            "jevbench_score": 70.64878015492614
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3069306930693069,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.15176392750527865,
            "calibration": 73.78104050034217,
            "p50_s": 0.5918420493602753,
            "p95_s": 1.731509952247142,
            "cost_usd_per_1000": 0.03469551084659027,
            "axes": {
              "intelligence": 84.38272380713,
              "calibration": 73.78104050034217,
              "speed": 79.89369190103852,
              "cost": 53.79180141103722
            },
            "jevbench_score": 71.92116665499317
          }
        },
        {
          "threshold": 0.86,
          "public": {
            "n": 231,
            "escalation": 0.38095238095238093,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.12920133839495493,
            "calibration": 73.3656411300367,
            "p50_s": 0.5478601396083832,
            "p95_s": 1.8344867430627345,
            "cost_usd_per_1000": 0.03765002996254681,
            "axes": {
              "intelligence": 81.50650650650651,
              "calibration": 73.3656411300367,
              "speed": 79.97815718496825,
              "cost": 52.72704021532187
            },
            "jevbench_score": 70.86347503311501
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3333333333333333,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8613861386138614,
            "ece_hard": 0.11212255243922566,
            "calibration": 77.74517800694747,
            "p50_s": 0.6031645923852921,
            "p95_s": 1.7430013202130792,
            "cost_usd_per_1000": 0.03574935205992509,
            "axes": {
              "intelligence": 85.2084118805245,
              "calibration": 77.74517800694747,
              "speed": 79.7826644474973,
              "cost": 53.40195475520104
            },
            "jevbench_score": 72.8878946549661
          }
        },
        {
          "threshold": 0.87,
          "public": {
            "n": 231,
            "escalation": 0.3939393939393939,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.1296784937120525,
            "calibration": 73.31792559832695,
            "p50_s": 0.550955080986023,
            "p95_s": 1.8344867430627345,
            "cost_usd_per_1000": 0.03816839666326183,
            "axes": {
              "intelligence": 81.50650650650651,
              "calibration": 73.31792559832695,
              "speed": 79.95369229785373,
              "cost": 52.548882491222834
            },
            "jevbench_score": 70.78660999678297
          },
          "heldout": {
            "n": 303,
            "escalation": 0.34983498349834985,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8613861386138614,
            "ece_hard": 0.11376208545558322,
            "calibration": 77.58122470531171,
            "p50_s": 0.6054746598005295,
            "p95_s": 1.7688356354832642,
            "cost_usd_per_1000": 0.03640800281825935,
            "axes": {
              "intelligence": 85.2084118805245,
              "calibration": 77.58122470531171,
              "speed": 79.70216549059643,
              "cost": 53.164094316517904
            },
            "jevbench_score": 72.74981793538701
          }
        },
        {
          "threshold": 0.88,
          "public": {
            "n": 231,
            "escalation": 0.39826839826839827,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.13021187802566417,
            "calibration": 73.26458716696578,
            "p50_s": 0.550955080986023,
            "p95_s": 1.8667128473520278,
            "cost_usd_per_1000": 0.03834118556350016,
            "axes": {
              "intelligence": 81.50650650650651,
              "calibration": 73.26458716696578,
              "speed": 79.8780629100679,
              "cost": 52.49003386758413
            },
            "jevbench_score": 70.73717161326503
          },
          "heldout": {
            "n": 303,
            "escalation": 0.34983498349834985,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8613861386138614,
            "ece_hard": 0.11376208545558322,
            "calibration": 77.58122470531171,
            "p50_s": 0.6054746598005295,
            "p95_s": 1.7688356354832642,
            "cost_usd_per_1000": 0.03640800281825935,
            "axes": {
              "intelligence": 85.2084118805245,
              "calibration": 77.58122470531171,
              "speed": 79.70216549059643,
              "cost": 53.164094316517904
            },
            "jevbench_score": 72.74981793538701
          }
        },
        {
          "threshold": 0.89,
          "public": {
            "n": 231,
            "escalation": 0.4025974025974026,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.12954920096330266,
            "calibration": 73.33085487320193,
            "p50_s": 0.550955080986023,
            "p95_s": 1.8667128473520278,
            "cost_usd_per_1000": 0.038513974463738505,
            "axes": {
              "intelligence": 81.50650650650651,
              "calibration": 73.33085487320193,
              "speed": 79.8780629100679,
              "cost": 52.43144985658296
            },
            "jevbench_score": 70.73341147640848
          },
          "heldout": {
            "n": 303,
            "escalation": 0.36303630363036304,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8613861386138614,
            "ece_hard": 0.11312933488342455,
            "calibration": 77.64449976252757,
            "p50_s": 0.6071688771247864,
            "p95_s": 1.7731440924108026,
            "cost_usd_per_1000": 0.036934923424926755,
            "axes": {
              "intelligence": 85.2084118805245,
              "calibration": 77.64449976252757,
              "speed": 79.67946468596028,
              "cost": 52.97688391120231
            },
            "jevbench_score": 72.69532728350676
          }
        },
        {
          "threshold": 0.9,
          "public": {
            "n": 231,
            "escalation": 0.4155844155844156,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.13035742512636503,
            "calibration": 73.2500324568957,
            "p50_s": 0.5544787734746933,
            "p95_s": 1.8667128473520278,
            "cost_usd_per_1000": 0.03903234116445352,
            "axes": {
              "intelligence": 81.50650650650651,
              "calibration": 73.2500324568957,
              "speed": 79.85037558385235,
              "cost": 52.25726196708887
            },
            "jevbench_score": 70.64898530441937
          },
          "heldout": {
            "n": 303,
            "escalation": 0.36633663366336633,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8613861386138614,
            "ece_hard": 0.114008745013904,
            "calibration": 77.55655874947963,
            "p50_s": 0.6071688771247864,
            "p95_s": 1.7988253034651274,
            "cost_usd_per_1000": 0.03706665357659361,
            "axes": {
              "intelligence": 85.2084118805245,
              "calibration": 77.55655874947963,
              "speed": 79.61701510035024,
              "cost": 52.93049862533529
            },
            "jevbench_score": 72.64458040751718
          }
        },
        {
          "threshold": 0.91,
          "public": {
            "n": 231,
            "escalation": 0.4329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.13184154780612295,
            "calibration": 73.10162018891991,
            "p50_s": 0.5592252552509308,
            "p95_s": 1.8667128473520278,
            "cost_usd_per_1000": 0.039723496765406874,
            "axes": {
              "intelligence": 81.50650650650651,
              "calibration": 73.10162018891991,
              "speed": 79.81335707136535,
              "cost": 52.028575857355406
            },
            "jevbench_score": 70.52761529386373
          },
          "heldout": {
            "n": 303,
            "escalation": 0.37293729372937295,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8613861386138614,
            "ece_hard": 0.11470513461377888,
            "calibration": 77.48691978949216,
            "p50_s": 0.6102951854467392,
            "p95_s": 1.7988253034651274,
            "cost_usd_per_1000": 0.03733011387992731,
            "axes": {
              "intelligence": 85.2084118805245,
              "calibration": 77.48691978949216,
              "speed": 79.59471068120507,
              "cost": 52.83822055614985
            },
            "jevbench_score": 72.59150743586983
          }
        },
        {
          "threshold": 0.92,
          "public": {
            "n": 231,
            "escalation": 0.45021645021645024,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.13164228547069412,
            "calibration": 73.12154642246279,
            "p50_s": 0.5608406305313111,
            "p95_s": 1.8667128473520278,
            "cost_usd_per_1000": 0.04041465236636023,
            "axes": {
              "intelligence": 81.50650650650651,
              "calibration": 73.12154642246279,
              "speed": 79.8008301465517,
              "cost": 51.80383457525955
            },
            "jevbench_score": 70.45336502701703
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3795379537953795,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8613861386138614,
            "ece_hard": 0.11493540108173321,
            "calibration": 77.46389314269672,
            "p50_s": 0.6141898572444916,
            "p95_s": 1.7988253034651274,
            "cost_usd_per_1000": 0.037593574183261015,
            "axes": {
              "intelligence": 85.2084118805245,
              "calibration": 77.46389314269672,
              "speed": 79.56708371777947,
              "cost": 52.74659146220433
            },
            "jevbench_score": 72.5483280161543
          }
        },
        {
          "threshold": 0.93,
          "public": {
            "n": 231,
            "escalation": 0.45454545454545453,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.13052389069611076,
            "calibration": 73.23338589992113,
            "p50_s": 0.5718684434890747,
            "p95_s": 1.8667128473520278,
            "cost_usd_per_1000": 0.040587441266598565,
            "axes": {
              "intelligence": 81.50650650650651,
              "calibration": 73.23338589992113,
              "speed": 79.71626351328592,
              "cost": 51.748249804771135
            },
            "jevbench_score": 70.44270073888902
          },
          "heldout": {
            "n": 303,
            "escalation": 0.39933993399339934,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8646864686468647,
            "ece_hard": 0.09973882862684202,
            "calibration": 78.98355038818585,
            "p50_s": 0.6410244047641754,
            "p95_s": 1.8178120583295816,
            "cost_usd_per_1000": 0.03838395509326213,
            "axes": {
              "intelligence": 85.48364123832266,
              "calibration": 78.98355038818585,
              "speed": 79.3357645596291,
              "cost": 52.47550832416968
            },
            "jevbench_score": 72.81340365939371
          }
        },
        {
          "threshold": 0.94,
          "public": {
            "n": 231,
            "escalation": 0.46320346320346323,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8095238095238095,
            "ece_hard": 0.12985821021220825,
            "calibration": 73.29995394831138,
            "p50_s": 0.577006408572197,
            "p95_s": 1.8667128473520278,
            "cost_usd_per_1000": 0.04093301906707524,
            "axes": {
              "intelligence": 81.50650650650651,
              "calibration": 73.29995394831138,
              "speed": 79.67741846839432,
              "cost": 51.63778666688418
            },
            "jevbench_score": 70.4124917878959
          },
          "heldout": {
            "n": 303,
            "escalation": 0.42244224422442245,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8646864686468647,
            "ece_hard": 0.09822609504946603,
            "calibration": 80.1843904950534,
            "p50_s": 0.6549608945846558,
            "p95_s": 1.8178120583295816,
            "cost_usd_per_1000": 0.0393060661549301,
            "axes": {
              "intelligence": 85.48364123832266,
              "calibration": 80.1843904950534,
              "speed": 79.24235649474033,
              "cost": 52.16621257705066
            },
            "jevbench_score": 72.95916980191905
          }
        },
        {
          "threshold": 0.95,
          "public": {
            "n": 231,
            "escalation": 0.48917748917748916,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.13078962952340845,
            "calibration": 73.20681201719137,
            "p50_s": 1.1270293906331061,
            "p95_s": 1.8667128473520278,
            "cost_usd_per_1000": 0.041969752468505275,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 73.20681201719137,
              "speed": 76.76987241841518,
              "cost": 51.311907765599024
            },
            "jevbench_score": 69.51304348168172
          },
          "heldout": {
            "n": 303,
            "escalation": 0.44554455445544555,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.7064220183486238
            },
            "accuracy": 0.8679867986798679,
            "ece_hard": 0.08907448918048061,
            "calibration": 81.09955108195194,
            "p50_s": 0.6615447193384171,
            "p95_s": 1.8178120583295816,
            "cost_usd_per_1000": 0.04022817721659806,
            "axes": {
              "intelligence": 85.75887059612081,
              "calibration": 81.09955108195194,
              "speed": 79.19891812930476,
              "cost": 51.864089360451715
            },
            "jevbench_score": 73.10900567407666
          }
        },
        {
          "threshold": 0.96,
          "public": {
            "n": 231,
            "escalation": 0.49783549783549785,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.13067634910158463,
            "calibration": 73.21814005937374,
            "p50_s": 1.1309201285243033,
            "p95_s": 1.8667128473520278,
            "cost_usd_per_1000": 0.042315330268981946,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 73.21814005937374,
              "speed": 76.75490549683693,
              "cost": 51.20506795388718
            },
            "jevbench_score": 69.47613171412839
          },
          "heldout": {
            "n": 303,
            "escalation": 0.49504950495049505,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9726027397260274,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8646864686468647,
            "ece_hard": 0.09124690691725382,
            "calibration": 80.88230930827461,
            "p50_s": 1.0916826367378234,
            "p95_s": 1.8232153564691542,
            "cost_usd_per_1000": 0.042204129491600836,
            "axes": {
              "intelligence": 85.48364123832266,
              "calibration": 80.88230930827461,
              "speed": 77.01065626975446,
              "cost": 51.23935159365679
            },
            "jevbench_score": 72.27244566783516
          }
        },
        {
          "threshold": 0.97,
          "public": {
            "n": 231,
            "escalation": 0.5151515151515151,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.1282198345731534,
            "calibration": 73.46379151221686,
            "p50_s": 1.1483509629964828,
            "p95_s": 1.9664708875119685,
            "cost_usd_per_1000": 0.0430064858699353,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 73.46379151221686,
              "speed": 76.46237839758734,
              "cost": 50.993981287185825
            },
            "jevbench_score": 69.3962815217201
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5544554455445545,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9657534246575342,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8613861386138614,
            "ece_hard": 0.08621849110565537,
            "calibration": 81.38515088943447,
            "p50_s": 1.1864204198122024,
            "p95_s": 1.8232153564691542,
            "cost_usd_per_1000": 0.04457527222160418,
            "axes": {
              "intelligence": 85.29186041640486,
              "calibration": 81.38515088943447,
              "speed": 76.64923417014805,
              "cost": 50.52717987712144
            },
            "jevbench_score": 72.00645160814258
          }
        },
        {
          "threshold": 0.98,
          "public": {
            "n": 231,
            "escalation": 0.5584415584415584,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.12391913145607261,
            "calibration": 73.89386182392494,
            "p50_s": 1.1671251818537711,
            "p95_s": 2.048865792900324,
            "cost_usd_per_1000": 0.04473437487231868,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 73.89386182392494,
              "speed": 76.21369048826406,
              "cost": 50.48075881605569
            },
            "jevbench_score": 69.26566248536997
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6204620462046204,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.958904109589041,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.858085808580858,
            "ece_hard": 0.08612979709962473,
            "calibration": 81.39402029003753,
            "p50_s": 1.20046097189188,
            "p95_s": 1.8232153564691542,
            "cost_usd_per_1000": 0.04720987525494122,
            "axes": {
              "intelligence": 85.10007959448704,
              "calibration": 81.39402029003753,
              "speed": 76.59813984559645,
              "cost": 49.779014413769985
            },
            "jevbench_score": 71.68804646122192
          }
        },
        {
          "threshold": 0.99,
          "public": {
            "n": 231,
            "escalation": 0.6103896103896104,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.12383646164655294,
            "calibration": 73.90212880487691,
            "p50_s": 1.1832777500152587,
            "p95_s": 2.048865792900324,
            "cost_usd_per_1000": 0.04680784167517875,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 73.90212880487691,
              "speed": 76.15399790055322,
              "cost": 49.89044151612573
            },
            "jevbench_score": 69.05067615907639
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7194719471947195,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08548460053014867,
            "calibration": 81.45853994698513,
            "p50_s": 1.2129713013768195,
            "p95_s": 1.8232153564691542,
            "cost_usd_per_1000": 0.05116177980494678,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.45853994698513,
              "speed": 76.5531150418256,
              "cost": 48.73163067363831
            },
            "jevbench_score": 71.23109695458257
          }
        },
        {
          "threshold": 1.0,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.2106154575943946,
            "p95_s": 2.048865792900324,
            "cost_usd_per_1000": 0.0623588426966292,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 78.2177967967968,
              "speed": 76.05480273462686,
              "cost": 46.153058601384124
            },
            "jevbench_score": 68.66483207501612
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08064220183486236,
            "calibration": 81.94277981651376,
            "p50_s": 1.23065178245306,
            "p95_s": 1.8311943441629408,
            "cost_usd_per_1000": 0.0623588426966292,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.94277981651376,
              "speed": 76.47130376638181,
              "cost": 46.153058601384124
            },
            "jevbench_score": 70.35491504015424
          }
        }
      ]
    },
    {
      "cheap": "djev",
      "backend": "jev-1.13.0",
      "chosen": {
        "threshold": 0.79,
        "public": {
          "n": 231,
          "escalation": 0.16017316017316016,
          "tiers": {
            "easy": 1.0,
            "standard": 0.8333333333333334,
            "hard": 0.6936936936936937
          },
          "accuracy": 0.8008658008658008,
          "ece_hard": 0.17468406799995964,
          "calibration": 66.41821287200715,
          "p50_s": 0.24066395312547684,
          "p95_s": 0.9882492944598198,
          "cost_usd_per_1000": 0.032344443990466466,
          "axes": {
            "intelligence": 80.75575575575577,
            "calibration": 66.41821287200715,
            "speed": 86.23722440932626,
            "cost": 54.70600930288466
          },
          "jevbench_score": 70.92471824094812
        },
        "heldout": {
          "n": 303,
          "escalation": 0.12211221122112212,
          "tiers": {
            "easy": 1.0,
            "standard": 0.7916666666666666,
            "judge": 0.958904109589041,
            "hard": 0.6880733944954128
          },
          "accuracy": 0.8514851485148515,
          "ece_hard": 0.18456589139739973,
          "calibration": 68.41422928950267,
          "p50_s": 0.2428498938679695,
          "p95_s": 0.9318535953760148,
          "cost_usd_per_1000": 0.03082527029332147,
          "axes": {
            "intelligence": 83.6581835700222,
            "calibration": 68.41422928950267,
            "speed": 86.45314396797306,
            "cost": 55.332793197311595
          },
          "jevbench_score": 72.33601233598237
        }
      },
      "full": {
        "tiers": {
          "easy": 1.0,
          "standard": 0.8229166666666666,
          "judge": 0.958904109589041,
          "hard": 0.6909090909090909
        },
        "accuracy": 0.8295880149812734,
        "ece_hard": 0.17794369868323717,
        "calibration": 67.58434918229915,
        "p50_s": 0.2419801652431488,
        "p95_s": 0.971130575239658,
        "cost_usd_per_1000": 0.03148244093759206,
        "axes": {
          "intelligence": 84.61825446243255,
          "calibration": 67.58434918229915,
          "speed": 86.28942603299521,
          "cost": 55.05794808167331
        },
        "jevbench_score": 72.1974652065132
      },
      "full_escalation": 0.13857677902621723,
      "backend_heldout_accuracy": 0.8514851485148515,
      "useful": false,
      "curve": [
        {
          "threshold": 0.0,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.01,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.02,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.03,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.04,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.05,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.06,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.07,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.08,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.09,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.1,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.11,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.12,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.13,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.14,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.15,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.16,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.17,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.18,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.19,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.2,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.21,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.22,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.23,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.24,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.25,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.26,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.27,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.28,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.29,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.3,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.31,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.35407450795173645,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 90.72014382446159,
              "cost": 57.57524920597589
            },
            "jevbench_score": 70.78408408803388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.32,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.2108745807410753,
            "calibration": 61.30583321663932,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.3553285673260689,
            "cost_usd_per_1000": 0.026124043581886282,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.30583321663932,
              "speed": 90.70478917905459,
              "cost": 57.4887880117425
            },
            "jevbench_score": 70.74128745994828
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.33,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.2108745807410753,
            "calibration": 61.30583321663932,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.3553285673260689,
            "cost_usd_per_1000": 0.026124043581886282,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.30583321663932,
              "speed": 90.70478917905459,
              "cost": 57.4887880117425
            },
            "jevbench_score": 70.74128745994828
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.34,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.2108745807410753,
            "calibration": 61.30583321663932,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.3553285673260689,
            "cost_usd_per_1000": 0.026124043581886282,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.30583321663932,
              "speed": 90.70478917905459,
              "cost": 57.4887880117425
            },
            "jevbench_score": 70.74128745994828
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.35,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.2108745807410753,
            "calibration": 61.30583321663932,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.3553285673260689,
            "cost_usd_per_1000": 0.026124043581886282,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.30583321663932,
              "speed": 90.70478917905459,
              "cost": 57.4887880117425
            },
            "jevbench_score": 70.74128745994828
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.36,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.2108745807410753,
            "calibration": 61.30583321663932,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.3553285673260689,
            "cost_usd_per_1000": 0.026124043581886282,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.30583321663932,
              "speed": 90.70478917905459,
              "cost": 57.4887880117425
            },
            "jevbench_score": 70.74128745994828
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.37,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.2108745807410753,
            "calibration": 61.30583321663932,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.3553285673260689,
            "cost_usd_per_1000": 0.026124043581886282,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.30583321663932,
              "speed": 90.70478917905459,
              "cost": 57.4887880117425
            },
            "jevbench_score": 70.74128745994828
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.3450261786580081,
            "cost_usd_per_1000": 0.025951254681647943,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 90.7994269204109,
              "cost": 57.57524920597589
            },
            "jevbench_score": 72.534254981433
          }
        },
        {
          "threshold": 0.38,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.2108745807410753,
            "calibration": 61.30583321663932,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.3553285673260689,
            "cost_usd_per_1000": 0.026124043581886282,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.30583321663932,
              "speed": 90.70478917905459,
              "cost": 57.4887880117425
            },
            "jevbench_score": 70.74128745994828
          },
          "heldout": {
            "n": 303,
            "escalation": 0.006600660066006601,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.20194184154595135,
            "calibration": 63.24869957077706,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.35049599558114997,
            "cost_usd_per_1000": 0.02621471498498165,
            "axes": {
              "intelligence": 82.34060156675464,
              "calibration": 63.24869957077706,
              "speed": 90.73111679688483,
              "cost": 57.44364579151855
            },
            "jevbench_score": 72.17984948213862
          }
        },
        {
          "threshold": 0.39,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.2108745807410753,
            "calibration": 61.30583321663932,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.3553285673260689,
            "cost_usd_per_1000": 0.026124043581886282,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.30583321663932,
              "speed": 90.70478917905459,
              "cost": 57.4887880117425
            },
            "jevbench_score": 70.74128745994828
          },
          "heldout": {
            "n": 303,
            "escalation": 0.006600660066006601,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.20194184154595135,
            "calibration": 63.24869957077706,
            "p50_s": 0.24110446870326996,
            "p95_s": 0.35049599558114997,
            "cost_usd_per_1000": 0.02621471498498165,
            "axes": {
              "intelligence": 82.34060156675464,
              "calibration": 63.24869957077706,
              "speed": 90.73111679688483,
              "cost": 57.44364579151855
            },
            "jevbench_score": 72.17984948213862
          }
        },
        {
          "threshold": 0.4,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.2108745807410753,
            "calibration": 61.30583321663932,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.3553285673260689,
            "cost_usd_per_1000": 0.026124043581886282,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.30583321663932,
              "speed": 90.70478917905459,
              "cost": 57.4887880117425
            },
            "jevbench_score": 70.74128745994828
          },
          "heldout": {
            "n": 303,
            "escalation": 0.009900990099009901,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.20249800676672494,
            "calibration": 63.193083048699705,
            "p50_s": 0.24146977066993713,
            "p95_s": 0.3535130485892295,
            "cost_usd_per_1000": 0.026346445136648498,
            "axes": {
              "intelligence": 82.34060156675464,
              "calibration": 63.193083048699705,
              "speed": 90.68731781591922,
              "cost": 57.37833924468609
            },
            "jevbench_score": 72.13474945923463
          }
        },
        {
          "threshold": 0.41,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.2108745807410753,
            "calibration": 61.30583321663932,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.3553285673260689,
            "cost_usd_per_1000": 0.026124043581886282,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.30583321663932,
              "speed": 90.70478917905459,
              "cost": 57.4887880117425
            },
            "jevbench_score": 70.74128745994828
          },
          "heldout": {
            "n": 303,
            "escalation": 0.009900990099009901,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.20249800676672494,
            "calibration": 63.193083048699705,
            "p50_s": 0.24146977066993713,
            "p95_s": 0.3535130485892295,
            "cost_usd_per_1000": 0.026346445136648498,
            "axes": {
              "intelligence": 82.34060156675464,
              "calibration": 63.193083048699705,
              "speed": 90.68731781591922,
              "cost": 57.37833924468609
            },
            "jevbench_score": 72.13474945923463
          }
        },
        {
          "threshold": 0.42,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21070112410193095,
            "calibration": 61.323178880553755,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.358288049697876,
            "cost_usd_per_1000": 0.02629683248212462,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.323178880553755,
              "speed": 90.66876719746664,
              "cost": 57.40289680581747
            },
            "jevbench_score": 70.71282892159891
          },
          "heldout": {
            "n": 303,
            "escalation": 0.009900990099009901,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.20249800676672494,
            "calibration": 63.193083048699705,
            "p50_s": 0.24146977066993713,
            "p95_s": 0.3535130485892295,
            "cost_usd_per_1000": 0.026346445136648498,
            "axes": {
              "intelligence": 82.34060156675464,
              "calibration": 63.193083048699705,
              "speed": 90.68731781591922,
              "cost": 57.37833924468609
            },
            "jevbench_score": 72.13474945923463
          }
        },
        {
          "threshold": 0.43,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21070112410193095,
            "calibration": 61.323178880553755,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.358288049697876,
            "cost_usd_per_1000": 0.02629683248212462,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.323178880553755,
              "speed": 90.66876719746664,
              "cost": 57.40289680581747
            },
            "jevbench_score": 70.71282892159891
          },
          "heldout": {
            "n": 303,
            "escalation": 0.009900990099009901,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.20249800676672494,
            "calibration": 63.193083048699705,
            "p50_s": 0.24146977066993713,
            "p95_s": 0.3535130485892295,
            "cost_usd_per_1000": 0.026346445136648498,
            "axes": {
              "intelligence": 82.34060156675464,
              "calibration": 63.193083048699705,
              "speed": 90.68731781591922,
              "cost": 57.37833924468609
            },
            "jevbench_score": 72.13474945923463
          }
        },
        {
          "threshold": 0.44,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.222799887420075,
            "calibration": 60.113302548739355,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.3747003823518753,
            "cost_usd_per_1000": 0.026642410282601295,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 60.113302548739355,
              "speed": 90.47424906484702,
              "cost": 57.23279464058982
            },
            "jevbench_score": 70.18718053587314
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1976414463153635,
            "calibration": 63.678739093835844,
            "p50_s": 0.24146977066993713,
            "p95_s": 0.3535130485892295,
            "cost_usd_per_1000": 0.02647817528831535,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 63.678739093835844,
              "speed": 90.68731781591922,
              "cost": 57.313358412530036
            },
            "jevbench_score": 72.31277641663073
          }
        },
        {
          "threshold": 0.45,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.222799887420075,
            "calibration": 60.113302548739355,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.3747003823518753,
            "cost_usd_per_1000": 0.026642410282601295,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 60.113302548739355,
              "speed": 90.47424906484702,
              "cost": 57.23279464058982
            },
            "jevbench_score": 70.18718053587314
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.20768659948996832,
            "calibration": 62.67422377637537,
            "p50_s": 0.24170594662427902,
            "p95_s": 0.3617294557392597,
            "cost_usd_per_1000": 0.026741635591649056,
            "axes": {
              "intelligence": 82.34060156675464,
              "calibration": 62.67422377637537,
              "speed": 90.58328789701463,
              "cost": 57.184361008663174
            },
            "jevbench_score": 71.90466844170005
          }
        },
        {
          "threshold": 0.46,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.222799887420075,
            "calibration": 60.113302548739355,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.3747003823518753,
            "cost_usd_per_1000": 0.026642410282601295,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 60.113302548739355,
              "speed": 90.47424906484702,
              "cost": 57.23279464058982
            },
            "jevbench_score": 70.18718053587314
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.20768659948996832,
            "calibration": 62.67422377637537,
            "p50_s": 0.24170594662427902,
            "p95_s": 0.3617294557392597,
            "cost_usd_per_1000": 0.026741635591649056,
            "axes": {
              "intelligence": 82.34060156675464,
              "calibration": 62.67422377637537,
              "speed": 90.58328789701463,
              "cost": 57.184361008663174
            },
            "jevbench_score": 71.90466844170005
          }
        },
        {
          "threshold": 0.47,
          "public": {
            "n": 231,
            "escalation": 0.021645021645021644,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.2316463369326548,
            "calibration": 59.22865759748137,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.3791080117225647,
            "cost_usd_per_1000": 0.026815199182839634,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 59.22865759748137,
              "speed": 90.42346080235178,
              "cost": 57.14856918270906
            },
            "jevbench_score": 69.80768562333616
          },
          "heldout": {
            "n": 303,
            "escalation": 0.026402640264026403,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.2108291774415955,
            "calibration": 62.35996598121265,
            "p50_s": 0.24170594662427902,
            "p95_s": 0.3672341391444205,
            "cost_usd_per_1000": 0.027005095894982758,
            "axes": {
              "intelligence": 82.34060156675464,
              "calibration": 62.35996598121265,
              "speed": 90.51769616961215,
              "cost": 57.056628286064736
            },
            "jevbench_score": 71.7612302031271
          }
        },
        {
          "threshold": 0.48,
          "public": {
            "n": 231,
            "escalation": 0.025974025974025976,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.22521950051899137,
            "calibration": 59.87134123884772,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.3791080117225647,
            "cost_usd_per_1000": 0.026987988083077973,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 59.87134123884772,
              "speed": 90.42346080235178,
              "cost": 57.06488470856434
            },
            "jevbench_score": 69.97065025113558
          },
          "heldout": {
            "n": 303,
            "escalation": 0.026402640264026403,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.2108291774415955,
            "calibration": 62.35996598121265,
            "p50_s": 0.24170594662427902,
            "p95_s": 0.3672341391444205,
            "cost_usd_per_1000": 0.027005095894982758,
            "axes": {
              "intelligence": 82.34060156675464,
              "calibration": 62.35996598121265,
              "speed": 90.51769616961215,
              "cost": 57.056628286064736
            },
            "jevbench_score": 71.7612302031271
          }
        },
        {
          "threshold": 0.49,
          "public": {
            "n": 231,
            "escalation": 0.03463203463203463,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.22568212123386092,
            "calibration": 59.82507916736076,
            "p50_s": 0.23927149176597595,
            "p95_s": 0.3934786021709442,
            "cost_usd_per_1000": 0.02733356588355465,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 59.82507916736076,
              "speed": 90.26187922848986,
              "cost": 56.89911122207419
            },
            "jevbench_score": 69.87501751826409
          },
          "heldout": {
            "n": 303,
            "escalation": 0.026402640264026403,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.2108291774415955,
            "calibration": 62.35996598121265,
            "p50_s": 0.24170594662427902,
            "p95_s": 0.3672341391444205,
            "cost_usd_per_1000": 0.027005095894982758,
            "axes": {
              "intelligence": 82.34060156675464,
              "calibration": 62.35996598121265,
              "speed": 90.51769616961215,
              "cost": 57.056628286064736
            },
            "jevbench_score": 71.7612302031271
          }
        },
        {
          "threshold": 0.5,
          "public": {
            "n": 231,
            "escalation": 0.04329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.22612069968783655,
            "calibration": 59.966335006516104,
            "p50_s": 0.2396840751171112,
            "p95_s": 0.8906489871442318,
            "cost_usd_per_1000": 0.027679143684031328,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 59.966335006516104,
              "speed": 86.7065424167208,
              "cost": 56.735420496240806
            },
            "jevbench_score": 69.16749686053565
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0297029702970297,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.20380814639242636,
            "calibration": 63.062069086129554,
            "p50_s": 0.24171222746372223,
            "p95_s": 0.38975498601794184,
            "cost_usd_per_1000": 0.02713682604664961,
            "axes": {
              "intelligence": 82.34060156675464,
              "calibration": 63.062069086129554,
              "speed": 90.25909699745802,
              "cost": 56.9932284781449
            },
            "jevbench_score": 71.8909336275323
          }
        },
        {
          "threshold": 0.51,
          "public": {
            "n": 231,
            "escalation": 0.047619047619047616,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.22688508852997796,
            "calibration": 59.88989612230196,
            "p50_s": 0.2396840751171112,
            "p95_s": 0.8913721702992916,
            "cost_usd_per_1000": 0.027851932584269667,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 59.88989612230196,
              "speed": 86.70301749256849,
              "cost": 56.65433994120902
            },
            "jevbench_score": 69.1200247340135
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0297029702970297,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.20380814639242636,
            "calibration": 63.062069086129554,
            "p50_s": 0.24171222746372223,
            "p95_s": 0.38975498601794184,
            "cost_usd_per_1000": 0.02713682604664961,
            "axes": {
              "intelligence": 82.34060156675464,
              "calibration": 63.062069086129554,
              "speed": 90.25909699745802,
              "cost": 56.9932284781449
            },
            "jevbench_score": 71.8909336275323
          }
        },
        {
          "threshold": 0.52,
          "public": {
            "n": 231,
            "escalation": 0.047619047619047616,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.22688508852997796,
            "calibration": 59.88989612230196,
            "p50_s": 0.2396840751171112,
            "p95_s": 0.8913721702992916,
            "cost_usd_per_1000": 0.027851932584269667,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 59.88989612230196,
              "speed": 86.70301749256849,
              "cost": 56.65433994120902
            },
            "jevbench_score": 69.1200247340135
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0297029702970297,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.20380814639242636,
            "calibration": 63.062069086129554,
            "p50_s": 0.24171222746372223,
            "p95_s": 0.38975498601794184,
            "cost_usd_per_1000": 0.02713682604664961,
            "axes": {
              "intelligence": 82.34060156675464,
              "calibration": 63.062069086129554,
              "speed": 90.25909699745802,
              "cost": 56.9932284781449
            },
            "jevbench_score": 71.8909336275323
          }
        },
        {
          "threshold": 0.53,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.22758866654719923,
            "calibration": 59.81953832057983,
            "p50_s": 0.2396840751171112,
            "p95_s": 0.9016663990914822,
            "cost_usd_per_1000": 0.028024721484508006,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 59.81953832057983,
              "speed": 86.65314934184414,
              "cost": 56.573760844604145
            },
            "jevbench_score": 69.06519787958457
          },
          "heldout": {
            "n": 303,
            "escalation": 0.036303630363036306,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9383561643835616,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.2028079440908321,
            "calibration": 63.162089316288984,
            "p50_s": 0.24171222746372223,
            "p95_s": 0.44981941133737485,
            "cost_usd_per_1000": 0.027400286349983316,
            "axes": {
              "intelligence": 82.53238238867245,
              "calibration": 63.162089316288984,
              "speed": 89.63663186556069,
              "cost": 56.867346955277604
            },
            "jevbench_score": 71.79717253389707
          }
        },
        {
          "threshold": 0.54,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.22758866654719923,
            "calibration": 59.81953832057983,
            "p50_s": 0.2396840751171112,
            "p95_s": 0.9016663990914822,
            "cost_usd_per_1000": 0.028024721484508006,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 59.81953832057983,
              "speed": 86.65314934184414,
              "cost": 56.573760844604145
            },
            "jevbench_score": 69.06519787958457
          },
          "heldout": {
            "n": 303,
            "escalation": 0.039603960396039604,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9383561643835616,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.20590775088184343,
            "calibration": 62.852108637187854,
            "p50_s": 0.24171222746372223,
            "p95_s": 0.5316799387335758,
            "cost_usd_per_1000": 0.02753201650165017,
            "axes": {
              "intelligence": 82.53238238867245,
              "calibration": 62.852108637187854,
              "speed": 88.9105110555038,
              "cost": 56.80485936455582
            },
            "jevbench_score": 71.54358646125938
          }
        },
        {
          "threshold": 0.55,
          "public": {
            "n": 231,
            "escalation": 0.05627705627705628,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.22004114368408306,
            "calibration": 60.57429060689145,
            "p50_s": 0.2396840751171112,
            "p95_s": 0.9150901921093464,
            "cost_usd_per_1000": 0.02819751038474634,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 60.57429060689145,
              "speed": 86.58896919398418,
              "cost": 56.4936770417991
            },
            "jevbench_score": 69.3282682580919
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9383561643835616,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.20326534622384781,
            "calibration": 63.116349102987414,
            "p50_s": 0.24171222746372223,
            "p95_s": 0.6294243253767468,
            "cost_usd_per_1000": 0.027663746653317018,
            "axes": {
              "intelligence": 82.53238238867245,
              "calibration": 63.116349102987414,
              "speed": 88.17757856349868,
              "cost": 56.742670040609035
            },
            "jevbench_score": 71.45103874860833
          }
        },
        {
          "threshold": 0.56,
          "public": {
            "n": 231,
            "escalation": 0.06060606060606061,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21337434193633092,
            "calibration": 61.24097078166666,
            "p50_s": 0.2396840751171112,
            "p95_s": 0.9243743121623993,
            "cost_usd_per_1000": 0.02837029928498468,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.24097078166666,
              "speed": 86.54512951850187,
              "cost": 56.41408248114899
            },
            "jevbench_score": 69.568433429639
          },
          "heldout": {
            "n": 303,
            "escalation": 0.052805280528052806,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9383561643835616,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.19594457342344276,
            "calibration": 63.84842638302793,
            "p50_s": 0.24179083853960037,
            "p95_s": 0.8597023494541642,
            "cost_usd_per_1000": 0.028058937108317576,
            "axes": {
              "intelligence": 82.80761174647063,
              "calibration": 63.84842638302793,
              "speed": 86.82212044981416,
              "cost": 56.55786353102104
            },
            "jevbench_score": 71.38154773752193
          }
        },
        {
          "threshold": 0.57,
          "public": {
            "n": 231,
            "escalation": 0.06060606060606061,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21337434193633092,
            "calibration": 61.24097078166666,
            "p50_s": 0.2396840751171112,
            "p95_s": 0.9243743121623993,
            "cost_usd_per_1000": 0.02837029928498468,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.24097078166666,
              "speed": 86.54512951850187,
              "cost": 56.41408248114899
            },
            "jevbench_score": 69.568433429639
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0594059405940594,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9383561643835616,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.19244002233151858,
            "calibration": 64.19888149222034,
            "p50_s": 0.2421077936887741,
            "p95_s": 0.8677682131528853,
            "cost_usd_per_1000": 0.02832239741165128,
            "axes": {
              "intelligence": 82.80761174647063,
              "calibration": 64.19888149222034,
              "speed": 86.77587492336625,
              "cost": 56.436099628426575
            },
            "jevbench_score": 71.43127933267712
          }
        },
        {
          "threshold": 0.58,
          "public": {
            "n": 231,
            "escalation": 0.06926406926406926,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.2193187054445353,
            "calibration": 60.64653443084622,
            "p50_s": 0.2396840751171112,
            "p95_s": 0.9289816468954086,
            "cost_usd_per_1000": 0.028715877085461358,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 60.64653443084622,
              "speed": 86.52353685938058,
              "cost": 56.256337428262704
            },
            "jevbench_score": 69.26288727992625
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0594059405940594,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9383561643835616,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.19244002233151858,
            "calibration": 64.19888149222034,
            "p50_s": 0.2421077936887741,
            "p95_s": 0.8677682131528853,
            "cost_usd_per_1000": 0.02832239741165128,
            "axes": {
              "intelligence": 82.80761174647063,
              "calibration": 64.19888149222034,
              "speed": 86.77587492336625,
              "cost": 56.436099628426575
            },
            "jevbench_score": 71.43127933267712
          }
        },
        {
          "threshold": 0.59,
          "public": {
            "n": 231,
            "escalation": 0.06926406926406926,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.2193187054445353,
            "calibration": 60.64653443084622,
            "p50_s": 0.2396840751171112,
            "p95_s": 0.9289816468954086,
            "cost_usd_per_1000": 0.028715877085461358,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 60.64653443084622,
              "speed": 86.52353685938058,
              "cost": 56.256337428262704
            },
            "jevbench_score": 69.26288727992625
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0627062706270627,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.19244002233151858,
            "calibration": 64.19888149222034,
            "p50_s": 0.2422117367386818,
            "p95_s": 0.8738573908805847,
            "cost_usd_per_1000": 0.02845412756331813,
            "axes": {
              "intelligence": 82.99939256838842,
              "calibration": 64.19888149222034,
              "speed": 86.74364252534744,
              "cost": 56.37564177478024
            },
            "jevbench_score": 71.44681649182336
          }
        },
        {
          "threshold": 0.6,
          "public": {
            "n": 231,
            "escalation": 0.0735930735930736,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.2205665635018917,
            "calibration": 61.01430984694335,
            "p50_s": 0.2396840751171112,
            "p95_s": 0.930261418223381,
            "cost_usd_per_1000": 0.028888665985699696,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 61.01430984694335,
              "speed": 86.51755810680066,
              "cost": 56.178175373361384
            },
            "jevbench_score": 69.34235089662091
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0627062706270627,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.19244002233151858,
            "calibration": 64.19888149222034,
            "p50_s": 0.2422117367386818,
            "p95_s": 0.8738573908805847,
            "cost_usd_per_1000": 0.02845412756331813,
            "axes": {
              "intelligence": 82.99939256838842,
              "calibration": 64.19888149222034,
              "speed": 86.74364252534744,
              "cost": 56.37564177478024
            },
            "jevbench_score": 71.44681649182336
          }
        },
        {
          "threshold": 0.61,
          "public": {
            "n": 231,
            "escalation": 0.0735930735930736,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.2205665635018917,
            "calibration": 61.01430984694335,
            "p50_s": 0.2396840751171112,
            "p95_s": 0.930261418223381,
            "cost_usd_per_1000": 0.028888665985699696,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 61.01430984694335,
              "speed": 86.51755810680066,
              "cost": 56.178175373361384
            },
            "jevbench_score": 69.34235089662091
          },
          "heldout": {
            "n": 303,
            "escalation": 0.066006600660066,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.19244002233151858,
            "calibration": 64.19888149222034,
            "p50_s": 0.2422117367386818,
            "p95_s": 0.8860593914985654,
            "cost_usd_per_1000": 0.028585857714984984,
            "axes": {
              "intelligence": 82.99939256838842,
              "calibration": 64.19888149222034,
              "speed": 86.6834198318129,
              "cost": 56.31546316912371
            },
            "jevbench_score": 71.41534164768552
          }
        },
        {
          "threshold": 0.62,
          "public": {
            "n": 231,
            "escalation": 0.0735930735930736,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.2205665635018917,
            "calibration": 61.01430984694335,
            "p50_s": 0.2396840751171112,
            "p95_s": 0.930261418223381,
            "cost_usd_per_1000": 0.028888665985699696,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 61.01430984694335,
              "speed": 86.51755810680066,
              "cost": 56.178175373361384
            },
            "jevbench_score": 69.34235089662091
          },
          "heldout": {
            "n": 303,
            "escalation": 0.07260726072607261,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.19244002233151858,
            "calibration": 64.19888149222034,
            "p50_s": 0.24259134382009506,
            "p95_s": 0.8860593914985654,
            "cost_usd_per_1000": 0.02884931801831869,
            "axes": {
              "intelligence": 82.99939256838842,
              "calibration": 64.19888149222034,
              "speed": 86.67661866651288,
              "cost": 56.195933465939035
            },
            "jevbench_score": 71.37601653468577
          }
        },
        {
          "threshold": 0.63,
          "public": {
            "n": 231,
            "escalation": 0.08658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.22166176588758177,
            "calibration": 60.904789608374344,
            "p50_s": 0.2401008978486061,
            "p95_s": 0.9425243772566319,
            "cost_usd_per_1000": 0.02940703268641471,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 60.904789608374344,
              "speed": 86.45313624385217,
              "cost": 55.9464638716544
            },
            "jevbench_score": 69.22673918121457
          },
          "heldout": {
            "n": 303,
            "escalation": 0.08250825082508251,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.19447724629227553,
            "calibration": 63.99515909614465,
            "p50_s": 0.24259134382009506,
            "p95_s": 0.90349033921957,
            "cost_usd_per_1000": 0.029244508473319244,
            "axes": {
              "intelligence": 82.99939256838842,
              "calibration": 63.99515909614465,
              "speed": 86.5920118662527,
              "cost": 56.0186702091385
            },
            "jevbench_score": 71.24561924729441
          }
        },
        {
          "threshold": 0.64,
          "public": {
            "n": 231,
            "escalation": 0.08658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.22166176588758177,
            "calibration": 60.904789608374344,
            "p50_s": 0.2401008978486061,
            "p95_s": 0.9425243772566319,
            "cost_usd_per_1000": 0.02940703268641471,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 60.904789608374344,
              "speed": 86.45313624385217,
              "cost": 55.9464638716544
            },
            "jevbench_score": 69.22673918121457
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0858085808580858,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.20139367396509109,
            "calibration": 63.30351632886308,
            "p50_s": 0.24259134382009506,
            "p95_s": 0.9052535198628902,
            "cost_usd_per_1000": 0.029376238624986097,
            "axes": {
              "intelligence": 82.72416321059026,
              "calibration": 63.30351632886308,
              "speed": 86.58354477609291,
              "cost": 55.96011437991519
            },
            "jevbench_score": 70.97306212445503
          }
        },
        {
          "threshold": 0.65,
          "public": {
            "n": 231,
            "escalation": 0.08658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.22166176588758177,
            "calibration": 60.904789608374344,
            "p50_s": 0.2401008978486061,
            "p95_s": 0.9425243772566319,
            "cost_usd_per_1000": 0.02940703268641471,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 60.904789608374344,
              "speed": 86.45313624385217,
              "cost": 55.9464638716544
            },
            "jevbench_score": 69.22673918121457
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0891089108910891,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.1944415467933511,
            "calibration": 65.7374717221399,
            "p50_s": 0.24259134382009506,
            "p95_s": 0.9172920644283292,
            "cost_usd_per_1000": 0.02950796877665295,
            "axes": {
              "intelligence": 82.99939256838842,
              "calibration": 65.7374717221399,
              "speed": 86.52617063347022,
              "cost": 55.9018205426384
            },
            "jevbench_score": 71.67460968272168
          }
        },
        {
          "threshold": 0.66,
          "public": {
            "n": 231,
            "escalation": 0.08658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.22166176588758177,
            "calibration": 60.904789608374344,
            "p50_s": 0.2401008978486061,
            "p95_s": 0.9425243772566319,
            "cost_usd_per_1000": 0.02940703268641471,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 60.904789608374344,
              "speed": 86.45313624385217,
              "cost": 55.9464638716544
            },
            "jevbench_score": 69.22673918121457
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0891089108910891,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.1944415467933511,
            "calibration": 65.7374717221399,
            "p50_s": 0.24259134382009506,
            "p95_s": 0.9172920644283292,
            "cost_usd_per_1000": 0.02950796877665295,
            "axes": {
              "intelligence": 82.99939256838842,
              "calibration": 65.7374717221399,
              "speed": 86.52617063347022,
              "cost": 55.9018205426384
            },
            "jevbench_score": 71.67460968272168
          }
        },
        {
          "threshold": 0.67,
          "public": {
            "n": 231,
            "escalation": 0.09956709956709957,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7792207792207793,
            "ece_hard": 0.20271635226990178,
            "calibration": 62.799330970142336,
            "p50_s": 0.2401016280055046,
            "p95_s": 0.9646848775446415,
            "cost_usd_per_1000": 0.029925399387129726,
            "axes": {
              "intelligence": 78.71413079746414,
              "calibration": 62.799330970142336,
              "speed": 86.35219424653269,
              "cost": 55.71880134246447
            },
            "jevbench_score": 69.83461061715178
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0891089108910891,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.1944415467933511,
            "calibration": 65.7374717221399,
            "p50_s": 0.24259134382009506,
            "p95_s": 0.9172920644283292,
            "cost_usd_per_1000": 0.02950796877665295,
            "axes": {
              "intelligence": 82.99939256838842,
              "calibration": 65.7374717221399,
              "speed": 86.52617063347022,
              "cost": 55.9018205426384
            },
            "jevbench_score": 71.67460968272168
          }
        },
        {
          "threshold": 0.68,
          "public": {
            "n": 231,
            "escalation": 0.1038961038961039,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7792207792207793,
            "ece_hard": 0.20271635226990178,
            "calibration": 62.799330970142336,
            "p50_s": 0.24027424305677414,
            "p95_s": 0.9646848775446415,
            "cost_usd_per_1000": 0.030098188287368065,
            "axes": {
              "intelligence": 78.71413079746414,
              "calibration": 62.799330970142336,
              "speed": 86.34907311693388,
              "cost": 55.643789358575695
            },
            "jevbench_score": 69.81046403442245
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0924092409240924,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.19530427470143885,
            "calibration": 65.65119893133114,
            "p50_s": 0.24259134382009506,
            "p95_s": 0.9201007060706615,
            "cost_usd_per_1000": 0.029639698928319802,
            "axes": {
              "intelligence": 82.99939256838842,
              "calibration": 65.65119893133114,
              "speed": 86.51289335779407,
              "cost": 55.84378636332526
            },
            "jevbench_score": 71.62973053519664
          }
        },
        {
          "threshold": 0.69,
          "public": {
            "n": 231,
            "escalation": 0.1038961038961039,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7792207792207793,
            "ece_hard": 0.20271635226990178,
            "calibration": 62.799330970142336,
            "p50_s": 0.24027424305677414,
            "p95_s": 0.9646848775446415,
            "cost_usd_per_1000": 0.030098188287368065,
            "axes": {
              "intelligence": 78.71413079746414,
              "calibration": 62.799330970142336,
              "speed": 86.34907311693388,
              "cost": 55.643789358575695
            },
            "jevbench_score": 69.81046403442245
          },
          "heldout": {
            "n": 303,
            "escalation": 0.09570957095709572,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.19530427470143885,
            "calibration": 65.65119893133114,
            "p50_s": 0.24261443316936493,
            "p95_s": 0.9201007060706615,
            "cost_usd_per_1000": 0.02977142907998665,
            "axes": {
              "intelligence": 82.99939256838842,
              "calibration": 65.65119893133114,
              "speed": 86.51248002483467,
              "cost": 55.78600953904344
            },
            "jevbench_score": 71.61111050810212
          }
        },
        {
          "threshold": 0.7,
          "public": {
            "n": 231,
            "escalation": 0.11255411255411256,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6666666666666666
            },
            "accuracy": 0.7835497835497836,
            "ece_hard": 0.198655730954682,
            "calibration": 64.0210465765349,
            "p50_s": 0.24027424305677414,
            "p95_s": 0.9646848775446415,
            "cost_usd_per_1000": 0.030443766087844742,
            "axes": {
              "intelligence": 79.0895061728395,
              "calibration": 64.0210465765349,
              "speed": 86.34907311693388,
              "cost": 55.495048707505205
            },
            "jevbench_score": 70.18404383355698
          },
          "heldout": {
            "n": 303,
            "escalation": 0.09900990099009901,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8448844884488449,
            "ece_hard": 0.19530427470143885,
            "calibration": 65.65119893133114,
            "p50_s": 0.24261443316936493,
            "p95_s": 0.9308271415531633,
            "cost_usd_per_1000": 0.029903159231653504,
            "axes": {
              "intelligence": 83.19117339030623,
              "calibration": 65.65119893133114,
              "speed": 86.46214328267482,
              "cost": 55.72848779736281
            },
            "jevbench_score": 71.62354156964993
          }
        },
        {
          "threshold": 0.71,
          "public": {
            "n": 231,
            "escalation": 0.12554112554112554,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6756756756756757
            },
            "accuracy": 0.7878787878787878,
            "ece_hard": 0.1924092345341295,
            "calibration": 64.64569621859016,
            "p50_s": 0.24037498235702515,
            "p95_s": 0.9804389961063862,
            "cost_usd_per_1000": 0.030962132788559756,
            "axes": {
              "intelligence": 79.46488154821488,
              "calibration": 64.64569621859016,
              "speed": 86.27690158021686,
              "cost": 55.27507393347304
            },
            "jevbench_score": 70.35333387356823
          },
          "heldout": {
            "n": 303,
            "escalation": 0.09900990099009901,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8448844884488449,
            "ece_hard": 0.19530427470143885,
            "calibration": 65.65119893133114,
            "p50_s": 0.24261443316936493,
            "p95_s": 0.9308271415531633,
            "cost_usd_per_1000": 0.029903159231653504,
            "axes": {
              "intelligence": 83.19117339030623,
              "calibration": 65.65119893133114,
              "speed": 86.46214328267482,
              "cost": 55.72848779736281
            },
            "jevbench_score": 71.62354156964993
          }
        },
        {
          "threshold": 0.72,
          "public": {
            "n": 231,
            "escalation": 0.12987012987012986,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6756756756756757
            },
            "accuracy": 0.7878787878787878,
            "ece_hard": 0.19497405951883795,
            "calibration": 64.38921372011932,
            "p50_s": 0.24037498235702515,
            "p95_s": 0.9804389961063862,
            "cost_usd_per_1000": 0.031134921688798094,
            "axes": {
              "intelligence": 79.46488154821488,
              "calibration": 64.38921372011932,
              "speed": 86.27690158021686,
              "cost": 55.20256666863134
            },
            "jevbench_score": 70.26038792281665
          },
          "heldout": {
            "n": 303,
            "escalation": 0.10561056105610561,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8448844884488449,
            "ece_hard": 0.1938927025123651,
            "calibration": 65.7923561502385,
            "p50_s": 0.24261443316936493,
            "p95_s": 0.9308271415531633,
            "cost_usd_per_1000": 0.03016661953498721,
            "axes": {
              "intelligence": 83.19117339030623,
              "calibration": 65.7923561502385,
              "speed": 86.46214328267482,
              "cost": 55.614200621389436
            },
            "jevbench_score": 71.62524102551043
          }
        },
        {
          "threshold": 0.73,
          "public": {
            "n": 231,
            "escalation": 0.14285714285714285,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.18291705904877348,
            "calibration": 65.59491376712576,
            "p50_s": 0.24047942459583282,
            "p95_s": 0.9804389961063862,
            "cost_usd_per_1000": 0.03165328838951311,
            "axes": {
              "intelligence": 80.3803803803804,
              "calibration": 65.59491376712576,
              "speed": 86.2750149930067,
              "cost": 54.987434962541215
            },
            "jevbench_score": 70.71998857070967
          },
          "heldout": {
            "n": 303,
            "escalation": 0.10891089108910891,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8448844884488449,
            "ece_hard": 0.1938927025123651,
            "calibration": 65.7923561502385,
            "p50_s": 0.24268721789121628,
            "p95_s": 0.9308271415531633,
            "cost_usd_per_1000": 0.030298349686654062,
            "axes": {
              "intelligence": 83.19117339030623,
              "calibration": 65.7923561502385,
              "speed": 86.4608405876094,
              "cost": 55.557430789979044
            },
            "jevbench_score": 71.60668591072684
          }
        },
        {
          "threshold": 0.74,
          "public": {
            "n": 231,
            "escalation": 0.14285714285714285,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.18291705904877348,
            "calibration": 65.59491376712576,
            "p50_s": 0.24047942459583282,
            "p95_s": 0.9804389961063862,
            "cost_usd_per_1000": 0.03165328838951311,
            "axes": {
              "intelligence": 80.3803803803804,
              "calibration": 65.59491376712576,
              "speed": 86.2750149930067,
              "cost": 54.987434962541215
            },
            "jevbench_score": 70.71998857070967
          },
          "heldout": {
            "n": 303,
            "escalation": 0.11221122112211221,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8448844884488449,
            "ece_hard": 0.1938927025123651,
            "calibration": 65.7923561502385,
            "p50_s": 0.24268721789121628,
            "p95_s": 0.9318535953760148,
            "cost_usd_per_1000": 0.03043007983832091,
            "axes": {
              "intelligence": 83.19117339030623,
              "calibration": 65.7923561502385,
              "speed": 86.45605411757748,
              "cost": 55.5009072459194
            },
            "jevbench_score": 71.58747518173226
          }
        },
        {
          "threshold": 0.75,
          "public": {
            "n": 231,
            "escalation": 0.14285714285714285,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.18291705904877348,
            "calibration": 65.59491376712576,
            "p50_s": 0.24047942459583282,
            "p95_s": 0.9804389961063862,
            "cost_usd_per_1000": 0.03165328838951311,
            "axes": {
              "intelligence": 80.3803803803804,
              "calibration": 65.59491376712576,
              "speed": 86.2750149930067,
              "cost": 54.987434962541215
            },
            "jevbench_score": 70.71998857070967
          },
          "heldout": {
            "n": 303,
            "escalation": 0.11221122112211221,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8448844884488449,
            "ece_hard": 0.1938927025123651,
            "calibration": 65.7923561502385,
            "p50_s": 0.24268721789121628,
            "p95_s": 0.9318535953760148,
            "cost_usd_per_1000": 0.03043007983832091,
            "axes": {
              "intelligence": 83.19117339030623,
              "calibration": 65.7923561502385,
              "speed": 86.45605411757748,
              "cost": 55.5009072459194
            },
            "jevbench_score": 71.58747518173226
          }
        },
        {
          "threshold": 0.76,
          "public": {
            "n": 231,
            "escalation": 0.1471861471861472,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.18388996910958733,
            "calibration": 65.49762276104437,
            "p50_s": 0.24047942459583282,
            "p95_s": 0.9846451729536057,
            "cost_usd_per_1000": 0.031826077289751446,
            "axes": {
              "intelligence": 80.3803803803804,
              "calibration": 65.49762276104437,
              "speed": 86.2564231971624,
              "cost": 54.91650660611987
            },
            "jevbench_score": 70.66713519918933
          },
          "heldout": {
            "n": 303,
            "escalation": 0.11551155115511551,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8448844884488449,
            "ece_hard": 0.19472220704467977,
            "calibration": 65.70940569700704,
            "p50_s": 0.24284886568784714,
            "p95_s": 0.9318535953760148,
            "cost_usd_per_1000": 0.030561809989987764,
            "axes": {
              "intelligence": 83.19117339030623,
              "calibration": 65.70940569700704,
              "speed": 86.45316235521184,
              "cost": 55.44462786147699
            },
            "jevbench_score": 71.54615292836175
          }
        },
        {
          "threshold": 0.77,
          "public": {
            "n": 231,
            "escalation": 0.15151515151515152,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.18509003360488752,
            "calibration": 65.37761631151436,
            "p50_s": 0.24066395312547684,
            "p95_s": 0.9846451729536057,
            "cost_usd_per_1000": 0.03199886618998979,
            "axes": {
              "intelligence": 80.3803803803804,
              "calibration": 65.37761631151436,
              "speed": 86.25309197699735,
              "cost": 54.84596229054771
            },
            "jevbench_score": 70.61136680119272
          },
          "heldout": {
            "n": 303,
            "escalation": 0.11551155115511551,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8448844884488449,
            "ece_hard": 0.19472220704467977,
            "calibration": 65.70940569700704,
            "p50_s": 0.24284886568784714,
            "p95_s": 0.9318535953760148,
            "cost_usd_per_1000": 0.030561809989987764,
            "axes": {
              "intelligence": 83.19117339030623,
              "calibration": 65.70940569700704,
              "speed": 86.45316235521184,
              "cost": 55.44462786147699
            },
            "jevbench_score": 71.54615292836175
          }
        },
        {
          "threshold": 0.78,
          "public": {
            "n": 231,
            "escalation": 0.15151515151515152,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.18509003360488752,
            "calibration": 65.37761631151436,
            "p50_s": 0.24066395312547684,
            "p95_s": 0.9846451729536057,
            "cost_usd_per_1000": 0.03199886618998979,
            "axes": {
              "intelligence": 80.3803803803804,
              "calibration": 65.37761631151436,
              "speed": 86.25309197699735,
              "cost": 54.84596229054771
            },
            "jevbench_score": 70.61136680119272
          },
          "heldout": {
            "n": 303,
            "escalation": 0.11551155115511551,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8448844884488449,
            "ece_hard": 0.19472220704467977,
            "calibration": 65.70940569700704,
            "p50_s": 0.24284886568784714,
            "p95_s": 0.9318535953760148,
            "cost_usd_per_1000": 0.030561809989987764,
            "axes": {
              "intelligence": 83.19117339030623,
              "calibration": 65.70940569700704,
              "speed": 86.45316235521184,
              "cost": 55.44462786147699
            },
            "jevbench_score": 71.54615292836175
          }
        },
        {
          "threshold": 0.79,
          "public": {
            "n": 231,
            "escalation": 0.16017316017316016,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.17468406799995964,
            "calibration": 66.41821287200715,
            "p50_s": 0.24066395312547684,
            "p95_s": 0.9882492944598198,
            "cost_usd_per_1000": 0.032344443990466466,
            "axes": {
              "intelligence": 80.75575575575577,
              "calibration": 66.41821287200715,
              "speed": 86.23722440932626,
              "cost": 54.70600930288466
            },
            "jevbench_score": 70.92471824094812
          },
          "heldout": {
            "n": 303,
            "escalation": 0.12211221122112212,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.18456589139739973,
            "calibration": 68.41422928950267,
            "p50_s": 0.2428498938679695,
            "p95_s": 0.9318535953760148,
            "cost_usd_per_1000": 0.03082527029332147,
            "axes": {
              "intelligence": 83.6581835700222,
              "calibration": 68.41422928950267,
              "speed": 86.45314396797306,
              "cost": 55.332793197311595
            },
            "jevbench_score": 72.33601233598237
          }
        },
        {
          "threshold": 0.8,
          "public": {
            "n": 231,
            "escalation": 0.1774891774891775,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.17255249012922866,
            "calibration": 66.28684306994082,
            "p50_s": 0.24139812588691711,
            "p95_s": 0.9882492944598198,
            "cost_usd_per_1000": 0.033035599591419815,
            "axes": {
              "intelligence": 80.75575575575577,
              "calibration": 66.28684306994082,
              "speed": 86.22399592944953,
              "cost": 54.43053419203717
            },
            "jevbench_score": 70.79749493226547
          },
          "heldout": {
            "n": 303,
            "escalation": 0.12871287128712872,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.18728613353482795,
            "calibration": 67.883671379226,
            "p50_s": 0.24302451312541962,
            "p95_s": 0.9443351678550242,
            "cost_usd_per_1000": 0.03108873059665517,
            "axes": {
              "intelligence": 83.6581835700222,
              "calibration": 67.883671379226,
              "speed": 86.3922375477315,
              "cost": 55.2219103163076
            },
            "jevbench_score": 72.14645151931651
          }
        },
        {
          "threshold": 0.81,
          "public": {
            "n": 231,
            "escalation": 0.1774891774891775,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.17255249012922866,
            "calibration": 66.28684306994082,
            "p50_s": 0.24139812588691711,
            "p95_s": 0.9882492944598198,
            "cost_usd_per_1000": 0.033035599591419815,
            "axes": {
              "intelligence": 80.75575575575577,
              "calibration": 66.28684306994082,
              "speed": 86.22399592944953,
              "cost": 54.43053419203717
            },
            "jevbench_score": 70.79749493226547
          },
          "heldout": {
            "n": 303,
            "escalation": 0.13861386138613863,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8547854785478548,
            "ece_hard": 0.1761160233154957,
            "calibration": 69.00068240115922,
            "p50_s": 0.2430928722023964,
            "p95_s": 0.9477042384445666,
            "cost_usd_per_1000": 0.03148392105165573,
            "axes": {
              "intelligence": 83.93341292782037,
              "calibration": 69.00068240115922,
              "speed": 86.37554952109522,
              "cost": 55.057335559034
            },
            "jevbench_score": 72.44335757522127
          }
        },
        {
          "threshold": 0.82,
          "public": {
            "n": 231,
            "escalation": 0.1774891774891775,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.17255249012922866,
            "calibration": 66.28684306994082,
            "p50_s": 0.24139812588691711,
            "p95_s": 0.9882492944598198,
            "cost_usd_per_1000": 0.033035599591419815,
            "axes": {
              "intelligence": 80.75575575575577,
              "calibration": 66.28684306994082,
              "speed": 86.22399592944953,
              "cost": 54.43053419203717
            },
            "jevbench_score": 70.79749493226547
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1419141914191419,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8547854785478548,
            "ece_hard": 0.1761160233154957,
            "calibration": 69.00068240115922,
            "p50_s": 0.2430928722023964,
            "p95_s": 0.9477042384445666,
            "cost_usd_per_1000": 0.03161565120332258,
            "axes": {
              "intelligence": 83.93341292782037,
              "calibration": 69.00068240115922,
              "speed": 86.37554952109522,
              "cost": 55.00293605136321
            },
            "jevbench_score": 72.42545649100529
          }
        },
        {
          "threshold": 0.83,
          "public": {
            "n": 231,
            "escalation": 0.18181818181818182,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.1710703264966994,
            "calibration": 66.43505943319374,
            "p50_s": 0.24139812588691711,
            "p95_s": 0.9985015355050564,
            "cost_usd_per_1000": 0.03320838849165816,
            "axes": {
              "intelligence": 80.75575575575577,
              "calibration": 66.43505943319374,
              "speed": 86.17917368835117,
              "cost": 54.362565968869994
            },
            "jevbench_score": 70.80570832930582
          },
          "heldout": {
            "n": 303,
            "escalation": 0.15181518151815182,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8547854785478548,
            "ece_hard": 0.1760387469998087,
            "calibration": 69.02896655527545,
            "p50_s": 0.24334686994552612,
            "p95_s": 0.9479597538709641,
            "cost_usd_per_1000": 0.03201084165832314,
            "axes": {
              "intelligence": 83.93341292782037,
              "calibration": 69.02896655527545,
              "speed": 86.36984335977667,
              "cost": 54.84108720514187
            },
            "jevbench_score": 72.37833870969538
          }
        },
        {
          "threshold": 0.84,
          "public": {
            "n": 231,
            "escalation": 0.18181818181818182,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.1710703264966994,
            "calibration": 66.43505943319374,
            "p50_s": 0.24139812588691711,
            "p95_s": 0.9985015355050564,
            "cost_usd_per_1000": 0.03320838849165816,
            "axes": {
              "intelligence": 80.75575575575577,
              "calibration": 66.43505943319374,
              "speed": 86.17917368835117,
              "cost": 54.362565968869994
            },
            "jevbench_score": 70.80570832930582
          },
          "heldout": {
            "n": 303,
            "escalation": 0.15181518151815182,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8547854785478548,
            "ece_hard": 0.1760387469998087,
            "calibration": 69.02896655527545,
            "p50_s": 0.24334686994552612,
            "p95_s": 0.9479597538709641,
            "cost_usd_per_1000": 0.03201084165832314,
            "axes": {
              "intelligence": 83.93341292782037,
              "calibration": 69.02896655527545,
              "speed": 86.36984335977667,
              "cost": 54.84108720514187
            },
            "jevbench_score": 72.37833870969538
          }
        },
        {
          "threshold": 0.85,
          "public": {
            "n": 231,
            "escalation": 0.18181818181818182,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.1710703264966994,
            "calibration": 66.43505943319374,
            "p50_s": 0.24139812588691711,
            "p95_s": 0.9985015355050564,
            "cost_usd_per_1000": 0.03320838849165816,
            "axes": {
              "intelligence": 80.75575575575577,
              "calibration": 66.43505943319374,
              "speed": 86.17917368835117,
              "cost": 54.362565968869994
            },
            "jevbench_score": 70.80570832930582
          },
          "heldout": {
            "n": 303,
            "escalation": 0.15841584158415842,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.7064220183486238
            },
            "accuracy": 0.858085808580858,
            "ece_hard": 0.16016392470347968,
            "calibration": 72.82817420001533,
            "p50_s": 0.24364512413740158,
            "p95_s": 0.9529628425836562,
            "cost_usd_per_1000": 0.03227430196165684,
            "axes": {
              "intelligence": 84.20864228561852,
              "calibration": 72.82817420001533,
              "speed": 86.34166308170923,
              "cost": 54.734294260362695
            },
            "jevbench_score": 73.37261624280784
          }
        },
        {
          "threshold": 0.86,
          "public": {
            "n": 231,
            "escalation": 0.18614718614718614,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.17211320809342143,
            "calibration": 65.75197198734082,
            "p50_s": 0.24139812588691711,
            "p95_s": 0.9985015355050564,
            "cost_usd_per_1000": 0.03338117739189649,
            "axes": {
              "intelligence": 80.75575575575577,
              "calibration": 65.75197198734082,
              "speed": 86.17917368835117,
              "cost": 54.294950479865626
            },
            "jevbench_score": 70.60102541300809
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1617161716171617,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.7064220183486238
            },
            "accuracy": 0.858085808580858,
            "ece_hard": 0.16016392470347968,
            "calibration": 72.82817420001533,
            "p50_s": 0.24364512413740158,
            "p95_s": 0.9529628425836562,
            "cost_usd_per_1000": 0.03240603211332369,
            "axes": {
              "intelligence": 84.20864228561852,
              "calibration": 72.82817420001533,
              "speed": 86.34166308170923,
              "cost": 54.68122425889735
            },
            "jevbench_score": 73.35482437432704
          }
        },
        {
          "threshold": 0.87,
          "public": {
            "n": 231,
            "escalation": 0.18614718614718614,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.17211320809342143,
            "calibration": 65.75197198734082,
            "p50_s": 0.24139812588691711,
            "p95_s": 0.9985015355050564,
            "cost_usd_per_1000": 0.03338117739189649,
            "axes": {
              "intelligence": 80.75575575575577,
              "calibration": 65.75197198734082,
              "speed": 86.17917368835117,
              "cost": 54.294950479865626
            },
            "jevbench_score": 70.60102541300809
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1716171617161716,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.7064220183486238
            },
            "accuracy": 0.858085808580858,
            "ece_hard": 0.16115690007417827,
            "calibration": 72.18770508591467,
            "p50_s": 0.24370402842760086,
            "p95_s": 0.9691216707229611,
            "cost_usd_per_1000": 0.03280122256832425,
            "axes": {
              "intelligence": 84.20864228561852,
              "calibration": 72.18770508591467,
              "speed": 86.26758986843757,
              "cost": 54.52329906842222
            },
            "jevbench_score": 73.1244180599122
          }
        },
        {
          "threshold": 0.88,
          "public": {
            "n": 231,
            "escalation": 0.19047619047619047,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.1714847809546806,
            "calibration": 65.81481470121491,
            "p50_s": 0.24139812588691711,
            "p95_s": 0.9985015355050564,
            "cost_usd_per_1000": 0.033553966292134835,
            "axes": {
              "intelligence": 80.75575575575577,
              "calibration": 65.81481470121491,
              "speed": 86.17917368835117,
              "cost": 54.22768408275468
            },
            "jevbench_score": 70.59600625529981
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1848184818481848,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.7064220183486238
            },
            "accuracy": 0.858085808580858,
            "ece_hard": 0.15959863196825455,
            "calibration": 72.34353189650705,
            "p50_s": 0.24378608912229538,
            "p95_s": 0.9774567693471906,
            "cost_usd_per_1000": 0.03332814317499166,
            "axes": {
              "intelligence": 84.20864228561852,
              "calibration": 72.34353189650705,
              "speed": 86.2289352099186,
              "cost": 54.3156664509568
            },
            "jevbench_score": 73.08590468889274
          }
        },
        {
          "threshold": 0.89,
          "public": {
            "n": 231,
            "escalation": 0.19047619047619047,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.1714847809546806,
            "calibration": 65.81481470121491,
            "p50_s": 0.24139812588691711,
            "p95_s": 0.9985015355050564,
            "cost_usd_per_1000": 0.033553966292134835,
            "axes": {
              "intelligence": 80.75575575575577,
              "calibration": 65.81481470121491,
              "speed": 86.17917368835117,
              "cost": 54.22768408275468
            },
            "jevbench_score": 70.59600625529981
          },
          "heldout": {
            "n": 303,
            "escalation": 0.20132013201320131,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.7155963302752294
            },
            "accuracy": 0.8613861386138614,
            "ece_hard": 0.14008930310052325,
            "calibration": 74.29446478328018,
            "p50_s": 0.24394351989030838,
            "p95_s": 0.9789580598473548,
            "cost_usd_per_1000": 0.03398679393332592,
            "axes": {
              "intelligence": 84.4838716434167,
              "calibration": 74.29446478328018,
              "speed": 86.21946627665488,
              "cost": 54.06069404991903
            },
            "jevbench_score": 73.54519493136381
          }
        },
        {
          "threshold": 0.9,
          "public": {
            "n": 231,
            "escalation": 0.19480519480519481,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.16231288579507808,
            "calibration": 68.90440603075456,
            "p50_s": 0.24161306023597717,
            "p95_s": 0.9985015355050564,
            "cost_usd_per_1000": 0.03372675519237317,
            "axes": {
              "intelligence": 81.13113113113114,
              "calibration": 68.90440603075456,
              "speed": 86.17530856842802,
              "cost": 54.16076319139222
            },
            "jevbench_score": 71.47028875369368
          },
          "heldout": {
            "n": 303,
            "escalation": 0.20462046204620463,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.7155963302752294
            },
            "accuracy": 0.8613861386138614,
            "ece_hard": 0.14008930310052325,
            "calibration": 74.29446478328018,
            "p50_s": 0.24419748783111572,
            "p95_s": 0.9789580598473548,
            "cost_usd_per_1000": 0.034118524084992774,
            "axes": {
              "intelligence": 84.4838716434167,
              "calibration": 74.29446478328018,
              "speed": 86.21494721828935,
              "cost": 54.01029292033515
            },
            "jevbench_score": 73.52708378832621
          }
        },
        {
          "threshold": 0.91,
          "public": {
            "n": 231,
            "escalation": 0.19480519480519481,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.16231288579507808,
            "calibration": 68.90440603075456,
            "p50_s": 0.24161306023597717,
            "p95_s": 0.9985015355050564,
            "cost_usd_per_1000": 0.03372675519237317,
            "axes": {
              "intelligence": 81.13113113113114,
              "calibration": 68.90440603075456,
              "speed": 86.17530856842802,
              "cost": 54.16076319139222
            },
            "jevbench_score": 71.47028875369368
          },
          "heldout": {
            "n": 303,
            "escalation": 0.21782178217821782,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.7247706422018348
            },
            "accuracy": 0.8646864686468647,
            "ece_hard": 0.12606332645839652,
            "calibration": 76.35573882550396,
            "p50_s": 0.24425430595874786,
            "p95_s": 0.9789580598473548,
            "cost_usd_per_1000": 0.03464544469166018,
            "axes": {
              "intelligence": 84.75910100121486,
              "calibration": 76.35573882550396,
              "speed": 86.21393685044026,
              "cost": 53.81061579721861
            },
            "jevbench_score": 74.02328702380224
          }
        },
        {
          "threshold": 0.92,
          "public": {
            "n": 231,
            "escalation": 0.19913419913419914,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.16228197751166465,
            "calibration": 68.90749685909589,
            "p50_s": 0.24161306023597717,
            "p95_s": 0.9985015355050564,
            "cost_usd_per_1000": 0.033899544092611505,
            "axes": {
              "intelligence": 81.13113113113114,
              "calibration": 68.90749685909589,
              "speed": 86.17530856842802,
              "cost": 54.094184274610626
            },
            "jevbench_score": 71.44911553629461
          },
          "heldout": {
            "n": 303,
            "escalation": 0.22772277227722773,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.7247706422018348
            },
            "accuracy": 0.8613861386138614,
            "ece_hard": 0.124487662637938,
            "calibration": 76.51330520754982,
            "p50_s": 0.24440407007932663,
            "p95_s": 0.9789580598473548,
            "cost_usd_per_1000": 0.03504063514666073,
            "axes": {
              "intelligence": 84.56732017929706,
              "calibration": 76.51330520754982,
              "speed": 86.21127479709665,
              "cost": 53.66284091228481
            },
            "jevbench_score": 73.96807471415974
          }
        },
        {
          "threshold": 0.93,
          "public": {
            "n": 231,
            "escalation": 0.2077922077922078,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.16228197751166465,
            "calibration": 68.90749685909589,
            "p50_s": 0.24170870333909988,
            "p95_s": 0.9985015355050564,
            "cost_usd_per_1000": 0.03424512189308819,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 68.90749685909589,
              "speed": 86.17358974359576,
              "cost": 53.96203850832564
            },
            "jevbench_score": 71.28594284797344
          },
          "heldout": {
            "n": 303,
            "escalation": 0.23102310231023102,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.7247706422018348
            },
            "accuracy": 0.8613861386138614,
            "ece_hard": 0.124487662637938,
            "calibration": 76.51330520754982,
            "p50_s": 0.24440407007932663,
            "p95_s": 0.9789580598473548,
            "cost_usd_per_1000": 0.03517236529832759,
            "axes": {
              "intelligence": 84.56732017929706,
              "calibration": 76.51330520754982,
              "speed": 86.21127479709665,
              "cost": 53.61395274792922
            },
            "jevbench_score": 73.95122227309335
          }
        },
        {
          "threshold": 0.94,
          "public": {
            "n": 231,
            "escalation": 0.22077922077922077,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.16386668389601405,
            "calibration": 68.74902622066095,
            "p50_s": 0.24170870333909988,
            "p95_s": 1.0133583433926105,
            "cost_usd_per_1000": 0.0347634885938032,
            "axes": {
              "intelligence": 80.21563229896564,
              "calibration": 68.74902622066095,
              "speed": 86.10944663858905,
              "cost": 53.766299428425725
            },
            "jevbench_score": 71.08396211410809
          },
          "heldout": {
            "n": 303,
            "escalation": 0.24752475247524752,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.7247706422018348
            },
            "accuracy": 0.8613861386138614,
            "ece_hard": 0.12100431319371868,
            "calibration": 77.90656868062813,
            "p50_s": 0.24452945590019226,
            "p95_s": 0.9799205616116523,
            "cost_usd_per_1000": 0.03583101605666185,
            "axes": {
              "intelligence": 84.56732017929706,
              "calibration": 77.90656868062813,
              "speed": 86.20477947948251,
              "cost": 53.372226292377846
            },
            "jevbench_score": 74.20032838367894
          }
        },
        {
          "threshold": 0.95,
          "public": {
            "n": 231,
            "escalation": 0.22510822510822512,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.16386668389601405,
            "calibration": 68.74902622066095,
            "p50_s": 0.24192951619625092,
            "p95_s": 1.0133583433926105,
            "cost_usd_per_1000": 0.03493627749404154,
            "axes": {
              "intelligence": 80.21563229896564,
              "calibration": 68.74902622066095,
              "speed": 86.10548095481207,
              "cost": 53.70170114595243
            },
            "jevbench_score": 71.06178308590597
          },
          "heldout": {
            "n": 303,
            "escalation": 0.25412541254125415,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.7247706422018348
            },
            "accuracy": 0.8613861386138614,
            "ece_hard": 0.12100431319371868,
            "calibration": 77.90656868062813,
            "p50_s": 0.2446764037013054,
            "p95_s": 0.9899539016187189,
            "cost_usd_per_1000": 0.036094476359995555,
            "axes": {
              "intelligence": 84.56732017929706,
              "calibration": 77.90656868062813,
              "speed": 86.15792939838215,
              "cost": 53.27677762974338
            },
            "jevbench_score": 74.15705288317697
          }
        },
        {
          "threshold": 0.96,
          "public": {
            "n": 231,
            "escalation": 0.24675324675324675,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.1565731205628086,
            "calibration": 69.20304513096423,
            "p50_s": 0.2420308142900467,
            "p95_s": 1.0133583433926105,
            "cost_usd_per_1000": 0.035800221995233236,
            "axes": {
              "intelligence": 80.21563229896564,
              "calibration": 69.20304513096423,
              "speed": 86.10366290481771,
              "cost": 53.38342840933806
            },
            "jevbench_score": 71.07274287122176
          },
          "heldout": {
            "n": 303,
            "escalation": 0.25742574257425743,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.7247706422018348
            },
            "accuracy": 0.8613861386138614,
            "ece_hard": 0.12100431319371868,
            "calibration": 77.90656868062813,
            "p50_s": 0.2446764037013054,
            "p95_s": 0.9899539016187189,
            "cost_usd_per_1000": 0.036226206511662404,
            "axes": {
              "intelligence": 84.56732017929706,
              "calibration": 77.90656868062813,
              "speed": 86.15792939838215,
              "cost": 53.229314243917585
            },
            "jevbench_score": 74.14053104448215
          }
        },
        {
          "threshold": 0.97,
          "public": {
            "n": 231,
            "escalation": 0.26406926406926406,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.148110642814895,
            "calibration": 70.04929290575558,
            "p50_s": 0.24286006391048431,
            "p95_s": 1.0248290821909904,
            "cost_usd_per_1000": 0.036491377596186585,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 70.04929290575558,
              "speed": 86.0399245388415,
              "cost": 53.13429223460808
            },
            "jevbench_score": 71.35852325414889
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2838283828382838,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.7247706422018348
            },
            "accuracy": 0.8646864686468647,
            "ece_hard": 0.11992362025968886,
            "calibration": 78.01463797403112,
            "p50_s": 0.24588020145893097,
            "p95_s": 0.9957831218838691,
            "cost_usd_per_1000": 0.03728004772499722,
            "axes": {
              "intelligence": 84.75910100121486,
              "calibration": 78.01463797403112,
              "speed": 86.11111678828966,
              "cost": 52.855706210338624
            },
            "jevbench_score": 74.06761921755397
          }
        },
        {
          "threshold": 0.98,
          "public": {
            "n": 231,
            "escalation": 0.27705627705627706,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.14402695876047758,
            "calibration": 70.45766131119733,
            "p50_s": 0.24302303791046143,
            "p95_s": 1.0248290821909904,
            "cost_usd_per_1000": 0.0370097442969016,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 70.45766131119733,
              "speed": 86.0370111338981,
              "cost": 52.95051746402987
            },
            "jevbench_score": 71.39982075219325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3069306930693069,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.7247706422018348
            },
            "accuracy": 0.8613861386138614,
            "ece_hard": 0.11593172785054309,
            "calibration": 78.41382721494568,
            "p50_s": 0.24659743160009384,
            "p95_s": 1.0055367924273013,
            "cost_usd_per_1000": 0.038202158786665184,
            "axes": {
              "intelligence": 84.56732017929706,
              "calibration": 78.41382721494568,
              "speed": 86.05613485060358,
              "cost": 52.53736283831976
            },
            "jevbench_score": 73.9965260764635
          }
        },
        {
          "threshold": 0.99,
          "public": {
            "n": 231,
            "escalation": 0.329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.13413195901311326,
            "calibration": 72.38971679695737,
            "p50_s": 0.2440943792462349,
            "p95_s": 1.0567090064287186,
            "cost_usd_per_1000": 0.039083211099761664,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 72.38971679695737,
              "speed": 85.88486811982104,
              "cost": 52.24029284786863
            },
            "jevbench_score": 71.61037831303452
          },
          "heldout": {
            "n": 303,
            "escalation": 0.35313531353135313,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.952054794520548,
              "hard": 0.7247706422018348
            },
            "accuracy": 0.8646864686468647,
            "ece_hard": 0.10360148153424434,
            "calibration": 79.64685184657557,
            "p50_s": 0.24838463217020035,
            "p95_s": 1.008035872876644,
            "cost_usd_per_1000": 0.04004638091000111,
            "axes": {
              "intelligence": 85.73398684596373,
              "calibration": 79.64685184657557,
              "speed": 86.0139929035959,
              "cost": 51.923101782025554
            },
            "jevbench_score": 74.3126661368054
          }
        },
        {
          "threshold": 1.0,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 0.9088969975709915,
            "p95_s": 1.1663119532167912,
            "cost_usd_per_1000": 0.06586549063670412,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 78.2177967967968,
              "speed": 79.7467060459708,
              "cost": 45.44026206212592
            },
            "jevbench_score": 69.2135260302178
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08064220183486236,
            "calibration": 81.94277981651376,
            "p50_s": 0.9065034464001656,
            "p95_s": 1.0630968414247035,
            "cost_usd_per_1000": 0.06586549063670412,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.94277981651376,
              "speed": 80.16057712621512,
              "cost": 45.44026206212592
            },
            "jevbench_score": 70.91206183879923
          }
        }
      ]
    },
    {
      "cheap": "system-one-open",
      "backend": "semif-qwen3.5-4b",
      "chosen": {
        "threshold": 0.99,
        "public": {
          "n": 231,
          "escalation": 0.7316017316017316,
          "tiers": {
            "easy": 1.0,
            "standard": 0.8194444444444444,
            "hard": 0.5945945945945946
          },
          "accuracy": 0.7489177489177489,
          "ece_hard": 0.14632171565234448,
          "calibration": 70.52700185648575,
          "p50_s": 1.8318715035915374,
          "p95_s": 3.197047398984432,
          "cost_usd_per_1000": 0.03130144948684274,
          "axes": {
            "intelligence": 76.0865031698365,
            "calibration": 70.52700185648575,
            "speed": 72.32355918024906,
            "cost": 55.13306652897859
          },
          "jevbench_score": 68.01250120356407
        },
        "heldout": {
          "n": 303,
          "escalation": 0.8547854785478548,
          "tiers": {
            "easy": 1.0,
            "standard": 0.7916666666666666,
            "judge": 0.952054794520548,
            "hard": 0.5504587155963303
          },
          "accuracy": 0.7986798679867987,
          "ece_hard": 0.19046608330777925,
          "calibration": 65.15723100745228,
          "p50_s": 1.8709805101156234,
          "p95_s": 3.0801832318305964,
          "cost_usd_per_1000": 0.034066260244001924,
          "axes": {
            "intelligence": 79.33796238113192,
            "calibration": 65.15723100745228,
            "speed": 72.39354184212674,
            "cost": 54.03026620535524
          },
          "jevbench_score": 67.0571588153839
        }
      },
      "full": {
        "tiers": {
          "easy": 1.0,
          "standard": 0.8125,
          "judge": 0.952054794520548,
          "hard": 0.5727272727272728
        },
        "accuracy": 0.7771535580524345,
        "ece_hard": 0.1543920308464603,
        "calibration": 69.24230329532918,
        "p50_s": 1.8587638452649116,
        "p95_s": 3.1388589933514592,
        "cost_usd_per_1000": 0.032870246601860026,
        "axes": {
          "intelligence": 80.58935242839354,
          "calibration": 69.24230329532918,
          "speed": 72.34003977183498,
          "cost": 54.49591113119414
        },
        "jevbench_score": 68.48539395025396
      },
      "full_escalation": 0.8014981273408239,
      "backend_heldout_accuracy": 0.7986798679867987,
      "useful": false,
      "curve": [
        {
          "threshold": 0.0,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.01,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.02,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.03,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.04,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.05,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.06,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.07,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.08,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.09,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.1,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.11,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.12,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.13,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.14,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.15,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.16,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.17,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.18,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.19,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.2,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.21,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.22,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.23,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.24,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.30645345813656805,
            "calibration": 50.97493237454572,
            "p50_s": 1.29877570271492,
            "p95_s": 2.1450010761618614,
            "cost_usd_per_1000": 0.014978099129335084,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.97493237454572,
              "speed": 75.5503833027139,
              "cost": 64.73629898365505
            },
            "jevbench_score": 64.32477169052788
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.25,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.30645345813656805,
            "calibration": 50.97493237454572,
            "p50_s": 1.29877570271492,
            "p95_s": 2.1450010761618614,
            "cost_usd_per_1000": 0.014978099129335084,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.97493237454572,
              "speed": 75.5503833027139,
              "cost": 64.73629898365505
            },
            "jevbench_score": 64.32477169052788
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.26,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.30645345813656805,
            "calibration": 50.97493237454572,
            "p50_s": 1.29877570271492,
            "p95_s": 2.1450010761618614,
            "cost_usd_per_1000": 0.014978099129335084,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.97493237454572,
              "speed": 75.5503833027139,
              "cost": 64.73629898365505
            },
            "jevbench_score": 64.32477169052788
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2811976969300108,
            "calibration": 55.074985528138555,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9764527156949037,
            "cost_usd_per_1000": 0.014955010939296175,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.074985528138555,
              "speed": 75.85853603522497,
              "cost": 64.75639794864043
            },
            "jevbench_score": 67.06023696938036
          }
        },
        {
          "threshold": 0.27,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.30645345813656805,
            "calibration": 50.97493237454572,
            "p50_s": 1.29877570271492,
            "p95_s": 2.1450010761618614,
            "cost_usd_per_1000": 0.014978099129335084,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.97493237454572,
              "speed": 75.5503833027139,
              "cost": 64.73629898365505
            },
            "jevbench_score": 64.32477169052788
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2811976969300108,
            "calibration": 55.074985528138555,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9764527156949037,
            "cost_usd_per_1000": 0.014955010939296175,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.074985528138555,
              "speed": 75.85853603522497,
              "cost": 64.75639794864043
            },
            "jevbench_score": 67.06023696938036
          }
        },
        {
          "threshold": 0.28,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.30645345813656805,
            "calibration": 50.97493237454572,
            "p50_s": 1.29877570271492,
            "p95_s": 2.1450010761618614,
            "cost_usd_per_1000": 0.014978099129335084,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.97493237454572,
              "speed": 75.5503833027139,
              "cost": 64.73629898365505
            },
            "jevbench_score": 64.32477169052788
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2811976969300108,
            "calibration": 55.074985528138555,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9764527156949037,
            "cost_usd_per_1000": 0.014955010939296175,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.074985528138555,
              "speed": 75.85853603522497,
              "cost": 64.75639794864043
            },
            "jevbench_score": 67.06023696938036
          }
        },
        {
          "threshold": 0.29,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.30645345813656805,
            "calibration": 50.97493237454572,
            "p50_s": 1.29877570271492,
            "p95_s": 2.1450010761618614,
            "cost_usd_per_1000": 0.014978099129335084,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.97493237454572,
              "speed": 75.5503833027139,
              "cost": 64.73629898365505
            },
            "jevbench_score": 64.32477169052788
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2811976969300108,
            "calibration": 55.074985528138555,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9764527156949037,
            "cost_usd_per_1000": 0.014955010939296175,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.074985528138555,
              "speed": 75.85853603522497,
              "cost": 64.75639794864043
            },
            "jevbench_score": 67.06023696938036
          }
        },
        {
          "threshold": 0.3,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.30645345813656805,
            "calibration": 50.97493237454572,
            "p50_s": 1.29877570271492,
            "p95_s": 2.1450010761618614,
            "cost_usd_per_1000": 0.014978099129335084,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.97493237454572,
              "speed": 75.5503833027139,
              "cost": 64.73629898365505
            },
            "jevbench_score": 64.32477169052788
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2811976969300108,
            "calibration": 55.074985528138555,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9764527156949037,
            "cost_usd_per_1000": 0.014955010939296175,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.074985528138555,
              "speed": 75.85853603522497,
              "cost": 64.75639794864043
            },
            "jevbench_score": 67.06023696938036
          }
        },
        {
          "threshold": 0.31,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.30645345813656805,
            "calibration": 50.97493237454572,
            "p50_s": 1.29877570271492,
            "p95_s": 2.1450010761618614,
            "cost_usd_per_1000": 0.014978099129335084,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.97493237454572,
              "speed": 75.5503833027139,
              "cost": 64.73629898365505
            },
            "jevbench_score": 64.32477169052788
          },
          "heldout": {
            "n": 303,
            "escalation": 0.006600660066006601,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.28533328294100435,
            "calibration": 54.6614269270392,
            "p50_s": 1.3150212317705154,
            "p95_s": 1.9764527156949037,
            "cost_usd_per_1000": 0.015029085549004338,
            "axes": {
              "intelligence": 75.0265384776507,
              "calibration": 54.6614269270392,
              "speed": 75.8518080636569,
              "cost": 64.69202330315773
            },
            "jevbench_score": 66.9773771624812
          }
        },
        {
          "threshold": 0.32,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.30645345813656805,
            "calibration": 50.97493237454572,
            "p50_s": 1.29877570271492,
            "p95_s": 2.1450010761618614,
            "cost_usd_per_1000": 0.014978099129335084,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.97493237454572,
              "speed": 75.5503833027139,
              "cost": 64.73629898365505
            },
            "jevbench_score": 64.32477169052788
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0165016501650165,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7392739273927392,
            "ece_hard": 0.2788366223090667,
            "calibration": 55.311092990232964,
            "p50_s": 1.315921351313591,
            "p95_s": 1.9786796250939367,
            "cost_usd_per_1000": 0.015251309378128823,
            "axes": {
              "intelligence": 75.30176783544887,
              "calibration": 55.311092990232964,
              "speed": 75.8439458466255,
              "cost": 64.50078607059487
            },
            "jevbench_score": 67.18554351979924
          }
        },
        {
          "threshold": 0.33,
          "public": {
            "n": 231,
            "escalation": 0.012987012987012988,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.30379371553240264,
            "calibration": 51.24090663496226,
            "p50_s": 1.29877570271492,
            "p95_s": 2.182773359119892,
            "cost_usd_per_1000": 0.015172424728829223,
            "axes": {
              "intelligence": 68.29537871204539,
              "calibration": 51.24090663496226,
              "speed": 75.47457200127542,
              "cost": 64.56835025167493
            },
            "jevbench_score": 64.26242618335999
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0165016501650165,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7392739273927392,
            "ece_hard": 0.2788366223090667,
            "calibration": 55.311092990232964,
            "p50_s": 1.315921351313591,
            "p95_s": 1.9786796250939367,
            "cost_usd_per_1000": 0.015251309378128823,
            "axes": {
              "intelligence": 75.30176783544887,
              "calibration": 55.311092990232964,
              "speed": 75.8439458466255,
              "cost": 64.50078607059487
            },
            "jevbench_score": 67.18554351979924
          }
        },
        {
          "threshold": 0.34,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.2927329068587152,
            "calibration": 52.346987502331004,
            "p50_s": 1.29877570271492,
            "p95_s": 2.194945380091667,
            "cost_usd_per_1000": 0.015269587528576292,
            "axes": {
              "intelligence": 68.29537871204539,
              "calibration": 52.346987502331004,
              "speed": 75.45042127127616,
              "cost": 64.48518082638728
            },
            "jevbench_score": 64.58046244478156
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.28875836087364554,
            "calibration": 54.31891913377508,
            "p50_s": 1.31616772711277,
            "p95_s": 1.9786796250939367,
            "cost_usd_per_1000": 0.015325383987836986,
            "axes": {
              "intelligence": 75.0265384776507,
              "calibration": 54.31891913377508,
              "speed": 75.84313280689028,
              "cost": 64.43765905395784
            },
            "jevbench_score": 66.8044683244841
          }
        },
        {
          "threshold": 0.35,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.2927329068587152,
            "calibration": 52.346987502331004,
            "p50_s": 1.29877570271492,
            "p95_s": 2.194945380091667,
            "cost_usd_per_1000": 0.015269587528576292,
            "axes": {
              "intelligence": 68.29537871204539,
              "calibration": 52.346987502331004,
              "speed": 75.45042127127616,
              "cost": 64.48518082638728
            },
            "jevbench_score": 64.58046244478156
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.28875836087364554,
            "calibration": 54.31891913377508,
            "p50_s": 1.31616772711277,
            "p95_s": 1.9786796250939367,
            "cost_usd_per_1000": 0.015325383987836986,
            "axes": {
              "intelligence": 75.0265384776507,
              "calibration": 54.31891913377508,
              "speed": 75.84313280689028,
              "cost": 64.43765905395784
            },
            "jevbench_score": 66.8044683244841
          }
        },
        {
          "threshold": 0.36,
          "public": {
            "n": 231,
            "escalation": 0.021645021645021644,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.30360415765844373,
            "calibration": 51.259862422358154,
            "p50_s": 1.29877570271492,
            "p95_s": 2.194945380091667,
            "cost_usd_per_1000": 0.015366750328323362,
            "axes": {
              "intelligence": 68.29537871204539,
              "calibration": 51.259862422358154,
              "speed": 75.45042127127616,
              "cost": 64.40253894643568
            },
            "jevbench_score": 64.22193001117387
          },
          "heldout": {
            "n": 303,
            "escalation": 0.026402640264026403,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.2861687449463405,
            "calibration": 54.57788072650559,
            "p50_s": 1.3169443011283875,
            "p95_s": 1.9786796250939367,
            "cost_usd_per_1000": 0.01547353320725331,
            "axes": {
              "intelligence": 75.0265384776507,
              "calibration": 54.57788072650559,
              "speed": 75.84057110943166,
              "cost": 64.31231526152177
            },
            "jevbench_score": 66.85083393124116
          }
        },
        {
          "threshold": 0.37,
          "public": {
            "n": 231,
            "escalation": 0.030303030303030304,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.3027281828654965,
            "calibration": 51.347459901652876,
            "p50_s": 1.2999516874551773,
            "p95_s": 2.194945380091667,
            "cost_usd_per_1000": 0.0155610759278175,
            "axes": {
              "intelligence": 67.92000333667002,
              "calibration": 51.347459901652876,
              "speed": 75.44649070341212,
              "cost": 64.23881134630315
            },
            "jevbench_score": 64.11923036683245
          },
          "heldout": {
            "n": 303,
            "escalation": 0.033003300330033,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7392739273927392,
            "ece_hard": 0.2864496580803158,
            "calibration": 54.54978941310806,
            "p50_s": 1.3169443011283875,
            "p95_s": 1.9910572722554205,
            "cost_usd_per_1000": 0.015621682426669631,
            "axes": {
              "intelligence": 75.21831929956852,
              "calibration": 54.54978941310806,
              "speed": 75.81348840133028,
              "cost": 64.1881658565178
            },
            "jevbench_score": 66.84663305006384
          }
        },
        {
          "threshold": 0.38,
          "public": {
            "n": 231,
            "escalation": 0.03463203463203463,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.313825519804187,
            "calibration": 50.23772620778382,
            "p50_s": 1.3007893413305283,
            "p95_s": 2.194945380091667,
            "cost_usd_per_1000": 0.01565823872756457,
            "axes": {
              "intelligence": 67.54462796129464,
              "calibration": 50.23772620778382,
              "speed": 75.44369312791835,
              "cost": 64.15771269730325
            },
            "jevbench_score": 63.66095513135597
          },
          "heldout": {
            "n": 303,
            "escalation": 0.036303630363036306,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7392739273927392,
            "ece_hard": 0.2878520630839997,
            "calibration": 54.409548912739666,
            "p50_s": 1.3169443011283875,
            "p95_s": 2.017643444240093,
            "cost_usd_per_1000": 0.015695757036377794,
            "axes": {
              "intelligence": 75.21831929956852,
              "calibration": 54.409548912739666,
              "speed": 75.75588172078325,
              "cost": 64.1265319781614
            },
            "jevbench_score": 66.77489523863359
          }
        },
        {
          "threshold": 0.39,
          "public": {
            "n": 231,
            "escalation": 0.03896103896103896,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.31772654222384566,
            "calibration": 49.84762396581796,
            "p50_s": 1.3007893413305283,
            "p95_s": 2.2221655368804933,
            "cost_usd_per_1000": 0.015755401527311638,
            "axes": {
              "intelligence": 67.54462796129464,
              "calibration": 49.84762396581796,
              "speed": 75.39016622420591,
              "cost": 64.07711572987488
            },
            "jevbench_score": 63.50577683814492
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7425742574257426,
            "ece_hard": 0.27960700182147996,
            "calibration": 55.23405503899164,
            "p50_s": 1.3177975565195084,
            "p95_s": 2.017643444240093,
            "cost_usd_per_1000": 0.015843906255794116,
            "axes": {
              "intelligence": 75.49354865736669,
              "calibration": 55.23405503899164,
              "speed": 75.75306881431277,
              "cost": 64.00413207597434
            },
            "jevbench_score": 67.05501332389426
          }
        },
        {
          "threshold": 0.4,
          "public": {
            "n": 231,
            "escalation": 0.04329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.3169847735018237,
            "calibration": 49.92180083802016,
            "p50_s": 1.3007893413305283,
            "p95_s": 2.2221655368804933,
            "cost_usd_per_1000": 0.01585256432705871,
            "axes": {
              "intelligence": 67.54462796129464,
              "calibration": 49.92180083802016,
              "speed": 75.39016622420591,
              "cost": 63.99701427528831
            },
            "jevbench_score": 63.50952546181638
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7425742574257426,
            "ece_hard": 0.27960700182147996,
            "calibration": 55.23405503899164,
            "p50_s": 1.3177975565195084,
            "p95_s": 2.017643444240093,
            "cost_usd_per_1000": 0.015843906255794116,
            "axes": {
              "intelligence": 75.49354865736669,
              "calibration": 55.23405503899164,
              "speed": 75.75306881431277,
              "cost": 64.00413207597434
            },
            "jevbench_score": 67.05501332389426
          }
        },
        {
          "threshold": 0.41,
          "public": {
            "n": 231,
            "escalation": 0.04329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.3169847735018237,
            "calibration": 49.92180083802016,
            "p50_s": 1.3007893413305283,
            "p95_s": 2.2221655368804933,
            "cost_usd_per_1000": 0.01585256432705871,
            "axes": {
              "intelligence": 67.54462796129464,
              "calibration": 49.92180083802016,
              "speed": 75.39016622420591,
              "cost": 63.99701427528831
            },
            "jevbench_score": 63.50952546181638
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7425742574257426,
            "ece_hard": 0.27960700182147996,
            "calibration": 55.23405503899164,
            "p50_s": 1.3177975565195084,
            "p95_s": 2.017643444240093,
            "cost_usd_per_1000": 0.015843906255794116,
            "axes": {
              "intelligence": 75.49354865736669,
              "calibration": 55.23405503899164,
              "speed": 75.75306881431277,
              "cost": 64.00413207597434
            },
            "jevbench_score": 67.05501332389426
          }
        },
        {
          "threshold": 0.42,
          "public": {
            "n": 231,
            "escalation": 0.047619047619047616,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.3167292798257121,
            "calibration": 49.94735020563132,
            "p50_s": 1.3007893413305283,
            "p95_s": 2.2221655368804933,
            "cost_usd_per_1000": 0.015949727126805778,
            "axes": {
              "intelligence": 67.54462796129464,
              "calibration": 49.94735020563132,
              "speed": 75.39016622420591,
              "cost": 63.91740227789598
            },
            "jevbench_score": 63.49788661313886
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7425742574257426,
            "ece_hard": 0.27960700182147996,
            "calibration": 55.23405503899164,
            "p50_s": 1.3177975565195084,
            "p95_s": 2.017643444240093,
            "cost_usd_per_1000": 0.015843906255794116,
            "axes": {
              "intelligence": 75.49354865736669,
              "calibration": 55.23405503899164,
              "speed": 75.75306881431277,
              "cost": 64.00413207597434
            },
            "jevbench_score": 67.05501332389426
          }
        },
        {
          "threshold": 0.43,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.3196440103518768,
            "calibration": 49.65587715301485,
            "p50_s": 1.3012879490852356,
            "p95_s": 2.2221655368804933,
            "cost_usd_per_1000": 0.016046889926552847,
            "axes": {
              "intelligence": 67.54462796129464,
              "calibration": 49.65587715301485,
              "speed": 75.38850184167623,
              "cost": 63.8382737923853
            },
            "jevbench_score": 63.385063528896175
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7425742574257426,
            "ece_hard": 0.27960700182147996,
            "calibration": 55.23405503899164,
            "p50_s": 1.3177975565195084,
            "p95_s": 2.017643444240093,
            "cost_usd_per_1000": 0.015843906255794116,
            "axes": {
              "intelligence": 75.49354865736669,
              "calibration": 55.23405503899164,
              "speed": 75.75306881431277,
              "cost": 64.00413207597434
            },
            "jevbench_score": 67.05501332389426
          }
        },
        {
          "threshold": 0.44,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.3196440103518768,
            "calibration": 49.65587715301485,
            "p50_s": 1.3012879490852356,
            "p95_s": 2.2221655368804933,
            "cost_usd_per_1000": 0.016046889926552847,
            "axes": {
              "intelligence": 67.54462796129464,
              "calibration": 49.65587715301485,
              "speed": 75.38850184167623,
              "cost": 63.8382737923853
            },
            "jevbench_score": 63.385063528896175
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7425742574257426,
            "ece_hard": 0.27960700182147996,
            "calibration": 55.23405503899164,
            "p50_s": 1.3177975565195084,
            "p95_s": 2.017643444240093,
            "cost_usd_per_1000": 0.015843906255794116,
            "axes": {
              "intelligence": 75.49354865736669,
              "calibration": 55.23405503899164,
              "speed": 75.75306881431277,
              "cost": 64.00413207597434
            },
            "jevbench_score": 67.05501332389426
          }
        },
        {
          "threshold": 0.45,
          "public": {
            "n": 231,
            "escalation": 0.05627705627705628,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.3218349479775235,
            "calibration": 49.436783390450174,
            "p50_s": 1.3016724586486816,
            "p95_s": 2.2221655368804933,
            "cost_usd_per_1000": 0.016144052726299915,
            "axes": {
              "intelligence": 67.54462796129464,
              "calibration": 49.436783390450174,
              "speed": 75.3872187612086,
              "cost": 63.75962298111439
            },
            "jevbench_score": 63.29525010694326
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7425742574257426,
            "ece_hard": 0.27960700182147996,
            "calibration": 55.23405503899164,
            "p50_s": 1.3177975565195084,
            "p95_s": 2.0295264974236487,
            "cost_usd_per_1000": 0.01591798086550228,
            "axes": {
              "intelligence": 75.49354865736669,
              "calibration": 55.23405503899164,
              "speed": 75.72756576240067,
              "cost": 63.94336065055826
            },
            "jevbench_score": 67.03344753718655
          }
        },
        {
          "threshold": 0.46,
          "public": {
            "n": 231,
            "escalation": 0.06060606060606061,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.3218349479775235,
            "calibration": 49.436783390450174,
            "p50_s": 1.3016724586486816,
            "p95_s": 2.2221655368804933,
            "cost_usd_per_1000": 0.016241215526046987,
            "axes": {
              "intelligence": 67.54462796129464,
              "calibration": 49.436783390450174,
              "speed": 75.3872187612086,
              "cost": 63.68144411152775
            },
            "jevbench_score": 63.275838809542655
          },
          "heldout": {
            "n": 303,
            "escalation": 0.04950495049504951,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7425742574257426,
            "ece_hard": 0.2827333069315693,
            "calibration": 54.92142452798271,
            "p50_s": 1.3177975565195084,
            "p95_s": 2.031159219145775,
            "cost_usd_per_1000": 0.015992055475210442,
            "axes": {
              "intelligence": 75.49354865736669,
              "calibration": 54.92142452798271,
              "speed": 75.72407333712027,
              "cost": 63.882871370595154
            },
            "jevbench_score": 66.92178361060901
          }
        },
        {
          "threshold": 0.47,
          "public": {
            "n": 231,
            "escalation": 0.06493506493506493,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.32410679062054354,
            "calibration": 49.20959912614818,
            "p50_s": 1.3016724586486816,
            "p95_s": 2.266099748015404,
            "cost_usd_per_1000": 0.016338378325794056,
            "axes": {
              "intelligence": 67.54462796129464,
              "calibration": 49.20959912614818,
              "speed": 75.30219261545537,
              "cost": 63.603731553649055
            },
            "jevbench_score": 63.165903827456624
          },
          "heldout": {
            "n": 303,
            "escalation": 0.04950495049504951,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7425742574257426,
            "ece_hard": 0.2827333069315693,
            "calibration": 54.92142452798271,
            "p50_s": 1.3177975565195084,
            "p95_s": 2.031159219145775,
            "cost_usd_per_1000": 0.015992055475210442,
            "axes": {
              "intelligence": 75.49354865736669,
              "calibration": 54.92142452798271,
              "speed": 75.72407333712027,
              "cost": 63.882871370595154
            },
            "jevbench_score": 66.92178361060901
          }
        },
        {
          "threshold": 0.48,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.32546376381592856,
            "calibration": 49.07390180660967,
            "p50_s": 1.302245020866394,
            "p95_s": 2.392199069261551,
            "cost_usd_per_1000": 0.016727029524782333,
            "axes": {
              "intelligence": 67.92000333667002,
              "calibration": 49.07390180660967,
              "speed": 75.06509977342857,
              "cost": 63.297435295701106
            },
            "jevbench_score": 63.08383933124672
          },
          "heldout": {
            "n": 303,
            "escalation": 0.056105610561056105,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7392739273927392,
            "ece_hard": 0.2966592030544505,
            "calibration": 52.09426753948565,
            "p50_s": 1.3178558647632599,
            "p95_s": 2.0585774815082543,
            "cost_usd_per_1000": 0.016140204694626764,
            "axes": {
              "intelligence": 75.21831929956852,
              "calibration": 52.09426753948565,
              "speed": 75.66564868594944,
              "cost": 63.76272885201852
            },
            "jevbench_score": 65.93937160635697
          }
        },
        {
          "threshold": 0.49,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.32546376381592856,
            "calibration": 49.07390180660967,
            "p50_s": 1.302245020866394,
            "p95_s": 2.392199069261551,
            "cost_usd_per_1000": 0.016727029524782333,
            "axes": {
              "intelligence": 67.92000333667002,
              "calibration": 49.07390180660967,
              "speed": 75.06509977342857,
              "cost": 63.297435295701106
            },
            "jevbench_score": 63.08383933124672
          },
          "heldout": {
            "n": 303,
            "escalation": 0.066006600660066,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8972602739726028,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7458745874587459,
            "ece_hard": 0.29116770428846195,
            "calibration": 53.835908194968866,
            "p50_s": 1.3178558647632599,
            "p95_s": 2.101194783151149,
            "cost_usd_per_1000": 0.01636242852375125,
            "axes": {
              "intelligence": 75.60188094340413,
              "calibration": 53.835908194968866,
              "speed": 75.57665772508459,
              "cost": 63.58456712716973
            },
            "jevbench_score": 66.50219979747693
          }
        },
        {
          "threshold": 0.5,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.32546376381592856,
            "calibration": 49.07390180660967,
            "p50_s": 1.302245020866394,
            "p95_s": 2.392199069261551,
            "cost_usd_per_1000": 0.016727029524782333,
            "axes": {
              "intelligence": 67.92000333667002,
              "calibration": 49.07390180660967,
              "speed": 75.06509977342857,
              "cost": 63.297435295701106
            },
            "jevbench_score": 63.08383933124672
          },
          "heldout": {
            "n": 303,
            "escalation": 0.06930693069306931,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8972602739726028,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7458745874587459,
            "ece_hard": 0.28992327508656623,
            "calibration": 54.42624323298269,
            "p50_s": 1.3183358311653137,
            "p95_s": 2.101194783151149,
            "cost_usd_per_1000": 0.016436503133459412,
            "axes": {
              "intelligence": 75.60188094340413,
              "calibration": 54.42624323298269,
              "speed": 75.57507630168101,
              "cost": 63.525717193987816
            },
            "jevbench_score": 66.66797786024422
          }
        },
        {
          "threshold": 0.51,
          "public": {
            "n": 231,
            "escalation": 0.09090909090909091,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.3269175929594109,
            "calibration": 48.92851889226144,
            "p50_s": 1.3028961420059204,
            "p95_s": 2.654650327563286,
            "cost_usd_per_1000": 0.01692135512427647,
            "axes": {
              "intelligence": 67.92000333667002,
              "calibration": 48.92851889226144,
              "speed": 74.6108287829623,
              "cost": 63.146945800205266
            },
            "jevbench_score": 62.90403373740786
          },
          "heldout": {
            "n": 303,
            "escalation": 0.07920792079207921,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8904109589041096,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7458745874587459,
            "ece_hard": 0.28357748391858517,
            "calibration": 55.06082234978079,
            "p50_s": 1.3189159780740738,
            "p95_s": 2.101194783151149,
            "cost_usd_per_1000": 0.016658726962583897,
            "axes": {
              "intelligence": 75.6853294792845,
              "calibration": 55.06082234978079,
              "speed": 75.57316556563109,
              "cost": 63.350745695769085
            },
            "jevbench_score": 66.83338164374287
          }
        },
        {
          "threshold": 0.52,
          "public": {
            "n": 231,
            "escalation": 0.1038961038961039,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.31935238363635715,
            "calibration": 49.685039824566815,
            "p50_s": 1.304066225886345,
            "p95_s": 2.654650327563286,
            "cost_usd_per_1000": 0.01721284352351768,
            "axes": {
              "intelligence": 68.29537871204539,
              "calibration": 49.685039824566815,
              "speed": 74.60693029165292,
              "cost": 62.92442137785992
            },
            "jevbench_score": 63.17624954444758
          },
          "heldout": {
            "n": 303,
            "escalation": 0.08250825082508251,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8904109589041096,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7458745874587459,
            "ece_hard": 0.28357748391858517,
            "calibration": 55.06082234978079,
            "p50_s": 1.319311037659645,
            "p95_s": 2.101194783151149,
            "cost_usd_per_1000": 0.01673280157229206,
            "axes": {
              "intelligence": 75.6853294792845,
              "calibration": 55.06082234978079,
              "speed": 75.57186490273668,
              "cost": 63.29294017126306
            },
            "jevbench_score": 66.81784309704518
          }
        },
        {
          "threshold": 0.53,
          "public": {
            "n": 231,
            "escalation": 0.11255411255411256,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3193572315132022,
            "calibration": 49.6845550368823,
            "p50_s": 1.3058469742536545,
            "p95_s": 2.654650327563286,
            "cost_usd_per_1000": 0.01740716912301182,
            "axes": {
              "intelligence": 68.8355021688355,
              "calibration": 49.6845550368823,
              "speed": 74.60100389295468,
              "cost": 62.778155535438955
            },
            "jevbench_score": 63.26256234272619
          },
          "heldout": {
            "n": 303,
            "escalation": 0.09570957095709572,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8972602739726028,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7458745874587459,
            "ece_hard": 0.29565738128231167,
            "calibration": 53.85283261340815,
            "p50_s": 1.322104200720787,
            "p95_s": 2.1640617772936803,
            "cost_usd_per_1000": 0.017029100011124707,
            "axes": {
              "intelligence": 75.60188094340413,
              "calibration": 53.85283261340815,
              "speed": 75.4346466050429,
              "cost": 63.06424911754702
            },
            "jevbench_score": 66.33974692411225
          }
        },
        {
          "threshold": 0.54,
          "public": {
            "n": 231,
            "escalation": 0.11688311688311688,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.3193572315132022,
            "calibration": 49.6845550368823,
            "p50_s": 1.307793453335762,
            "p95_s": 2.654650327563286,
            "cost_usd_per_1000": 0.017504331922758888,
            "axes": {
              "intelligence": 68.29537871204539,
              "calibration": 49.6845550368823,
              "speed": 74.59453517390777,
              "cost": 62.70563380111768
            },
            "jevbench_score": 63.118486145896014
          },
          "heldout": {
            "n": 303,
            "escalation": 0.11221122112211221,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9041095890410958,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7425742574257426,
            "ece_hard": 0.31663032840420097,
            "calibration": 51.75553790121921,
            "p50_s": 1.323771134018898,
            "p95_s": 2.195301335453987,
            "cost_usd_per_1000": 0.017399473059665514,
            "axes": {
              "intelligence": 75.24320304972562,
              "calibration": 51.75553790121921,
              "speed": 75.3669295172276,
              "cost": 62.78391712177171
            },
            "jevbench_score": 65.5184075160408
          }
        },
        {
          "threshold": 0.55,
          "public": {
            "n": 231,
            "escalation": 0.12987012987012986,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.31414596930891053,
            "calibration": 50.20568125731147,
            "p50_s": 1.3082244992256165,
            "p95_s": 2.9144957825541495,
            "cost_usd_per_1000": 0.017795820322000097,
            "axes": {
              "intelligence": 69.21087754421087,
              "calibration": 50.20568125731147,
              "speed": 74.18754290853735,
              "cost": 62.49045963451314
            },
            "jevbench_score": 63.35311619805061
          },
          "heldout": {
            "n": 303,
            "escalation": 0.13861386138613863,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9178082191780822,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7524752475247525,
            "ece_hard": 0.30766115416919065,
            "calibration": 52.65245532472025,
            "p50_s": 1.3345372080802917,
            "p95_s": 2.227775090932845,
            "cost_usd_per_1000": 0.01799206993733081,
            "axes": {
              "intelligence": 75.9019940513594,
              "calibration": 52.65245532472025,
              "speed": 75.267979694634,
              "cost": 62.347566082434255
            },
            "jevbench_score": 65.80750027954805
          }
        },
        {
          "threshold": 0.56,
          "public": {
            "n": 231,
            "escalation": 0.13852813852813853,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.6796536796536796,
            "ece_hard": 0.3122963694936664,
            "calibration": 50.39064123883588,
            "p50_s": 1.309425413608551,
            "p95_s": 2.9144957825541495,
            "cost_usd_per_1000": 0.017990145921494234,
            "axes": {
              "intelligence": 69.58625291958626,
              "calibration": 50.39064123883588,
              "speed": 74.1835580324561,
              "cost": 62.34895941985127
            },
            "jevbench_score": 63.46036290064948
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1551155115511551,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9178082191780822,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7524752475247525,
            "ece_hard": 0.31401223874589945,
            "calibration": 52.01734686704937,
            "p50_s": 1.336438462138176,
            "p95_s": 2.2960563117265695,
            "cost_usd_per_1000": 0.01836244298587162,
            "axes": {
              "intelligence": 75.9019940513594,
              "calibration": 52.01734686704937,
              "speed": 75.13068498933522,
              "cost": 62.08208618962685
            },
            "jevbench_score": 65.50828932060483
          }
        },
        {
          "threshold": 0.57,
          "public": {
            "n": 231,
            "escalation": 0.14285714285714285,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.31621941444676954,
            "calibration": 49.99833674352557,
            "p50_s": 1.309425413608551,
            "p95_s": 2.981084243953228,
            "cost_usd_per_1000": 0.018087308721241303,
            "axes": {
              "intelligence": 69.96162829496163,
              "calibration": 49.99833674352557,
              "speed": 74.08544985300612,
              "cost": 62.27878145932248
            },
            "jevbench_score": 63.38290260498533
          },
          "heldout": {
            "n": 303,
            "escalation": 0.16501650165016502,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9178082191780822,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7557755775577558,
            "ece_hard": 0.3067026837648065,
            "calibration": 52.748302365158665,
            "p50_s": 1.3393714874982834,
            "p95_s": 2.2960563117265695,
            "cost_usd_per_1000": 0.018584666814996105,
            "axes": {
              "intelligence": 76.17722340915756,
              "calibration": 52.748302365158665,
              "speed": 75.12116415442314,
              "cost": 61.92535661526514
            },
            "jevbench_score": 65.75308183723872
          }
        },
        {
          "threshold": 0.58,
          "public": {
            "n": 231,
            "escalation": 0.1471861471861472,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.32479703335356686,
            "calibration": 49.140574852845845,
            "p50_s": 1.309425413608551,
            "p95_s": 2.981084243953228,
            "cost_usd_per_1000": 0.018184471520988375,
            "axes": {
              "intelligence": 69.96162829496163,
              "calibration": 49.140574852845845,
              "speed": 74.08544985300612,
              "cost": 62.20897947812458
            },
            "jevbench_score": 63.09159911493603
          },
          "heldout": {
            "n": 303,
            "escalation": 0.16501650165016502,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9178082191780822,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7557755775577558,
            "ece_hard": 0.3067026837648065,
            "calibration": 52.748302365158665,
            "p50_s": 1.3393714874982834,
            "p95_s": 2.2960563117265695,
            "cost_usd_per_1000": 0.018584666814996105,
            "axes": {
              "intelligence": 76.17722340915756,
              "calibration": 52.748302365158665,
              "speed": 75.12116415442314,
              "cost": 61.92535661526514
            },
            "jevbench_score": 65.75308183723872
          }
        },
        {
          "threshold": 0.59,
          "public": {
            "n": 231,
            "escalation": 0.15584415584415584,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.6883116883116883,
            "ece_hard": 0.32479703335356686,
            "calibration": 49.140574852845845,
            "p50_s": 1.3110789507627487,
            "p95_s": 2.981084243953228,
            "cost_usd_per_1000": 0.01837879712048251,
            "axes": {
              "intelligence": 70.50175175175175,
              "calibration": 49.140574852845845,
              "speed": 74.07996905956222,
              "cost": 62.070487488767014
            },
            "jevbench_score": 63.17663966793885
          },
          "heldout": {
            "n": 303,
            "escalation": 0.16831683168316833,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9178082191780822,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7557755775577558,
            "ece_hard": 0.30608234837337184,
            "calibration": 52.810335904302136,
            "p50_s": 1.3393714874982834,
            "p95_s": 2.2960563117265695,
            "cost_usd_per_1000": 0.018658741424704268,
            "axes": {
              "intelligence": 76.17722340915756,
              "calibration": 52.810335904302136,
              "speed": 75.12116415442314,
              "cost": 61.87352961308756
            },
            "jevbench_score": 65.75863920568746
          }
        },
        {
          "threshold": 0.6,
          "public": {
            "n": 231,
            "escalation": 0.17316017316017315,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.6796536796536796,
            "ece_hard": 0.3188171835131318,
            "calibration": 49.760944906544346,
            "p50_s": 1.3143753111362457,
            "p95_s": 2.9984570384025573,
            "cost_usd_per_1000": 0.01876744831947079,
            "axes": {
              "intelligence": 69.751001001001,
              "calibration": 49.760944906544346,
              "speed": 74.0438277647452,
              "cost": 61.797843141720584
            },
            "jevbench_score": 63.12847681913774
          },
          "heldout": {
            "n": 303,
            "escalation": 0.17491749174917492,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9178082191780822,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7557755775577558,
            "ece_hard": 0.30722705757164526,
            "calibration": 52.69586498447479,
            "p50_s": 1.3393714874982834,
            "p95_s": 2.2960563117265695,
            "cost_usd_per_1000": 0.01880689064412059,
            "axes": {
              "intelligence": 76.17722340915756,
              "calibration": 52.69586498447479,
              "speed": 75.12116415442314,
              "cost": 61.77049002140545
            },
            "jevbench_score": 65.69559618713718
          }
        },
        {
          "threshold": 0.61,
          "public": {
            "n": 231,
            "escalation": 0.17316017316017315,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.6796536796536796,
            "ece_hard": 0.3188171835131318,
            "calibration": 49.760944906544346,
            "p50_s": 1.3143753111362457,
            "p95_s": 2.9984570384025573,
            "cost_usd_per_1000": 0.01876744831947079,
            "axes": {
              "intelligence": 69.751001001001,
              "calibration": 49.760944906544346,
              "speed": 74.0438277647452,
              "cost": 61.797843141720584
            },
            "jevbench_score": 63.12847681913774
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1848184818481848,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7623762376237624,
            "ece_hard": 0.30722705757164526,
            "calibration": 52.69586498447479,
            "p50_s": 1.3393714874982834,
            "p95_s": 2.325209452807903,
            "cost_usd_per_1000": 0.019029114473245075,
            "axes": {
              "intelligence": 76.56078505299317,
              "calibration": 52.69586498447479,
              "speed": 75.06636870699569,
              "cost": 61.617442638827185
            },
            "jevbench_score": 65.72536372962193
          }
        },
        {
          "threshold": 0.62,
          "public": {
            "n": 231,
            "escalation": 0.1774891774891775,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.3101621336360815,
            "calibration": 51.65765512025798,
            "p50_s": 1.3143753111362457,
            "p95_s": 2.9984570384025573,
            "cost_usd_per_1000": 0.01886461111921786,
            "axes": {
              "intelligence": 70.12637637637638,
              "calibration": 51.65765512025798,
              "speed": 74.0438277647452,
              "cost": 61.730564291443585
            },
            "jevbench_score": 63.78980857828201
          },
          "heldout": {
            "n": 303,
            "escalation": 0.19471947194719472,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.768976897689769,
            "ece_hard": 0.29327442618052224,
            "calibration": 54.09112812358709,
            "p50_s": 1.3400312662124634,
            "p95_s": 2.3536960193514815,
            "cost_usd_per_1000": 0.01925133830236956,
            "axes": {
              "intelligence": 77.1112437685895,
              "calibration": 54.09112812358709,
              "speed": 75.01134695514986,
              "cost": 61.46617222290119
            },
            "jevbench_score": 66.22191263126443
          }
        },
        {
          "threshold": 0.63,
          "public": {
            "n": 231,
            "escalation": 0.19047619047619047,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.6883116883116883,
            "ece_hard": 0.29853690247834036,
            "calibration": 53.79119029600767,
            "p50_s": 1.3146315664052963,
            "p95_s": 2.9984570384025573,
            "cost_usd_per_1000": 0.019156099518459067,
            "axes": {
              "intelligence": 70.50175175175175,
              "calibration": 53.79119029600767,
              "speed": 74.04298113135971,
              "cost": 61.53078746219671
            },
            "jevbench_score": 64.4721061686793
          },
          "heldout": {
            "n": 303,
            "escalation": 0.20462046204620463,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9383561643835616,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.7722772277227723,
            "ece_hard": 0.29112360561834233,
            "calibration": 54.30621017980508,
            "p50_s": 1.3414461016654968,
            "p95_s": 2.3566206446290017,
            "cost_usd_per_1000": 0.019473562131494048,
            "axes": {
              "intelligence": 77.3030245905073,
              "calibration": 54.30621017980508,
              "speed": 75.00137094381684,
              "cost": 61.31663798359465
            },
            "jevbench_score": 66.28623920706795
          }
        },
        {
          "threshold": 0.64,
          "public": {
            "n": 231,
            "escalation": 0.19913419913419914,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.6883116883116883,
            "ece_hard": 0.30297932131530897,
            "calibration": 53.34694841231081,
            "p50_s": 1.3177027255296707,
            "p95_s": 2.9984570384025573,
            "cost_usd_per_1000": 0.019350425117953207,
            "axes": {
              "intelligence": 70.50175175175175,
              "calibration": 53.34694841231081,
              "speed": 74.03284725079573,
              "cost": 61.39928468004488
            },
            "jevbench_score": 64.30197516886007
          },
          "heldout": {
            "n": 303,
            "escalation": 0.22112211221122113,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.7821782178217822,
            "ece_hard": 0.271759533983223,
            "calibration": 56.242617343317015,
            "p50_s": 1.3426922708749771,
            "p95_s": 2.4181795209646206,
            "cost_usd_per_1000": 0.019843935180034855,
            "axes": {
              "intelligence": 78.04526412802146,
              "calibration": 56.242617343317015,
              "speed": 74.88534972162361,
              "cost": 61.071166007530245
            },
            "jevbench_score": 66.93623612629719
          }
        },
        {
          "threshold": 0.65,
          "public": {
            "n": 231,
            "escalation": 0.20346320346320346,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.31510943115307566,
            "calibration": 52.13393742853414,
            "p50_s": 1.319142371416092,
            "p95_s": 2.9984570384025573,
            "cost_usd_per_1000": 0.019447587917700276,
            "axes": {
              "intelligence": 70.12637637637638,
              "calibration": 52.13393742853414,
              "speed": 74.02810499022672,
              "cost": 61.33402769492042
            },
            "jevbench_score": 63.83002440194463
          },
          "heldout": {
            "n": 303,
            "escalation": 0.23102310231023102,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7887788778877888,
            "ece_hard": 0.2664959485057827,
            "calibration": 56.76897589106105,
            "p50_s": 1.3426922708749771,
            "p95_s": 2.446256107985973,
            "cost_usd_per_1000": 0.02006615900915934,
            "axes": {
              "intelligence": 78.51227430773741,
              "calibration": 56.76897589106105,
              "speed": 74.83521588020507,
              "cost": 60.9260725186038
            },
            "jevbench_score": 67.14125489810263
          }
        },
        {
          "threshold": 0.66,
          "public": {
            "n": 231,
            "escalation": 0.2077922077922078,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.31341529447620553,
            "calibration": 52.30335109622115,
            "p50_s": 1.319142371416092,
            "p95_s": 3.0257777139544486,
            "cost_usd_per_1000": 0.019544750717447344,
            "axes": {
              "intelligence": 70.12637637637638,
              "calibration": 52.30335109622115,
              "speed": 73.98871309907929,
              "cost": 61.269095931514514
            },
            "jevbench_score": 63.85640498304301
          },
          "heldout": {
            "n": 303,
            "escalation": 0.24092409240924093,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7920792079207921,
            "ece_hard": 0.2593972378461735,
            "calibration": 57.76637020479299,
            "p50_s": 1.3426922708749771,
            "p95_s": 2.447237626612186,
            "cost_usd_per_1000": 0.020288382838283825,
            "axes": {
              "intelligence": 78.70405512965523,
              "calibration": 57.76637020479299,
              "speed": 74.83347369700392,
              "cost": 60.78257705977287
            },
            "jevbench_score": 67.43522343297572
          }
        },
        {
          "threshold": 0.67,
          "public": {
            "n": 231,
            "escalation": 0.2077922077922078,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.31341529447620553,
            "calibration": 52.30335109622115,
            "p50_s": 1.319142371416092,
            "p95_s": 3.0257777139544486,
            "cost_usd_per_1000": 0.019544750717447344,
            "axes": {
              "intelligence": 70.12637637637638,
              "calibration": 52.30335109622115,
              "speed": 73.98871309907929,
              "cost": 61.269095931514514
            },
            "jevbench_score": 63.85640498304301
          },
          "heldout": {
            "n": 303,
            "escalation": 0.24422442244224424,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7920792079207921,
            "ece_hard": 0.2593972378461735,
            "calibration": 57.76637020479299,
            "p50_s": 1.3426922708749771,
            "p95_s": 2.447237626612186,
            "cost_usd_per_1000": 0.020362457447991988,
            "axes": {
              "intelligence": 78.70405512965523,
              "calibration": 57.76637020479299,
              "speed": 74.83347369700392,
              "cost": 60.73509430720149
            },
            "jevbench_score": 67.42204963947876
          }
        },
        {
          "threshold": 0.68,
          "public": {
            "n": 231,
            "escalation": 0.2077922077922078,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.31341529447620553,
            "calibration": 52.30335109622115,
            "p50_s": 1.319142371416092,
            "p95_s": 3.0257777139544486,
            "cost_usd_per_1000": 0.019544750717447344,
            "axes": {
              "intelligence": 70.12637637637638,
              "calibration": 52.30335109622115,
              "speed": 73.98871309907929,
              "cost": 61.269095931514514
            },
            "jevbench_score": 63.85640498304301
          },
          "heldout": {
            "n": 303,
            "escalation": 0.25412541254125415,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.7920792079207921,
            "ece_hard": 0.27000575446797237,
            "calibration": 56.70551854261311,
            "p50_s": 1.3468152582645416,
            "p95_s": 2.4500220602750775,
            "cost_usd_per_1000": 0.020584681277116476,
            "axes": {
              "intelligence": 78.62060659377488,
              "calibration": 56.70551854261311,
              "speed": 74.81521977252524,
              "cost": 60.59367559037305
            },
            "jevbench_score": 67.04937632007214
          }
        },
        {
          "threshold": 0.69,
          "public": {
            "n": 231,
            "escalation": 0.2077922077922078,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.31341529447620553,
            "calibration": 52.30335109622115,
            "p50_s": 1.319142371416092,
            "p95_s": 3.0257777139544486,
            "cost_usd_per_1000": 0.019544750717447344,
            "axes": {
              "intelligence": 70.12637637637638,
              "calibration": 52.30335109622115,
              "speed": 73.98871309907929,
              "cost": 61.269095931514514
            },
            "jevbench_score": 63.85640498304301
          },
          "heldout": {
            "n": 303,
            "escalation": 0.26732673267326734,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.2593683266931834,
            "calibration": 59.007757798138556,
            "p50_s": 1.3563375920057297,
            "p95_s": 2.4500220602750775,
            "cost_usd_per_1000": 0.02088097971594912,
            "axes": {
              "intelligence": 78.89583595157303,
              "calibration": 59.007757798138556,
              "speed": 74.78462206433798,
              "cost": 60.407473855080774
            },
            "jevbench_score": 67.71993664058249
          }
        },
        {
          "threshold": 0.7,
          "public": {
            "n": 231,
            "escalation": 0.21212121212121213,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.31341529447620553,
            "calibration": 52.30335109622115,
            "p50_s": 1.3191694766283035,
            "p95_s": 3.0257777139544486,
            "cost_usd_per_1000": 0.019641913517194416,
            "axes": {
              "intelligence": 70.12637637637638,
              "calibration": 52.30335109622115,
              "speed": 73.98862386289514,
              "cost": 61.20448616427594
            },
            "jevbench_score": 63.8395445358421
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2706270627062706,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.2593683266931834,
            "calibration": 59.007757798138556,
            "p50_s": 1.3563375920057297,
            "p95_s": 2.596573760509487,
            "cost_usd_per_1000": 0.020955054325657283,
            "axes": {
              "intelligence": 78.89583595157303,
              "calibration": 59.007757798138556,
              "speed": 74.53231537203236,
              "cost": 60.36133626780661
            },
            "jevbench_score": 67.64982278689617
          }
        },
        {
          "threshold": 0.71,
          "public": {
            "n": 231,
            "escalation": 0.22077922077922077,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.6883116883116883,
            "ece_hard": 0.3040165086572414,
            "calibration": 53.24322967811756,
            "p50_s": 1.3192902952432632,
            "p95_s": 3.074162782728672,
            "cost_usd_per_1000": 0.019836239116688553,
            "axes": {
              "intelligence": 70.50175175175175,
              "calibration": 53.24322967811756,
              "speed": 73.91932771753181,
              "cost": 61.07621995390748
            },
            "jevbench_score": 64.16136792698306
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2871287128712871,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9657534246575342,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.25106625917785413,
            "calibration": 59.837964549671476,
            "p50_s": 1.3565552085638046,
            "p95_s": 2.9017923897504736,
            "cost_usd_per_1000": 0.02132542737419809,
            "axes": {
              "intelligence": 79.17106530937122,
              "calibration": 59.837964549671476,
              "speed": 74.04896189404352,
              "cost": 60.13306769663579
            },
            "jevbench_score": 67.77100232233555
          }
        },
        {
          "threshold": 0.72,
          "public": {
            "n": 231,
            "escalation": 0.23376623376623376,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.6883116883116883,
            "ece_hard": 0.3003850717900295,
            "calibration": 53.9706794781697,
            "p50_s": 1.3224025070667267,
            "p95_s": 3.074162782728672,
            "cost_usd_per_1000": 0.020127727515929762,
            "axes": {
              "intelligence": 70.50175175175175,
              "calibration": 53.9706794781697,
              "speed": 73.9090947559582,
              "cost": 60.88615766690732
            },
            "jevbench_score": 64.32703901298467
          },
          "heldout": {
            "n": 303,
            "escalation": 0.297029702970297,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.25106625917785413,
            "calibration": 59.837964549671476,
            "p50_s": 1.3586038798093796,
            "p95_s": 2.9017923897504736,
            "cost_usd_per_1000": 0.02154765120332258,
            "axes": {
              "intelligence": 78.9792844874534,
              "calibration": 59.837964549671476,
              "speed": 74.04240812126575,
              "cost": 59.99800189274989
            },
            "jevbench_score": 67.69036133331711
          }
        },
        {
          "threshold": 0.73,
          "public": {
            "n": 231,
            "escalation": 0.24242424242424243,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.6926406926406926,
            "ece_hard": 0.2895626228485461,
            "calibration": 55.05292437231804,
            "p50_s": 1.3224025070667267,
            "p95_s": 3.107661770284176,
            "cost_usd_per_1000": 0.0203220531154239,
            "axes": {
              "intelligence": 70.87712712712712,
              "calibration": 55.05292437231804,
              "speed": 73.86202590847704,
              "cost": 60.76097253585188
            },
            "jevbench_score": 64.68939773062807
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3069306930693069,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.25111425686493755,
            "calibration": 59.83316478096314,
            "p50_s": 1.3768931925296783,
            "p95_s": 2.9017923897504736,
            "cost_usd_per_1000": 0.021769875032447063,
            "axes": {
              "intelligence": 78.9792844874534,
              "calibration": 59.83316478096314,
              "speed": 73.98433409859793,
              "cost": 59.86432191913156
            },
            "jevbench_score": 67.63799910649782
          }
        },
        {
          "threshold": 0.74,
          "public": {
            "n": 231,
            "escalation": 0.2510822510822511,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.696969696969697,
            "ece_hard": 0.29128340353498505,
            "calibration": 54.88084630367415,
            "p50_s": 1.3224025070667267,
            "p95_s": 3.107661770284176,
            "cost_usd_per_1000": 0.02051637871491804,
            "axes": {
              "intelligence": 71.41725058391727,
              "calibration": 54.88084630367415,
              "speed": 73.86202590847704,
              "cost": 60.63697878475546
            },
            "jevbench_score": 64.72851956187773
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3201320132013201,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7887788778877888,
            "ece_hard": 0.2600011387137997,
            "calibration": 58.944476596076925,
            "p50_s": 1.3797449171543121,
            "p95_s": 2.9017923897504736,
            "cost_usd_per_1000": 0.02206617347127971,
            "axes": {
              "intelligence": 78.51227430773741,
              "calibration": 58.944476596076925,
              "speed": 73.97534859770221,
              "cost": 59.68818915928383
            },
            "jevbench_score": 67.23401153829303
          }
        },
        {
          "threshold": 0.75,
          "public": {
            "n": 231,
            "escalation": 0.26406926406926406,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.6926406926406926,
            "ece_hard": 0.30041549276135404,
            "calibration": 53.96763738103724,
            "p50_s": 1.3238774687051773,
            "p95_s": 3.1353327870368957,
            "cost_usd_per_1000": 0.020807867114159245,
            "axes": {
              "intelligence": 71.0418752085419,
              "calibration": 53.96763738103724,
              "speed": 73.81868565082098,
              "cost": 60.453173030495336
            },
            "jevbench_score": 64.31441265215228
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3234323432343234,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7887788778877888,
            "ece_hard": 0.25943745197693635,
            "calibration": 59.00084526976326,
            "p50_s": 1.3797449171543121,
            "p95_s": 2.962685215473174,
            "cost_usd_per_1000": 0.02214024808098787,
            "axes": {
              "intelligence": 78.51227430773741,
              "calibration": 59.00084526976326,
              "speed": 73.88515686901762,
              "cost": 59.64452551510034
            },
            "jevbench_score": 67.21727387175038
          }
        },
        {
          "threshold": 0.76,
          "public": {
            "n": 231,
            "escalation": 0.2683982683982684,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.6926406926406926,
            "ece_hard": 0.30041549276135404,
            "calibration": 53.96763738103724,
            "p50_s": 1.3238774687051773,
            "p95_s": 3.1353327870368957,
            "cost_usd_per_1000": 0.020905029913906317,
            "axes": {
              "intelligence": 71.0418752085419,
              "calibration": 53.96763738103724,
              "speed": 73.81868565082098,
              "cost": 60.39247619987413
            },
            "jevbench_score": 64.2982631621525
          },
          "heldout": {
            "n": 303,
            "escalation": 0.33993399339933994,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7887788778877888,
            "ece_hard": 0.26157038489468054,
            "calibration": 58.78755197798884,
            "p50_s": 1.384657546877861,
            "p95_s": 2.9739170536398887,
            "cost_usd_per_1000": 0.02251062112952868,
            "axes": {
              "intelligence": 78.51227430773741,
              "calibration": 58.78755197798884,
              "speed": 73.85328771585951,
              "cost": 59.42837564389128
            },
            "jevbench_score": 67.08827986597052
          }
        },
        {
          "threshold": 0.77,
          "public": {
            "n": 231,
            "escalation": 0.27705627705627706,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.6883116883116883,
            "ece_hard": 0.30628388503201637,
            "calibration": 53.380798153971014,
            "p50_s": 1.325474590063095,
            "p95_s": 3.1353327870368957,
            "cost_usd_per_1000": 0.021099355513400454,
            "axes": {
              "intelligence": 70.66649983316651,
              "calibration": 53.380798153971014,
              "speed": 73.81344949449814,
              "cost": 60.27192430492975
            },
            "jevbench_score": 64.00476402389863
          },
          "heldout": {
            "n": 303,
            "escalation": 0.34983498349834985,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7887788778877888,
            "ece_hard": 0.2614914720614379,
            "calibration": 58.795443261313096,
            "p50_s": 1.4045170545578003,
            "p95_s": 2.9739170536398887,
            "cost_usd_per_1000": 0.022732844958653166,
            "axes": {
              "intelligence": 78.51227430773741,
              "calibration": 58.795443261313096,
              "speed": 73.79144131620015,
              "cost": 59.300386300189146
            },
            "jevbench_score": 67.04033651984736
          }
        },
        {
          "threshold": 0.78,
          "public": {
            "n": 231,
            "escalation": 0.29004329004329005,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.3110209578769899,
            "calibration": 53.99640728961536,
            "p50_s": 1.3266585320234299,
            "p95_s": 3.1353327870368957,
            "cost_usd_per_1000": 0.021390843912641663,
            "axes": {
              "intelligence": 70.29112445779114,
              "calibration": 53.99640728961536,
              "speed": 73.80957201572349,
              "cost": 60.09316243848716
            },
            "jevbench_score": 64.05466666735353
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3564356435643564,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7887788778877888,
            "ece_hard": 0.2673131957569529,
            "calibration": 58.2132708917616,
            "p50_s": 1.438198447227478,
            "p95_s": 2.9739170536398887,
            "cost_usd_per_1000": 0.02288099417806949,
            "axes": {
              "intelligence": 78.51227430773741,
              "calibration": 58.2132708917616,
              "speed": 73.68852333150144,
              "cost": 59.21575328185637
            },
            "jevbench_score": 66.8265695854812
          }
        },
        {
          "threshold": 0.79,
          "public": {
            "n": 231,
            "escalation": 0.2987012987012987,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.3092562178833471,
            "calibration": 54.17288128897964,
            "p50_s": 1.3277880102396011,
            "p95_s": 3.1353327870368957,
            "cost_usd_per_1000": 0.0215851695121358,
            "axes": {
              "intelligence": 70.29112445779114,
              "calibration": 54.17288128897964,
              "speed": 73.80587613277007,
              "cost": 59.9753360920992
            },
            "jevbench_score": 64.07469005216879
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3696369636963696,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7887788778877888,
            "ece_hard": 0.2673131957569529,
            "calibration": 58.2132708917616,
            "p50_s": 1.4431772530078888,
            "p95_s": 2.9739170536398887,
            "cost_usd_per_1000": 0.023177292616902136,
            "axes": {
              "intelligence": 78.51227430773741,
              "calibration": 58.2132708917616,
              "speed": 73.67351473662289,
              "cost": 59.04811888492279
            },
            "jevbench_score": 66.77582371994602
          }
        },
        {
          "threshold": 0.8,
          "public": {
            "n": 231,
            "escalation": 0.30735930735930733,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.3092562178833471,
            "calibration": 54.17288128897964,
            "p50_s": 1.3289764374494553,
            "p95_s": 3.1353327870368957,
            "cost_usd_per_1000": 0.02177949511162994,
            "axes": {
              "intelligence": 70.29112445779114,
              "calibration": 54.17288128897964,
              "speed": 73.80199074944782,
              "cost": 59.85856576602249
            },
            "jevbench_score": 64.04263646038514
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3795379537953795,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7920792079207921,
            "ece_hard": 0.25804926641655757,
            "calibration": 59.13966382580114,
            "p50_s": 1.4465409815311432,
            "p95_s": 2.9739170536398887,
            "cost_usd_per_1000": 0.02339951644602662,
            "axes": {
              "intelligence": 78.7875036655356,
              "calibration": 59.13966382580114,
              "speed": 73.66340406646403,
              "cost": 58.923793517429324
            },
            "jevbench_score": 67.06094495157164
          }
        },
        {
          "threshold": 0.81,
          "public": {
            "n": 231,
            "escalation": 0.31601731601731603,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.31069727333822195,
            "calibration": 54.02877574349216,
            "p50_s": 1.3289764374494553,
            "p95_s": 3.1660484462976455,
            "cost_usd_per_1000": 0.02197382071112408,
            "axes": {
              "intelligence": 70.29112445779114,
              "calibration": 54.02877574349216,
              "speed": 73.75965162891887,
              "cost": 59.74283269908562
            },
            "jevbench_score": 63.959869847395176
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3927392739273927,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7920792079207921,
            "ece_hard": 0.26101126947240505,
            "calibration": 58.84346352021639,
            "p50_s": 1.4572032541036606,
            "p95_s": 2.9739170536398887,
            "cost_usd_per_1000": 0.02369581488485927,
            "axes": {
              "intelligence": 78.7875036655356,
              "calibration": 58.84346352021639,
              "speed": 73.63151016274298,
              "cost": 58.75985054743182
            },
            "jevbench_score": 66.92293657157087
          }
        },
        {
          "threshold": 0.82,
          "public": {
            "n": 231,
            "escalation": 0.3203463203463203,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.31069727333822195,
            "calibration": 54.02877574349216,
            "p50_s": 1.3397867381572723,
            "p95_s": 3.1660484462976455,
            "cost_usd_per_1000": 0.02207098351087115,
            "axes": {
              "intelligence": 70.29112445779114,
              "calibration": 54.02877574349216,
              "speed": 73.72446769303428,
              "cost": 59.68534941091298
            },
            "jevbench_score": 63.93685221533738
          },
          "heldout": {
            "n": 303,
            "escalation": 0.39603960396039606,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7920792079207921,
            "ece_hard": 0.2618606550357388,
            "calibration": 58.75852496388301,
            "p50_s": 1.4642701894044876,
            "p95_s": 2.9739170536398887,
            "cost_usd_per_1000": 0.02376988949456743,
            "axes": {
              "intelligence": 78.7875036655356,
              "calibration": 58.75852496388301,
              "speed": 73.61049927867575,
              "cost": 58.71918511863563
            },
            "jevbench_score": 66.88242361008075
          }
        },
        {
          "threshold": 0.83,
          "public": {
            "n": 231,
            "escalation": 0.33766233766233766,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.3123658957673682,
            "calibration": 53.861913500577536,
            "p50_s": 1.349913328886032,
            "p95_s": 3.1660484462976455,
            "cost_usd_per_1000": 0.022459634709859427,
            "axes": {
              "intelligence": 70.29112445779114,
              "calibration": 53.861913500577536,
              "speed": 73.69176558391783,
              "cost": 59.45791934533004
            },
            "jevbench_score": 63.81940261051558
          },
          "heldout": {
            "n": 303,
            "escalation": 0.40264026402640263,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7920792079207921,
            "ece_hard": 0.26153700164947724,
            "calibration": 58.79089030250917,
            "p50_s": 1.4727533608675003,
            "p95_s": 2.9739170536398887,
            "cost_usd_per_1000": 0.023918038713983757,
            "axes": {
              "intelligence": 78.7875036655356,
              "calibration": 58.79089030250917,
              "speed": 73.58541126192902,
              "cost": 58.638233064860295
            },
            "jevbench_score": 66.86286682140408
          }
        },
        {
          "threshold": 0.84,
          "public": {
            "n": 231,
            "escalation": 0.3593073593073593,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.6926406926406926,
            "ece_hard": 0.29766268864392564,
            "calibration": 55.33223421292179,
            "p50_s": 1.3694269061088562,
            "p95_s": 3.1660484462976455,
            "cost_usd_per_1000": 0.022945448708594773,
            "axes": {
              "intelligence": 71.20662328995662,
              "calibration": 55.33223421292179,
              "speed": 73.62943587418515,
              "cost": 59.17910335185637
            },
            "jevbench_score": 64.36942252024147
          },
          "heldout": {
            "n": 303,
            "escalation": 0.41914191419141916,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.2408040179614242,
            "calibration": 60.864188671314466,
            "p50_s": 1.4812378883361816,
            "p95_s": 2.9739170536398887,
            "cost_usd_per_1000": 0.024288411762524567,
            "axes": {
              "intelligence": 79.52974320304973,
              "calibration": 60.864188671314466,
              "speed": 73.56046336409754,
              "cost": 58.438026493256245
            },
            "jevbench_score": 67.53950193435648
          }
        },
        {
          "threshold": 0.85,
          "public": {
            "n": 231,
            "escalation": 0.36796536796536794,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.6883116883116883,
            "ece_hard": 0.3059041663848725,
            "calibration": 53.75206629260161,
            "p50_s": 1.377013847231865,
            "p95_s": 3.1660484462976455,
            "cost_usd_per_1000": 0.02313977430808891,
            "axes": {
              "intelligence": 70.83124791458125,
              "calibration": 53.75206629260161,
              "speed": 73.60544136389544,
              "cost": 59.06922643658805
            },
            "jevbench_score": 63.78562501826135
          },
          "heldout": {
            "n": 303,
            "escalation": 0.43234323432343236,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.8052805280528053,
            "ece_hard": 0.2326212675141856,
            "calibration": 61.68246371603833,
            "p50_s": 1.5059185326099396,
            "p95_s": 2.9739170536398887,
            "cost_usd_per_1000": 0.02458471020135721,
            "axes": {
              "intelligence": 79.80497256084789,
              "calibration": 61.68246371603833,
              "speed": 73.48869670698218,
              "cost": 58.28004720107208
            },
            "jevbench_score": 67.76150234438238
          }
        },
        {
          "threshold": 0.86,
          "public": {
            "n": 231,
            "escalation": 0.38095238095238093,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.6883116883116883,
            "ece_hard": 0.3027280381750075,
            "calibration": 54.06967911358811,
            "p50_s": 1.384503349661827,
            "p95_s": 3.1660484462976455,
            "cost_usd_per_1000": 0.02343126270733012,
            "axes": {
              "intelligence": 70.83124791458125,
              "calibration": 54.06967911358811,
              "speed": 73.5818843311444,
              "cost": 58.90612920118302
            },
            "jevbench_score": 63.83039310992831
          },
          "heldout": {
            "n": 303,
            "escalation": 0.44554455445544555,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.23047635160845834,
            "calibration": 60.07680867035242,
            "p50_s": 1.5078626871109009,
            "p95_s": 2.982789239287376,
            "cost_usd_per_1000": 0.02488100864018986,
            "axes": {
              "intelligence": 79.52974320304973,
              "calibration": 60.07680867035242,
              "speed": 73.47015637851801,
              "cost": 58.12396053858086
            },
            "jevbench_score": 67.2087239090187
          }
        },
        {
          "threshold": 0.87,
          "public": {
            "n": 231,
            "escalation": 0.39826839826839827,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.2705795477762054,
            "calibration": 57.284528153468315,
            "p50_s": 1.4003681987524033,
            "p95_s": 3.1660484462976455,
            "cost_usd_per_1000": 0.0238199139063184,
            "axes": {
              "intelligence": 71.95737404070738,
              "calibration": 57.284528153468315,
              "speed": 73.53240204204786,
              "cost": 58.6917943763761
            },
            "jevbench_score": 64.94447295113375
          },
          "heldout": {
            "n": 303,
            "escalation": 0.46864686468646866,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.958904109589041,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.8052805280528053,
            "ece_hard": 0.22618283571999814,
            "calibration": 60.50616025919844,
            "p50_s": 1.7801171630620956,
            "p95_s": 2.982789239287376,
            "cost_usd_per_1000": 0.02539953090814699,
            "axes": {
              "intelligence": 79.80497256084789,
              "calibration": 60.50616025919844,
              "speed": 72.74928844864009,
              "cost": 57.85522912252528
            },
            "jevbench_score": 67.1429206074867
          }
        },
        {
          "threshold": 0.88,
          "public": {
            "n": 231,
            "escalation": 0.4025974025974026,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.2714899242670765,
            "calibration": 57.19349050438121,
            "p50_s": 1.409024566411972,
            "p95_s": 3.1660484462976455,
            "cost_usd_per_1000": 0.02391707670606547,
            "axes": {
              "intelligence": 71.95737404070738,
              "calibration": 57.19349050438121,
              "speed": 73.50563878806804,
              "cost": 58.638757108413046
            },
            "jevbench_score": 64.89807728053425
          },
          "heldout": {
            "n": 303,
            "escalation": 0.48184818481848185,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.23576459730350177,
            "calibration": 59.54798410084808,
            "p50_s": 1.79626307785511,
            "p95_s": 2.982789239287376,
            "cost_usd_per_1000": 0.02569582934697964,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 59.54798410084808,
              "speed": 72.71007489265767,
              "cost": 57.70412081980294
            },
            "jevbench_score": 66.7248155083516
          }
        },
        {
          "threshold": 0.89,
          "public": {
            "n": 231,
            "escalation": 0.42857142857142855,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.70995670995671,
            "ece_hard": 0.24983300665288094,
            "calibration": 59.35918226580077,
            "p50_s": 1.4595188051462173,
            "p95_s": 3.1660484462976455,
            "cost_usd_per_1000": 0.024500053504547883,
            "axes": {
              "intelligence": 72.70812479145812,
              "calibration": 59.35918226580077,
              "speed": 73.3527274890738,
              "cost": 58.32498901595644
            },
            "jevbench_score": 65.55192451444722
          },
          "heldout": {
            "n": 303,
            "escalation": 0.49174917491749176,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.23576459730350177,
            "calibration": 59.54798410084808,
            "p50_s": 1.8074035435914992,
            "p95_s": 2.982789239287376,
            "cost_usd_per_1000": 0.025918053176104128,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 59.54798410084808,
              "speed": 72.68322302917329,
              "cost": 57.591928702826806
            },
            "jevbench_score": 66.68620091730165
          }
        },
        {
          "threshold": 0.9,
          "public": {
            "n": 231,
            "escalation": 0.45454545454545453,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.7229437229437229,
            "ece_hard": 0.2234243934324515,
            "calibration": 62.49486064043897,
            "p50_s": 1.5103851854801178,
            "p95_s": 3.1876641005277633,
            "cost_usd_per_1000": 0.0250830303030303,
            "axes": {
              "intelligence": 73.83425091758426,
              "calibration": 62.49486064043897,
              "speed": 73.17439731335541,
              "cost": 58.018599915161715
            },
            "jevbench_score": 66.5284099644264
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5016501650165016,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.23618353663766378,
            "calibration": 59.27776823031364,
            "p50_s": 1.81396327316761,
            "p95_s": 2.982789239287376,
            "cost_usd_per_1000": 0.02614027700522861,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 59.27776823031364,
              "speed": 72.66748942571533,
              "cost": 57.480694437012176
            },
            "jevbench_score": 66.57463012897138
          }
        },
        {
          "threshold": 0.91,
          "public": {
            "n": 231,
            "escalation": 0.4588744588744589,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.7186147186147186,
            "ece_hard": 0.22958055368579958,
            "calibration": 61.58757567449595,
            "p50_s": 1.5125302523374557,
            "p95_s": 3.1876641005277633,
            "cost_usd_per_1000": 0.02518019310277737,
            "axes": {
              "intelligence": 73.45887554220889,
              "calibration": 61.58757567449595,
              "speed": 73.16823378761359,
              "cost": 57.96822831046373
            },
            "jevbench_score": 66.18544542603377
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5181518151815182,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.2371764445700075,
            "calibration": 59.70655467846506,
            "p50_s": 1.8164630472660064,
            "p95_s": 2.993203791975975,
            "cost_usd_per_1000": 0.026510650053769423,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 59.70655467846506,
              "speed": 72.64637145923454,
              "cost": 57.29738869086228
            },
            "jevbench_score": 66.57875162013823
          }
        },
        {
          "threshold": 0.92,
          "public": {
            "n": 231,
            "escalation": 0.47619047619047616,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.7186147186147186,
            "ece_hard": 0.23073821422698754,
            "calibration": 61.47180962037716,
            "p50_s": 1.7855939507484435,
            "p95_s": 3.1876641005277633,
            "cost_usd_per_1000": 0.025568844301765647,
            "axes": {
              "intelligence": 73.45887554220889,
              "calibration": 61.47180962037716,
              "speed": 72.44744742606652,
              "cost": 57.76866704232554
            },
            "jevbench_score": 65.93392463626328
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5412541254125413,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.22516311051190058,
            "calibration": 60.907888084275754,
            "p50_s": 1.8254972636699676,
            "p95_s": 2.993203791975975,
            "cost_usd_per_1000": 0.027029172321726552,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 60.907888084275754,
              "speed": 72.62482526957197,
              "cost": 57.04501758754042
            },
            "jevbench_score": 66.83239822552551
          }
        },
        {
          "threshold": 0.93,
          "public": {
            "n": 231,
            "escalation": 0.49783549783549785,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.7229437229437229,
            "ece_hard": 0.2213723792598709,
            "calibration": 62.40839311708882,
            "p50_s": 1.796794021129608,
            "p95_s": 3.1876641005277633,
            "cost_usd_per_1000": 0.026054658300500994,
            "axes": {
              "intelligence": 73.83425091758426,
              "calibration": 62.40839311708882,
              "speed": 72.42029154764157,
              "cost": 57.52343854328734
            },
            "jevbench_score": 66.19138909629011
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5676567656765676,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.22579295490924695,
            "calibration": 60.84490364454112,
            "p50_s": 1.8264458268880843,
            "p95_s": 2.993203791975975,
            "cost_usd_per_1000": 0.027621769199391848,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 60.84490364454112,
              "speed": 72.6225691786614,
              "cost": 56.76245523732061
            },
            "jevbench_score": 66.73170219273588
          }
        },
        {
          "threshold": 0.94,
          "public": {
            "n": 231,
            "escalation": 0.5238095238095238,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.7316017316017316,
            "ece_hard": 0.2043728841476717,
            "calibration": 64.10834262830873,
            "p50_s": 1.8032960534095763,
            "p95_s": 3.1876641005277633,
            "cost_usd_per_1000": 0.02663763509898341,
            "axes": {
              "intelligence": 74.58500166833501,
              "calibration": 64.10834262830873,
              "speed": 72.40460416342503,
              "cost": 57.23513003938991
            },
            "jevbench_score": 66.71887698872474
          },
          "heldout": {
            "n": 303,
            "escalation": 0.594059405940594,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.22579295490924695,
            "calibration": 60.84490364454112,
            "p50_s": 1.8317748099565505,
            "p95_s": 2.993203791975975,
            "cost_usd_per_1000": 0.028214366077057143,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 60.84490364454112,
              "speed": 72.60991630827675,
              "cost": 56.485891091567105
            },
            "jevbench_score": 66.64736563519493
          }
        },
        {
          "threshold": 0.95,
          "public": {
            "n": 231,
            "escalation": 0.5454545454545454,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.7359307359307359,
            "ece_hard": 0.20227579433689236,
            "calibration": 64.08157880084966,
            "p50_s": 1.8098465740680694,
            "p95_s": 3.1876641005277633,
            "cost_usd_per_1000": 0.027123449097718758,
            "axes": {
              "intelligence": 74.96037704371038,
              "calibration": 64.08157880084966,
              "speed": 72.38885688530304,
              "cost": 56.999652553814556
            },
            "jevbench_score": 66.72325477207794
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6204620462046204,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7920792079207921,
            "ece_hard": 0.23407843864380407,
            "calibration": 60.0163552710854,
            "p50_s": 1.8349565058946609,
            "p95_s": 2.993203791975975,
            "cost_usd_per_1000": 0.028806962954722435,
            "axes": {
              "intelligence": 78.7875036655356,
              "calibration": 60.0163552710854,
              "speed": 72.6023793866057,
              "cost": 56.215075776263944
            },
            "jevbench_score": 66.2800234042233
          }
        },
        {
          "threshold": 0.96,
          "public": {
            "n": 231,
            "escalation": 0.5627705627705628,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.7359307359307359,
            "ece_hard": 0.19885699498597081,
            "calibration": 64.42345873594181,
            "p50_s": 1.8148353189229964,
            "p95_s": 3.1876641005277633,
            "cost_usd_per_1000": 0.02751210029670704,
            "axes": {
              "intelligence": 74.96037704371038,
              "calibration": 64.42345873594181,
              "speed": 72.3769022597987,
              "cost": 56.81428761824156
            },
            "jevbench_score": 66.75492912207086
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6633663366336634,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.2143179605163461,
            "calibration": 61.992403083831206,
            "p50_s": 1.8411511123180389,
            "p95_s": 3.009263858199119,
            "cost_usd_per_1000": 0.02976993288092854,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 61.992403083831206,
              "speed": 72.56450296143515,
              "cost": 55.78666433527937
            },
            "jevbench_score": 66.74077239215816
          }
        },
        {
          "threshold": 0.97,
          "public": {
            "n": 231,
            "escalation": 0.6103896103896104,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5765765765765766
            },
            "accuracy": 0.7402597402597403,
            "ece_hard": 0.18044115655653947,
            "calibration": 66.26504257888493,
            "p50_s": 1.8212630093097686,
            "p95_s": 3.197047398984432,
            "cost_usd_per_1000": 0.0285808910939248,
            "axes": {
              "intelligence": 75.33575241908576,
              "calibration": 66.26504257888493,
              "speed": 72.34878257929095,
              "cost": 56.31772704751859
            },
            "jevbench_score": 67.15687661587678
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6963696369636964,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.20941178010978975,
            "calibration": 62.48302112448684,
            "p50_s": 1.85029279589653,
            "p95_s": 3.009263858199119,
            "cost_usd_per_1000": 0.03051067897801016,
            "axes": {
              "intelligence": 79.06273302333375,
              "calibration": 62.48302112448684,
              "speed": 72.54299272886317,
              "cost": 55.46644382665497
            },
            "jevbench_score": 66.77131177663165
          }
        },
        {
          "threshold": 0.98,
          "public": {
            "n": 231,
            "escalation": 0.6796536796536796,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.7445887445887446,
            "ece_hard": 0.16484832815082107,
            "calibration": 67.82432541945678,
            "p50_s": 1.8241762161254882,
            "p95_s": 3.197047398984432,
            "cost_usd_per_1000": 0.03013549588987791,
            "axes": {
              "intelligence": 75.71112779446113,
              "calibration": 67.82432541945678,
              "speed": 72.34184135857217,
              "cost": 55.627649730197
            },
            "jevbench_score": 67.42273523422891
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7458745874587459,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.19846267184176286,
            "calibration": 64.35757215405391,
            "p50_s": 1.8569146931171416,
            "p95_s": 3.0174763172864916,
            "cost_usd_per_1000": 0.03162179812363258,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 64.35757215405391,
              "speed": 72.51564177127098,
              "cost": 55.00040314694519
            },
            "jevbench_score": 67.1768392003924
          }
        },
        {
          "threshold": 0.99,
          "public": {
            "n": 231,
            "escalation": 0.7316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.14632171565234448,
            "calibration": 70.52700185648575,
            "p50_s": 1.8318715035915374,
            "p95_s": 3.197047398984432,
            "cost_usd_per_1000": 0.03130144948684274,
            "axes": {
              "intelligence": 76.0865031698365,
              "calibration": 70.52700185648575,
              "speed": 72.32355918024906,
              "cost": 55.13306652897859
            },
            "jevbench_score": 68.01250120356407
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8547854785478548,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.19046608330777925,
            "calibration": 65.15723100745228,
            "p50_s": 1.8709805101156234,
            "p95_s": 3.0801832318305964,
            "cost_usd_per_1000": 0.034066260244001924,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 65.15723100745228,
              "speed": 72.39354184212674,
              "cost": 54.03026620535524
            },
            "jevbench_score": 67.0571588153839
          }
        },
        {
          "threshold": 1.0,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.845125177502632,
            "p95_s": 3.197047398984432,
            "cost_usd_per_1000": 0.037325543071161045,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 72.29225089867128,
              "cost": 52.839815942574866
            },
            "jevbench_score": 67.77603046638914
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 1.884817326068878,
            "p95_s": 3.083856791257858,
            "cost_usd_per_1000": 0.037325543071161045,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 72.35636532653506,
              "cost": 52.839815942574866
            },
            "jevbench_score": 67.02157171315109
          }
        }
      ]
    },
    {
      "cheap": "system-one-open",
      "backend": "djev",
      "chosen": {
        "threshold": 0.99,
        "public": {
          "n": 231,
          "escalation": 0.7316017316017316,
          "tiers": {
            "easy": 1.0,
            "standard": 0.8194444444444444,
            "hard": 0.6396396396396397
          },
          "accuracy": 0.7705627705627706,
          "ece_hard": 0.2232823509934215,
          "calibration": 60.0650561914047,
          "p50_s": 1.5319301038980484,
          "p95_s": 2.4070832021534443,
          "cost_usd_per_1000": 0.03386691919191919,
          "axes": {
            "intelligence": 77.96338004671338,
            "calibration": 60.0650561914047,
            "speed": 74.33269947282982,
            "cost": 54.10672925460625
          },
          "jevbench_score": 65.87732157779108
        },
        "heldout": {
          "n": 303,
          "escalation": 0.8547854785478548,
          "tiers": {
            "easy": 1.0,
            "standard": 0.7916666666666666,
            "judge": 0.9315068493150684,
            "hard": 0.6605504587155964
          },
          "accuracy": 0.8283828382838284,
          "ece_hard": 0.22162323552224517,
          "calibration": 61.28056017314768,
          "p50_s": 1.5429361686110497,
          "p95_s": 2.2624109119176863,
          "cost_usd_per_1000": 0.037063691981557706,
          "axes": {
            "intelligence": 82.06537220895648,
            "calibration": 61.28056017314768,
            "speed": 74.5708055357799,
            "cost": 52.93153966004737
          },
          "jevbench_score": 66.74849959620211
        }
      },
      "full": {
        "tiers": {
          "easy": 1.0,
          "standard": 0.8125,
          "judge": 0.9315068493150684,
          "hard": 0.65
        },
        "accuracy": 0.8033707865168539,
        "ece_hard": 0.2224603346917936,
        "calibration": 60.67205403888016,
        "p50_s": 1.538209691643715,
        "p95_s": 2.3479351159185167,
        "cost_usd_per_1000": 0.035680818359073635,
        "axes": {
          "intelligence": 82.33219178082192,
          "calibration": 60.67205403888016,
          "speed": 74.42298365438822,
          "cost": 53.426955802010184
        },
        "jevbench_score": 66.75848470046476
      },
      "full_escalation": 0.8014981273408239,
      "backend_heldout_accuracy": 0.834983498349835,
      "useful": false,
      "curve": [
        {
          "threshold": 0.0,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.01,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.02,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.03,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.04,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.05,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.06,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.07,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.08,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.09,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.1,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.11,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.12,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.13,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.14,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.15,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.16,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.17,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.18,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.19,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.2,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.21,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.22,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.23,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.24,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3137236882136536,
            "calibration": 50.24790936683716,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014993279423447962,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.24790936683716,
              "speed": 75.65130946864079,
              "cost": 64.72310095503776
            },
            "jevbench_score": 64.11230556497485
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.25,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3137236882136536,
            "calibration": 50.24790936683716,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014993279423447962,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.24790936683716,
              "speed": 75.65130946864079,
              "cost": 64.72310095503776
            },
            "jevbench_score": 64.11230556497485
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.26,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3137236882136536,
            "calibration": 50.24790936683716,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014993279423447962,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.24790936683716,
              "speed": 75.65130946864079,
              "cost": 64.72310095503776
            },
            "jevbench_score": 64.11230556497485
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.27221028216389914,
            "calibration": 55.97372700474972,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014966584034807974,
            "axes": {
              "intelligence": 75.0265384776507,
              "calibration": 55.97372700474972,
              "speed": 75.90942302768094,
              "cost": 64.74631934466032
            },
            "jevbench_score": 67.40272853836133
          }
        },
        {
          "threshold": 0.27,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3137236882136536,
            "calibration": 50.24790936683716,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014993279423447962,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.24790936683716,
              "speed": 75.65130946864079,
              "cost": 64.72310095503776
            },
            "jevbench_score": 64.11230556497485
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.27221028216389914,
            "calibration": 55.97372700474972,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014966584034807974,
            "axes": {
              "intelligence": 75.0265384776507,
              "calibration": 55.97372700474972,
              "speed": 75.90942302768094,
              "cost": 64.74631934466032
            },
            "jevbench_score": 67.40272853836133
          }
        },
        {
          "threshold": 0.28,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3137236882136536,
            "calibration": 50.24790936683716,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014993279423447962,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.24790936683716,
              "speed": 75.65130946864079,
              "cost": 64.72310095503776
            },
            "jevbench_score": 64.11230556497485
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.27221028216389914,
            "calibration": 55.97372700474972,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014966584034807974,
            "axes": {
              "intelligence": 75.0265384776507,
              "calibration": 55.97372700474972,
              "speed": 75.90942302768094,
              "cost": 64.74631934466032
            },
            "jevbench_score": 67.40272853836133
          }
        },
        {
          "threshold": 0.29,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3137236882136536,
            "calibration": 50.24790936683716,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014993279423447962,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.24790936683716,
              "speed": 75.65130946864079,
              "cost": 64.72310095503776
            },
            "jevbench_score": 64.11230556497485
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.27221028216389914,
            "calibration": 55.97372700474972,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014966584034807974,
            "axes": {
              "intelligence": 75.0265384776507,
              "calibration": 55.97372700474972,
              "speed": 75.90942302768094,
              "cost": 64.74631934466032
            },
            "jevbench_score": 67.40272853836133
          }
        },
        {
          "threshold": 0.3,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3137236882136536,
            "calibration": 50.24790936683716,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014993279423447962,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.24790936683716,
              "speed": 75.65130946864079,
              "cost": 64.72310095503776
            },
            "jevbench_score": 64.11230556497485
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.27221028216389914,
            "calibration": 55.97372700474972,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014966584034807974,
            "axes": {
              "intelligence": 75.0265384776507,
              "calibration": 55.97372700474972,
              "speed": 75.90942302768094,
              "cost": 64.74631934466032
            },
            "jevbench_score": 67.40272853836133
          }
        },
        {
          "threshold": 0.31,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3137236882136536,
            "calibration": 50.24790936683716,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014993279423447962,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.24790936683716,
              "speed": 75.65130946864079,
              "cost": 64.72310095503776
            },
            "jevbench_score": 64.11230556497485
          },
          "heldout": {
            "n": 303,
            "escalation": 0.006600660066006601,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.27369515468327243,
            "calibration": 55.825239752812394,
            "p50_s": 1.3150212317705154,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.015052231740027934,
            "axes": {
              "intelligence": 75.0265384776507,
              "calibration": 55.825239752812394,
              "speed": 75.90269505611289,
              "cost": 64.67197312066227
            },
            "jevbench_score": 67.33714572285932
          }
        },
        {
          "threshold": 0.32,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3137236882136536,
            "calibration": 50.24790936683716,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014993279423447962,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.24790936683716,
              "speed": 75.65130946864079,
              "cost": 64.72310095503776
            },
            "jevbench_score": 64.11230556497485
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0165016501650165,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.27508525847724086,
            "calibration": 55.68622937341555,
            "p50_s": 1.315921351313591,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.015309174855687816,
            "axes": {
              "intelligence": 75.0265384776507,
              "calibration": 55.68622937341555,
              "speed": 75.89972336856351,
              "cost": 64.45144649710343
            },
            "jevbench_score": 67.23708795904888
          }
        },
        {
          "threshold": 0.33,
          "public": {
            "n": 231,
            "escalation": 0.012987012987012988,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.31205958096794917,
            "calibration": 50.41432009140761,
            "p50_s": 1.29877570271492,
            "p95_s": 2.1450010761618614,
            "cost_usd_per_1000": 0.015217965611167858,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.41432009140761,
              "speed": 75.5503833027139,
              "cost": 64.52930204896883
            },
            "jevbench_score": 64.09583988288226
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0165016501650165,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.27508525847724086,
            "calibration": 55.68622937341555,
            "p50_s": 1.315921351313591,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.015309174855687816,
            "axes": {
              "intelligence": 75.0265384776507,
              "calibration": 55.68622937341555,
              "speed": 75.89972336856351,
              "cost": 64.45144649710343
            },
            "jevbench_score": 67.23708795904888
          }
        },
        {
          "threshold": 0.34,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.3147516652372091,
            "calibration": 50.14511166448162,
            "p50_s": 1.29877570271492,
            "p95_s": 2.182773359119892,
            "cost_usd_per_1000": 0.015330308705027804,
            "axes": {
              "intelligence": 68.29537871204539,
              "calibration": 50.14511166448162,
              "speed": 75.47457200127542,
              "cost": 64.4334729912763
            },
            "jevbench_score": 63.882665680586896
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.27780488746821846,
            "calibration": 55.41426647431779,
            "p50_s": 1.31616772711277,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.015394822560907776,
            "axes": {
              "intelligence": 75.0265384776507,
              "calibration": 55.41426647431779,
              "speed": 75.89891032882828,
              "cost": 64.37875937092234
            },
            "jevbench_score": 67.13572150890808
          }
        },
        {
          "threshold": 0.35,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.3147516652372091,
            "calibration": 50.14511166448162,
            "p50_s": 1.29877570271492,
            "p95_s": 2.182773359119892,
            "cost_usd_per_1000": 0.015330308705027804,
            "axes": {
              "intelligence": 68.29537871204539,
              "calibration": 50.14511166448162,
              "speed": 75.47457200127542,
              "cost": 64.4334729912763
            },
            "jevbench_score": 63.882665680586896
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.27780488746821846,
            "calibration": 55.41426647431779,
            "p50_s": 1.31616772711277,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.015394822560907776,
            "axes": {
              "intelligence": 75.0265384776507,
              "calibration": 55.41426647431779,
              "speed": 75.89891032882828,
              "cost": 64.37875937092234
            },
            "jevbench_score": 67.13572150890808
          }
        },
        {
          "threshold": 0.36,
          "public": {
            "n": 231,
            "escalation": 0.021645021645021644,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.31794820319197226,
            "calibration": 49.825457869005305,
            "p50_s": 1.29877570271492,
            "p95_s": 2.182773359119892,
            "cost_usd_per_1000": 0.015442651798887753,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 49.825457869005305,
              "speed": 75.47457200127542,
              "cost": 64.33834362764338
            },
            "jevbench_score": 63.84448857577704
          },
          "heldout": {
            "n": 303,
            "escalation": 0.026402640264026403,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7392739273927392,
            "ece_hard": 0.2705991466401015,
            "calibration": 56.13484055712949,
            "p50_s": 1.3169443011283875,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.015566117971347696,
            "axes": {
              "intelligence": 75.30176783544887,
              "calibration": 56.13484055712949,
              "speed": 75.89634863136966,
              "cost": 64.23459047427286
            },
            "jevbench_score": 67.37625642169525
          }
        },
        {
          "threshold": 0.37,
          "public": {
            "n": 231,
            "escalation": 0.030303030303030304,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.3270182854964311,
            "calibration": 48.91844963855942,
            "p50_s": 1.2999516874551773,
            "p95_s": 2.182773359119892,
            "cost_usd_per_1000": 0.01566733798660765,
            "axes": {
              "intelligence": 68.29537871204539,
              "calibration": 48.91844963855942,
              "speed": 75.47064143341139,
              "cost": 64.1501436271999
            },
            "jevbench_score": 63.417617041660876
          },
          "heldout": {
            "n": 303,
            "escalation": 0.033003300330033,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7392739273927392,
            "ece_hard": 0.2712500241685222,
            "calibration": 56.06975280428742,
            "p50_s": 1.3169443011283875,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.015737413381787618,
            "axes": {
              "intelligence": 75.30176783544887,
              "calibration": 56.06975280428742,
              "speed": 75.89634863136966,
              "cost": 64.091999416607
            },
            "jevbench_score": 67.31930582602433
          }
        },
        {
          "threshold": 0.38,
          "public": {
            "n": 231,
            "escalation": 0.03463203463203463,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.3273856569311282,
            "calibration": 48.88171249508971,
            "p50_s": 1.3007893413305283,
            "p95_s": 2.182773359119892,
            "cost_usd_per_1000": 0.015779681080467595,
            "axes": {
              "intelligence": 67.92000333667002,
              "calibration": 48.88171249508971,
              "speed": 75.46784385791761,
              "cost": 64.05705335393623
            },
            "jevbench_score": 63.29483215719252
          },
          "heldout": {
            "n": 303,
            "escalation": 0.036303630363036306,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7392739273927392,
            "ece_hard": 0.2775051050016622,
            "calibration": 55.444244720973415,
            "p50_s": 1.3169443011283875,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.015823061087007578,
            "axes": {
              "intelligence": 75.30176783544887,
              "calibration": 55.444244720973415,
              "speed": 75.89634863136966,
              "cost": 64.02128485790242
            },
            "jevbench_score": 67.11223900908644
          }
        },
        {
          "threshold": 0.39,
          "public": {
            "n": 231,
            "escalation": 0.03896103896103896,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.32885003610551833,
            "calibration": 48.73527457765069,
            "p50_s": 1.3007893413305283,
            "p95_s": 2.194945380091667,
            "cost_usd_per_1000": 0.015892024174327543,
            "axes": {
              "intelligence": 67.92000333667002,
              "calibration": 48.73527457765069,
              "speed": 75.44369312791835,
              "cost": 63.96462348953019
            },
            "jevbench_score": 63.219488236771376
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7392739273927392,
            "ece_hard": 0.28313089827038374,
            "calibration": 54.88166539410126,
            "p50_s": 1.3177975565195084,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.015994356497447498,
            "axes": {
              "intelligence": 75.30176783544887,
              "calibration": 54.88166539410126,
              "speed": 75.89353572489918,
              "cost": 63.8809968472578
            },
            "jevbench_score": 66.90402270029472
          }
        },
        {
          "threshold": 0.4,
          "public": {
            "n": 231,
            "escalation": 0.04329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.32026052115097897,
            "calibration": 49.59422607310463,
            "p50_s": 1.3007893413305283,
            "p95_s": 2.194945380091667,
            "cost_usd_per_1000": 0.01600436726818749,
            "axes": {
              "intelligence": 68.29537871204539,
              "calibration": 49.59422607310463,
              "speed": 75.44369312791835,
              "cost": 63.872844729694
            },
            "jevbench_score": 63.56095421323766
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7392739273927392,
            "ece_hard": 0.28313089827038374,
            "calibration": 54.88166539410126,
            "p50_s": 1.3177975565195084,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.015994356497447498,
            "axes": {
              "intelligence": 75.30176783544887,
              "calibration": 54.88166539410126,
              "speed": 75.89353572489918,
              "cost": 63.8809968472578
            },
            "jevbench_score": 66.90402270029472
          }
        },
        {
          "threshold": 0.41,
          "public": {
            "n": 231,
            "escalation": 0.04329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.32026052115097897,
            "calibration": 49.59422607310463,
            "p50_s": 1.3007893413305283,
            "p95_s": 2.194945380091667,
            "cost_usd_per_1000": 0.01600436726818749,
            "axes": {
              "intelligence": 68.29537871204539,
              "calibration": 49.59422607310463,
              "speed": 75.44369312791835,
              "cost": 63.872844729694
            },
            "jevbench_score": 63.56095421323766
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7392739273927392,
            "ece_hard": 0.28313089827038374,
            "calibration": 54.88166539410126,
            "p50_s": 1.3177975565195084,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.015994356497447498,
            "axes": {
              "intelligence": 75.30176783544887,
              "calibration": 54.88166539410126,
              "speed": 75.89353572489918,
              "cost": 63.8809968472578
            },
            "jevbench_score": 66.90402270029472
          }
        },
        {
          "threshold": 0.42,
          "public": {
            "n": 231,
            "escalation": 0.047619047619047616,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.3236153872635375,
            "calibration": 49.258739461848776,
            "p50_s": 1.3007893413305283,
            "p95_s": 2.194945380091667,
            "cost_usd_per_1000": 0.01611671036204744,
            "axes": {
              "intelligence": 68.29537871204539,
              "calibration": 49.258739461848776,
              "speed": 75.44369312791835,
              "cost": 63.78170796539293
            },
            "jevbench_score": 63.430542246997625
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7392739273927392,
            "ece_hard": 0.28313089827038374,
            "calibration": 54.88166539410126,
            "p50_s": 1.3177975565195084,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.015994356497447498,
            "axes": {
              "intelligence": 75.30176783544887,
              "calibration": 54.88166539410126,
              "speed": 75.89353572489918,
              "cost": 63.8809968472578
            },
            "jevbench_score": 66.90402270029472
          }
        },
        {
          "threshold": 0.43,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.3262603935144741,
            "calibration": 48.994238836755116,
            "p50_s": 1.3012879490852356,
            "p95_s": 2.194945380091667,
            "cost_usd_per_1000": 0.01622905345590739,
            "axes": {
              "intelligence": 68.29537871204539,
              "calibration": 48.994238836755116,
              "speed": 75.44202874538865,
              "cost": 63.69120427741999
            },
            "jevbench_score": 63.32238850435525
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7392739273927392,
            "ece_hard": 0.28313089827038374,
            "calibration": 54.88166539410126,
            "p50_s": 1.3177975565195084,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.015994356497447498,
            "axes": {
              "intelligence": 75.30176783544887,
              "calibration": 54.88166539410126,
              "speed": 75.89353572489918,
              "cost": 63.8809968472578
            },
            "jevbench_score": 66.90402270029472
          }
        },
        {
          "threshold": 0.44,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.3262603935144741,
            "calibration": 48.994238836755116,
            "p50_s": 1.3012879490852356,
            "p95_s": 2.194945380091667,
            "cost_usd_per_1000": 0.01622905345590739,
            "axes": {
              "intelligence": 68.29537871204539,
              "calibration": 48.994238836755116,
              "speed": 75.44202874538865,
              "cost": 63.69120427741999
            },
            "jevbench_score": 63.32238850435525
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7392739273927392,
            "ece_hard": 0.28313089827038374,
            "calibration": 54.88166539410126,
            "p50_s": 1.3177975565195084,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.015994356497447498,
            "axes": {
              "intelligence": 75.30176783544887,
              "calibration": 54.88166539410126,
              "speed": 75.89353572489918,
              "cost": 63.8809968472578
            },
            "jevbench_score": 66.90402270029472
          }
        },
        {
          "threshold": 0.45,
          "public": {
            "n": 231,
            "escalation": 0.05627705627705628,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.3291992177734602,
            "calibration": 48.70035641085651,
            "p50_s": 1.3016724586486816,
            "p95_s": 2.194945380091667,
            "cost_usd_per_1000": 0.016341396549767337,
            "axes": {
              "intelligence": 68.29537871204539,
              "calibration": 48.70035641085651,
              "speed": 75.44074566492104,
              "cost": 63.60132493115769
            },
            "jevbench_score": 63.204630699247566
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8698630136986302,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.28313089827038374,
            "calibration": 54.88166539410126,
            "p50_s": 1.3177975565195084,
            "p95_s": 1.9764527156949037,
            "cost_usd_per_1000": 0.016080004202667458,
            "axes": {
              "intelligence": 75.10998701353107,
              "calibration": 54.88166539410126,
              "speed": 75.8426487324432,
              "cost": 63.81141526241238
            },
            "jevbench_score": 66.83196174536938
          }
        },
        {
          "threshold": 0.46,
          "public": {
            "n": 231,
            "escalation": 0.06060606060606061,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.3291992177734602,
            "calibration": 48.70035641085651,
            "p50_s": 1.3016724586486816,
            "p95_s": 2.194945380091667,
            "cost_usd_per_1000": 0.016453739643627282,
            "axes": {
              "intelligence": 68.29537871204539,
              "calibration": 48.70035641085651,
              "speed": 75.44074566492104,
              "cost": 63.51206137151936
            },
            "jevbench_score": 63.182442316701106
          },
          "heldout": {
            "n": 303,
            "escalation": 0.04950495049504951,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8698630136986302,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.28633470539458994,
            "calibration": 54.56128468168065,
            "p50_s": 1.3177975565195084,
            "p95_s": 1.9910572722554205,
            "cost_usd_per_1000": 0.016165651907887418,
            "axes": {
              "intelligence": 75.10998701353107,
              "calibration": 54.56128468168065,
              "speed": 75.8106754948598,
              "cost": 63.74220331068289
            },
            "jevbench_score": 66.70907642869633
          }
        },
        {
          "threshold": 0.47,
          "public": {
            "n": 231,
            "escalation": 0.06493506493506493,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3248757328126922,
            "calibration": 49.132704906933306,
            "p50_s": 1.3016724586486816,
            "p95_s": 2.2172104194760323,
            "cost_usd_per_1000": 0.01656608273748723,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 49.132704906933306,
              "speed": 75.39691373212693,
              "cost": 63.42340521806249
            },
            "jevbench_score": 63.37768969312123
          },
          "heldout": {
            "n": 303,
            "escalation": 0.04950495049504951,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8698630136986302,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.28633470539458994,
            "calibration": 54.56128468168065,
            "p50_s": 1.3177975565195084,
            "p95_s": 1.9910572722554205,
            "cost_usd_per_1000": 0.016165651907887418,
            "axes": {
              "intelligence": 75.10998701353107,
              "calibration": 54.56128468168065,
              "speed": 75.8106754948598,
              "cost": 63.74220331068289
            },
            "jevbench_score": 66.70907642869633
          }
        },
        {
          "threshold": 0.48,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.33660379985411315,
            "calibration": 47.95989820279121,
            "p50_s": 1.302245020866394,
            "p95_s": 2.248997263610363,
            "cost_usd_per_1000": 0.01701545511292702,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 47.95989820279121,
              "speed": 75.33318367393802,
              "cost": 63.074692909728945
            },
            "jevbench_score": 62.89597934850328
          },
          "heldout": {
            "n": 303,
            "escalation": 0.056105610561056105,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8698630136986302,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.29333743380202687,
            "calibration": 53.818945440641826,
            "p50_s": 1.3178558647632599,
            "p95_s": 1.9910572722554205,
            "cost_usd_per_1000": 0.016336947318327338,
            "axes": {
              "intelligence": 75.10998701353107,
              "calibration": 53.818945440641826,
              "speed": 75.81048333796761,
              "cost": 63.60487274254527
            },
            "jevbench_score": 66.44512626451868
          }
        },
        {
          "threshold": 0.49,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.33660379985411315,
            "calibration": 47.95989820279121,
            "p50_s": 1.302245020866394,
            "p95_s": 2.248997263610363,
            "cost_usd_per_1000": 0.01701545511292702,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 47.95989820279121,
              "speed": 75.33318367393802,
              "cost": 63.074692909728945
            },
            "jevbench_score": 62.89597934850328
          },
          "heldout": {
            "n": 303,
            "escalation": 0.066006600660066,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7425742574257426,
            "ece_hard": 0.29653336655395157,
            "calibration": 55.863099622700986,
            "p50_s": 1.3178558647632599,
            "p95_s": 1.9910572722554205,
            "cost_usd_per_1000": 0.016593890433987218,
            "axes": {
              "intelligence": 75.49354865736669,
              "calibration": 55.863099622700986,
              "speed": 75.81048333796761,
              "cost": 63.40155345374494
            },
            "jevbench_score": 67.09899394063247
          }
        },
        {
          "threshold": 0.5,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.33660379985411315,
            "calibration": 47.95989820279121,
            "p50_s": 1.302245020866394,
            "p95_s": 2.248997263610363,
            "cost_usd_per_1000": 0.01701545511292702,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 47.95989820279121,
              "speed": 75.33318367393802,
              "cost": 63.074692909728945
            },
            "jevbench_score": 62.89597934850328
          },
          "heldout": {
            "n": 303,
            "escalation": 0.06930693069306931,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7425742574257426,
            "ece_hard": 0.2997419430006619,
            "calibration": 54.64508335398057,
            "p50_s": 1.3183358311653137,
            "p95_s": 1.9910572722554205,
            "cost_usd_per_1000": 0.016679538139207178,
            "axes": {
              "intelligence": 75.49354865736669,
              "calibration": 54.64508335398057,
              "speed": 75.80890191456402,
              "cost": 63.33447937780238
            },
            "jevbench_score": 66.71221123963154
          }
        },
        {
          "threshold": 0.51,
          "public": {
            "n": 231,
            "escalation": 0.09090909090909091,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.34088879222866203,
            "calibration": 47.53139896533632,
            "p50_s": 1.3028961420059204,
            "p95_s": 2.248997263610363,
            "cost_usd_per_1000": 0.017240141300646918,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 47.53139896533632,
              "speed": 75.33101274878535,
              "cost": 62.90377537023518
            },
            "jevbench_score": 62.71201174993864
          },
          "heldout": {
            "n": 303,
            "escalation": 0.07920792079207921,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.7458745874587459,
            "ece_hard": 0.2950659812054216,
            "calibration": 55.11267953350459,
            "p50_s": 1.3189159780740738,
            "p95_s": 1.9910572722554205,
            "cost_usd_per_1000": 0.016936481254867058,
            "axes": {
              "intelligence": 75.76877801516484,
              "calibration": 55.11267953350459,
              "speed": 75.8069911785141,
              "cost": 63.13530442641245
            },
            "jevbench_score": 66.86222690240555
          }
        },
        {
          "threshold": 0.52,
          "public": {
            "n": 231,
            "escalation": 0.1038961038961039,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3473584898990505,
            "calibration": 46.884429198297475,
            "p50_s": 1.304066225886345,
            "p95_s": 2.248997263610363,
            "cost_usd_per_1000": 0.017577170582226763,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 46.884429198297475,
              "speed": 75.32711425747598,
              "cost": 62.65153097585604
            },
            "jevbench_score": 62.433957859578605
          },
          "heldout": {
            "n": 303,
            "escalation": 0.08250825082508251,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.7425742574257426,
            "ece_hard": 0.2950659812054216,
            "calibration": 55.11267953350459,
            "p50_s": 1.319311037659645,
            "p95_s": 1.9910572722554205,
            "cost_usd_per_1000": 0.017022128960087018,
            "axes": {
              "intelligence": 75.57699719324704,
              "calibration": 55.11267953350459,
              "speed": 75.80569051561969,
              "cost": 63.06958370745611
            },
            "jevbench_score": 66.80219501411457
          }
        },
        {
          "threshold": 0.53,
          "public": {
            "n": 231,
            "escalation": 0.11255411255411256,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3590681224689467,
            "calibration": 45.71346594130786,
            "p50_s": 1.3058469742536545,
            "p95_s": 2.248997263610363,
            "cost_usd_per_1000": 0.017801856769946656,
            "axes": {
              "intelligence": 68.8355021688355,
              "calibration": 45.71346594130786,
              "speed": 75.32118785877775,
              "cost": 62.48604092586789
            },
            "jevbench_score": 62.035344904871366
          },
          "heldout": {
            "n": 303,
            "escalation": 0.09570957095709572,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.7458745874587459,
            "ece_hard": 0.2980414335221253,
            "calibration": 54.81513430183422,
            "p50_s": 1.322104200720787,
            "p95_s": 1.9910572722554205,
            "cost_usd_per_1000": 0.01736471978096686,
            "axes": {
              "intelligence": 75.85222655104519,
              "calibration": 54.81513430183422,
              "speed": 75.79650562307398,
              "cost": 62.809966618615704
            },
            "jevbench_score": 66.70165975311951
          }
        },
        {
          "threshold": 0.54,
          "public": {
            "n": 231,
            "escalation": 0.11688311688311688,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3590681224689467,
            "calibration": 45.71346594130786,
            "p50_s": 1.307793453335762,
            "p95_s": 2.248997263610363,
            "cost_usd_per_1000": 0.017914199863806605,
            "axes": {
              "intelligence": 68.8355021688355,
              "calibration": 45.71346594130786,
              "speed": 75.31471913973084,
              "cost": 62.40407754370898
            },
            "jevbench_score": 62.013660307776654
          },
          "heldout": {
            "n": 303,
            "escalation": 0.11221122112211221,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7425742574257426,
            "ece_hard": 0.32449275083228557,
            "calibration": 52.1700025708182,
            "p50_s": 1.323771134018898,
            "p95_s": 2.0295264974236487,
            "cost_usd_per_1000": 0.01779295830706666,
            "axes": {
              "intelligence": 75.49354865736669,
              "calibration": 52.1700025708182,
              "speed": 75.70792367490351,
              "cost": 62.492555166885886
            },
            "jevbench_score": 65.70146887213569
          }
        },
        {
          "threshold": 0.55,
          "public": {
            "n": 231,
            "escalation": 0.12987012987012986,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.6796536796536796,
            "ece_hard": 0.35383433082457016,
            "calibration": 46.23684510574551,
            "p50_s": 1.3082244992256165,
            "p95_s": 2.248997263610363,
            "cost_usd_per_1000": 0.018251229145386447,
            "axes": {
              "intelligence": 69.751001001001,
              "calibration": 46.23684510574551,
              "speed": 75.31328795036976,
              "cost": 62.1612364681429
            },
            "jevbench_score": 62.33507301986222
          },
          "heldout": {
            "n": 303,
            "escalation": 0.13861386138613863,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8972602739726028,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.7524752475247525,
            "ece_hard": 0.3176220937314532,
            "calibration": 52.85706828090143,
            "p50_s": 1.3345372080802917,
            "p95_s": 2.031159219145775,
            "cost_usd_per_1000": 0.01847813994882634,
            "axes": {
              "intelligence": 76.15233965900046,
              "calibration": 52.85706828090143,
              "speed": 75.66925344841344,
              "cost": 62.00025243928482
            },
            "jevbench_score": 65.92115489392727
          }
        },
        {
          "threshold": 0.56,
          "public": {
            "n": 231,
            "escalation": 0.13852813852813853,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.3517845783415379,
            "calibration": 46.44182035404873,
            "p50_s": 1.309425413608551,
            "p95_s": 2.248997263610363,
            "cost_usd_per_1000": 0.018475915333106344,
            "axes": {
              "intelligence": 70.12637637637638,
              "calibration": 46.44182035404873,
              "speed": 75.30930307428851,
              "cost": 62.00182109797522
            },
            "jevbench_score": 62.44690614770926
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1551155115511551,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8972602739726028,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.7557755775577558,
            "ece_hard": 0.32041957886902966,
            "calibration": 52.57731976714379,
            "p50_s": 1.336438462138176,
            "p95_s": 2.0953346848487846,
            "cost_usd_per_1000": 0.01890637847492614,
            "axes": {
              "intelligence": 76.42756901679863,
              "calibration": 52.57731976714379,
              "speed": 75.52797631954061,
              "cost": 61.70174957459926
            },
            "jevbench_score": 65.78296648548358
          }
        },
        {
          "threshold": 0.57,
          "public": {
            "n": 231,
            "escalation": 0.14285714285714285,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.6883116883116883,
            "ece_hard": 0.35644323332475714,
            "calibration": 45.97595485572681,
            "p50_s": 1.309425413608551,
            "p95_s": 2.248997263610363,
            "cost_usd_per_1000": 0.018588258426966292,
            "axes": {
              "intelligence": 70.50175175175175,
              "calibration": 45.97595485572681,
              "speed": 75.30930307428851,
              "cost": 61.92283894856903
            },
            "jevbench_score": 62.35302652225532
          },
          "heldout": {
            "n": 303,
            "escalation": 0.16501650165016502,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8972602739726028,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.7557755775577558,
            "ece_hard": 0.3259532605582373,
            "calibration": 52.02395159822302,
            "p50_s": 1.3393714874982834,
            "p95_s": 2.0953346848487846,
            "cost_usd_per_1000": 0.019163321590586025,
            "axes": {
              "intelligence": 76.42756901679863,
              "calibration": 52.02395159822302,
              "speed": 75.51845548462853,
              "cost": 61.525876365913405
            },
            "jevbench_score": 65.56032119402256
          }
        },
        {
          "threshold": 0.58,
          "public": {
            "n": 231,
            "escalation": 0.1471861471861472,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.6926406926406926,
            "ece_hard": 0.356558152231641,
            "calibration": 45.96446296503842,
            "p50_s": 1.309425413608551,
            "p95_s": 2.248997263610363,
            "cost_usd_per_1000": 0.01870060152082624,
            "axes": {
              "intelligence": 70.87712712712712,
              "calibration": 45.96446296503842,
              "speed": 75.30930307428851,
              "cost": 61.84433271357228
            },
            "jevbench_score": 62.41215928234267
          },
          "heldout": {
            "n": 303,
            "escalation": 0.16501650165016502,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8972602739726028,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.7557755775577558,
            "ece_hard": 0.3259532605582373,
            "calibration": 52.02395159822302,
            "p50_s": 1.3393714874982834,
            "p95_s": 2.0953346848487846,
            "cost_usd_per_1000": 0.019163321590586025,
            "axes": {
              "intelligence": 76.42756901679863,
              "calibration": 52.02395159822302,
              "speed": 75.51845548462853,
              "cost": 61.525876365913405
            },
            "jevbench_score": 65.56032119402256
          }
        },
        {
          "threshold": 0.59,
          "public": {
            "n": 231,
            "escalation": 0.15584415584415584,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.696969696969697,
            "ece_hard": 0.356558152231641,
            "calibration": 45.96446296503842,
            "p50_s": 1.3110789507627487,
            "p95_s": 2.248997263610363,
            "cost_usd_per_1000": 0.018925287708546134,
            "axes": {
              "intelligence": 71.41725058391727,
              "calibration": 45.96446296503842,
              "speed": 75.3038222808446,
              "cost": 61.68872528463715
            },
            "jevbench_score": 62.49021710449933
          },
          "heldout": {
            "n": 303,
            "escalation": 0.16831683168316833,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8972602739726028,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.7557755775577558,
            "ece_hard": 0.3256308000243119,
            "calibration": 52.05619765161556,
            "p50_s": 1.3393714874982834,
            "p95_s": 2.0953346848487846,
            "cost_usd_per_1000": 0.019248969295805985,
            "axes": {
              "intelligence": 76.42756901679863,
              "calibration": 52.05619765161556,
              "speed": 75.51845548462853,
              "cost": 61.46777560720169
            },
            "jevbench_score": 65.55499237730398
          }
        },
        {
          "threshold": 0.6,
          "public": {
            "n": 231,
            "escalation": 0.17316017316017315,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.696969696969697,
            "ece_hard": 0.34903236231877766,
            "calibration": 46.00942839427438,
            "p50_s": 1.3143753111362457,
            "p95_s": 2.276942200958729,
            "cost_usd_per_1000": 0.019374660083985924,
            "axes": {
              "intelligence": 71.41725058391727,
              "calibration": 46.00942839427438,
              "speed": 75.23928600757874,
              "cost": 61.382977245208316
            },
            "jevbench_score": 62.41452142162182
          },
          "heldout": {
            "n": 303,
            "escalation": 0.17491749174917492,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8972602739726028,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.7557755775577558,
            "ece_hard": 0.3328694544116618,
            "calibration": 51.33233221288057,
            "p50_s": 1.3393714874982834,
            "p95_s": 2.0953346848487846,
            "cost_usd_per_1000": 0.019420264706245905,
            "axes": {
              "intelligence": 76.42756901679863,
              "calibration": 51.33233221288057,
              "speed": 75.51845548462853,
              "cost": 61.352345643223885
            },
            "jevbench_score": 65.29521078425478
          }
        },
        {
          "threshold": 0.61,
          "public": {
            "n": 231,
            "escalation": 0.17316017316017315,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.696969696969697,
            "ece_hard": 0.34903236231877766,
            "calibration": 46.00942839427438,
            "p50_s": 1.3143753111362457,
            "p95_s": 2.276942200958729,
            "cost_usd_per_1000": 0.019374660083985924,
            "axes": {
              "intelligence": 71.41725058391727,
              "calibration": 46.00942839427438,
              "speed": 75.23928600757874,
              "cost": 61.382977245208316
            },
            "jevbench_score": 62.41452142162182
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1848184818481848,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.910958904109589,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.7623762376237624,
            "ece_hard": 0.3328694544116618,
            "calibration": 51.33233221288057,
            "p50_s": 1.3393714874982834,
            "p95_s": 2.0953346848487846,
            "cost_usd_per_1000": 0.019677207821905785,
            "axes": {
              "intelligence": 76.81113066063425,
              "calibration": 51.33233221288057,
              "speed": 75.51845548462853,
              "cost": 61.18109582587525
            },
            "jevbench_score": 65.33131144567757
          }
        },
        {
          "threshold": 0.62,
          "public": {
            "n": 231,
            "escalation": 0.1774891774891775,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5045045045045045
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.3398243741240551,
            "calibration": 47.95553821815212,
            "p50_s": 1.3143753111362457,
            "p95_s": 2.276942200958729,
            "cost_usd_per_1000": 0.019487003177845873,
            "axes": {
              "intelligence": 71.79262595929265,
              "calibration": 47.95553821815212,
              "speed": 75.23928600757874,
              "cost": 61.30764832066727
            },
            "jevbench_score": 63.127629701853635
          },
          "heldout": {
            "n": 303,
            "escalation": 0.19471947194719472,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.910958904109589,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.768976897689769,
            "ece_hard": 0.32139224584852266,
            "calibration": 52.48005306919449,
            "p50_s": 1.3400312662124634,
            "p95_s": 2.1863119244575477,
            "cost_usd_per_1000": 0.019934150937565665,
            "axes": {
              "intelligence": 77.36158937623057,
              "calibration": 52.48005306919449,
              "speed": 75.33172944872274,
              "cost": 61.012067730044464
            },
            "jevbench_score": 65.72465766644507
          }
        },
        {
          "threshold": 0.63,
          "public": {
            "n": 231,
            "escalation": 0.19047619047619047,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.5225225225225225
            },
            "accuracy": 0.7056277056277056,
            "ece_hard": 0.32387781334960386,
            "calibration": 50.420827805420906,
            "p50_s": 1.3146315664052963,
            "p95_s": 2.276942200958729,
            "cost_usd_per_1000": 0.019824032459425718,
            "axes": {
              "intelligence": 72.00325325325325,
              "calibration": 50.420827805420906,
              "speed": 75.23843937419326,
              "cost": 61.08423999590183
            },
            "jevbench_score": 63.91205193570623
          },
          "heldout": {
            "n": 303,
            "escalation": 0.20462046204620463,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9178082191780822,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7722772277227723,
            "ece_hard": 0.3247510575663571,
            "calibration": 52.14417189741104,
            "p50_s": 1.3414461016654968,
            "p95_s": 2.197334446012974,
            "cost_usd_per_1000": 0.02019109405322555,
            "axes": {
              "intelligence": 77.55337019814839,
              "calibration": 52.14417189741104,
              "speed": 75.3053060839359,
              "cost": 60.84520444594672
            },
            "jevbench_score": 65.60917787020048
          }
        },
        {
          "threshold": 0.64,
          "public": {
            "n": 231,
            "escalation": 0.19913419913419914,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.5225225225225225
            },
            "accuracy": 0.7056277056277056,
            "ece_hard": 0.324347078691158,
            "calibration": 50.373901271265495,
            "p50_s": 1.3177027255296707,
            "p95_s": 2.276942200958729,
            "cost_usd_per_1000": 0.020048718647145615,
            "axes": {
              "intelligence": 72.00325325325325,
              "calibration": 50.373901271265495,
              "speed": 75.22830549362926,
              "cost": 60.93740136301969
            },
            "jevbench_score": 63.856590845585856
          },
          "heldout": {
            "n": 303,
            "escalation": 0.22112211221122113,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9246575342465754,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7821782178217822,
            "ece_hard": 0.31306257837112866,
            "calibration": 53.31301981693389,
            "p50_s": 1.3426922708749771,
            "p95_s": 2.202181353420019,
            "cost_usd_per_1000": 0.02061933257932535,
            "axes": {
              "intelligence": 78.29560973566252,
              "calibration": 53.31301981693389,
              "speed": 75.2917043005962,
              "cost": 60.57176189098419
            },
            "jevbench_score": 66.05367830323306
          }
        },
        {
          "threshold": 0.65,
          "public": {
            "n": 231,
            "escalation": 0.20346320346320346,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.3365413941814197,
            "calibration": 49.15446972223933,
            "p50_s": 1.319142371416092,
            "p95_s": 2.276942200958729,
            "cost_usd_per_1000": 0.02016106174100556,
            "axes": {
              "intelligence": 71.62787787787788,
              "calibration": 49.15446972223933,
              "speed": 75.22356323306026,
              "cost": 60.864598011857794
            },
            "jevbench_score": 63.3637599237806
          },
          "heldout": {
            "n": 303,
            "escalation": 0.23102310231023102,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7854785478547854,
            "ece_hard": 0.31449053341049393,
            "calibration": 53.17022431299736,
            "p50_s": 1.3426922708749771,
            "p95_s": 2.2078663267195227,
            "cost_usd_per_1000": 0.02087627569498523,
            "axes": {
              "intelligence": 78.48739055758033,
              "calibration": 53.17022431299736,
              "speed": 75.28050735180821,
              "cost": 60.410409292770694
            },
            "jevbench_score": 66.00330378524163
          }
        },
        {
          "threshold": 0.66,
          "public": {
            "n": 231,
            "escalation": 0.2077922077922078,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.3355801916966704,
            "calibration": 49.25058997071425,
            "p50_s": 1.319142371416092,
            "p95_s": 2.2920106947422028,
            "cost_usd_per_1000": 0.02027340483486551,
            "axes": {
              "intelligence": 71.62787787787788,
              "calibration": 49.25058997071425,
              "speed": 75.19491689952562,
              "cost": 60.792199216344336
            },
            "jevbench_score": 63.36981876137649
          },
          "heldout": {
            "n": 303,
            "escalation": 0.24092409240924093,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9383561643835616,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7887788778877888,
            "ece_hard": 0.3144061322573718,
            "calibration": 52.547829652003706,
            "p50_s": 1.3426922708749771,
            "p95_s": 2.2078663267195227,
            "cost_usd_per_1000": 0.02113321881064511,
            "axes": {
              "intelligence": 78.67917137949814,
              "calibration": 52.547829652003706,
              "speed": 75.28050735180821,
              "cost": 60.25103050929512
            },
            "jevbench_score": 65.80598503474204
          }
        },
        {
          "threshold": 0.67,
          "public": {
            "n": 231,
            "escalation": 0.2077922077922078,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.3355801916966704,
            "calibration": 49.25058997071425,
            "p50_s": 1.319142371416092,
            "p95_s": 2.2920106947422028,
            "cost_usd_per_1000": 0.02027340483486551,
            "axes": {
              "intelligence": 71.62787787787788,
              "calibration": 49.25058997071425,
              "speed": 75.19491689952562,
              "cost": 60.792199216344336
            },
            "jevbench_score": 63.36981876137649
          },
          "heldout": {
            "n": 303,
            "escalation": 0.24422442244224424,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9383561643835616,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7887788778877888,
            "ece_hard": 0.3144061322573718,
            "calibration": 52.547829652003706,
            "p50_s": 1.3426922708749771,
            "p95_s": 2.2078663267195227,
            "cost_usd_per_1000": 0.02121886651586507,
            "axes": {
              "intelligence": 78.67917137949814,
              "calibration": 52.547829652003706,
              "speed": 75.28050735180821,
              "cost": 60.19833457777125
            },
            "jevbench_score": 65.79159173075132
          }
        },
        {
          "threshold": 0.68,
          "public": {
            "n": 231,
            "escalation": 0.2077922077922078,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.3355801916966704,
            "calibration": 49.25058997071425,
            "p50_s": 1.319142371416092,
            "p95_s": 2.2920106947422028,
            "cost_usd_per_1000": 0.02027340483486551,
            "axes": {
              "intelligence": 71.62787787787788,
              "calibration": 49.25058997071425,
              "speed": 75.19491689952562,
              "cost": 60.792199216344336
            },
            "jevbench_score": 63.36981876137649
          },
          "heldout": {
            "n": 303,
            "escalation": 0.25412541254125415,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7887788778877888,
            "ece_hard": 0.32305386053867047,
            "calibration": 51.68305682387384,
            "p50_s": 1.3468152582645416,
            "p95_s": 2.2078663267195227,
            "cost_usd_per_1000": 0.02147580963152495,
            "axes": {
              "intelligence": 78.59572284361778,
              "calibration": 51.68305682387384,
              "speed": 75.26719196186778,
              "cost": 60.041513632525884
            },
            "jevbench_score": 65.4562487700284
          }
        },
        {
          "threshold": 0.69,
          "public": {
            "n": 231,
            "escalation": 0.2077922077922078,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.3355801916966704,
            "calibration": 49.25058997071425,
            "p50_s": 1.319142371416092,
            "p95_s": 2.2920106947422028,
            "cost_usd_per_1000": 0.02027340483486551,
            "axes": {
              "intelligence": 71.62787787787788,
              "calibration": 49.25058997071425,
              "speed": 75.19491689952562,
              "cost": 60.792199216344336
            },
            "jevbench_score": 63.36981876137649
          },
          "heldout": {
            "n": 303,
            "escalation": 0.26732673267326734,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7887788778877888,
            "ece_hard": 0.3268502746038982,
            "calibration": 50.795837363201,
            "p50_s": 1.3563375920057297,
            "p95_s": 2.2078663267195227,
            "cost_usd_per_1000": 0.021818400452404792,
            "axes": {
              "intelligence": 78.59572284361778,
              "calibration": 50.795837363201,
              "speed": 75.23659425368052,
              "cost": 59.83531274555239
            },
            "jevbench_score": 65.11086012321053
          }
        },
        {
          "threshold": 0.7,
          "public": {
            "n": 231,
            "escalation": 0.21212121212121213,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.3355801916966704,
            "calibration": 49.25058997071425,
            "p50_s": 1.3191694766283035,
            "p95_s": 2.2920106947422028,
            "cost_usd_per_1000": 0.020385747928725457,
            "axes": {
              "intelligence": 71.62787787787788,
              "calibration": 49.25058997071425,
              "speed": 75.19482766334148,
              "cost": 60.72020050522214
            },
            "jevbench_score": 63.351028754227634
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2706270627062706,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7887788778877888,
            "ece_hard": 0.3268502746038982,
            "calibration": 50.795837363201,
            "p50_s": 1.3563375920057297,
            "p95_s": 2.2290131688117976,
            "cost_usd_per_1000": 0.02190404815762475,
            "axes": {
              "intelligence": 78.59572284361778,
              "calibration": 50.795837363201,
              "speed": 75.19519566991417,
              "cost": 59.78426843144175
            },
            "jevbench_score": 65.08801281007027
          }
        },
        {
          "threshold": 0.71,
          "public": {
            "n": 231,
            "escalation": 0.22077922077922077,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.70995670995671,
            "ece_hard": 0.32282934453689316,
            "calibration": 50.52567468669198,
            "p50_s": 1.3192902952432632,
            "p95_s": 2.2920106947422028,
            "cost_usd_per_1000": 0.02061043411644535,
            "axes": {
              "intelligence": 72.37862862862865,
              "calibration": 50.52567468669198,
              "speed": 75.19442992479429,
              "cost": 60.57738581810664
            },
            "jevbench_score": 63.88584855579207
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2871287128712871,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7920792079207921,
            "ece_hard": 0.32145534809373666,
            "calibration": 51.335330014217156,
            "p50_s": 1.3565552085638046,
            "p95_s": 2.238805812597275,
            "cost_usd_per_1000": 0.022332286683724552,
            "axes": {
              "intelligence": 78.87095220141595,
              "calibration": 51.335330014217156,
              "speed": 75.17546101000235,
              "cost": 59.532004169999574
            },
            "jevbench_score": 65.24391473347592
          }
        },
        {
          "threshold": 0.72,
          "public": {
            "n": 231,
            "escalation": 0.23376623376623376,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.70995670995671,
            "ece_hard": 0.32491676041704365,
            "calibration": 51.19707318904378,
            "p50_s": 1.3224025070667267,
            "p95_s": 2.2920106947422028,
            "cost_usd_per_1000": 0.020947463398025196,
            "axes": {
              "intelligence": 72.37862862862865,
              "calibration": 51.19707318904378,
              "speed": 75.18419696322064,
              "cost": 60.366056792774984
            },
            "jevbench_score": 64.03887803224104
          },
          "heldout": {
            "n": 303,
            "escalation": 0.297029702970297,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7920792079207921,
            "ece_hard": 0.32145534809373666,
            "calibration": 51.335330014217156,
            "p50_s": 1.3586038798093796,
            "p95_s": 2.238805812597275,
            "cost_usd_per_1000": 0.022589229799384433,
            "axes": {
              "intelligence": 78.87095220141595,
              "calibration": 51.335330014217156,
              "speed": 75.1689072372246,
              "cost": 59.38295729493848
            },
            "jevbench_score": 65.20161833077793
          }
        },
        {
          "threshold": 0.73,
          "public": {
            "n": 231,
            "escalation": 0.24242424242424243,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.7186147186147186,
            "ece_hard": 0.3135893553444104,
            "calibration": 52.3298136963071,
            "p50_s": 1.3224025070667267,
            "p95_s": 2.3059075847268105,
            "cost_usd_per_1000": 0.021172149585745093,
            "axes": {
              "intelligence": 73.12937937937939,
              "calibration": 52.3298136963071,
              "speed": 75.15794438260922,
              "cost": 60.22705138860819
            },
            "jevbench_score": 64.51369144881795
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3069306930693069,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7920792079207921,
            "ece_hard": 0.31970343632127673,
            "calibration": 51.51052119146315,
            "p50_s": 1.3768931925296783,
            "p95_s": 2.238805812597275,
            "cost_usd_per_1000": 0.022846172915044313,
            "axes": {
              "intelligence": 78.87095220141595,
              "calibration": 51.51052119146315,
              "speed": 75.11083321455678,
              "cost": 59.23559621497804
            },
            "jevbench_score": 65.20405318517275
          }
        },
        {
          "threshold": 0.74,
          "public": {
            "n": 231,
            "escalation": 0.2510822510822511,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.7229437229437229,
            "ece_hard": 0.3159748374696105,
            "calibration": 52.09126548378709,
            "p50_s": 1.3224025070667267,
            "p95_s": 2.3059075847268105,
            "cost_usd_per_1000": 0.021396835773464986,
            "axes": {
              "intelligence": 73.66950283616951,
              "calibration": 52.09126548378709,
              "speed": 75.15794438260922,
              "cost": 60.089513399145
            },
            "jevbench_score": 64.52181222274736
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3201320132013201,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7920792079207921,
            "ece_hard": 0.32204872048973565,
            "calibration": 51.27599277461725,
            "p50_s": 1.3797449171543121,
            "p95_s": 2.238805812597275,
            "cost_usd_per_1000": 0.023188763735924156,
            "axes": {
              "intelligence": 78.87095220141595,
              "calibration": 51.27599277461725,
              "speed": 75.10184771366106,
              "cost": 59.04167212944773
            },
            "jevbench_score": 65.07439034957754
          }
        },
        {
          "threshold": 0.75,
          "public": {
            "n": 231,
            "escalation": 0.26406926406926406,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.7186147186147186,
            "ece_hard": 0.32681307417580896,
            "calibration": 51.00744181316725,
            "p50_s": 1.3238774687051773,
            "p95_s": 2.325567226856947,
            "cost_usd_per_1000": 0.021733865055044828,
            "axes": {
              "intelligence": 73.29412746079414,
              "calibration": 51.00744181316725,
              "speed": 75.11623310607298,
              "cost": 59.885891013677735
            },
            "jevbench_score": 64.03836860680198
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3234323432343234,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.3151405951328064,
            "calibration": 51.96680531031018,
            "p50_s": 1.3797449171543121,
            "p95_s": 2.238805812597275,
            "cost_usd_per_1000": 0.023274411441144116,
            "axes": {
              "intelligence": 79.14618155921411,
              "calibration": 51.96680531031018,
              "speed": 75.10184771366106,
              "cost": 58.993638776901584
            },
            "jevbench_score": 65.3360610201011
          }
        },
        {
          "threshold": 0.76,
          "public": {
            "n": 231,
            "escalation": 0.2683982683982684,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.7186147186147186,
            "ece_hard": 0.32681307417580896,
            "calibration": 51.00744181316725,
            "p50_s": 1.3238774687051773,
            "p95_s": 2.325567226856947,
            "cost_usd_per_1000": 0.021846208148904776,
            "axes": {
              "intelligence": 73.29412746079414,
              "calibration": 51.00744181316725,
              "speed": 75.11623310607298,
              "cost": 59.818717982199786
            },
            "jevbench_score": 64.02040334874253
          },
          "heldout": {
            "n": 303,
            "escalation": 0.33993399339933994,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.319522910214323,
            "calibration": 51.52857380215852,
            "p50_s": 1.384657546877861,
            "p95_s": 2.2529926203191275,
            "cost_usd_per_1000": 0.023702649967243916,
            "axes": {
              "intelligence": 79.14618155921411,
              "calibration": 51.52857380215852,
              "speed": 75.05897853716904,
              "cost": 58.756092908538434
            },
            "jevbench_score": 65.12285202437495
          }
        },
        {
          "threshold": 0.77,
          "public": {
            "n": 231,
            "escalation": 0.27705627705627706,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.3363344019046055,
            "calibration": 50.0553090402876,
            "p50_s": 1.325474590063095,
            "p95_s": 2.325567226856947,
            "cost_usd_per_1000": 0.022070894336624673,
            "axes": {
              "intelligence": 72.91875208541877,
              "calibration": 50.0553090402876,
              "speed": 75.11099694975015,
              "cost": 59.68540205192201
            },
            "jevbench_score": 63.60119214916753
          },
          "heldout": {
            "n": 303,
            "escalation": 0.34983498349834985,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.32167946256856206,
            "calibration": 51.312918566734616,
            "p50_s": 1.4045170545578003,
            "p95_s": 2.2529926203191275,
            "cost_usd_per_1000": 0.023959593082903796,
            "axes": {
              "intelligence": 79.14618155921411,
              "calibration": 51.312918566734616,
              "speed": 74.99713213750968,
              "cost": 58.61561686145775
            },
            "jevbench_score": 65.00229197184659
          }
        },
        {
          "threshold": 0.78,
          "public": {
            "n": 231,
            "escalation": 0.29004329004329005,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.3376125281159751,
            "calibration": 50.34072219076827,
            "p50_s": 1.3266585320234299,
            "p95_s": 2.325567226856947,
            "cost_usd_per_1000": 0.02240792361820452,
            "axes": {
              "intelligence": 72.91875208541877,
              "calibration": 50.34072219076827,
              "speed": 75.10711947097549,
              "cost": 59.48795153679246
            },
            "jevbench_score": 63.63809892975694
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3564356435643564,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.32363307363110694,
            "calibration": 51.11755746048013,
            "p50_s": 1.438198447227478,
            "p95_s": 2.2529926203191275,
            "cost_usd_per_1000": 0.024130888493343716,
            "axes": {
              "intelligence": 79.14618155921411,
              "calibration": 51.11755746048013,
              "speed": 74.89421415281097,
              "cost": 58.522800615443614
            },
            "jevbench_score": 64.89232842939326
          }
        },
        {
          "threshold": 0.79,
          "public": {
            "n": 231,
            "escalation": 0.2987012987012987,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.3367757276792861,
            "calibration": 50.42440223443717,
            "p50_s": 1.3277880102396011,
            "p95_s": 2.325567226856947,
            "cost_usd_per_1000": 0.022632609805924412,
            "axes": {
              "intelligence": 72.91875208541877,
              "calibration": 50.42440223443717,
              "speed": 75.10342358802205,
              "cost": 59.35796091698246
            },
            "jevbench_score": 63.62893783902645
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3696369636963696,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.32363307363110694,
            "calibration": 51.11755746048013,
            "p50_s": 1.4431772530078888,
            "p95_s": 2.2529926203191275,
            "cost_usd_per_1000": 0.024473479314223556,
            "axes": {
              "intelligence": 79.14618155921411,
              "calibration": 51.11755746048013,
              "speed": 74.87920555793242,
              "cost": 58.33912852113895
            },
            "jevbench_score": 64.83810397637531
          }
        },
        {
          "threshold": 0.8,
          "public": {
            "n": 231,
            "escalation": 0.30735930735930733,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.3367757276792861,
            "calibration": 50.42440223443717,
            "p50_s": 1.3289764374494553,
            "p95_s": 2.325567226856947,
            "cost_usd_per_1000": 0.022857295993644305,
            "axes": {
              "intelligence": 72.91875208541877,
              "calibration": 50.42440223443717,
              "speed": 75.09953820469983,
              "cost": 59.229254431474324
            },
            "jevbench_score": 63.59359542458724
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3795379537953795,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.31613547301545264,
            "calibration": 51.86731752204555,
            "p50_s": 1.4465409815311432,
            "p95_s": 2.2529926203191275,
            "cost_usd_per_1000": 0.024730422429883436,
            "axes": {
              "intelligence": 79.42141091701227,
              "calibration": 51.86731752204555,
              "speed": 74.86909488777356,
              "cost": 58.203053956714065
            },
            "jevbench_score": 65.09084887657042
          }
        },
        {
          "threshold": 0.81,
          "public": {
            "n": 231,
            "escalation": 0.31601731601731603,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.7186147186147186,
            "ece_hard": 0.3289213818753172,
            "calibration": 51.209836814834055,
            "p50_s": 1.3289764374494553,
            "p95_s": 2.325567226856947,
            "cost_usd_per_1000": 0.023081982181364202,
            "axes": {
              "intelligence": 73.29412746079414,
              "calibration": 51.209836814834055,
              "speed": 75.09953820469983,
              "cost": 59.10180695717314
            },
            "jevbench_score": 63.887390431206384
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3927392739273927,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.3210831043858974,
            "calibration": 51.37255438500108,
            "p50_s": 1.4572032541036606,
            "p95_s": 2.2529926203191275,
            "cost_usd_per_1000": 0.025073013250763276,
            "axes": {
              "intelligence": 80.58807758367894,
              "calibration": 51.37255438500108,
              "speed": 74.83720098405252,
              "cost": 58.02380409428842
            },
            "jevbench_score": 65.11505663446664
          }
        },
        {
          "threshold": 0.82,
          "public": {
            "n": 231,
            "escalation": 0.3203463203463203,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.7186147186147186,
            "ece_hard": 0.3289213818753172,
            "calibration": 51.209836814834055,
            "p50_s": 1.3397867381572723,
            "p95_s": 2.325567226856947,
            "cost_usd_per_1000": 0.02319432527522415,
            "axes": {
              "intelligence": 73.29412746079414,
              "calibration": 51.209836814834055,
              "speed": 75.06435426881524,
              "cost": 59.03854769867961
            },
            "jevbench_score": 63.862806115469894
          },
          "heldout": {
            "n": 303,
            "escalation": 0.39603960396039606,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.32279292321333164,
            "calibration": 51.20157250225766,
            "p50_s": 1.4642701894044876,
            "p95_s": 2.2529926203191275,
            "cost_usd_per_1000": 0.02515866095598324,
            "axes": {
              "intelligence": 80.58807758367894,
              "calibration": 51.20157250225766,
              "speed": 74.81619009998528,
              "cost": 57.979374324747994
            },
            "jevbench_score": 65.04378446704938
          }
        },
        {
          "threshold": 0.83,
          "public": {
            "n": 231,
            "escalation": 0.33766233766233766,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.7186147186147186,
            "ece_hard": 0.3320861724431001,
            "calibration": 50.893357758055764,
            "p50_s": 1.349913328886032,
            "p95_s": 2.325567226856947,
            "cost_usd_per_1000": 0.023643697650663945,
            "axes": {
              "intelligence": 73.29412746079414,
              "calibration": 50.893357758055764,
              "speed": 75.03165215969878,
              "cost": 58.78853808790947
            },
            "jevbench_score": 63.68935688568036
          },
          "heldout": {
            "n": 303,
            "escalation": 0.40264026402640263,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.8052805280528053,
            "ece_hard": 0.3141924146364148,
            "calibration": 52.061623359949344,
            "p50_s": 1.4727533608675003,
            "p95_s": 2.2529926203191275,
            "cost_usd_per_1000": 0.02532995636642316,
            "axes": {
              "intelligence": 80.86330694147712,
              "calibration": 52.061623359949344,
              "speed": 74.79110208323856,
              "cost": 57.890966749834256
            },
            "jevbench_score": 65.34050470268456
          }
        },
        {
          "threshold": 0.84,
          "public": {
            "n": 231,
            "escalation": 0.3593073593073593,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.31481709211706915,
            "calibration": 52.62026579065886,
            "p50_s": 1.3694269061088562,
            "p95_s": 2.352534409612417,
            "cost_usd_per_1000": 0.02420541311996368,
            "axes": {
              "intelligence": 74.20962629295963,
              "calibration": 52.62026579065886,
              "speed": 74.9192515908745,
              "cost": 58.482625022352096
            },
            "jevbench_score": 64.31442520035921
          },
          "heldout": {
            "n": 303,
            "escalation": 0.41914191419141916,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.952054794520548,
              "hard": 0.5871559633027523
            },
            "accuracy": 0.8151815181518152,
            "ece_hard": 0.29516760398508357,
            "calibration": 53.96410442508247,
            "p50_s": 1.480877622961998,
            "p95_s": 2.2529926203191275,
            "cost_usd_per_1000": 0.025758194892522963,
            "axes": {
              "intelligence": 81.60554647899126,
              "calibration": 53.96410442508247,
              "speed": 74.76721060109514,
              "cost": 57.67253725452788
            },
            "jevbench_score": 66.01250631113899
          }
        },
        {
          "threshold": 0.85,
          "public": {
            "n": 231,
            "escalation": 0.36796536796536794,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.7229437229437229,
            "ece_hard": 0.3243483480188111,
            "calibration": 50.19529317501791,
            "p50_s": 1.377013847231865,
            "p95_s": 2.352534409612417,
            "cost_usd_per_1000": 0.024430099307683577,
            "axes": {
              "intelligence": 73.83425091758426,
              "calibration": 50.19529317501791,
              "speed": 74.89525708058478,
              "cost": 58.36224302883456
            },
            "jevbench_score": 63.44198891466033
          },
          "heldout": {
            "n": 303,
            "escalation": 0.43234323432343236,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.952054794520548,
              "hard": 0.5963302752293578
            },
            "accuracy": 0.8184818481848185,
            "ece_hard": 0.2873960025862724,
            "calibration": 54.74126456496358,
            "p50_s": 1.4825191721320152,
            "p95_s": 2.2529926203191275,
            "cost_usd_per_1000": 0.026100785713402803,
            "axes": {
              "intelligence": 81.88077583678941,
              "calibration": 54.74126456496358,
              "speed": 74.76239912380387,
              "cost": 57.50039256622043
            },
            "jevbench_score": 66.25409154937286
          }
        },
        {
          "threshold": 0.86,
          "public": {
            "n": 231,
            "escalation": 0.38095238095238093,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.7229437229437229,
            "ece_hard": 0.32548167346164436,
            "calibration": 50.081960630734585,
            "p50_s": 1.384503349661827,
            "p95_s": 2.352534409612417,
            "cost_usd_per_1000": 0.024767128589263422,
            "axes": {
              "intelligence": 73.83425091758426,
              "calibration": 50.081960630734585,
              "speed": 74.87170004783374,
              "cost": 58.18373023051197
            },
            "jevbench_score": 63.352624747008036
          },
          "heldout": {
            "n": 303,
            "escalation": 0.44554455445544555,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.952054794520548,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.8217821782178217,
            "ece_hard": 0.27232037027224454,
            "calibration": 56.131590956090065,
            "p50_s": 1.4871234074234962,
            "p95_s": 2.2529926203191275,
            "cost_usd_per_1000": 0.026443376534282644,
            "axes": {
              "intelligence": 82.15600519458759,
              "calibration": 56.131590956090065,
              "speed": 74.74893221302827,
              "cost": 57.330492727580726
            },
            "jevbench_score": 66.67443332233417
          }
        },
        {
          "threshold": 0.87,
          "public": {
            "n": 231,
            "escalation": 0.39826839826839827,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.7316017316017316,
            "ece_hard": 0.3101857267084698,
            "calibration": 51.61155530605204,
            "p50_s": 1.4003681987524033,
            "p95_s": 2.352534409612417,
            "cost_usd_per_1000": 0.025216500964703212,
            "axes": {
              "intelligence": 74.58500166833501,
              "calibration": 51.61155530605204,
              "speed": 74.8222177587372,
              "cost": 57.94945528524375
            },
            "jevbench_score": 63.91747294621732
          },
          "heldout": {
            "n": 303,
            "escalation": 0.46864686468646866,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.952054794520548,
              "hard": 0.6238532110091743
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.2592636112717428,
            "calibration": 57.43726685614023,
            "p50_s": 1.4923389479517937,
            "p95_s": 2.2529926203191275,
            "cost_usd_per_1000": 0.027042910470822364,
            "axes": {
              "intelligence": 82.70646391018391,
              "calibration": 57.43726685614023,
              "speed": 74.73372757195546,
              "cost": 57.03839708894212
            },
            "jevbench_score": 67.08173612888206
          }
        },
        {
          "threshold": 0.88,
          "public": {
            "n": 231,
            "escalation": 0.4025974025974026,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.7316017316017316,
            "ece_hard": 0.31127895922953897,
            "calibration": 51.50223205394512,
            "p50_s": 1.409024566411972,
            "p95_s": 2.352534409612417,
            "cost_usd_per_1000": 0.02532884405856316,
            "axes": {
              "intelligence": 74.58500166833501,
              "calibration": 51.50223205394512,
              "speed": 74.79545450475737,
              "cost": 57.89153889425355
            },
            "jevbench_score": 63.86191887344474
          },
          "heldout": {
            "n": 303,
            "escalation": 0.48184818481848185,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.952054794520548,
              "hard": 0.6238532110091743
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.2603541133893722,
            "calibration": 57.32821664437729,
            "p50_s": 1.4997273087501526,
            "p95_s": 2.2529926203191275,
            "cost_usd_per_1000": 0.027385501291702204,
            "axes": {
              "intelligence": 82.70646391018391,
              "calibration": 57.32821664437729,
              "speed": 74.71227931131193,
              "cost": 56.87437914701023
            },
            "jevbench_score": 66.9968116022626
          }
        },
        {
          "threshold": 0.89,
          "public": {
            "n": 231,
            "escalation": 0.42857142857142855,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5765765765765766
            },
            "accuracy": 0.7402597402597403,
            "ece_hard": 0.29492572111178783,
            "calibration": 53.13755586572023,
            "p50_s": 1.4595188051462173,
            "p95_s": 2.352534409612417,
            "cost_usd_per_1000": 0.026002902621722848,
            "axes": {
              "intelligence": 75.33575241908576,
              "calibration": 53.13755586572023,
              "speed": 74.64254320576313,
              "cost": 57.54934511214083
            },
            "jevbench_score": 64.39577580437128
          },
          "heldout": {
            "n": 303,
            "escalation": 0.49174917491749176,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.6238532110091743
            },
            "accuracy": 0.8250825082508251,
            "ece_hard": 0.2603541133893722,
            "calibration": 57.32821664437729,
            "p50_s": 1.502712868154049,
            "p95_s": 2.2529926203191275,
            "cost_usd_per_1000": 0.027642444407362084,
            "axes": {
              "intelligence": 81.53979724351724,
              "calibration": 57.32821664437729,
              "speed": 74.7036422539488,
              "cost": 56.75270665475705
            },
            "jevbench_score": 66.72162326957086
          }
        },
        {
          "threshold": 0.9,
          "public": {
            "n": 231,
            "escalation": 0.45454545454545453,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.274714603478593,
            "calibration": 54.630566669340155,
            "p50_s": 1.483648955821991,
            "p95_s": 2.378658790141344,
            "cost_usd_per_1000": 0.026676961184882532,
            "axes": {
              "intelligence": 76.0865031698365,
              "calibration": 54.630566669340155,
              "speed": 74.52336696175482,
              "cost": 57.21590929341548
            },
            "jevbench_score": 64.8840799372722
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5016501650165016,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.6238532110091743
            },
            "accuracy": 0.8250825082508251,
            "ece_hard": 0.26076454222725237,
            "calibration": 57.06349004394461,
            "p50_s": 1.5047701001167297,
            "p95_s": 2.2529926203191275,
            "cost_usd_per_1000": 0.027899387523021964,
            "axes": {
              "intelligence": 81.53979724351724,
              "calibration": 57.06349004394461,
              "speed": 74.69770077638657,
              "cost": 56.63215992146039
            },
            "jevbench_score": 66.6077217445303
          }
        },
        {
          "threshold": 0.91,
          "public": {
            "n": 231,
            "escalation": 0.4588744588744589,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.2753828763648298,
            "calibration": 54.192847928855,
            "p50_s": 1.4956383556127548,
            "p95_s": 2.378658790141344,
            "cost_usd_per_1000": 0.02678930427874248,
            "axes": {
              "intelligence": 76.0865031698365,
              "calibration": 54.192847928855,
              "speed": 74.48841257344327,
              "cost": 57.16115694766242
            },
            "jevbench_score": 64.73062975861806
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5181518151815182,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.6238532110091743
            },
            "accuracy": 0.8250825082508251,
            "ece_hard": 0.2612418352600219,
            "calibration": 56.98252548099002,
            "p50_s": 1.5054559037089348,
            "p95_s": 2.2623383209109305,
            "cost_usd_per_1000": 0.028327626049121767,
            "axes": {
              "intelligence": 81.53979724351724,
              "calibration": 56.98252548099002,
              "speed": 74.67774408955884,
              "cost": 56.43369457903486
            },
            "jevbench_score": 66.52122657493969
          }
        },
        {
          "threshold": 0.92,
          "public": {
            "n": 231,
            "escalation": 0.47619047619047616,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.2768439868969,
            "calibration": 54.04673687564798,
            "p50_s": 1.4978486150503159,
            "p95_s": 2.378658790141344,
            "cost_usd_per_1000": 0.027238676654182274,
            "axes": {
              "intelligence": 76.0865031698365,
              "calibration": 54.04673687564798,
              "speed": 74.48199929246928,
              "cost": 56.94441987166195
            },
            "jevbench_score": 64.62415841609092
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5412541254125413,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.6330275229357798
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.2509902219591433,
            "calibration": 58.00768681107789,
            "p50_s": 1.5091186985373497,
            "p95_s": 2.2623383209109305,
            "cost_usd_per_1000": 0.028927159985661487,
            "axes": {
              "intelligence": 81.81502660131541,
              "calibration": 58.00768681107789,
              "speed": 74.66719047868496,
              "cost": 56.16082607431475
            },
            "jevbench_score": 66.79138977197242
          }
        },
        {
          "threshold": 0.93,
          "public": {
            "n": 231,
            "escalation": 0.49783549783549785,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.2741391031198916,
            "calibration": 54.317225253348816,
            "p50_s": 1.5025348737835884,
            "p95_s": 2.378658790141344,
            "cost_usd_per_1000": 0.02780039212348201,
            "axes": {
              "intelligence": 76.0865031698365,
              "calibration": 54.317225253348816,
              "speed": 74.46843290689776,
              "cost": 56.678472349943206
            },
            "jevbench_score": 64.6262398467473
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5676567656765676,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.6330275229357798
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.25232453166063606,
            "calibration": 57.874255840928605,
            "p50_s": 1.5146773904561996,
            "p95_s": 2.2623383209109305,
            "cost_usd_per_1000": 0.02961234162742117,
            "axes": {
              "intelligence": 81.81502660131541,
              "calibration": 57.874255840928605,
              "speed": 74.65122305313554,
              "cost": 55.855817468636936
            },
            "jevbench_score": 66.65856480790966
          }
        },
        {
          "threshold": 0.94,
          "public": {
            "n": 231,
            "escalation": 0.5238095238095238,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7575757575757576,
            "ece_hard": 0.25460248540131386,
            "calibration": 56.27088702520659,
            "p50_s": 1.5059989392757416,
            "p95_s": 2.378658790141344,
            "cost_usd_per_1000": 0.0284744506866417,
            "axes": {
              "intelligence": 76.83725392058726,
              "calibration": 56.27088702520659,
              "speed": 74.45843185464769,
              "cost": 56.366339360111816
            },
            "jevbench_score": 65.2675526584936
          },
          "heldout": {
            "n": 303,
            "escalation": 0.594059405940594,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.6330275229357798
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.25232453166063606,
            "calibration": 57.874255840928605,
            "p50_s": 1.5168466866016388,
            "p95_s": 2.2623383209109305,
            "cost_usd_per_1000": 0.03029752326918085,
            "axes": {
              "intelligence": 81.81502660131541,
              "calibration": 57.874255840928605,
              "speed": 74.64500760847844,
              "cost": 55.55778616917985
            },
            "jevbench_score": 66.56808270532134
          }
        },
        {
          "threshold": 0.95,
          "public": {
            "n": 231,
            "escalation": 0.5454545454545454,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7619047619047619,
            "ece_hard": 0.24324824143016402,
            "calibration": 58.11994995969944,
            "p50_s": 1.5125302523374557,
            "p95_s": 2.378658790141344,
            "cost_usd_per_1000": 0.029036166155941436,
            "axes": {
              "intelligence": 77.21262929596264,
              "calibration": 58.11994995969944,
              "speed": 74.43963781643322,
              "cost": 56.11182181192289
            },
            "jevbench_score": 65.7988114011007
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6204620462046204,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.6330275229357798
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.25169165229039847,
            "calibration": 57.937543777952364,
            "p50_s": 1.5221686363220215,
            "p95_s": 2.2623383209109305,
            "cost_usd_per_1000": 0.03098270491094053,
            "axes": {
              "intelligence": 81.81502660131541,
              "calibration": 57.937543777952364,
              "speed": 74.62979678843548,
              "cost": 55.26642007960117
            },
            "jevbench_score": 66.4954129014222
          }
        },
        {
          "threshold": 0.96,
          "public": {
            "n": 231,
            "escalation": 0.5627705627705628,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7619047619047619,
            "ece_hard": 0.24349911780775105,
            "calibration": 58.09486232194074,
            "p50_s": 1.5147403478622437,
            "p95_s": 2.378658790141344,
            "cost_usd_per_1000": 0.02948553853138123,
            "axes": {
              "intelligence": 77.21262929596264,
              "calibration": 58.09486232194074,
              "speed": 74.43329657649676,
              "cost": 55.91172807246312
            },
            "jevbench_score": 65.73157815100484
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6633663366336634,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.23498163420577456,
            "calibration": 59.608545586414756,
            "p50_s": 1.528146542608738,
            "p95_s": 2.2624109119176863,
            "cost_usd_per_1000": 0.03209612507880002,
            "axes": {
              "intelligence": 82.36548531691173,
              "calibration": 59.608545586414756,
              "speed": 74.61263510027285,
              "cost": 54.80642188624204
            },
            "jevbench_score": 66.93825763495565
          }
        },
        {
          "threshold": 0.97,
          "public": {
            "n": 231,
            "escalation": 0.6103896103896104,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7619047619047619,
            "ece_hard": 0.2413490759263409,
            "calibration": 58.30986651008175,
            "p50_s": 1.518095463514328,
            "p95_s": 2.400771364569664,
            "cost_usd_per_1000": 0.030721312563840655,
            "axes": {
              "intelligence": 77.21262929596264,
              "calibration": 58.30986651008175,
              "speed": 74.38350115163612,
              "cost": 55.37680699216934
            },
            "jevbench_score": 65.62340018233552
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6963696369636964,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.2352858263640096,
            "calibration": 59.57812637059125,
            "p50_s": 1.5309525728225708,
            "p95_s": 2.2624109119176863,
            "cost_usd_per_1000": 0.03295260213099962,
            "axes": {
              "intelligence": 82.36548531691173,
              "calibration": 59.57812637059125,
              "speed": 74.60466776261086,
              "cost": 54.463308558186704
            },
            "jevbench_score": 66.82293257224701
          }
        },
        {
          "threshold": 0.98,
          "public": {
            "n": 231,
            "escalation": 0.6796536796536796,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7619047619047619,
            "ece_hard": 0.24127136259492354,
            "calibration": 58.31763784322349,
            "p50_s": 1.5273330509662628,
            "p95_s": 2.4070832021534443,
            "cost_usd_per_1000": 0.03251880206559982,
            "axes": {
              "intelligence": 77.21262929596264,
              "calibration": 58.31763784322349,
              "speed": 74.34575147994991,
              "cost": 54.63596384241493
            },
            "jevbench_score": 65.396688533231
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7458745874587459,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9383561643835616,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.22161031624000246,
            "calibration": 61.28185210137195,
            "p50_s": 1.5344456285238266,
            "p95_s": 2.2624109119176863,
            "cost_usd_per_1000": 0.034237317709299026,
            "axes": {
              "intelligence": 82.25715303087429,
              "calibration": 61.28185210137195,
              "speed": 74.59477008946695,
              "cost": 53.96500801173972
            },
            "jevbench_score": 67.11684691377232
          }
        },
        {
          "threshold": 0.99,
          "public": {
            "n": 231,
            "escalation": 0.7316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.2232823509934215,
            "calibration": 60.0650561914047,
            "p50_s": 1.5319301038980484,
            "p95_s": 2.4070832021534443,
            "cost_usd_per_1000": 0.03386691919191919,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 60.0650561914047,
              "speed": 74.33269947282982,
              "cost": 54.10672925460625
            },
            "jevbench_score": 65.87732157779108
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8547854785478548,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.22162323552224517,
            "calibration": 61.28056017314768,
            "p50_s": 1.5429361686110497,
            "p95_s": 2.2624109119176863,
            "cost_usd_per_1000": 0.037063691981557706,
            "axes": {
              "intelligence": 82.06537220895648,
              "calibration": 61.28056017314768,
              "speed": 74.5708055357799,
              "cost": 52.93153966004737
            },
            "jevbench_score": 66.74849959620211
          }
        },
        {
          "threshold": 1.0,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 1.5394722446799278,
            "p95_s": 2.4070832021534443,
            "cost_usd_per_1000": 0.04083219101123596,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 74.31137034472908,
              "cost": 51.66991947037791
            },
            "jevbench_score": 65.54264921032468
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 1.550565131008625,
            "p95_s": 2.284891256690025,
            "cost_usd_per_1000": 0.04083219101123596,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 74.50644450828901,
              "cost": 51.66991947037791
            },
            "jevbench_score": 67.19258155743307
          }
        }
      ]
    },
    {
      "cheap": "open-alternative-jev",
      "backend": "semif-qwen3.5-4b",
      "chosen": {
        "threshold": 0.99,
        "public": {
          "n": 231,
          "escalation": 0.6320346320346321,
          "tiers": {
            "easy": 1.0,
            "standard": 0.8055555555555556,
            "hard": 0.6036036036036037
          },
          "accuracy": 0.7489177489177489,
          "ece_hard": 0.12839466947184652,
          "calibration": 72.31970647453554,
          "p50_s": 1.0721421420574189,
          "p95_s": 2.441754038631916,
          "cost_usd_per_1000": 0.036357173257454155,
          "axes": {
            "intelligence": 75.92175508842178,
            "calibration": 72.31970647453554,
            "speed": 75.82045718386495,
            "cost": 53.182296706086404
          },
          "jevbench_score": 68.59525822825742
        },
        "heldout": {
          "n": 303,
          "escalation": 0.7326732673267327,
          "tiers": {
            "easy": 1.0,
            "standard": 0.7916666666666666,
            "judge": 0.952054794520548,
            "hard": 0.5504587155963303
          },
          "accuracy": 0.7986798679867987,
          "ece_hard": 0.18252396785705838,
          "calibration": 65.95144255252437,
          "p50_s": 1.1211026340723038,
          "p95_s": 2.2278682902455325,
          "cost_usd_per_1000": 0.03861596784959395,
          "axes": {
            "intelligence": 79.33796238113192,
            "calibration": 65.95144255252437,
            "speed": 76.02465114913076,
            "cost": 52.39699227306265
          },
          "jevbench_score": 67.56807309945889
        }
      },
      "full": {
        "tiers": {
          "easy": 1.0,
          "standard": 0.8020833333333334,
          "judge": 0.952054794520548,
          "hard": 0.5772727272727273
        },
        "accuracy": 0.7771535580524345,
        "ece_hard": 0.14436113847874998,
        "calibration": 70.2453925321002,
        "p50_s": 1.1042310401797295,
        "p95_s": 2.2586303554475307,
        "cost_usd_per_1000": 0.0376388488406346,
        "axes": {
          "intelligence": 80.43404939809051,
          "calibration": 70.2453925321002,
          "speed": 76.03094888253057,
          "cost": 52.73091002955807
        },
        "jevbench_score": 68.98876389696247
      },
      "full_escalation": 0.6891385767790262,
      "backend_heldout_accuracy": 0.7986798679867987,
      "useful": false,
      "curve": [
        {
          "threshold": 0.0,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.01,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.02,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.03,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.04,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.05,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.06,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.07,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.08,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.09,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.1,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.11,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.12,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.13,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.14,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.15,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.16,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.17,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.18,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.19,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.2,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.21,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.22,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.23,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.24,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.25,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.26,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.27,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.28,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.29,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.3,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.31,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2819868215442428,
            "calibration": 59.01428965858395,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1089038744568824,
            "cost_usd_per_1000": 0.022245479104090186,
            "axes": {
              "intelligence": 63.71318754974655,
              "calibration": 59.01428965858395,
              "speed": 81.86457266219443,
              "cost": 59.58274709057052
            },
            "jevbench_score": 65.44112546186749
          }
        },
        {
          "threshold": 0.32,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.006600660066006601,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.277431004333902,
            "calibration": 59.46987137961803,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1089038744568824,
            "cost_usd_per_1000": 0.022319553713798346,
            "axes": {
              "intelligence": 63.71318754974655,
              "calibration": 59.46987137961803,
              "speed": 81.86457266219443,
              "cost": 59.53943480489997
            },
            "jevbench_score": 65.55514160021767
          }
        },
        {
          "threshold": 0.33,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.006600660066006601,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.277431004333902,
            "calibration": 59.46987137961803,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1089038744568824,
            "cost_usd_per_1000": 0.022319553713798346,
            "axes": {
              "intelligence": 63.71318754974655,
              "calibration": 59.46987137961803,
              "speed": 81.86457266219443,
              "cost": 59.53943480489997
            },
            "jevbench_score": 65.55514160021767
          }
        },
        {
          "threshold": 0.34,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2773528356845132,
            "calibration": 59.477688244556916,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1165145859122274,
            "cost_usd_per_1000": 0.02246770293321467,
            "axes": {
              "intelligence": 63.71318754974655,
              "calibration": 59.477688244556916,
              "speed": 81.83486766124035,
              "cost": 59.45323980930129
            },
            "jevbench_score": 65.52761041713606
          }
        },
        {
          "threshold": 0.35,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2773528356845132,
            "calibration": 59.477688244556916,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1165145859122274,
            "cost_usd_per_1000": 0.02246770293321467,
            "axes": {
              "intelligence": 63.71318754974655,
              "calibration": 59.477688244556916,
              "speed": 81.83486766124035,
              "cost": 59.45323980930129
            },
            "jevbench_score": 65.52761041713606
          }
        },
        {
          "threshold": 0.36,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0165016501650165,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2782143758655505,
            "calibration": 59.39153422645318,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.120798410475254,
            "cost_usd_per_1000": 0.022541777542922834,
            "axes": {
              "intelligence": 63.71318754974655,
              "calibration": 59.39153422645318,
              "speed": 81.81823660742067,
              "cost": 59.410355213056796
            },
            "jevbench_score": 65.48872502745635
          }
        },
        {
          "threshold": 0.37,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.28696561771421053,
            "calibration": 57.5009831444821,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1283639609813687,
            "cost_usd_per_1000": 0.022615852152630993,
            "axes": {
              "intelligence": 63.71318754974655,
              "calibration": 57.5009831444821,
              "speed": 81.78901960404914,
              "cost": 59.367611309114295
            },
            "jevbench_score": 64.94373999586213
          }
        },
        {
          "threshold": 0.38,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.22725384582267993,
            "calibration": 58.5345276116532,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022268567294129092,
            "axes": {
              "intelligence": 66.6478978978979,
              "calibration": 58.5345276116532,
              "speed": 81.73312596625158,
              "cost": 59.56923170577649
            },
            "jevbench_score": 66.01683060804717
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.28696561771421053,
            "calibration": 57.5009831444821,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1283639609813687,
            "cost_usd_per_1000": 0.022615852152630993,
            "axes": {
              "intelligence": 63.71318754974655,
              "calibration": 57.5009831444821,
              "speed": 81.78901960404914,
              "cost": 59.367611309114295
            },
            "jevbench_score": 64.94373999586213
          }
        },
        {
          "threshold": 0.39,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.23082635440535254,
            "calibration": 58.17727675338594,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2218917965888978,
            "cost_usd_per_1000": 0.022365730093876164,
            "axes": {
              "intelligence": 66.6478978978979,
              "calibration": 58.17727675338594,
              "speed": 81.70221748243355,
              "cost": 59.51250761210872
            },
            "jevbench_score": 65.89394128555004
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.28696561771421053,
            "calibration": 57.5009831444821,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1283639609813687,
            "cost_usd_per_1000": 0.022615852152630993,
            "axes": {
              "intelligence": 63.71318754974655,
              "calibration": 57.5009831444821,
              "speed": 81.78901960404914,
              "cost": 59.367611309114295
            },
            "jevbench_score": 64.94373999586213
          }
        },
        {
          "threshold": 0.4,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.223201586861134,
            "calibration": 58.939753507807794,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2218917965888978,
            "cost_usd_per_1000": 0.0225600556933703,
            "axes": {
              "intelligence": 67.02327327327328,
              "calibration": 58.939753507807794,
              "speed": 81.70221748243355,
              "cost": 59.39979497670668
            },
            "jevbench_score": 66.17031236512273
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.28696561771421053,
            "calibration": 57.5009831444821,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1283639609813687,
            "cost_usd_per_1000": 0.022615852152630993,
            "axes": {
              "intelligence": 63.71318754974655,
              "calibration": 57.5009831444821,
              "speed": 81.78901960404914,
              "cost": 59.367611309114295
            },
            "jevbench_score": 64.94373999586213
          }
        },
        {
          "threshold": 0.41,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.223201586861134,
            "calibration": 58.939753507807794,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2218917965888978,
            "cost_usd_per_1000": 0.0225600556933703,
            "axes": {
              "intelligence": 67.02327327327328,
              "calibration": 58.939753507807794,
              "speed": 81.70221748243355,
              "cost": 59.39979497670668
            },
            "jevbench_score": 66.17031236512273
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0231023102310231,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.28778001991628044,
            "calibration": 57.419542924275106,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1592439234256735,
            "cost_usd_per_1000": 0.022689926762339156,
            "axes": {
              "intelligence": 63.71318754974655,
              "calibration": 57.419542924275106,
              "speed": 81.6717633903008,
              "cost": 59.32500717734787
            },
            "jevbench_score": 64.88580530622325
          }
        },
        {
          "threshold": 0.42,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.223201586861134,
            "calibration": 58.939753507807794,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2218917965888978,
            "cost_usd_per_1000": 0.0225600556933703,
            "axes": {
              "intelligence": 67.02327327327328,
              "calibration": 58.939753507807794,
              "speed": 81.70221748243355,
              "cost": 59.39979497670668
            },
            "jevbench_score": 66.17031236512273
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0231023102310231,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.28778001991628044,
            "calibration": 57.419542924275106,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1592439234256735,
            "cost_usd_per_1000": 0.022689926762339156,
            "axes": {
              "intelligence": 63.71318754974655,
              "calibration": 57.419542924275106,
              "speed": 81.6717633903008,
              "cost": 59.32500717734787
            },
            "jevbench_score": 64.88580530622325
          }
        },
        {
          "threshold": 0.43,
          "public": {
            "n": 231,
            "escalation": 0.030303030303030304,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.22475728178209348,
            "calibration": 58.784184015711844,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.3188491851091384,
            "cost_usd_per_1000": 0.02285154409261151,
            "axes": {
              "intelligence": 67.02327327327328,
              "calibration": 58.784184015711844,
              "speed": 81.37059362003006,
              "cost": 59.23253347187982
            },
            "jevbench_score": 66.01284956120963
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0231023102310231,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.28778001991628044,
            "calibration": 57.419542924275106,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1592439234256735,
            "cost_usd_per_1000": 0.022689926762339156,
            "axes": {
              "intelligence": 63.71318754974655,
              "calibration": 57.419542924275106,
              "speed": 81.6717633903008,
              "cost": 59.32500717734787
            },
            "jevbench_score": 64.88580530622325
          }
        },
        {
          "threshold": 0.44,
          "public": {
            "n": 231,
            "escalation": 0.030303030303030304,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.22475728178209348,
            "calibration": 58.784184015711844,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.3188491851091384,
            "cost_usd_per_1000": 0.02285154409261151,
            "axes": {
              "intelligence": 67.02327327327328,
              "calibration": 58.784184015711844,
              "speed": 81.37059362003006,
              "cost": 59.23253347187982
            },
            "jevbench_score": 66.01284956120963
          },
          "heldout": {
            "n": 303,
            "escalation": 0.026402640264026403,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2897562627080228,
            "calibration": 57.22191864510087,
            "p50_s": 0.5878239214420319,
            "p95_s": 1.1592439234256735,
            "cost_usd_per_1000": 0.02276400137204732,
            "axes": {
              "intelligence": 63.71318754974655,
              "calibration": 57.22191864510087,
              "speed": 81.66577916258157,
              "cost": 59.28254190662861
            },
            "jevbench_score": 64.81711084956397
          }
        },
        {
          "threshold": 0.45,
          "public": {
            "n": 231,
            "escalation": 0.03463203463203463,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.23349052087682726,
            "calibration": 57.91086010623847,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.3188491851091384,
            "cost_usd_per_1000": 0.02294870689235858,
            "axes": {
              "intelligence": 66.6478978978979,
              "calibration": 57.91086010623847,
              "speed": 81.37059362003006,
              "cost": 59.177253428422546
            },
            "jevbench_score": 65.65868644273655
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0297029702970297,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.28297572404223104,
            "calibration": 57.89997251168005,
            "p50_s": 0.5878239214420319,
            "p95_s": 1.205813025534152,
            "cost_usd_per_1000": 0.02283807598175548,
            "axes": {
              "intelligence": 63.71318754974655,
              "calibration": 57.89997251168005,
              "speed": 81.49472773401806,
              "cost": 59.24021459470771
            },
            "jevbench_score": 64.96260873376468
          }
        },
        {
          "threshold": 0.46,
          "public": {
            "n": 231,
            "escalation": 0.04329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.2406888055383759,
            "calibration": 57.1910316400836,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.4152807354927064,
            "cost_usd_per_1000": 0.02314303249185272,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.1910316400836,
              "speed": 81.06411902153799,
              "cost": 59.06739204753974
            },
            "jevbench_score": 65.26937798345838
          },
          "heldout": {
            "n": 303,
            "escalation": 0.039603960396039604,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5136986301369864,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.570957095709571,
            "ece_hard": 0.2835027170973235,
            "calibration": 57.8472732061708,
            "p50_s": 0.5895052790641785,
            "p95_s": 1.2240840876102446,
            "cost_usd_per_1000": 0.023060299810879967,
            "axes": {
              "intelligence": 63.904968371664374,
              "calibration": 57.8472732061708,
              "speed": 81.41701049018167,
              "cost": 59.114051520045706
            },
            "jevbench_score": 64.94651446921276
          }
        },
        {
          "threshold": 0.47,
          "public": {
            "n": 231,
            "escalation": 0.047619047619047616,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.24195821713687382,
            "calibration": 57.06409048023381,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.4152807354927064,
            "cost_usd_per_1000": 0.023240195291599788,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.06409048023381,
              "speed": 81.06411902153799,
              "cost": 59.01280680431894
            },
            "jevbench_score": 65.21805383220494
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5205479452054794,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5742574257425742,
            "ece_hard": 0.2835027170973235,
            "calibration": 57.8472732061708,
            "p50_s": 0.5900527179241181,
            "p95_s": 1.2240840876102446,
            "cost_usd_per_1000": 0.02320844903029629,
            "axes": {
              "intelligence": 64.09674919358217,
              "calibration": 57.8472732061708,
              "speed": 81.41297932437669,
              "cost": 59.03061644563777
            },
            "jevbench_score": 64.97143599869442
          }
        },
        {
          "threshold": 0.48,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.24501305624006303,
            "calibration": 56.75860656991489,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.4313000380992889,
            "cost_usd_per_1000": 0.023337358091346856,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 56.75860656991489,
              "speed": 81.01523814498383,
              "cost": 58.958449296137424
            },
            "jevbench_score": 65.10577274021477
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5205479452054794,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5742574257425742,
            "ece_hard": 0.2835027170973235,
            "calibration": 57.8472732061708,
            "p50_s": 0.5900527179241181,
            "p95_s": 1.2240840876102446,
            "cost_usd_per_1000": 0.02320844903029629,
            "axes": {
              "intelligence": 64.09674919358217,
              "calibration": 57.8472732061708,
              "speed": 81.41297932437669,
              "cost": 59.03061644563777
            },
            "jevbench_score": 64.97143599869442
          }
        },
        {
          "threshold": 0.49,
          "public": {
            "n": 231,
            "escalation": 0.05627705627705628,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.24456146331384865,
            "calibration": 56.80376586253632,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.4596813708543777,
            "cost_usd_per_1000": 0.023434520891093925,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 56.80376586253632,
              "speed": 80.92996431951336,
              "cost": 58.90431763062138
            },
            "jevbench_score": 65.08662872321877
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0627062706270627,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5273972602739726,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5742574257425742,
            "ece_hard": 0.2902747991409586,
            "calibration": 56.60426664087775,
            "p50_s": 0.5905896663665772,
            "p95_s": 1.2347744405269623,
            "cost_usd_per_1000": 0.0235788220788371,
            "axes": {
              "intelligence": 64.01330065770182,
              "calibration": 56.60426664087775,
              "speed": 81.37126525085077,
              "cost": 58.82433683910958
            },
            "jevbench_score": 64.53374585752454
          }
        },
        {
          "threshold": 0.5,
          "public": {
            "n": 231,
            "escalation": 0.06060606060606061,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.2352967437259098,
            "calibration": 58.5606194380997,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.4893719941377639,
            "cost_usd_per_1000": 0.023531683690840997,
            "axes": {
              "intelligence": 66.6478978978979,
              "calibration": 58.5606194380997,
              "speed": 80.8425131414242,
              "cost": 58.85040993888652
            },
            "jevbench_score": 65.64404795757174
          },
          "heldout": {
            "n": 303,
            "escalation": 0.06930693069306931,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5273972602739726,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5742574257425742,
            "ece_hard": 0.2923513586025238,
            "calibration": 55.92843837570963,
            "p50_s": 0.5923556029796601,
            "p95_s": 1.2456217154860494,
            "cost_usd_per_1000": 0.02372697129825342,
            "axes": {
              "intelligence": 64.01330065770182,
              "calibration": 55.92843837570963,
              "speed": 81.32031328401001,
              "cost": 58.74273085272526
            },
            "jevbench_score": 64.30785477943854
          }
        },
        {
          "threshold": 0.51,
          "public": {
            "n": 231,
            "escalation": 0.06060606060606061,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.2352967437259098,
            "calibration": 58.5606194380997,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.4893719941377639,
            "cost_usd_per_1000": 0.023531683690840997,
            "axes": {
              "intelligence": 66.6478978978979,
              "calibration": 58.5606194380997,
              "speed": 80.8425131414242,
              "cost": 58.85040993888652
            },
            "jevbench_score": 65.64404795757174
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0924092409240924,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5616438356164384,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5907590759075908,
            "ece_hard": 0.2923854145957692,
            "calibration": 55.92503277638509,
            "p50_s": 0.5930232793092728,
            "p95_s": 1.2973083615303036,
            "cost_usd_per_1000": 0.024245493566210554,
            "axes": {
              "intelligence": 64.97220476729086,
              "calibration": 55.92503277638509,
              "speed": 81.13885040687786,
              "cost": 58.4610691153959
            },
            "jevbench_score": 64.43285330518007
          }
        },
        {
          "threshold": 0.52,
          "public": {
            "n": 231,
            "escalation": 0.06060606060606061,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.2352967437259098,
            "calibration": 58.5606194380997,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.4893719941377639,
            "cost_usd_per_1000": 0.023531683690840997,
            "axes": {
              "intelligence": 66.6478978978979,
              "calibration": 58.5606194380997,
              "speed": 80.8425131414242,
              "cost": 58.85040993888652
            },
            "jevbench_score": 65.64404795757174
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0924092409240924,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5616438356164384,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5907590759075908,
            "ece_hard": 0.2923854145957692,
            "calibration": 55.92503277638509,
            "p50_s": 0.5930232793092728,
            "p95_s": 1.2973083615303036,
            "cost_usd_per_1000": 0.024245493566210554,
            "axes": {
              "intelligence": 64.97220476729086,
              "calibration": 55.92503277638509,
              "speed": 81.13885040687786,
              "cost": 58.4610691153959
            },
            "jevbench_score": 64.43285330518007
          }
        },
        {
          "threshold": 0.53,
          "public": {
            "n": 231,
            "escalation": 0.06926406926406926,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.24323344670207736,
            "calibration": 57.76694914048295,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.5442360624670983,
            "cost_usd_per_1000": 0.023726009290335134,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.76694914048295,
              "speed": 80.68540807043262,
              "cost": 58.743259116356334
            },
            "jevbench_score": 65.26667567161648
          },
          "heldout": {
            "n": 303,
            "escalation": 0.10561056105610561,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5753424657534246,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5973597359735974,
            "ece_hard": 0.2913872048610434,
            "calibration": 55.991903982105654,
            "p50_s": 0.5963243931531906,
            "p95_s": 1.3021944677829742,
            "cost_usd_per_1000": 0.024541792005043202,
            "axes": {
              "intelligence": 65.35576641112648,
              "calibration": 55.991903982105654,
              "speed": 81.09841579141369,
              "cost": 58.30281186747887
            },
            "jevbench_score": 64.49525359551258
          }
        },
        {
          "threshold": 0.54,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.24428583049673314,
            "calibration": 58.9029124371901,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.5958027049899102,
            "cost_usd_per_1000": 0.024017497689576343,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 58.9029124371901,
              "speed": 80.5427530044208,
              "cost": 58.58416727213047
            },
            "jevbench_score": 65.51175747642127
          },
          "heldout": {
            "n": 303,
            "escalation": 0.12871287128712872,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5958904109589042,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.6072607260726073,
            "ece_hard": 0.2949073111144308,
            "calibration": 55.63989335676692,
            "p50_s": 0.5986908316612244,
            "p95_s": 1.4577348420023917,
            "cost_usd_per_1000": 0.025060314273000334,
            "axes": {
              "intelligence": 65.9311088768799,
              "calibration": 55.63989335676692,
              "speed": 80.59118858397633,
              "cost": 58.030404608986274
            },
            "jevbench_score": 64.35835828140166
          }
        },
        {
          "threshold": 0.55,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.24428583049673314,
            "calibration": 58.9029124371901,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.5958027049899102,
            "cost_usd_per_1000": 0.024017497689576343,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 58.9029124371901,
              "speed": 80.5427530044208,
              "cost": 58.58416727213047
            },
            "jevbench_score": 65.51175747642127
          },
          "heldout": {
            "n": 303,
            "escalation": 0.12871287128712872,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5958904109589042,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.6072607260726073,
            "ece_hard": 0.2949073111144308,
            "calibration": 55.63989335676692,
            "p50_s": 0.5986908316612244,
            "p95_s": 1.4577348420023917,
            "cost_usd_per_1000": 0.025060314273000334,
            "axes": {
              "intelligence": 65.9311088768799,
              "calibration": 55.63989335676692,
              "speed": 80.59118858397633,
              "cost": 58.030404608986274
            },
            "jevbench_score": 64.35835828140166
          }
        },
        {
          "threshold": 0.56,
          "public": {
            "n": 231,
            "escalation": 0.09090909090909091,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.24957859186439785,
            "calibration": 58.373636300423634,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.7163118824362755,
            "cost_usd_per_1000": 0.02421182328907048,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 58.373636300423634,
              "speed": 80.2265828811735,
              "cost": 58.47917513389019
            },
            "jevbench_score": 65.27057603267316
          },
          "heldout": {
            "n": 303,
            "escalation": 0.12871287128712872,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5958904109589042,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.6072607260726073,
            "ece_hard": 0.2949073111144308,
            "calibration": 55.63989335676692,
            "p50_s": 0.5986908316612244,
            "p95_s": 1.4577348420023917,
            "cost_usd_per_1000": 0.025060314273000334,
            "axes": {
              "intelligence": 65.9311088768799,
              "calibration": 55.63989335676692,
              "speed": 80.59118858397633,
              "cost": 58.030404608986274
            },
            "jevbench_score": 64.35835828140166
          }
        },
        {
          "threshold": 0.57,
          "public": {
            "n": 231,
            "escalation": 0.11255411255411256,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6388888888888888,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.2610313234561977,
            "calibration": 56.2646707113345,
            "p50_s": 0.5537255644798279,
            "p95_s": 1.9435866132378576,
            "cost_usd_per_1000": 0.02469763728780583,
            "axes": {
              "intelligence": 66.43727060393728,
              "calibration": 56.2646707113345,
              "speed": 79.6810152632751,
              "cost": 58.220337752754766
            },
            "jevbench_score": 64.53113234675673
          },
          "heldout": {
            "n": 303,
            "escalation": 0.13861386138613863,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.6095890410958904,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.6171617161716172,
            "ece_hard": 0.2888749628044775,
            "calibration": 56.243128187762245,
            "p50_s": 0.6008343935012818,
            "p95_s": 1.4577348420023917,
            "cost_usd_per_1000": 0.02528253810212482,
            "axes": {
              "intelligence": 66.58989987851368,
              "calibration": 56.243128187762245,
              "speed": 80.57566680835744,
              "cost": 57.91537988746103
            },
            "jevbench_score": 64.65750049480488
          }
        },
        {
          "threshold": 0.58,
          "public": {
            "n": 231,
            "escalation": 0.12121212121212122,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6388888888888888,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.25467101696644084,
            "calibration": 56.90070136031018,
            "p50_s": 0.5537255644798279,
            "p95_s": 2.1041721060872076,
            "cost_usd_per_1000": 0.024891962887299966,
            "axes": {
              "intelligence": 66.43727060393728,
              "calibration": 56.90070136031018,
              "speed": 79.33624166368674,
              "cost": 58.118225655967905
            },
            "jevbench_score": 64.61425524928798
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1419141914191419,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.6095890410958904,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.6171617161716172,
            "ece_hard": 0.28665283754096466,
            "calibration": 56.46534071411353,
            "p50_s": 0.6008917182683945,
            "p95_s": 1.4577348420023917,
            "cost_usd_per_1000": 0.025356612711832982,
            "axes": {
              "intelligence": 66.58989987851368,
              "calibration": 56.46534071411353,
              "speed": 80.57525247384629,
              "cost": 57.877262877194624
            },
            "jevbench_score": 64.71053547192186
          }
        },
        {
          "threshold": 0.59,
          "public": {
            "n": 231,
            "escalation": 0.12121212121212122,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6388888888888888,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.25467101696644084,
            "calibration": 56.90070136031018,
            "p50_s": 0.5537255644798279,
            "p95_s": 2.1041721060872076,
            "cost_usd_per_1000": 0.024891962887299966,
            "axes": {
              "intelligence": 66.43727060393728,
              "calibration": 56.90070136031018,
              "speed": 79.33624166368674,
              "cost": 58.118225655967905
            },
            "jevbench_score": 64.61425524928798
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1419141914191419,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.6095890410958904,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.6171617161716172,
            "ece_hard": 0.28665283754096466,
            "calibration": 56.46534071411353,
            "p50_s": 0.6008917182683945,
            "p95_s": 1.4577348420023917,
            "cost_usd_per_1000": 0.025356612711832982,
            "axes": {
              "intelligence": 66.58989987851368,
              "calibration": 56.46534071411353,
              "speed": 80.57525247384629,
              "cost": 57.877262877194624
            },
            "jevbench_score": 64.71053547192186
          }
        },
        {
          "threshold": 0.6,
          "public": {
            "n": 231,
            "escalation": 0.12987012987012986,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6527777777777778,
              "hard": 0.5225225225225225
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.25929098458746425,
            "calibration": 56.43870459820784,
            "p50_s": 0.5537255644798279,
            "p95_s": 2.1041721060872076,
            "cost_usd_per_1000": 0.025086288486794107,
            "axes": {
              "intelligence": 66.60201868535202,
              "calibration": 56.43870459820784,
              "speed": 79.33624166368674,
              "cost": 58.01690763238918
            },
            "jevbench_score": 64.4944966155557
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1617161716171617,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.6301369863013698,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.6270627062706271,
            "ece_hard": 0.2884364868728114,
            "calibration": 56.943319904848934,
            "p50_s": 0.6067677825689316,
            "p95_s": 1.4577348420023917,
            "cost_usd_per_1000": 0.025801060370081952,
            "axes": {
              "intelligence": 67.16524234426711,
              "calibration": 56.943319904848934,
              "speed": 80.53298952740565,
              "cost": 57.650873352019175
            },
            "jevbench_score": 64.91450809226812
          }
        },
        {
          "threshold": 0.61,
          "public": {
            "n": 231,
            "escalation": 0.13852813852813853,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6527777777777778,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.24921977322485295,
            "calibration": 57.44582573446897,
            "p50_s": 0.5537255644798279,
            "p95_s": 2.1041721060872076,
            "cost_usd_per_1000": 0.025280614086288244,
            "axes": {
              "intelligence": 66.9773940607274,
              "calibration": 57.44582573446897,
              "speed": 79.33624166368674,
              "cost": 57.91637142706071
            },
            "jevbench_score": 64.84327219295653
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1716171617161716,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.636986301369863,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.6270627062706271,
            "ece_hard": 0.29396748498481823,
            "calibration": 54.668143642346934,
            "p50_s": 0.6076879739761353,
            "p95_s": 1.4577348420023917,
            "cost_usd_per_1000": 0.026023284199206437,
            "axes": {
              "intelligence": 67.08179380838675,
              "calibration": 54.668143642346934,
              "speed": 80.52640823986565,
              "cost": 57.53913686015007
            },
            "jevbench_score": 64.20371620251956
          }
        },
        {
          "threshold": 0.62,
          "public": {
            "n": 231,
            "escalation": 0.14285714285714285,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6527777777777778,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.24921977322485295,
            "calibration": 57.44582573446897,
            "p50_s": 0.5538872867822647,
            "p95_s": 2.1041721060872076,
            "cost_usd_per_1000": 0.025377776886035312,
            "axes": {
              "intelligence": 66.9773940607274,
              "calibration": 57.44582573446897,
              "speed": 79.33497343889198,
              "cost": 57.86639275378192
            },
            "jevbench_score": 64.82901952823677
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1716171617161716,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.636986301369863,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.6270627062706271,
            "ece_hard": 0.29396748498481823,
            "calibration": 54.668143642346934,
            "p50_s": 0.6076879739761353,
            "p95_s": 1.4577348420023917,
            "cost_usd_per_1000": 0.026023284199206437,
            "axes": {
              "intelligence": 67.08179380838675,
              "calibration": 54.668143642346934,
              "speed": 80.52640823986565,
              "cost": 57.53913686015007
            },
            "jevbench_score": 64.20371620251956
          }
        },
        {
          "threshold": 0.63,
          "public": {
            "n": 231,
            "escalation": 0.16017316017316016,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6666666666666666,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.252209336700876,
            "calibration": 56.99790573062774,
            "p50_s": 0.5563413441181183,
            "p95_s": 2.1041721060872076,
            "cost_usd_per_1000": 0.02576642808502359,
            "axes": {
              "intelligence": 67.51751751751752,
              "calibration": 56.99790573062774,
              "speed": 79.31577405481292,
              "cost": 57.66837346266069
            },
            "jevbench_score": 64.77287267588792
          },
          "heldout": {
            "n": 303,
            "escalation": 0.18151815181518152,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.6575342465753424,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.636963696369637,
            "ece_hard": 0.29396748498481823,
            "calibration": 54.668143642346934,
            "p50_s": 0.6084316313266754,
            "p95_s": 1.4577348420023917,
            "cost_usd_per_1000": 0.02624550802833092,
            "axes": {
              "intelligence": 67.65713627414017,
              "calibration": 54.668143642346934,
              "speed": 80.52109681617651,
              "cost": 57.428350488248384
            },
            "jevbench_score": 64.3088866097052
          }
        },
        {
          "threshold": 0.64,
          "public": {
            "n": 231,
            "escalation": 0.1645021645021645,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6666666666666666,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.24283447526188007,
            "calibration": 57.93539187452733,
            "p50_s": 0.5563413441181183,
            "p95_s": 2.1041721060872076,
            "cost_usd_per_1000": 0.025863590884770662,
            "axes": {
              "intelligence": 67.89289289289289,
              "calibration": 57.93539187452733,
              "speed": 79.31577405481292,
              "cost": 57.61933534286139
            },
            "jevbench_score": 65.11394653139754
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1848184818481848,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.6643835616438356,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.6402640264026402,
            "ece_hard": 0.29396748498481823,
            "calibration": 54.668143642346934,
            "p50_s": 0.6108522057533264,
            "p95_s": 1.4577348420023917,
            "cost_usd_per_1000": 0.026319582638039084,
            "axes": {
              "intelligence": 67.84891709605799,
              "calibration": 54.668143642346934,
              "speed": 80.5038531938859,
              "cost": 57.391630054440476
            },
            "jevbench_score": 64.34067588161305
          }
        },
        {
          "threshold": 0.65,
          "public": {
            "n": 231,
            "escalation": 0.16883116883116883,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6666666666666666,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.24162404465566106,
            "calibration": 58.056434935149234,
            "p50_s": 0.5563413441181183,
            "p95_s": 2.1041721060872076,
            "cost_usd_per_1000": 0.02596075368451773,
            "axes": {
              "intelligence": 67.89289289289289,
              "calibration": 58.056434935149234,
              "speed": 79.31577405481292,
              "cost": 57.57048110159408
            },
            "jevbench_score": 65.13411639112752
          },
          "heldout": {
            "n": 303,
            "escalation": 0.19141914191419143,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.6643835616438356,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.636963696369637,
            "ece_hard": 0.30001253394765626,
            "calibration": 54.06363874606313,
            "p50_s": 0.6108522057533264,
            "p95_s": 1.4646646618843078,
            "cost_usd_per_1000": 0.02646773185745541,
            "axes": {
              "intelligence": 67.5736877382598,
              "calibration": 54.06363874606313,
              "speed": 80.48325650152927,
              "cost": 57.31849821429897
            },
            "jevbench_score": 64.07237303051436
          }
        },
        {
          "threshold": 0.66,
          "public": {
            "n": 231,
            "escalation": 0.1774891774891775,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6666666666666666,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.24420389391728747,
            "calibration": 56.57834268588597,
            "p50_s": 0.5563752442598343,
            "p95_s": 2.1041721060872076,
            "cost_usd_per_1000": 0.026155079284011867,
            "axes": {
              "intelligence": 67.89289289289289,
              "calibration": 56.57834268588597,
              "speed": 79.31550942957696,
              "cost": 57.473318774670815
            },
            "jevbench_score": 64.6881502173252
          },
          "heldout": {
            "n": 303,
            "escalation": 0.21782178217821782,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.684931506849315,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.6501650165016502,
            "ece_hard": 0.29876209432189565,
            "calibration": 54.18868270863919,
            "p50_s": 0.6203177213668823,
            "p95_s": 1.4646646618843078,
            "cost_usd_per_1000": 0.027060328735120702,
            "axes": {
              "intelligence": 69.31569687067991,
              "calibration": 54.18868270863919,
              "speed": 80.41647608223919,
              "cost": 57.03000795390162
            },
            "jevbench_score": 64.42392261711254
          }
        },
        {
          "threshold": 0.67,
          "public": {
            "n": 231,
            "escalation": 0.18614718614718614,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6666666666666666,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.24655401443244032,
            "calibration": 56.34333063437069,
            "p50_s": 0.5563752442598343,
            "p95_s": 2.1041721060872076,
            "cost_usd_per_1000": 0.026349404883506008,
            "axes": {
              "intelligence": 67.89289289289289,
              "calibration": 56.34333063437069,
              "speed": 79.31550942957696,
              "cost": 57.37687567395453
            },
            "jevbench_score": 64.59374445751737
          },
          "heldout": {
            "n": 303,
            "escalation": 0.23102310231023102,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.6567656765676567,
            "ece_hard": 0.2945137228110856,
            "calibration": 55.56553450037815,
            "p50_s": 0.6225624173879624,
            "p95_s": 1.4759698948264122,
            "cost_usd_per_1000": 0.02735662717395335,
            "axes": {
              "intelligence": 70.67414435926437,
              "calibration": 55.56553450037815,
              "speed": 80.36739600859806,
              "cost": 56.8881234476312
            },
            "jevbench_score": 65.09413947621499
          }
        },
        {
          "threshold": 0.68,
          "public": {
            "n": 231,
            "escalation": 0.19047619047619047,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6805555555555556,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6796536796536796,
            "ece_hard": 0.24655401443244032,
            "calibration": 56.34333063437069,
            "p50_s": 0.5565016955137253,
            "p95_s": 2.1041721060872076,
            "cost_usd_per_1000": 0.026446567683253076,
            "axes": {
              "intelligence": 68.43301634968303,
              "calibration": 56.34333063437069,
              "speed": 79.31452249058904,
              "cost": 57.328920521282186
            },
            "jevbench_score": 64.70810317403661
          },
          "heldout": {
            "n": 303,
            "escalation": 0.264026402640264,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.7328767123287672,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.6732673267326733,
            "ece_hard": 0.3036880347376911,
            "calibration": 54.6481033077176,
            "p50_s": 0.635247477889061,
            "p95_s": 1.5004552006721497,
            "cost_usd_per_1000": 0.028097373271034967,
            "axes": {
              "intelligence": 71.54959993297308,
              "calibration": 54.6481033077176,
              "speed": 80.20834017389743,
              "cost": 56.54002836784782
            },
            "jevbench_score": 64.89174659503935
          }
        },
        {
          "threshold": 0.69,
          "public": {
            "n": 231,
            "escalation": 0.19047619047619047,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6805555555555556,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6796536796536796,
            "ece_hard": 0.24655401443244032,
            "calibration": 56.34333063437069,
            "p50_s": 0.5565016955137253,
            "p95_s": 2.1041721060872076,
            "cost_usd_per_1000": 0.026446567683253076,
            "axes": {
              "intelligence": 68.43301634968303,
              "calibration": 56.34333063437069,
              "speed": 79.31452249058904,
              "cost": 57.328920521282186
            },
            "jevbench_score": 64.70810317403661
          },
          "heldout": {
            "n": 303,
            "escalation": 0.26732673267326734,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.7328767123287672,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.6732673267326733,
            "ece_hard": 0.3036880347376911,
            "calibration": 54.6481033077176,
            "p50_s": 0.635247477889061,
            "p95_s": 1.5108010032773014,
            "cost_usd_per_1000": 0.028171447880743133,
            "axes": {
              "intelligence": 71.54959993297308,
              "calibration": 54.6481033077176,
              "speed": 80.17849785987838,
              "cost": 56.50572495202631
            },
            "jevbench_score": 64.87586590054869
          }
        },
        {
          "threshold": 0.7,
          "public": {
            "n": 231,
            "escalation": 0.19913419913419914,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6805555555555556,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.6883116883116883,
            "ece_hard": 0.23454697136129485,
            "calibration": 57.54403494148522,
            "p50_s": 0.5565016955137253,
            "p95_s": 2.1702152371406553,
            "cost_usd_per_1000": 0.026640893282747217,
            "axes": {
              "intelligence": 69.18376710043377,
              "calibration": 57.54403494148522,
              "speed": 79.18030699797217,
              "cost": 57.233536514259555
            },
            "jevbench_score": 65.17305364763585
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2739273927392739,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.7397260273972602,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.6765676567656765,
            "ece_hard": 0.3006460990797747,
            "calibration": 54.95229687350924,
            "p50_s": 0.6424911558628082,
            "p95_s": 1.5108010032773014,
            "cost_usd_per_1000": 0.028319597100159452,
            "axes": {
              "intelligence": 71.74138075489087,
              "calibration": 54.95229687350924,
              "speed": 80.12925581628215,
              "cost": 56.43738788796614
            },
            "jevbench_score": 64.97980425058329
          }
        },
        {
          "threshold": 0.71,
          "public": {
            "n": 231,
            "escalation": 0.22077922077922077,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6926406926406926,
            "ece_hard": 0.248338016747443,
            "calibration": 56.16493040287041,
            "p50_s": 0.5587625443935395,
            "p95_s": 2.1702152371406553,
            "cost_usd_per_1000": 0.027126707281482563,
            "axes": {
              "intelligence": 69.88863863863864,
              "calibration": 56.16493040287041,
              "speed": 79.16269905354449,
              "cost": 56.99808756894544
            },
            "jevbench_score": 64.87287883052925
          },
          "heldout": {
            "n": 303,
            "escalation": 0.297029702970297,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.7808219178082192,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.6963696369636964,
            "ece_hard": 0.3006460990797747,
            "calibration": 54.95229687350924,
            "p50_s": 0.6549014985561371,
            "p95_s": 1.5108010032773014,
            "cost_usd_per_1000": 0.028838119368116588,
            "axes": {
              "intelligence": 72.89206568639773,
              "calibration": 54.95229687350924,
              "speed": 80.04616751253019,
              "cost": 56.20099194549955
            },
            "jevbench_score": 65.15348608969627
          }
        },
        {
          "threshold": 0.72,
          "public": {
            "n": 231,
            "escalation": 0.22077922077922077,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6926406926406926,
            "ece_hard": 0.248338016747443,
            "calibration": 56.16493040287041,
            "p50_s": 0.5587625443935395,
            "p95_s": 2.1702152371406553,
            "cost_usd_per_1000": 0.027126707281482563,
            "axes": {
              "intelligence": 69.88863863863864,
              "calibration": 56.16493040287041,
              "speed": 79.16269905354449,
              "cost": 56.99808756894544
            },
            "jevbench_score": 64.87287883052925
          },
          "heldout": {
            "n": 303,
            "escalation": 0.297029702970297,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.7808219178082192,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.6963696369636964,
            "ece_hard": 0.3006460990797747,
            "calibration": 54.95229687350924,
            "p50_s": 0.6549014985561371,
            "p95_s": 1.5108010032773014,
            "cost_usd_per_1000": 0.028838119368116588,
            "axes": {
              "intelligence": 72.89206568639773,
              "calibration": 54.95229687350924,
              "speed": 80.04616751253019,
              "cost": 56.20099194549955
            },
            "jevbench_score": 65.15348608969627
          }
        },
        {
          "threshold": 0.73,
          "public": {
            "n": 231,
            "escalation": 0.22077922077922077,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6926406926406926,
            "ece_hard": 0.248338016747443,
            "calibration": 56.16493040287041,
            "p50_s": 0.5587625443935395,
            "p95_s": 2.1702152371406553,
            "cost_usd_per_1000": 0.027126707281482563,
            "axes": {
              "intelligence": 69.88863863863864,
              "calibration": 56.16493040287041,
              "speed": 79.16269905354449,
              "cost": 56.99808756894544
            },
            "jevbench_score": 64.87287883052925
          },
          "heldout": {
            "n": 303,
            "escalation": 0.30363036303630364,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.7876712328767124,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.6996699669966997,
            "ece_hard": 0.3006460990797747,
            "calibration": 54.95229687350924,
            "p50_s": 0.655505919456482,
            "p95_s": 1.5437380111217491,
            "cost_usd_per_1000": 0.02898626858753291,
            "axes": {
              "intelligence": 73.08384650831555,
              "calibration": 54.95229687350924,
              "speed": 79.94849784292181,
              "cost": 56.13423063781041
            },
            "jevbench_score": 65.15703785069677
          }
        },
        {
          "threshold": 0.74,
          "public": {
            "n": 231,
            "escalation": 0.22510822510822512,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6926406926406926,
            "ece_hard": 0.25042463417109956,
            "calibration": 55.95626866050476,
            "p50_s": 0.5587625443935395,
            "p95_s": 2.2142491221427916,
            "cost_usd_per_1000": 0.02722387008122963,
            "axes": {
              "intelligence": 69.88863863863864,
              "calibration": 55.95626866050476,
              "speed": 79.07546232533612,
              "cost": 56.95150409390983
            },
            "jevbench_score": 64.78143535850222
          },
          "heldout": {
            "n": 303,
            "escalation": 0.31683168316831684,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8082191780821918,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.7095709570957096,
            "ece_hard": 0.3023704730191378,
            "calibration": 54.779859479572934,
            "p50_s": 0.6719379365444184,
            "p95_s": 1.5437380111217491,
            "cost_usd_per_1000": 0.029282567026365558,
            "axes": {
              "intelligence": 73.65918897406895,
              "calibration": 54.779859479572934,
              "speed": 79.84097240817019,
              "cost": 56.001725618862096
            },
            "jevbench_score": 65.17315844458936
          }
        },
        {
          "threshold": 0.75,
          "public": {
            "n": 231,
            "escalation": 0.23376623376623376,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.696969696969697,
            "ece_hard": 0.24711291992924483,
            "calibration": 56.28744008469023,
            "p50_s": 0.5630453020334244,
            "p95_s": 2.2142491221427916,
            "cost_usd_per_1000": 0.027418195680723772,
            "axes": {
              "intelligence": 70.42876209542877,
              "calibration": 56.28744008469023,
              "speed": 79.04230179694869,
              "cost": 56.85883385148076
            },
            "jevbench_score": 64.9687887375871
          },
          "heldout": {
            "n": 303,
            "escalation": 0.31683168316831684,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8082191780821918,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.7095709570957096,
            "ece_hard": 0.3023704730191378,
            "calibration": 54.779859479572934,
            "p50_s": 0.6719379365444184,
            "p95_s": 1.5437380111217491,
            "cost_usd_per_1000": 0.029282567026365558,
            "axes": {
              "intelligence": 73.65918897406895,
              "calibration": 54.779859479572934,
              "speed": 79.84097240817019,
              "cost": 56.001725618862096
            },
            "jevbench_score": 65.17315844458936
          }
        },
        {
          "threshold": 0.76,
          "public": {
            "n": 231,
            "escalation": 0.24675324675324675,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.22941837042387542,
            "calibration": 59.05200989076844,
            "p50_s": 0.5630453020334244,
            "p95_s": 2.2142491221427916,
            "cost_usd_per_1000": 0.027709684079964977,
            "axes": {
              "intelligence": 70.80413747080415,
              "calibration": 59.05200989076844,
              "speed": 79.04230179694869,
              "cost": 56.721052768333905
            },
            "jevbench_score": 65.79975788066827
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3333333333333333,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8287671232876712,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.7227722772277227,
            "ece_hard": 0.29408641627694215,
            "calibration": 55.608265153792495,
            "p50_s": 0.6774831205606461,
            "p95_s": 1.5540282458066939,
            "cost_usd_per_1000": 0.02965294007490637,
            "axes": {
              "intelligence": 74.50976079762054,
              "calibration": 55.608265153792495,
              "speed": 79.77642612517812,
              "cost": 55.837967202206215
            },
            "jevbench_score": 65.54494039247575
          }
        },
        {
          "threshold": 0.77,
          "public": {
            "n": 231,
            "escalation": 0.2510822510822511,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.229769758795002,
            "calibration": 59.01687105365578,
            "p50_s": 0.5630453020334244,
            "p95_s": 2.2142491221427916,
            "cost_usd_per_1000": 0.02780684687971205,
            "axes": {
              "intelligence": 70.80413747080415,
              "calibration": 59.01687105365578,
              "speed": 79.04230179694869,
              "cost": 56.67544763761196
            },
            "jevbench_score": 65.77673899658566
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3333333333333333,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8287671232876712,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.7227722772277227,
            "ece_hard": 0.29408641627694215,
            "calibration": 55.608265153792495,
            "p50_s": 0.6774831205606461,
            "p95_s": 1.5540282458066939,
            "cost_usd_per_1000": 0.02965294007490637,
            "axes": {
              "intelligence": 74.50976079762054,
              "calibration": 55.608265153792495,
              "speed": 79.77642612517812,
              "cost": 55.837967202206215
            },
            "jevbench_score": 65.54494039247575
          }
        },
        {
          "threshold": 0.78,
          "public": {
            "n": 231,
            "escalation": 0.2727272727272727,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.22453657056380089,
            "calibration": 59.54018987677589,
            "p50_s": 0.5651318520307541,
            "p95_s": 2.2475591257214544,
            "cost_usd_per_1000": 0.028292660878447395,
            "axes": {
              "intelligence": 70.80413747080415,
              "calibration": 59.54018987677589,
              "speed": 78.961390888707,
              "cost": 56.44978617811038
            },
            "jevbench_score": 65.83949418397965
          },
          "heldout": {
            "n": 303,
            "escalation": 0.35313531353135313,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8493150684931506,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.30022451840695236,
            "calibration": 54.18138749753497,
            "p50_s": 0.6951174080371857,
            "p95_s": 1.5727281272411342,
            "cost_usd_per_1000": 0.03009738773315534,
            "axes": {
              "intelligence": 75.36033262117215,
              "calibration": 54.18138749753497,
              "speed": 79.6128818124823,
              "cost": 55.64413590524911
            },
            "jevbench_score": 65.21521330670018
          }
        },
        {
          "threshold": 0.79,
          "public": {
            "n": 231,
            "escalation": 0.27705627705627706,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.2235313490677503,
            "calibration": 59.64071202638095,
            "p50_s": 0.5651318520307541,
            "p95_s": 2.278913828730583,
            "cost_usd_per_1000": 0.028389823678194464,
            "axes": {
              "intelligence": 70.80413747080415,
              "calibration": 59.64071202638095,
              "speed": 78.90122310492231,
              "cost": 56.40511914267266
            },
            "jevbench_score": 65.84168371419557
          },
          "heldout": {
            "n": 303,
            "escalation": 0.35973597359735976,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8493150684931506,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.286275601150194,
            "calibration": 55.576279223210804,
            "p50_s": 0.6960485965013504,
            "p95_s": 1.5753223180770874,
            "cost_usd_per_1000": 0.030245536952571664,
            "axes": {
              "intelligence": 75.36033262117215,
              "calibration": 55.576279223210804,
              "speed": 79.59991012061599,
              "cost": 55.58016103021659
            },
            "jevbench_score": 65.60941465367875
          }
        },
        {
          "threshold": 0.8,
          "public": {
            "n": 231,
            "escalation": 0.2857142857142857,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.7056277056277056,
            "ece_hard": 0.2156612376362702,
            "calibration": 60.42772316952896,
            "p50_s": 0.5651318520307541,
            "p95_s": 2.278913828730583,
            "cost_usd_per_1000": 0.028584149277688604,
            "axes": {
              "intelligence": 71.17951284617952,
              "calibration": 60.42772316952896,
              "speed": 78.90122310492231,
              "cost": 56.31624186228442
            },
            "jevbench_score": 66.11913462390677
          },
          "heldout": {
            "n": 303,
            "escalation": 0.38613861386138615,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.863013698630137,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.7425742574257426,
            "ece_hard": 0.28054157060144713,
            "calibration": 56.14968227808549,
            "p50_s": 0.7260566294193268,
            "p95_s": 1.5829851537942887,
            "cost_usd_per_1000": 0.030838133830236956,
            "axes": {
              "intelligence": 75.74389426500775,
              "calibration": 56.14968227808549,
              "speed": 79.3955266300097,
              "cost": 55.327357334734174
            },
            "jevbench_score": 65.74424214231335
          }
        },
        {
          "threshold": 0.81,
          "public": {
            "n": 231,
            "escalation": 0.2857142857142857,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.7056277056277056,
            "ece_hard": 0.2156612376362702,
            "calibration": 60.42772316952896,
            "p50_s": 0.5651318520307541,
            "p95_s": 2.278913828730583,
            "cost_usd_per_1000": 0.028584149277688604,
            "axes": {
              "intelligence": 71.17951284617952,
              "calibration": 60.42772316952896,
              "speed": 78.90122310492231,
              "cost": 56.31624186228442
            },
            "jevbench_score": 66.11913462390677
          },
          "heldout": {
            "n": 303,
            "escalation": 0.38943894389438943,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.863013698630137,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.7425742574257426,
            "ece_hard": 0.2812809624435205,
            "calibration": 56.07574309387815,
            "p50_s": 0.7260566294193268,
            "p95_s": 1.6031569147109979,
            "cost_usd_per_1000": 0.03091220843994512,
            "axes": {
              "intelligence": 75.74389426500775,
              "calibration": 56.07574309387815,
              "speed": 79.34053472243677,
              "cost": 55.296099004664754
            },
            "jevbench_score": 65.70192152060612
          }
        },
        {
          "threshold": 0.82,
          "public": {
            "n": 231,
            "escalation": 0.2857142857142857,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.7056277056277056,
            "ece_hard": 0.2156612376362702,
            "calibration": 60.42772316952896,
            "p50_s": 0.5651318520307541,
            "p95_s": 2.278913828730583,
            "cost_usd_per_1000": 0.028584149277688604,
            "axes": {
              "intelligence": 71.17951284617952,
              "calibration": 60.42772316952896,
              "speed": 78.90122310492231,
              "cost": 56.31624186228442
            },
            "jevbench_score": 66.11913462390677
          },
          "heldout": {
            "n": 303,
            "escalation": 0.429042904290429,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8904109589041096,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.759075907590759,
            "ece_hard": 0.27484722912670784,
            "calibration": 56.71911642555942,
            "p50_s": 0.8348341524600983,
            "p95_s": 1.668169368803501,
            "cost_usd_per_1000": 0.03180110375644306,
            "axes": {
              "intelligence": 76.78624691047715,
              "calibration": 56.71911642555942,
              "speed": 78.56159650224245,
              "cost": 54.92673418630312
            },
            "jevbench_score": 65.8418073925914
          }
        },
        {
          "threshold": 0.83,
          "public": {
            "n": 231,
            "escalation": 0.29004329004329005,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.7056277056277056,
            "ece_hard": 0.21538782447232896,
            "calibration": 60.45506448592308,
            "p50_s": 0.5651318520307541,
            "p95_s": 2.278913828730583,
            "cost_usd_per_1000": 0.028681312077435673,
            "axes": {
              "intelligence": 71.17951284617952,
              "calibration": 60.45506448592308,
              "speed": 78.90122310492231,
              "cost": 56.27202954937812
            },
            "jevbench_score": 66.11363010971661
          },
          "heldout": {
            "n": 303,
            "escalation": 0.43564356435643564,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8904109589041096,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.759075907590759,
            "ece_hard": 0.27484722912670784,
            "calibration": 56.71911642555942,
            "p50_s": 0.9954077243804932,
            "p95_s": 1.668169368803501,
            "cost_usd_per_1000": 0.031949252975859384,
            "axes": {
              "intelligence": 76.78624691047715,
              "calibration": 56.71911642555942,
              "speed": 77.79758851100084,
              "cost": 54.8661787563927
            },
            "jevbench_score": 65.66303265910913
          }
        },
        {
          "threshold": 0.84,
          "public": {
            "n": 231,
            "escalation": 0.30735930735930733,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.7056277056277056,
            "ece_hard": 0.21178517721836176,
            "calibration": 60.815329211319806,
            "p50_s": 0.5724019199609757,
            "p95_s": 2.278913828730583,
            "cost_usd_per_1000": 0.02906996327642395,
            "axes": {
              "intelligence": 71.17951284617952,
              "calibration": 60.815329211319806,
              "speed": 78.8457101443015,
              "cost": 56.09666550597541
            },
            "jevbench_score": 66.14862136976876
          },
          "heldout": {
            "n": 303,
            "escalation": 0.44224422442244227,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9041095890410958,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7656765676567657,
            "ece_hard": 0.27484722912670784,
            "calibration": 56.71911642555942,
            "p50_s": 1.012372413277626,
            "p95_s": 1.668169368803501,
            "cost_usd_per_1000": 0.03209740219527571,
            "axes": {
              "intelligence": 77.16980855431277,
              "calibration": 56.71911642555942,
              "speed": 77.72419555348043,
              "cost": 54.80590347450014
            },
            "jevbench_score": 65.71130833269706
          }
        },
        {
          "threshold": 0.85,
          "public": {
            "n": 231,
            "escalation": 0.31601731601731603,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.7056277056277056,
            "ece_hard": 0.20935362617817202,
            "calibration": 61.05848431533878,
            "p50_s": 0.5724860668182373,
            "p95_s": 2.342836084961891,
            "cost_usd_per_1000": 0.02926428887591809,
            "axes": {
              "intelligence": 71.17951284617952,
              "calibration": 61.05848431533878,
              "speed": 78.72493174208226,
              "cost": 56.00986074415376
            },
            "jevbench_score": 66.16364977152917
          },
          "heldout": {
            "n": 303,
            "escalation": 0.4521452145214521,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9041095890410958,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7656765676567657,
            "ece_hard": 0.26732201460625155,
            "calibration": 57.47163787760505,
            "p50_s": 1.0215922087430953,
            "p95_s": 1.668169368803501,
            "cost_usd_per_1000": 0.032319626024400194,
            "axes": {
              "intelligence": 77.16980855431277,
              "calibration": 57.47163787760505,
              "speed": 77.6848228556812,
              "cost": 54.716010194793924
            },
            "jevbench_score": 65.89279046013976
          }
        },
        {
          "threshold": 0.86,
          "public": {
            "n": 231,
            "escalation": 0.3203463203463203,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.7056277056277056,
            "ece_hard": 0.2092052544226326,
            "calibration": 61.07332149089272,
            "p50_s": 0.5724860668182373,
            "p95_s": 2.342836084961891,
            "cost_usd_per_1000": 0.02936145167566516,
            "axes": {
              "intelligence": 71.17951284617952,
              "calibration": 61.07332149089272,
              "speed": 78.72493174208226,
              "cost": 55.96667428099103
            },
            "jevbench_score": 66.15491048465488
          },
          "heldout": {
            "n": 303,
            "escalation": 0.47194719471947194,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9246575342465754,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7821782178217822,
            "ece_hard": 0.24698194853132377,
            "calibration": 59.505644485097825,
            "p50_s": 1.0425333261489869,
            "p95_s": 1.668169368803501,
            "cost_usd_per_1000": 0.032764073682649164,
            "axes": {
              "intelligence": 78.29560973566252,
              "calibration": 59.505644485097825,
              "speed": 77.59669910908227,
              "cost": 54.538063181793014
            },
            "jevbench_score": 66.63610946184546
          }
        },
        {
          "threshold": 0.87,
          "public": {
            "n": 231,
            "escalation": 0.3333333333333333,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.7056277056277056,
            "ece_hard": 0.20645877461257517,
            "calibration": 61.347969471898466,
            "p50_s": 0.5749294698238373,
            "p95_s": 2.342836084961891,
            "cost_usd_per_1000": 0.02965294007490637,
            "axes": {
              "intelligence": 71.17951284617952,
              "calibration": 61.347969471898466,
              "speed": 78.70643525127272,
              "cost": 55.837967202206215
            },
            "jevbench_score": 66.18716229737319
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5016501650165016,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7854785478547854,
            "ece_hard": 0.23256952478243548,
            "calibration": 60.946886859986655,
            "p50_s": 1.0793453931808472,
            "p95_s": 2.0541040048003194,
            "cost_usd_per_1000": 0.03343074517002262,
            "axes": {
              "intelligence": 78.48739055758033,
              "calibration": 60.946886859986655,
              "speed": 76.54217128460095,
              "cost": 54.27561828676787
            },
            "jevbench_score": 66.76736602970277
          }
        },
        {
          "threshold": 0.88,
          "public": {
            "n": 231,
            "escalation": 0.3463203463203463,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.7056277056277056,
            "ece_hard": 0.1995747691485335,
            "calibration": 62.03637001830263,
            "p50_s": 0.5749294698238373,
            "p95_s": 2.4169830560684202,
            "cost_usd_per_1000": 0.029944428474147574,
            "axes": {
              "intelligence": 71.17951284617952,
              "calibration": 62.03637001830263,
              "speed": 78.57111823793818,
              "cost": 55.710519146178605
            },
            "jevbench_score": 66.30562638632732
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5016501650165016,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7854785478547854,
            "ece_hard": 0.23256952478243548,
            "calibration": 60.946886859986655,
            "p50_s": 1.0793453931808472,
            "p95_s": 2.0541040048003194,
            "cost_usd_per_1000": 0.03343074517002262,
            "axes": {
              "intelligence": 78.48739055758033,
              "calibration": 60.946886859986655,
              "speed": 76.54217128460095,
              "cost": 54.27561828676787
            },
            "jevbench_score": 66.76736602970277
          }
        },
        {
          "threshold": 0.89,
          "public": {
            "n": 231,
            "escalation": 0.3593073593073593,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.7056277056277056,
            "ece_hard": 0.1995747691485335,
            "calibration": 62.03637001830263,
            "p50_s": 0.5810501962900162,
            "p95_s": 2.4169830560684202,
            "cost_usd_per_1000": 0.030235916873388783,
            "axes": {
              "intelligence": 71.17951284617952,
              "calibration": 62.03637001830263,
              "speed": 78.52512741908583,
              "cost": 55.584305719613624
            },
            "jevbench_score": 66.25834075631887
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5247524752475248,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9383561643835616,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7920792079207921,
            "ece_hard": 0.21184827081524943,
            "calibration": 63.01901225670526,
            "p50_s": 1.0899055927991868,
            "p95_s": 2.0541040048003194,
            "cost_usd_per_1000": 0.033949267437979755,
            "axes": {
              "intelligence": 78.95440073729631,
              "calibration": 63.01901225670526,
              "speed": 76.49988689536717,
              "cost": 54.07508777647541
            },
            "jevbench_score": 67.35603127172101
          }
        },
        {
          "threshold": 0.9,
          "public": {
            "n": 231,
            "escalation": 0.3722943722943723,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.7056277056277056,
            "ece_hard": 0.20098782472908017,
            "calibration": 61.895064460247966,
            "p50_s": 0.5851256638765335,
            "p95_s": 2.4169830560684202,
            "cost_usd_per_1000": 0.030527405272629992,
            "axes": {
              "intelligence": 71.17951284617952,
              "calibration": 61.895064460247966,
              "speed": 78.49477247263114,
              "cost": 55.459303231342616
            },
            "jevbench_score": 66.17691898028767
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5346534653465347,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9383561643835616,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7920792079207921,
            "ece_hard": 0.21115345494496776,
            "calibration": 63.08849384373343,
            "p50_s": 1.090947213768959,
            "p95_s": 2.0541040048003194,
            "cost_usd_per_1000": 0.03417149126710424,
            "axes": {
              "intelligence": 78.95440073729631,
              "calibration": 63.08849384373343,
              "speed": 76.49573833226889,
              "cost": 53.99008203643897
            },
            "jevbench_score": 67.34718261322551
          }
        },
        {
          "threshold": 0.91,
          "public": {
            "n": 231,
            "escalation": 0.3939393939393939,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.5765765765765766
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.1930200175408916,
            "calibration": 62.69184517906682,
            "p50_s": 0.5868345886468888,
            "p95_s": 2.441754038631916,
            "cost_usd_per_1000": 0.031013219271365338,
            "axes": {
              "intelligence": 72.09501167834502,
              "calibration": 62.69184517906682,
              "speed": 78.43782381592251,
              "cost": 55.25359450798859
            },
            "jevbench_score": 66.52740527859257
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5445544554455446,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.21073559409390288,
            "calibration": 63.13027992883992,
            "p50_s": 1.0932887375354767,
            "p95_s": 2.0541040048003194,
            "cost_usd_per_1000": 0.034393715096228725,
            "axes": {
              "intelligence": 79.14618155921411,
              "calibration": 63.13027992883992,
              "speed": 76.48642696423666,
              "cost": 53.90562731738742
            },
            "jevbench_score": 67.37077448806997
          }
        },
        {
          "threshold": 0.92,
          "public": {
            "n": 231,
            "escalation": 0.4155844155844156,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.5765765765765766
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.18789177266343093,
            "calibration": 64.19816556287442,
            "p50_s": 0.6046394348144531,
            "p95_s": 2.441754038631916,
            "cost_usd_per_1000": 0.03149903327010069,
            "axes": {
              "intelligence": 72.09501167834502,
              "calibration": 64.19816556287442,
              "speed": 78.30801616673523,
              "cost": 55.05108324526759
            },
            "jevbench_score": 66.83438890316854
          },
          "heldout": {
            "n": 303,
            "escalation": 0.570957095709571,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.19825622046000793,
            "calibration": 64.37821729222941,
            "p50_s": 1.0996689289808272,
            "p95_s": 2.0541040048003194,
            "cost_usd_per_1000": 0.03498631197389402,
            "axes": {
              "intelligence": 79.61319173893008,
              "calibration": 64.37821729222941,
              "speed": 76.46115616399555,
              "cost": 53.68305506687068
            },
            "jevbench_score": 67.725234339397
          }
        },
        {
          "threshold": 0.93,
          "public": {
            "n": 231,
            "escalation": 0.43722943722943725,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.7229437229437229,
            "ece_hard": 0.17420301182141057,
            "calibration": 66.21390455707581,
            "p50_s": 0.635255092382431,
            "p95_s": 2.441754038631916,
            "cost_usd_per_1000": 0.031984847268836034,
            "axes": {
              "intelligence": 73.01051051051051,
              "calibration": 66.21390455707581,
              "speed": 78.0934993012837,
              "cost": 54.85167156236169
            },
            "jevbench_score": 67.45821318664692
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5874587458745875,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.19356497128627032,
            "calibration": 64.84734220960317,
            "p50_s": 1.1005460798740387,
            "p95_s": 2.0572781085968015,
            "cost_usd_per_1000": 0.03535668502243483,
            "axes": {
              "intelligence": 79.61319173893008,
              "calibration": 64.84734220960317,
              "speed": 76.45098764012627,
              "cost": 53.545853811991314
            },
            "jevbench_score": 67.80263017300842
          }
        },
        {
          "threshold": 0.94,
          "public": {
            "n": 231,
            "escalation": 0.4588744588744589,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.17002974664185122,
            "calibration": 66.63123107503175,
            "p50_s": 0.7952923119068146,
            "p95_s": 2.441754038631916,
            "cost_usd_per_1000": 0.03247066126757138,
            "axes": {
              "intelligence": 73.55063396730064,
              "calibration": 66.63123107503175,
              "speed": 77.11771301143744,
              "cost": 54.65526600527937
            },
            "jevbench_score": 67.41594133148536
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6204620462046204,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.18326411189342057,
            "calibration": 65.87742814888814,
            "p50_s": 1.1066845685243607,
            "p95_s": 2.074221782386302,
            "cost_usd_per_1000": 0.036097431119516445,
            "axes": {
              "intelligence": 79.61319173893008,
              "calibration": 65.87742814888814,
              "speed": 76.39120955078744,
              "cost": 53.27571110929742
            },
            "jevbench_score": 67.97098731028649
          }
        },
        {
          "threshold": 0.95,
          "public": {
            "n": 231,
            "escalation": 0.47186147186147187,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7316017316017316,
            "ece_hard": 0.15407890827547954,
            "calibration": 68.22631491166892,
            "p50_s": 1.006430798768997,
            "p95_s": 2.441754038631916,
            "cost_usd_per_1000": 0.03276214966681259,
            "axes": {
              "intelligence": 73.92600934267601,
              "calibration": 68.22631491166892,
              "speed": 76.09514166717787,
              "cost": 54.53882830093321
            },
            "jevbench_score": 67.63990324087649
          },
          "heldout": {
            "n": 303,
            "escalation": 0.636963696369637,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.18067606357520324,
            "calibration": 66.13623298070988,
            "p50_s": 1.1089836835861206,
            "p95_s": 2.106213764846324,
            "cost_usd_per_1000": 0.036467804168057255,
            "axes": {
              "intelligence": 79.61319173893008,
              "calibration": 66.13623298070988,
              "speed": 76.31572396845932,
              "cost": 53.14271158076698
            },
            "jevbench_score": 67.97834032514812
          }
        },
        {
          "threshold": 0.96,
          "public": {
            "n": 231,
            "escalation": 0.5064935064935064,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7359307359307359,
            "ece_hard": 0.14686611612638323,
            "calibration": 70.47256180908187,
            "p50_s": 1.0422662526369095,
            "p95_s": 2.441754038631916,
            "cost_usd_per_1000": 0.033539452064789144,
            "axes": {
              "intelligence": 74.46613279946614,
              "calibration": 70.47256180908187,
              "speed": 75.94319409244372,
              "cost": 54.23332110268719
            },
            "jevbench_score": 68.18415768268827
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6501650165016502,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.8052805280528053,
            "ece_hard": 0.17045614913608453,
            "calibration": 67.15822442462175,
            "p50_s": 1.1113397508859635,
            "p95_s": 2.106213764846324,
            "cost_usd_per_1000": 0.0367641026068899,
            "axes": {
              "intelligence": 79.88842109672825,
              "calibration": 67.15822442462175,
              "speed": 76.30650704631651,
              "cost": 53.037280914131046
            },
            "jevbench_score": 68.2623864382706
          }
        },
        {
          "threshold": 0.97,
          "public": {
            "n": 231,
            "escalation": 0.5194805194805194,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7359307359307359,
            "ece_hard": 0.14686611612638323,
            "calibration": 70.47256180908187,
            "p50_s": 1.0466676831245423,
            "p95_s": 2.441754038631916,
            "cost_usd_per_1000": 0.03383094046403035,
            "axes": {
              "intelligence": 74.46613279946614,
              "calibration": 70.47256180908187,
              "speed": 75.92489270177457,
              "cost": 54.120577873636655
            },
            "jevbench_score": 68.14458765034412
          },
          "heldout": {
            "n": 303,
            "escalation": 0.66996699669967,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.8052805280528053,
            "ece_hard": 0.1678272170596774,
            "calibration": 67.42111763226247,
            "p50_s": 1.112243089079857,
            "p95_s": 2.106213764846324,
            "cost_usd_per_1000": 0.037208550265138876,
            "axes": {
              "intelligence": 79.88842109672825,
              "calibration": 67.42111763226247,
              "speed": 76.30297837351483,
              "cost": 52.88071752427941
            },
            "jevbench_score": 68.27782116694536
          }
        },
        {
          "threshold": 0.98,
          "public": {
            "n": 231,
            "escalation": 0.5670995670995671,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7402597402597403,
            "ece_hard": 0.13860595269225418,
            "calibration": 71.29857815249477,
            "p50_s": 1.0590197175741196,
            "p95_s": 2.441754038631916,
            "cost_usd_per_1000": 0.03489973126124812,
            "axes": {
              "intelligence": 75.00625625625626,
              "calibration": 71.29857815249477,
              "speed": 75.87394039107771,
              "cost": 53.71533751690343
            },
            "jevbench_score": 68.32699588229077
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6864686468646864,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.18302724489094155,
            "calibration": 65.90111484913605,
            "p50_s": 1.1126901239156723,
            "p95_s": 2.2278682902455325,
            "cost_usd_per_1000": 0.03757892331367968,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 65.90111484913605,
              "speed": 76.05736254547242,
              "cost": 52.75167001521774
            },
            "jevbench_score": 67.67648897008748
          }
        },
        {
          "threshold": 0.99,
          "public": {
            "n": 231,
            "escalation": 0.6320346320346321,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.12839466947184652,
            "calibration": 72.31970647453554,
            "p50_s": 1.0721421420574189,
            "p95_s": 2.441754038631916,
            "cost_usd_per_1000": 0.036357173257454155,
            "axes": {
              "intelligence": 75.92175508842178,
              "calibration": 72.31970647453554,
              "speed": 75.82045718386495,
              "cost": 53.182296706086404
            },
            "jevbench_score": 68.59525822825742
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7326732673267327,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.18252396785705838,
            "calibration": 65.95144255252437,
            "p50_s": 1.1211026340723038,
            "p95_s": 2.2278682902455325,
            "cost_usd_per_1000": 0.03861596784959395,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 65.95144255252437,
              "speed": 76.02465114913076,
              "cost": 52.39699227306265
            },
            "jevbench_score": 67.56807309945889
          }
        },
        {
          "threshold": 1.0,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.12914387221294593,
            "calibration": 72.24478620042561,
            "p50_s": 1.0902809530496598,
            "p95_s": 2.441754038631916,
            "cost_usd_per_1000": 0.04461601123595506,
            "axes": {
              "intelligence": 76.46187854521189,
              "calibration": 72.24478620042561,
              "speed": 75.7475966016049,
              "cost": 50.51527777435402
            },
            "jevbench_score": 67.80485151468261
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.17685813516393573,
            "calibration": 66.51802582183663,
            "p50_s": 1.1560284227132798,
            "p95_s": 2.2278682902455325,
            "cost_usd_per_1000": 0.04461601123595506,
            "axes": {
              "intelligence": 79.33796238113192,
              "calibration": 66.51802582183663,
              "speed": 75.89141975869856,
              "cost": 50.51527777435402
            },
            "jevbench_score": 67.06701143047529
          }
        }
      ]
    },
    {
      "cheap": "openjev-verdict-1.4",
      "backend": "jev-1.13.0",
      "chosen": {
        "threshold": 0.71,
        "public": {
          "n": 231,
          "escalation": 0.8051948051948052,
          "tiers": {
            "easy": 1.0,
            "standard": 0.8194444444444444,
            "hard": 0.7027027027027027
          },
          "accuracy": 0.8008658008658008,
          "ece_hard": 0.08887587268226801,
          "calibration": 78.53341273177321,
          "p50_s": 1.3159398227930068,
          "p95_s": 2.337883038073778,
          "cost_usd_per_1000": 0.036011656792645556,
          "axes": {
            "intelligence": 80.59100767434103,
            "calibration": 78.53341273177321,
            "speed": 75.11941190261479,
            "cost": 53.30670692591103
          },
          "jevbench_score": 70.95267483938372
        },
        "heldout": {
          "n": 303,
          "escalation": 0.9174917491749175,
          "tiers": {
            "easy": 1.0,
            "standard": 0.8333333333333334,
            "judge": 0.9452054794520548,
            "hard": 0.6972477064220184
          },
          "accuracy": 0.8514851485148515,
          "ece_hard": 0.09415119034291637,
          "calibration": 80.59188096570836,
          "p50_s": 1.8783646464347838,
          "p95_s": 2.6674607589840886,
          "cost_usd_per_1000": 0.04049390351169948,
          "axes": {
            "intelligence": 84.71651795065142,
            "calibration": 80.59188096570836,
            "speed": 73.00122055174546,
            "cost": 51.77831068913449
          },
          "jevbench_score": 71.27452749270998
        }
      },
      "full": {
        "tiers": {
          "easy": 1.0,
          "standard": 0.8229166666666666,
          "judge": 0.9452054794520548,
          "hard": 0.7
        },
        "accuracy": 0.8295880149812734,
        "ece_hard": 0.09148955279595289,
        "calibration": 79.56504472040471,
        "p50_s": 1.6719033174216746,
        "p95_s": 2.5153479777276515,
        "cost_usd_per_1000": 0.03855495408828851,
        "axes": {
          "intelligence": 84.5074200913242,
          "calibration": 79.56504472040471,
          "speed": 73.76190765866312,
          "cost": 52.417594291059316
        },
        "jevbench_score": 71.40548855809061
      },
      "full_escalation": 0.8689138576779026,
      "backend_heldout_accuracy": 0.8514851485148515,
      "useful": false,
      "curve": [
        {
          "threshold": 0.0,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.01,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.02,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.03,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.04,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.05,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.06,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.07,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.08,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.09,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.1,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.11,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.12,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.13,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.14,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.15,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.16,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.17,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.18,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.19,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.2,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.21,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.22,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.23,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.12665915118090862,
            "calibration": 73.72562045082995,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.72562045082995,
              "speed": 79.65074585196557,
              "cost": 82.35883967864214
            },
            "jevbench_score": 71.18531509987325
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.24,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36036036036036034
            },
            "accuracy": 0.5238095238095238,
            "ece_hard": 0.1269620600392055,
            "calibration": 73.69532956500026,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.5891973316669463,
            "cost_usd_per_1000": 0.004045710248552945,
            "axes": {
              "intelligence": 53.09371871871872,
              "calibration": 73.69532956500026,
              "speed": 79.65074585196557,
              "cost": 81.79015673119277
            },
            "jevbench_score": 71.05481275710818
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.25,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.12575800961928585,
            "calibration": 73.81573460699222,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6338174432516097,
            "cost_usd_per_1000": 0.004218499148791284,
            "axes": {
              "intelligence": 53.46909409409409,
              "calibration": 73.81573460699222,
              "speed": 79.53048883940582,
              "cost": 81.24526102566108
            },
            "jevbench_score": 71.06338090715253
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5616438356164384,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.5016501650165016,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9867176026105877,
            "cost_usd_per_1000": 0.003872921348314607,
            "axes": {
              "intelligence": 50.959972351388714,
              "calibration": 70.2289302105776,
              "speed": 76.13981363278096,
              "cost": 82.35883967864214
            },
            "jevbench_score": 68.82826408417213
          }
        },
        {
          "threshold": 0.26,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.12575800961928585,
            "calibration": 73.81573460699222,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6338174432516097,
            "cost_usd_per_1000": 0.004218499148791284,
            "axes": {
              "intelligence": 53.46909409409409,
              "calibration": 73.81573460699222,
              "speed": 79.53048883940582,
              "cost": 81.24526102566108
            },
            "jevbench_score": 71.06338090715253
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5684931506849316,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.504950495049505,
            "ece_hard": 0.14782087231475824,
            "calibration": 70.2289302105776,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9941574066877361,
            "cost_usd_per_1000": 0.004004651499981459,
            "axes": {
              "intelligence": 51.151753173306524,
              "calibration": 70.2289302105776,
              "speed": 76.12358067087503,
              "cost": 81.92305815683352
            },
            "jevbench_score": 68.79794802483471
          }
        },
        {
          "threshold": 0.27,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.12575800961928585,
            "calibration": 73.81573460699222,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6338174432516097,
            "cost_usd_per_1000": 0.004218499148791284,
            "axes": {
              "intelligence": 53.46909409409409,
              "calibration": 73.81573460699222,
              "speed": 79.53048883940582,
              "cost": 81.24526102566108
            },
            "jevbench_score": 71.06338090715253
          },
          "heldout": {
            "n": 303,
            "escalation": 0.006600660066006601,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5684931506849316,
              "hard": 0.3669724770642202
            },
            "accuracy": 0.5082508250825083,
            "ece_hard": 0.14535413126842384,
            "calibration": 70.47560431521106,
            "p50_s": 1.2242849111557006,
            "p95_s": 1.9994657054543494,
            "cost_usd_per_1000": 0.004136381651648311,
            "axes": {
              "intelligence": 51.42698253110469,
              "calibration": 70.47560431521106,
              "speed": 76.11203543410345,
              "cost": 81.50138191010686
            },
            "jevbench_score": 68.85921066571657
          }
        },
        {
          "threshold": 0.28,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.12575800961928585,
            "calibration": 73.81573460699222,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6338174432516097,
            "cost_usd_per_1000": 0.004218499148791284,
            "axes": {
              "intelligence": 53.46909409409409,
              "calibration": 73.81573460699222,
              "speed": 79.53048883940582,
              "cost": 81.24526102566108
            },
            "jevbench_score": 71.06338090715253
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5684931506849316,
              "hard": 0.3853211009174312
            },
            "accuracy": 0.5148514851485149,
            "ece_hard": 0.1402327780284442,
            "calibration": 70.98773963920902,
            "p50_s": 1.234055870771408,
            "p95_s": 2.002006083726883,
            "cost_usd_per_1000": 0.004399841954982015,
            "axes": {
              "intelligence": 51.97744124670103,
              "calibration": 70.98773963920902,
              "speed": 76.07199784678924,
              "cost": 80.69688770072312
            },
            "jevbench_score": 68.9874294324266
          }
        },
        {
          "threshold": 0.29,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.38738738738738737
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.12286488717698521,
            "calibration": 74.10504685122228,
            "p50_s": 0.6819422334432602,
            "p95_s": 1.6590973153710364,
            "cost_usd_per_1000": 0.0045640769492679605,
            "axes": {
              "intelligence": 54.21984484484484,
              "calibration": 74.10504685122228,
              "speed": 79.46380551799933,
              "cost": 80.21941126266677
            },
            "jevbench_score": 71.13997719614932
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 0.8333333333333334,
              "standard": 0.4583333333333333,
              "judge": 0.5684931506849316,
              "hard": 0.4036697247706422
            },
            "accuracy": 0.5214521452145214,
            "ece_hard": 0.12468978750868424,
            "calibration": 73.71703959581147,
            "p50_s": 1.234055870771408,
            "p95_s": 2.06843184530735,
            "cost_usd_per_1000": 0.004663302258315719,
            "axes": {
              "intelligence": 52.527899962297354,
              "calibration": 73.71703959581147,
              "speed": 75.93023962072186,
              "cost": 79.9391930272659
            },
            "jevbench_score": 69.627870618252
          }
        },
        {
          "threshold": 0.3,
          "public": {
            "n": 231,
            "escalation": 0.030303030303030304,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.38738738738738737
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.12347518324220808,
            "calibration": 74.0440172447,
            "p50_s": 0.6859634757041931,
            "p95_s": 1.669744887948036,
            "cost_usd_per_1000": 0.005082443649982976,
            "axes": {
              "intelligence": 54.21984484484484,
              "calibration": 74.0440172447,
              "speed": 79.41048885282348,
              "cost": 78.81782283305648
            },
            "jevbench_score": 70.80071391541993
          },
          "heldout": {
            "n": 303,
            "escalation": 0.033003300330033,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.5821917808219178,
              "hard": 0.41284403669724773
            },
            "accuracy": 0.5346534653465347,
            "ece_hard": 0.12196142160188074,
            "calibration": 73.98987618649181,
            "p50_s": 1.2708158284425735,
            "p95_s": 2.0718681916594504,
            "cost_usd_per_1000": 0.005190222864983127,
            "axes": {
              "intelligence": 53.77002429726447,
              "calibration": 73.98987618649181,
              "speed": 75.79555261568528,
              "cost": 78.54441980238255
            },
            "jevbench_score": 69.76183541435546
          }
        },
        {
          "threshold": 0.31,
          "public": {
            "n": 231,
            "escalation": 0.030303030303030304,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "hard": 0.38738738738738737
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.12347518324220808,
            "calibration": 74.0440172447,
            "p50_s": 0.6859634757041931,
            "p95_s": 1.669744887948036,
            "cost_usd_per_1000": 0.005082443649982976,
            "axes": {
              "intelligence": 54.21984484484484,
              "calibration": 74.0440172447,
              "speed": 79.41048885282348,
              "cost": 78.81782283305648
            },
            "jevbench_score": 70.80071391541993
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.5958904109589042,
              "hard": 0.41284403669724773
            },
            "accuracy": 0.5412541254125413,
            "ece_hard": 0.12156486031497392,
            "calibration": 74.02953231518251,
            "p50_s": 1.2708158284425735,
            "p95_s": 2.129326386749744,
            "cost_usd_per_1000": 0.0057171434716505355,
            "axes": {
              "intelligence": 54.15358594110009,
              "calibration": 74.02953231518251,
              "speed": 75.67675148592534,
              "cost": 77.2846272710164
            },
            "jevbench_score": 69.58601332768515
          }
        },
        {
          "threshold": 0.32,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5555555555555556,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.5497835497835498,
            "ece_hard": 0.12410571892511613,
            "calibration": 73.9809636764092,
            "p50_s": 0.6935107052326203,
            "p95_s": 1.683034674823284,
            "cost_usd_per_1000": 0.005946388151174668,
            "axes": {
              "intelligence": 55.510719052385724,
              "calibration": 73.9809636764092,
              "speed": 79.32853766997002,
              "cost": 76.77240236749748
            },
            "jevbench_score": 70.71846967816448
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0627062706270627,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.6164383561643836,
              "hard": 0.43119266055045874
            },
            "accuracy": 0.5577557755775577,
            "ece_hard": 0.11447138690478628,
            "calibration": 74.73887965620126,
            "p50_s": 1.2787838667631148,
            "p95_s": 2.1685877382755274,
            "cost_usd_per_1000": 0.006375794229984796,
            "axes": {
              "intelligence": 55.27938712244984,
              "calibration": 74.73887965620126,
              "speed": 75.5702585362144,
              "cost": 75.86397122933789
            },
            "jevbench_score": 69.76282695550769
          }
        },
        {
          "threshold": 0.33,
          "public": {
            "n": 231,
            "escalation": 0.05627705627705628,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5555555555555556,
              "hard": 0.4144144144144144
            },
            "accuracy": 0.5541125541125541,
            "ece_hard": 0.11514955734457474,
            "calibration": 74.87657983446333,
            "p50_s": 0.6935107052326203,
            "p95_s": 1.6896898761391639,
            "cost_usd_per_1000": 0.006119177051413006,
            "axes": {
              "intelligence": 55.8860944277611,
              "calibration": 74.87657983446333,
              "speed": 79.3113982865718,
              "cost": 76.39920942417274
            },
            "jevbench_score": 70.96080891139748
          },
          "heldout": {
            "n": 303,
            "escalation": 0.10561056105610561,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.6712328767123288,
              "hard": 0.44036697247706424
            },
            "accuracy": 0.5874587458745875,
            "ece_hard": 0.12007683905953936,
            "calibration": 74.17833444072596,
            "p50_s": 1.3324144572019576,
            "p95_s": 2.2292815722525114,
            "cost_usd_per_1000": 0.008088286201653873,
            "axes": {
              "intelligence": 57.088863055590465,
              "calibration": 74.17833444072596,
              "speed": 75.27195737632299,
              "cost": 72.76430469283852
            },
            "jevbench_score": 69.39769026573775
          }
        },
        {
          "threshold": 0.34,
          "public": {
            "n": 231,
            "escalation": 0.06926406926406926,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5694444444444444,
              "hard": 0.42342342342342343
            },
            "accuracy": 0.5627705627705628,
            "ece_hard": 0.11160922151924879,
            "calibration": 75.23061341699594,
            "p50_s": 0.6951739430427551,
            "p95_s": 1.7372671008110045,
            "cost_usd_per_1000": 0.006637543752128021,
            "axes": {
              "intelligence": 56.801593259926605,
              "calibration": 75.23061341699594,
              "speed": 79.18039919403824,
              "cost": 75.33977809598025
            },
            "jevbench_score": 71.05575953040456
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1353135313531353,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.7123287671232876,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.6171617161716172,
            "ece_hard": 0.10631300236478948,
            "calibration": 75.55471811020095,
            "p50_s": 1.366723546385765,
            "p95_s": 2.2310479655861855,
            "cost_usd_per_1000": 0.009273857566655542,
            "axes": {
              "intelligence": 59.06523606049181,
              "calibration": 75.55471811020095,
              "speed": 75.15810416003889,
              "cost": 70.98218735615195
            },
            "jevbench_score": 69.85213458870918
          }
        },
        {
          "threshold": 0.35,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5694444444444444,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.5714285714285714,
            "ece_hard": 0.10003086103888648,
            "calibration": 76.38844946503215,
            "p50_s": 0.6951739430427551,
            "p95_s": 1.897957244515419,
            "cost_usd_per_1000": 0.007155910452843037,
            "axes": {
              "intelligence": 57.552344010677345,
              "calibration": 76.38844946503215,
              "speed": 78.79620089956148,
              "cost": 74.36005308148314
            },
            "jevbench_score": 71.24164193766039
          },
          "heldout": {
            "n": 303,
            "escalation": 0.16501650165016502,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.7602739726027398,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.6402640264026402,
            "ece_hard": 0.11010938908827053,
            "calibration": 76.94371270836044,
            "p50_s": 1.366723546385765,
            "p95_s": 2.313778032362461,
            "cost_usd_per_1000": 0.01045942893165721,
            "axes": {
              "intelligence": 60.40770181391647,
              "calibration": 76.94371270836044,
              "speed": 74.9999762989361,
              "cost": 69.4147607984805
            },
            "jevbench_score": 70.13658279636418
          }
        },
        {
          "threshold": 0.36,
          "public": {
            "n": 231,
            "escalation": 0.1038961038961039,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.5844155844155844,
            "ece_hard": 0.09847105380245193,
            "calibration": 76.54443018867562,
            "p50_s": 0.7169283866882324,
            "p95_s": 1.9970385447144507,
            "cost_usd_per_1000": 0.00801985495403473,
            "axes": {
              "intelligence": 58.84321821821823,
              "calibration": 76.54443018867562,
              "speed": 78.441377761969,
              "cost": 72.87500458700617
            },
            "jevbench_score": 71.23336407670443
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1782178217821782,
            "tiers": {
              "easy": 0.875,
              "standard": 0.4583333333333333,
              "judge": 0.773972602739726,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.6501650165016502,
            "ece_hard": 0.1077036602758031,
            "calibration": 77.18428558960719,
            "p50_s": 1.3695352911949157,
            "p95_s": 2.313778032362461,
            "cost_usd_per_1000": 0.010986349538324617,
            "axes": {
              "intelligence": 61.066492815550255,
              "calibration": 77.18428558960719,
              "speed": 74.99105078598262,
              "cost": 68.77439763144767
            },
            "jevbench_score": 70.21696036957563
          }
        },
        {
          "threshold": 0.37,
          "public": {
            "n": 231,
            "escalation": 0.12554112554112554,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.5844155844155844,
            "ece_hard": 0.1167499777665573,
            "calibration": 74.99520678309995,
            "p50_s": 0.7518308401107788,
            "p95_s": 2.05018679946661,
            "cost_usd_per_1000": 0.00888379945522642,
            "axes": {
              "intelligence": 58.84321821821823,
              "calibration": 74.99520678309995,
              "speed": 78.12086430591104,
              "cost": 71.54203761606031
            },
            "jevbench_score": 70.47167062745172
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2079207920792079,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5,
              "judge": 0.815068493150685,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.6732673267326733,
            "ece_hard": 0.10818323588812019,
            "calibration": 77.13632802837547,
            "p50_s": 1.3695352911949157,
            "p95_s": 2.313778032362461,
            "cost_usd_per_1000": 0.012171920903326285,
            "axes": {
              "intelligence": 63.383844413723764,
              "calibration": 77.13632802837547,
              "speed": 74.99105078598262,
              "cost": 67.43922635428765
            },
            "jevbench_score": 70.5163604634153
          }
        },
        {
          "threshold": 0.38,
          "public": {
            "n": 231,
            "escalation": 0.12987012987012986,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.5800865800865801,
            "ece_hard": 0.12657471109806545,
            "calibration": 74.01273344994912,
            "p50_s": 0.7518308401107788,
            "p95_s": 2.0756869927048682,
            "cost_usd_per_1000": 0.00905658835546476,
            "axes": {
              "intelligence": 58.46784284284285,
              "calibration": 74.01273344994912,
              "speed": 78.06717999666785,
              "cost": 71.29106114728984
            },
            "jevbench_score": 70.05381182171558
          },
          "heldout": {
            "n": 303,
            "escalation": 0.22772277227722773,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5,
              "judge": 0.8561643835616438,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.693069306930693,
            "ece_hard": 0.10818323588812019,
            "calibration": 77.13632802837547,
            "p50_s": 1.3695352911949157,
            "p95_s": 2.313778032362461,
            "cost_usd_per_1000": 0.012962301813327397,
            "axes": {
              "intelligence": 64.53452934523062,
              "calibration": 77.13632802837547,
              "speed": 74.99105078598262,
              "cost": 66.61953612048544
            },
            "jevbench_score": 70.6180202090003
          }
        },
        {
          "threshold": 0.39,
          "public": {
            "n": 231,
            "escalation": 0.1645021645021645,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.44144144144144143
            },
            "accuracy": 0.5757575757575758,
            "ece_hard": 0.13936793703650008,
            "calibration": 72.31584837593715,
            "p50_s": 0.7781706541776657,
            "p95_s": 2.084478536248207,
            "cost_usd_per_1000": 0.010438899557371466,
            "axes": {
              "intelligence": 58.09246746746747,
              "calibration": 72.31584837593715,
              "speed": 77.89927723449536,
              "cost": 69.44035843469862
            },
            "jevbench_score": 69.04379791900303
          },
          "heldout": {
            "n": 303,
            "escalation": 0.24422442244224424,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5,
              "judge": 0.8904109589041096,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7095709570957096,
            "ece_hard": 0.10818323588812019,
            "calibration": 77.13632802837547,
            "p50_s": 1.3831777215003966,
            "p95_s": 2.313778032362461,
            "cost_usd_per_1000": 0.013620952571661658,
            "axes": {
              "intelligence": 65.49343345481967,
              "calibration": 77.13632802837547,
              "speed": 74.94800321303805,
              "cost": 65.97377557853369
            },
            "jevbench_score": 70.69635638579517
          }
        },
        {
          "threshold": 0.4,
          "public": {
            "n": 231,
            "escalation": 0.18614718614718614,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.5887445887445888,
            "ece_hard": 0.12868502702049311,
            "calibration": 73.43859744996794,
            "p50_s": 0.8036727398633957,
            "p95_s": 2.093044375628233,
            "cost_usd_per_1000": 0.011302844058563157,
            "axes": {
              "intelligence": 59.2185935935936,
              "calibration": 73.43859744996794,
              "speed": 77.74142326331935,
              "cost": 68.40436792506435
            },
            "jevbench_score": 69.34732225964737
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2739273927392739,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5,
              "judge": 0.9383561643835616,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.7392739273927392,
            "ece_hard": 0.11884060672817376,
            "calibration": 76.07059094437011,
            "p50_s": 1.3944507777690887,
            "p95_s": 2.3205819219350814,
            "cost_usd_per_1000": 0.014806523936663325,
            "axes": {
              "intelligence": 67.38635792384065,
              "calibration": 76.07059094437011,
              "speed": 74.89999906506361,
              "cost": 64.88640660827443
            },
            "jevbench_score": 70.64900953108574
          }
        },
        {
          "threshold": 0.41,
          "public": {
            "n": 231,
            "escalation": 0.21645021645021645,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.5930735930735931,
            "ece_hard": 0.14476149874498234,
            "calibration": 72.83238380871973,
            "p50_s": 0.8354266524314881,
            "p95_s": 2.093044375628233,
            "cost_usd_per_1000": 0.012512366360231526,
            "axes": {
              "intelligence": 59.59396896896897,
              "calibration": 72.83238380871973,
              "speed": 77.57313237529257,
              "cost": 67.07981644060102
            },
            "jevbench_score": 68.93781389758355
          },
          "heldout": {
            "n": 303,
            "escalation": 0.29042904290429045,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.7524752475247525,
            "ece_hard": 0.11529743544343218,
            "calibration": 76.29266154215988,
            "p50_s": 1.3992734491825103,
            "p95_s": 2.3233821764588356,
            "cost_usd_per_1000": 0.015465174694997589,
            "axes": {
              "intelligence": 69.29526412802144,
              "calibration": 76.29266154215988,
              "speed": 74.87976753007163,
              "cost": 64.31935509495509
            },
            "jevbench_score": 71.03512062528264
          }
        },
        {
          "threshold": 0.42,
          "public": {
            "n": 231,
            "escalation": 0.22943722943722944,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5972222222222222,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.6017316017316018,
            "ece_hard": 0.14041069668674439,
            "calibration": 73.26746401454352,
            "p50_s": 0.8431772083044052,
            "p95_s": 2.0982027254998683,
            "cost_usd_per_1000": 0.013030733060946542,
            "axes": {
              "intelligence": 60.509467801134484,
              "calibration": 73.26746401454352,
              "speed": 77.52233694441585,
              "cost": 66.55093455386694
            },
            "jevbench_score": 69.15584255894613
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3102310231023102,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.952054794520548,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.7557755775577558,
            "ece_hard": 0.12577164559352327,
            "calibration": 75.24524052715077,
            "p50_s": 1.4169122666120528,
            "p95_s": 2.342274042963981,
            "cost_usd_per_1000": 0.0162555556049987,
            "axes": {
              "intelligence": 69.48704494993927,
              "calibration": 75.24524052715077,
              "speed": 74.79019334287837,
              "cost": 63.66994545979172
            },
            "jevbench_score": 70.63834294630331
          }
        },
        {
          "threshold": 0.43,
          "public": {
            "n": 231,
            "escalation": 0.24242424242424243,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.6060606060606061,
            "ece_hard": 0.13983752983737438,
            "calibration": 73.32478069948051,
            "p50_s": 0.8988664388656616,
            "p95_s": 2.1083709128201007,
            "cost_usd_per_1000": 0.013549099761661559,
            "axes": {
              "intelligence": 61.049591257924604,
              "calibration": 73.32478069948051,
              "speed": 77.22357818561146,
              "cost": 66.0426867854533
            },
            "jevbench_score": 69.12371117242004
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3234323432343234,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7557755775577558,
            "ece_hard": 0.12601595966455229,
            "calibration": 75.68955705123345,
            "p50_s": 1.4169122666120528,
            "p95_s": 2.3799273982644076,
            "cost_usd_per_1000": 0.016782476211666106,
            "axes": {
              "intelligence": 69.57049348581961,
              "calibration": 75.68955705123345,
              "speed": 74.72093331145373,
              "cost": 63.254318792009656
            },
            "jevbench_score": 70.63149189720548
          }
        },
        {
          "threshold": 0.44,
          "public": {
            "n": 231,
            "escalation": 0.2597402597402597,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.5045045045045045
            },
            "accuracy": 0.6147186147186147,
            "ece_hard": 0.137765361895848,
            "calibration": 72.83876040422787,
            "p50_s": 0.935780817270279,
            "p95_s": 2.140915212780237,
            "cost_usd_per_1000": 0.01424025536261491,
            "axes": {
              "intelligence": 61.80034200867535,
              "calibration": 72.83876040422787,
              "speed": 76.98226393570712,
              "cost": 65.39446668000545
            },
            "jevbench_score": 68.99558105720222
          },
          "heldout": {
            "n": 303,
            "escalation": 0.33003300330033003,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.759075907590759,
            "ece_hard": 0.11318490062205647,
            "calibration": 76.97266295548303,
            "p50_s": 1.4169122666120528,
            "p95_s": 2.3799273982644076,
            "cost_usd_per_1000": 0.01704593651499981,
            "axes": {
              "intelligence": 69.84572284361778,
              "calibration": 76.97266295548303,
              "speed": 74.72093331145373,
              "cost": 63.05137400062628
            },
            "jevbench_score": 70.9419779110635
          }
        },
        {
          "threshold": 0.45,
          "public": {
            "n": 231,
            "escalation": 0.27705627705627706,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.6190476190476191,
            "ece_hard": 0.13986956326078082,
            "calibration": 72.62834026773459,
            "p50_s": 0.9514630824327469,
            "p95_s": 2.1748134322464465,
            "cost_usd_per_1000": 0.014931410963568266,
            "axes": {
              "intelligence": 62.17571738405072,
              "calibration": 72.62834026773459,
              "speed": 76.84186051380722,
              "cost": 64.77697453300775
            },
            "jevbench_score": 68.85513973951512
          },
          "heldout": {
            "n": 303,
            "escalation": 0.35313531353135313,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7623762376237624,
            "ece_hard": 0.12419895130641571,
            "calibration": 76.90218395931856,
            "p50_s": 1.4429965257644652,
            "p95_s": 2.410200057923793,
            "cost_usd_per_1000": 0.017968047576667777,
            "axes": {
              "intelligence": 70.12095220141595,
              "calibration": 76.90218395931856,
              "speed": 74.58681621983229,
              "cost": 62.36497333405311
            },
            "jevbench_score": 70.76969472758492
          }
        },
        {
          "threshold": 0.46,
          "public": {
            "n": 231,
            "escalation": 0.30735930735930733,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6320346320346321,
            "ece_hard": 0.1353703532112359,
            "calibration": 73.07826127268908,
            "p50_s": 0.993661054968834,
            "p95_s": 2.209390891343355,
            "cost_usd_per_1000": 0.016140933265236634,
            "axes": {
              "intelligence": 63.30184351017685,
              "calibration": 73.07826127268908,
              "speed": 76.58489172146759,
              "cost": 63.76214074227594
            },
            "jevbench_score": 68.94100958329923
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3795379537953795,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5416666666666666,
              "judge": 0.9383561643835616,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7557755775577558,
            "ece_hard": 0.14302121592128636,
            "calibration": 75.01995749783148,
            "p50_s": 1.4721267461776733,
            "p95_s": 2.411423055827617,
            "cost_usd_per_1000": 0.019021888790002592,
            "axes": {
              "intelligence": 69.65394202169996,
              "calibration": 75.01995749783148,
              "speed": 74.49781387871587,
              "cost": 61.62239085169222
            },
            "jevbench_score": 69.98438438346126
          }
        },
        {
          "threshold": 0.47,
          "public": {
            "n": 231,
            "escalation": 0.3203463203463203,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.6406926406926406,
            "ece_hard": 0.13123599369290917,
            "calibration": 73.49169722452174,
            "p50_s": 1.0137497425079345,
            "p95_s": 2.212811952084303,
            "cost_usd_per_1000": 0.016659299965951647,
            "axes": {
              "intelligence": 64.05259426092759,
              "calibration": 73.49169722452174,
              "speed": 76.49124734560525,
              "cost": 63.35029755602549
            },
            "jevbench_score": 69.10887939002042
          },
          "heldout": {
            "n": 303,
            "escalation": 0.38943894389438943,
            "tiers": {
              "easy": 0.875,
              "standard": 0.5833333333333334,
              "judge": 0.9383561643835616,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7623762376237624,
            "ece_hard": 0.13712652149220106,
            "calibration": 75.60942694074002,
            "p50_s": 1.4721267461776733,
            "p95_s": 2.411423055827617,
            "cost_usd_per_1000": 0.01941707924500315,
            "axes": {
              "intelligence": 71.0958380461648,
              "calibration": 75.60942694074002,
              "speed": 74.49781387871587,
              "cost": 61.3544829081896
            },
            "jevbench_score": 70.40483553344802
          }
        },
        {
          "threshold": 0.48,
          "public": {
            "n": 231,
            "escalation": 0.354978354978355,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.658008658008658,
            "ece_hard": 0.11133859697046719,
            "calibration": 75.48143689676594,
            "p50_s": 1.099877917766571,
            "p95_s": 2.2162962310016154,
            "cost_usd_per_1000": 0.018041611167858358,
            "axes": {
              "intelligence": 65.5540957624291,
              "calibration": 75.48143689676594,
              "speed": 76.13027709287087,
              "cost": 62.31174043941132
            },
            "jevbench_score": 69.60522162587806
          },
          "heldout": {
            "n": 303,
            "escalation": 0.41254125412541254,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.9315068493150684,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.768976897689769,
            "ece_hard": 0.13342913520446537,
            "calibration": 75.97916556951358,
            "p50_s": 1.4737490206956863,
            "p95_s": 2.4158167533576487,
            "cost_usd_per_1000": 0.020339190306671116,
            "axes": {
              "intelligence": 72.62118260651,
              "calibration": 75.97916556951358,
              "speed": 74.48512481770811,
              "cost": 60.749990203672695
            },
            "jevbench_score": 70.68762653437477
          }
        },
        {
          "threshold": 0.49,
          "public": {
            "n": 231,
            "escalation": 0.36363636363636365,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.1021309721627022,
            "calibration": 76.40219937754244,
            "p50_s": 1.1170677185058593,
            "p95_s": 2.220161111652851,
            "cost_usd_per_1000": 0.018387188968335032,
            "axes": {
              "intelligence": 65.92947113780448,
              "calibration": 76.40219937754244,
              "speed": 76.05536007150619,
              "cost": 62.06453981756384
            },
            "jevbench_score": 69.82962419407043
          },
          "heldout": {
            "n": 303,
            "escalation": 0.42244224422442245,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.9246575342465754,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.768976897689769,
            "ece_hard": 0.1207794204145117,
            "calibration": 77.24413704850895,
            "p50_s": 1.4737490206956863,
            "p95_s": 2.4385307766497135,
            "cost_usd_per_1000": 0.02073438076167167,
            "axes": {
              "intelligence": 72.70463114239037,
              "calibration": 77.24413704850895,
              "speed": 74.44448229300457,
              "cost": 60.49926791312931
            },
            "jevbench_score": 70.91735978060184
          }
        },
        {
          "threshold": 0.5,
          "public": {
            "n": 231,
            "escalation": 0.36363636363636365,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.1021309721627022,
            "calibration": 76.40219937754244,
            "p50_s": 1.1170677185058593,
            "p95_s": 2.220161111652851,
            "cost_usd_per_1000": 0.018387188968335032,
            "axes": {
              "intelligence": 65.92947113780448,
              "calibration": 76.40219937754244,
              "speed": 76.05536007150619,
              "cost": 62.06453981756384
            },
            "jevbench_score": 69.82962419407043
          },
          "heldout": {
            "n": 303,
            "escalation": 0.43234323432343236,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.9246575342465754,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.768976897689769,
            "ece_hard": 0.12057722516646169,
            "calibration": 77.26435657331396,
            "p50_s": 1.4789225697517394,
            "p95_s": 2.4385307766497135,
            "cost_usd_per_1000": 0.02112957121667223,
            "axes": {
              "intelligence": 72.70463114239037,
              "calibration": 77.26435657331396,
              "speed": 74.42926322080238,
              "cost": 60.253279480464634
            },
            "jevbench_score": 70.84617692465
          }
        },
        {
          "threshold": 0.51,
          "public": {
            "n": 231,
            "escalation": 0.38095238095238093,
            "tiers": {
              "easy": 0.875,
              "standard": 0.6111111111111112,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.10912023247264396,
            "calibration": 75.70327334654827,
            "p50_s": 1.119548463821411,
            "p95_s": 2.2212680965662,
            "cost_usd_per_1000": 0.019078344569288384,
            "axes": {
              "intelligence": 65.92947113780448,
              "calibration": 75.70327334654827,
              "speed": 76.04356122620854,
              "cost": 61.583779353759255
            },
            "jevbench_score": 69.53136557257945
          },
          "heldout": {
            "n": 303,
            "escalation": 0.45544554455445546,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.9246575342465754,
              "hard": 0.5779816513761468
            },
            "accuracy": 0.7722772277227723,
            "ece_hard": 0.11810119241746043,
            "calibration": 77.54301225667113,
            "p50_s": 1.4937828123569488,
            "p95_s": 2.4385307766497135,
            "cost_usd_per_1000": 0.02205168227834019,
            "axes": {
              "intelligence": 72.97986050018852,
              "calibration": 77.54301225667113,
              "speed": 74.38584300728186,
              "cost": 59.696748204481146
            },
            "jevbench_score": 70.8021857632831
          }
        },
        {
          "threshold": 0.52,
          "public": {
            "n": 231,
            "escalation": 0.4025974025974026,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.1160476126237192,
            "calibration": 74.46368475899726,
            "p50_s": 1.1292717546224593,
            "p95_s": 2.225298771262169,
            "cost_usd_per_1000": 0.019942289070480082,
            "axes": {
              "intelligence": 66.33456373039708,
              "calibration": 74.46368475899726,
              "speed": 75.99813206183876,
              "cost": 61.00674978350849
            },
            "jevbench_score": 69.17772913945407
          },
          "heldout": {
            "n": 303,
            "escalation": 0.46864686468646866,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.9246575342465754,
              "hard": 0.5963302752293578
            },
            "accuracy": 0.7788778877887789,
            "ece_hard": 0.10511144336133871,
            "calibration": 79.17207686775743,
            "p50_s": 1.4949380844831466,
            "p95_s": 2.4750396698713297,
            "cost_usd_per_1000": 0.022578602885007598,
            "axes": {
              "intelligence": 73.53031921578486,
              "calibration": 79.17207686775743,
              "speed": 74.31794629858655,
              "cost": 59.38908804341728
            },
            "jevbench_score": 71.19667491478972
          }
        },
        {
          "threshold": 0.53,
          "public": {
            "n": 231,
            "escalation": 0.42424242424242425,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.6796536796536796,
            "ece_hard": 0.09717548664362775,
            "calibration": 76.35089735700642,
            "p50_s": 1.1295514345169066,
            "p95_s": 2.225298771262169,
            "cost_usd_per_1000": 0.020806233571671773,
            "axes": {
              "intelligence": 67.46068985652319,
              "calibration": 76.35089735700642,
              "speed": 75.99705660417513,
              "cost": 60.45419591236989
            },
            "jevbench_score": 69.7464385567765
          },
          "heldout": {
            "n": 303,
            "escalation": 0.4884488448844885,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.9246575342465754,
              "hard": 0.6146788990825688
            },
            "accuracy": 0.7854785478547854,
            "ece_hard": 0.10281998418439209,
            "calibration": 79.40122278545209,
            "p50_s": 1.501078763604164,
            "p95_s": 2.4980192244052883,
            "cost_usd_per_1000": 0.02336898379500871,
            "axes": {
              "intelligence": 74.08077793138118,
              "calibration": 79.40122278545209,
              "speed": 74.2600074282798,
              "cost": 58.94080517741904
            },
            "jevbench_score": 71.23213221245514
          }
        },
        {
          "threshold": 0.54,
          "public": {
            "n": 231,
            "escalation": 0.4458874458874459,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.112849529396887,
            "calibration": 74.78349308168049,
            "p50_s": 1.1450107634067535,
            "p95_s": 2.2469268083572387,
            "cost_usd_per_1000": 0.021670178072863464,
            "axes": {
              "intelligence": 67.08531448114782,
              "calibration": 74.78349308168049,
              "speed": 75.89601504927901,
              "cost": 59.92412559661558
            },
            "jevbench_score": 69.11359305808898
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5082508250825083,
            "tiers": {
              "easy": 0.875,
              "standard": 0.625,
              "judge": 0.9246575342465754,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.09685187199139139,
            "calibration": 79.99803400475216,
            "p50_s": 1.5230290234088897,
            "p95_s": 2.4980192244052883,
            "cost_usd_per_1000": 0.024159364705009827,
            "axes": {
              "intelligence": 74.90646600477568,
              "calibration": 79.99803400475216,
              "speed": 74.19696044187194,
              "cost": 58.50743470343468
            },
            "jevbench_score": 71.41656346144978
          }
        },
        {
          "threshold": 0.55,
          "public": {
            "n": 231,
            "escalation": 0.4675324675324675,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.11765353031484617,
            "calibration": 74.30309298988458,
            "p50_s": 1.154820704460144,
            "p95_s": 2.2469268083572387,
            "cost_usd_per_1000": 0.022534122574055154,
            "axes": {
              "intelligence": 67.08531448114782,
              "calibration": 74.30309298988458,
              "speed": 75.85896512483224,
              "cost": 59.41478043020615
            },
            "jevbench_score": 68.8468287878965
          },
          "heldout": {
            "n": 303,
            "escalation": 0.528052805280528,
            "tiers": {
              "easy": 0.875,
              "standard": 0.7083333333333334,
              "judge": 0.9246575342465754,
              "hard": 0.6330275229357798
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.10574355595339485,
            "calibration": 79.26742625009321,
            "p50_s": 1.5264378130435943,
            "p95_s": 2.4980192244052883,
            "cost_usd_per_1000": 0.024949745615010933,
            "axes": {
              "intelligence": 76.96456998031084,
              "calibration": 79.26742625009321,
              "speed": 74.18725107807599,
              "cost": 58.08801634116993
            },
            "jevbench_score": 71.60615551246639
          }
        },
        {
          "threshold": 0.56,
          "public": {
            "n": 231,
            "escalation": 0.48484848484848486,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.11660963901007718,
            "calibration": 74.40748212036148,
            "p50_s": 1.1590392157435416,
            "p95_s": 2.313111515343189,
            "cost_usd_per_1000": 0.02322527817500851,
            "axes": {
              "intelligence": 67.08531448114782,
              "calibration": 74.40748212036148,
              "speed": 75.71705298907725,
              "cost": 59.02117226946207
            },
            "jevbench_score": 68.72447019823016
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5445544554455446,
            "tiers": {
              "easy": 0.875,
              "standard": 0.7083333333333334,
              "judge": 0.9246575342465754,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.8085808580858086,
            "ece_hard": 0.09397854959984454,
            "calibration": 80.44392688544823,
            "p50_s": 1.547201508283615,
            "p95_s": 2.4980192244052883,
            "cost_usd_per_1000": 0.025608396373345197,
            "axes": {
              "intelligence": 77.79025805370534,
              "calibration": 80.44392688544823,
              "speed": 74.12857343570167,
              "cost": 57.74852850070644
            },
            "jevbench_score": 71.94262166194797
          }
        },
        {
          "threshold": 0.57,
          "public": {
            "n": 231,
            "escalation": 0.5108225108225108,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.6796536796536796,
            "ece_hard": 0.11622774534562194,
            "calibration": 74.44567148680699,
            "p50_s": 1.162949138879776,
            "p95_s": 2.313111515343189,
            "cost_usd_per_1000": 0.02426201157643854,
            "axes": {
              "intelligence": 67.46068985652319,
              "calibration": 74.44567148680699,
              "speed": 75.70242707896661,
              "cost": 58.45219583162232
            },
            "jevbench_score": 68.65943352017122
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5742574257425742,
            "tiers": {
              "easy": 0.875,
              "standard": 0.75,
              "judge": 0.9315068493150684,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.8151815181518152,
            "ece_hard": 0.09813731462593095,
            "calibration": 80.0280503828396,
            "p50_s": 1.5591047048568725,
            "p95_s": 2.5291963659226884,
            "cost_usd_per_1000": 0.026793967738346865,
            "axes": {
              "intelligence": 79.1487055422898,
              "calibration": 80.0280503828396,
              "speed": 74.04142168774572,
              "cost": 57.15888909648241
            },
            "jevbench_score": 71.95502783309968
          }
        },
        {
          "threshold": 0.58,
          "public": {
            "n": 231,
            "escalation": 0.5238095238095238,
            "tiers": {
              "easy": 0.8958333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.6796536796536796,
            "ece_hard": 0.1176465395050862,
            "calibration": 74.31620787528934,
            "p50_s": 1.162949138879776,
            "p95_s": 2.313111515343189,
            "cost_usd_per_1000": 0.024780378277153556,
            "axes": {
              "intelligence": 67.46068985652319,
              "calibration": 74.31620787528934,
              "speed": 75.70242707896661,
              "cost": 58.17676204966246
            },
            "jevbench_score": 68.54857280166019
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5841584158415841,
            "tiers": {
              "easy": 0.875,
              "standard": 0.75,
              "judge": 0.9315068493150684,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.8151815181518152,
            "ece_hard": 0.10072827405076733,
            "calibration": 79.76895444035596,
            "p50_s": 1.5591047048568725,
            "p95_s": 2.544618652015924,
            "cost_usd_per_1000": 0.02718915819334742,
            "axes": {
              "intelligence": 79.1487055422898,
              "calibration": 79.76895444035596,
              "speed": 74.01502011672964,
              "cost": 56.96812715337193
            },
            "jevbench_score": 71.83025032558727
          }
        },
        {
          "threshold": 0.59,
          "public": {
            "n": 231,
            "escalation": 0.5584415584415584,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6111111111111112,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.12618431533955146,
            "calibration": 73.21218804740104,
            "p50_s": 1.1785981595516204,
            "p95_s": 2.3275452978909015,
            "cost_usd_per_1000": 0.02616268947906026,
            "axes": {
              "intelligence": 67.86578244911578,
              "calibration": 73.21218804740104,
              "speed": 75.61736099589623,
              "cost": 57.469528400023144
            },
            "jevbench_score": 68.166869403084
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6171617161716172,
            "tiers": {
              "easy": 0.875,
              "standard": 0.75,
              "judge": 0.9383561643835616,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8217821782178217,
            "ece_hard": 0.09654905351382166,
            "calibration": 80.18687649405052,
            "p50_s": 1.5772460341453551,
            "p95_s": 2.586803795397281,
            "cost_usd_per_1000": 0.028506459710015943,
            "axes": {
              "intelligence": 79.61571572200579,
              "calibration": 80.18687649405052,
              "speed": 73.89337066439228,
              "cost": 56.351701464450244
            },
            "jevbench_score": 71.80482909438457
          }
        },
        {
          "threshold": 0.6,
          "public": {
            "n": 231,
            "escalation": 0.5670995670995671,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.625,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.6926406926406926,
            "ece_hard": 0.11723942217933289,
            "calibration": 74.1066773634229,
            "p50_s": 1.1785981595516204,
            "p95_s": 2.3275452978909015,
            "cost_usd_per_1000": 0.02650826727953694,
            "axes": {
              "intelligence": 68.7812812812813,
              "calibration": 74.1066773634229,
              "speed": 75.61736099589623,
              "cost": 57.29855977366087
            },
            "jevbench_score": 68.55248564724302
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6303630363036303,
            "tiers": {
              "easy": 0.875,
              "standard": 0.75,
              "judge": 0.9383561643835616,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8217821782178217,
            "ece_hard": 0.10223743980653034,
            "calibration": 80.15398149098134,
            "p50_s": 1.5808078438043593,
            "p95_s": 2.586803795397281,
            "cost_usd_per_1000": 0.029033380316683347,
            "axes": {
              "intelligence": 79.61571572200579,
              "calibration": 80.15398149098134,
              "speed": 73.88357428348064,
              "cost": 56.11307190739461
            },
            "jevbench_score": 71.71895639877927
          }
        },
        {
          "threshold": 0.61,
          "public": {
            "n": 231,
            "escalation": 0.5887445887445888,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.625,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.11423628406108075,
            "calibration": 74.40699117524812,
            "p50_s": 1.1857077792286872,
            "p95_s": 2.3275452978909015,
            "cost_usd_per_1000": 0.02737221178072863,
            "axes": {
              "intelligence": 69.53203203203203,
              "calibration": 74.40699117524812,
              "speed": 75.59124188964805,
              "cost": 56.88070325487284
            },
            "jevbench_score": 68.67659831856164
          },
          "heldout": {
            "n": 303,
            "escalation": 0.66996699669967,
            "tiers": {
              "easy": 0.875,
              "standard": 0.75,
              "judge": 0.9383561643835616,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8217821782178217,
            "ece_hard": 0.10758683480523762,
            "calibration": 79.6190419911106,
            "p50_s": 1.6551591843366622,
            "p95_s": 2.635781662911176,
            "cost_usd_per_1000": 0.030614142136685576,
            "axes": {
              "intelligence": 79.61571572200579,
              "calibration": 79.6190419911106,
              "speed": 73.60250799484653,
              "cost": 55.42233717310282
            },
            "jevbench_score": 71.30964922453664
          }
        },
        {
          "threshold": 0.62,
          "public": {
            "n": 231,
            "escalation": 0.6017316017316018,
            "tiers": {
              "easy": 0.9375,
              "standard": 0.625,
              "hard": 0.6666666666666666
            },
            "accuracy": 0.70995670995671,
            "ece_hard": 0.10626158634275225,
            "calibration": 75.20446094708097,
            "p50_s": 1.1857077792286872,
            "p95_s": 2.3275452978909015,
            "cost_usd_per_1000": 0.027890578481443648,
            "axes": {
              "intelligence": 70.3125,
              "calibration": 75.20446094708097,
              "speed": 75.59124188964805,
              "cost": 56.63627433677996
            },
            "jevbench_score": 68.97799633925646
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7227722772277227,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.75,
              "judge": 0.9383561643835616,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8250825082508251,
            "ece_hard": 0.10758683480523762,
            "calibration": 79.6190419911106,
            "p50_s": 1.7229696750640868,
            "p95_s": 2.6609175033867354,
            "cost_usd_per_1000": 0.032721824563355206,
            "axes": {
              "intelligence": 80.19904905533912,
              "calibration": 79.6190419911106,
              "speed": 73.38690955938762,
              "cost": 54.55487464417976
            },
            "jevbench_score": 71.10654578133537
          }
        },
        {
          "threshold": 0.63,
          "public": {
            "n": 231,
            "escalation": 0.6190476190476191,
            "tiers": {
              "easy": 0.9375,
              "standard": 0.6527777777777778,
              "hard": 0.6756756756756757
            },
            "accuracy": 0.7229437229437229,
            "ece_hard": 0.10043320699316122,
            "calibration": 77.3776793006839,
            "p50_s": 1.1920731678605079,
            "p95_s": 2.337883038073778,
            "cost_usd_per_1000": 0.028581734082397,
            "axes": {
              "intelligence": 71.76812228895562,
              "calibration": 77.3776793006839,
              "speed": 75.54874307306666,
              "cost": 56.3173427699519
            },
            "jevbench_score": 69.71948502974693
          },
          "heldout": {
            "n": 303,
            "escalation": 0.768976897689769,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.9383561643835616,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.11287859054780455,
            "calibration": 79.08986641685391,
            "p50_s": 1.7949005156755446,
            "p95_s": 2.6637706011533737,
            "cost_usd_per_1000": 0.03456604668669113,
            "axes": {
              "intelligence": 80.78238238867246,
              "calibration": 79.08986641685391,
              "speed": 73.20462796169662,
              "cost": 53.84050863426507
            },
            "jevbench_score": 70.83881664192374
          }
        },
        {
          "threshold": 0.64,
          "public": {
            "n": 231,
            "escalation": 0.6536796536796536,
            "tiers": {
              "easy": 0.9375,
              "standard": 0.6944444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7402597402597403,
            "ece_hard": 0.09209432984834855,
            "calibration": 78.21156701516514,
            "p50_s": 1.235545241832733,
            "p95_s": 2.337883038073778,
            "cost_usd_per_1000": 0.029964045284303707,
            "axes": {
              "intelligence": 73.76386803470137,
              "calibration": 78.21156701516514,
              "speed": 75.393185673993,
              "cost": 55.701986657694064
            },
            "jevbench_score": 70.1583492861244
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8085808580858086,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.9383561643835616,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.10591769230181856,
            "calibration": 79.78595624145251,
            "p50_s": 1.8254774525761603,
            "p95_s": 2.6637706011533737,
            "cost_usd_per_1000": 0.03614680850669336,
            "axes": {
              "intelligence": 80.78238238867246,
              "calibration": 79.78595624145251,
              "speed": 73.13126705383063,
              "cost": 53.2579012491077
            },
            "jevbench_score": 70.78358657337637
          }
        },
        {
          "threshold": 0.65,
          "public": {
            "n": 231,
            "escalation": 0.6926406926406926,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "hard": 0.6936936936936937
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.09327060227619592,
            "calibration": 78.09393977238042,
            "p50_s": 1.2900475278496741,
            "p95_s": 2.337883038073778,
            "cost_usd_per_1000": 0.03151914538644875,
            "axes": {
              "intelligence": 76.70482982982985,
              "calibration": 78.09393977238042,
              "speed": 75.2057150910091,
              "cost": 55.042766995926094
            },
            "jevbench_score": 70.56637149446382
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8283828382838284,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "judge": 0.9383561643835616,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.10591769230181856,
            "calibration": 79.78595624145251,
            "p50_s": 1.840062716603279,
            "p95_s": 2.6637706011533737,
            "cost_usd_per_1000": 0.03693718941669447,
            "axes": {
              "intelligence": 80.78238238867246,
              "calibration": 79.78595624145251,
              "speed": 73.09670552771688,
              "cost": 52.97608460465762
            },
            "jevbench_score": 70.6814081324882
          }
        },
        {
          "threshold": 0.66,
          "public": {
            "n": 231,
            "escalation": 0.7056277056277056,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.75,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.08715595125544924,
            "calibration": 78.70540487445508,
            "p50_s": 1.2999952971935271,
            "p95_s": 2.337883038073778,
            "cost_usd_per_1000": 0.032037512087163766,
            "axes": {
              "intelligence": 77.08020520520522,
              "calibration": 78.70540487445508,
              "speed": 75.17235438719982,
              "cost": 54.83023650869057
            },
            "jevbench_score": 70.71416585638556
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8646864686468647,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.10925714520721262,
            "calibration": 79.08128547927873,
            "p50_s": 1.8709524363279342,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.03838622108502985,
            "axes": {
              "intelligence": 82.72416321059026,
              "calibration": 79.08128547927873,
              "speed": 73.01839213830807,
              "cost": 52.474739191334486
            },
            "jevbench_score": 70.7574485630423
          }
        },
        {
          "threshold": 0.67,
          "public": {
            "n": 231,
            "escalation": 0.7272727272727273,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.75,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.08618303437918026,
            "calibration": 78.80269656208198,
            "p50_s": 1.2999952971935271,
            "p95_s": 2.337883038073778,
            "cost_usd_per_1000": 0.03290145658835546,
            "axes": {
              "intelligence": 77.4852977977978,
              "calibration": 78.80269656208198,
              "speed": 75.17235438719982,
              "cost": 54.48354624604584
            },
            "jevbench_score": 70.71653557745687
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8811881188118812,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.10653994871644337,
            "calibration": 79.35300512835566,
            "p50_s": 1.8709524363279342,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.03904487184336411,
            "axes": {
              "intelligence": 82.99939256838842,
              "calibration": 79.35300512835566,
              "speed": 73.01839213830807,
              "cost": 52.253079949409866
            },
            "jevbench_score": 70.80201422863415
          }
        },
        {
          "threshold": 0.68,
          "public": {
            "n": 231,
            "escalation": 0.7402597402597403,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.7835497835497836,
            "ece_hard": 0.08618303437918026,
            "calibration": 78.80269656208198,
            "p50_s": 1.3072779864072799,
            "p95_s": 2.337883038073778,
            "cost_usd_per_1000": 0.03341982328907048,
            "axes": {
              "intelligence": 78.43051384718053,
              "calibration": 78.80269656208198,
              "speed": 75.14809271900847,
              "cost": 54.27987552446776
            },
            "jevbench_score": 70.85911701380947
          },
          "heldout": {
            "n": 303,
            "escalation": 0.900990099009901,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.09734076304128228,
            "calibration": 80.27292369587178,
            "p50_s": 1.8759940281510352,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.03983525275336522,
            "axes": {
              "intelligence": 84.44128859285325,
              "calibration": 80.27292369587178,
              "speed": 73.00670509206458,
              "cost": 51.99197268716513
            },
            "jevbench_score": 71.22061907259572
          }
        },
        {
          "threshold": 0.69,
          "public": {
            "n": 231,
            "escalation": 0.7619047619047619,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.7835497835497836,
            "ece_hard": 0.08843099021765283,
            "calibration": 78.57790097823472,
            "p50_s": 1.3148568361997603,
            "p95_s": 2.337883038073778,
            "cost_usd_per_1000": 0.03428376779026216,
            "axes": {
              "intelligence": 78.43051384718053,
              "calibration": 78.57790097823472,
              "speed": 75.12298751250758,
              "cost": 53.947343653281926
            },
            "jevbench_score": 70.69392583002812
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9075907590759076,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.09247605725152011,
            "calibration": 80.75939427484799,
            "p50_s": 1.8783646464347838,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.040098713056698924,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 80.75939427484799,
              "speed": 73.00122055174546,
              "cost": 51.90608696703771
            },
            "jevbench_score": 71.35548959436896
          }
        },
        {
          "threshold": 0.7,
          "public": {
            "n": 231,
            "escalation": 0.7965367965367965,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.08887587268226801,
            "calibration": 78.53341273177321,
            "p50_s": 1.3159398227930068,
            "p95_s": 2.337883038073778,
            "cost_usd_per_1000": 0.03566607899216887,
            "axes": {
              "intelligence": 80.0508842175509,
              "calibration": 78.53341273177321,
              "speed": 75.11941190261479,
              "cost": 53.43233898701938
            },
            "jevbench_score": 70.87519098889629
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9141914191419142,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.09247605725152011,
            "calibration": 80.75939427484799,
            "p50_s": 1.8783646464347838,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.04036217336003262,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 80.75939427484799,
              "speed": 73.00122055174546,
              "cost": 51.8207636975905
            },
            "jevbench_score": 71.3261479477718
          }
        },
        {
          "threshold": 0.71,
          "public": {
            "n": 231,
            "escalation": 0.8051948051948052,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.08887587268226801,
            "calibration": 78.53341273177321,
            "p50_s": 1.3159398227930068,
            "p95_s": 2.337883038073778,
            "cost_usd_per_1000": 0.036011656792645556,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 78.53341273177321,
              "speed": 75.11941190261479,
              "cost": 53.30670692591103
            },
            "jevbench_score": 70.95267483938372
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9174917491749175,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.09415119034291637,
            "calibration": 80.59188096570836,
            "p50_s": 1.8783646464347838,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.04049390351169948,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 80.59188096570836,
              "speed": 73.00122055174546,
              "cost": 51.77831068913449
            },
            "jevbench_score": 71.27452749270998
          }
        },
        {
          "threshold": 0.72,
          "public": {
            "n": 231,
            "escalation": 0.8225108225108225,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.09027889123004468,
            "calibration": 78.39311087699554,
            "p50_s": 1.318672539293766,
            "p95_s": 2.337883038073778,
            "cost_usd_per_1000": 0.036702812393598905,
            "axes": {
              "intelligence": 80.0508842175509,
              "calibration": 78.39311087699554,
              "speed": 75.11040257631257,
              "cost": 53.059019685333304
            },
            "jevbench_score": 70.71732687636384
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9207920792079208,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.0917804434951582,
            "calibration": 80.82895565048418,
            "p50_s": 1.8784535765647887,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.040625633663366335,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 80.82895565048418,
              "speed": 73.00101494230444,
              "cost": 51.7359955599437
            },
            "jevbench_score": 71.31225888068501
          }
        },
        {
          "threshold": 0.73,
          "public": {
            "n": 231,
            "escalation": 0.8225108225108225,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.09027889123004468,
            "calibration": 78.39311087699554,
            "p50_s": 1.318672539293766,
            "p95_s": 2.337883038073778,
            "cost_usd_per_1000": 0.036702812393598905,
            "axes": {
              "intelligence": 80.0508842175509,
              "calibration": 78.39311087699554,
              "speed": 75.11040257631257,
              "cost": 53.059019685333304
            },
            "jevbench_score": 70.71732687636384
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9273927392739274,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.09396684788836207,
            "calibration": 80.6103152111638,
            "p50_s": 1.8784535765647887,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.040889093966700034,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 80.6103152111638,
              "speed": 73.00101494230444,
              "cost": 51.65177537714985
            },
            "jevbench_score": 71.23496529571261
          }
        },
        {
          "threshold": 0.74,
          "public": {
            "n": 231,
            "escalation": 0.8268398268398268,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.09027889123004468,
            "calibration": 78.39311087699554,
            "p50_s": 1.318672539293766,
            "p95_s": 2.337883038073778,
            "cost_usd_per_1000": 0.03687560129383724,
            "axes": {
              "intelligence": 80.0508842175509,
              "calibration": 78.39311087699554,
              "speed": 75.11040257631257,
              "cost": 52.997826680406824
            },
            "jevbench_score": 70.69692846640578
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9273927392739274,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.09396684788836207,
            "calibration": 80.6103152111638,
            "p50_s": 1.8784535765647887,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.040889093966700034,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 80.6103152111638,
              "speed": 73.00101494230444,
              "cost": 51.65177537714985
            },
            "jevbench_score": 71.23496529571261
          }
        },
        {
          "threshold": 0.75,
          "public": {
            "n": 231,
            "escalation": 0.8311688311688312,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.03704839019407558,
            "axes": {
              "intelligence": 80.42625959292629,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 52.936919739866546
            },
            "jevbench_score": 70.71435768361991
          },
          "heldout": {
            "n": 303,
            "escalation": 0.933993399339934,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08432949509502849,
            "calibration": 81.57405049049714,
            "p50_s": 1.8784535765647887,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.04115255427003374,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.57405049049714,
              "speed": 73.00101494230444,
              "cost": 51.56809611054731
            },
            "jevbench_score": 71.41797468271136
          }
        },
        {
          "threshold": 0.76,
          "public": {
            "n": 231,
            "escalation": 0.8311688311688312,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.03704839019407558,
            "axes": {
              "intelligence": 80.42625959292629,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 52.936919739866546
            },
            "jevbench_score": 70.71435768361991
          },
          "heldout": {
            "n": 303,
            "escalation": 0.933993399339934,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08432949509502849,
            "calibration": 81.57405049049714,
            "p50_s": 1.8784535765647887,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.04115255427003374,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.57405049049714,
              "speed": 73.00101494230444,
              "cost": 51.56809611054731
            },
            "jevbench_score": 71.41797468271136
          }
        },
        {
          "threshold": 0.77,
          "public": {
            "n": 231,
            "escalation": 0.8441558441558441,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.037566756894790596,
            "axes": {
              "intelligence": 80.42625959292629,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 52.75588886741489
            },
            "jevbench_score": 70.65382369599216
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9372937293729373,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.09354813597584669,
            "calibration": 80.65218640241534,
            "p50_s": 1.8849402159452437,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.04128428442170059,
            "axes": {
              "intelligence": 84.44128859285325,
              "calibration": 80.65218640241534,
              "speed": 72.98604380383695,
              "cost": 51.526457158177536
            },
            "jevbench_score": 71.13941274685207
          }
        },
        {
          "threshold": 0.78,
          "public": {
            "n": 231,
            "escalation": 0.8441558441558441,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.037566756894790596,
            "axes": {
              "intelligence": 80.42625959292629,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 52.75588886741489
            },
            "jevbench_score": 70.65382369599216
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9405940594059405,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.09354813597584669,
            "calibration": 80.65218640241534,
            "p50_s": 1.8849402159452437,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.04141601457336744,
            "axes": {
              "intelligence": 84.44128859285325,
              "calibration": 80.65218640241534,
              "speed": 72.98604380383695,
              "cost": 51.48495085623033
            },
            "jevbench_score": 71.12508211713448
          }
        },
        {
          "threshold": 0.79,
          "public": {
            "n": 231,
            "escalation": 0.8441558441558441,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.037566756894790596,
            "axes": {
              "intelligence": 80.42625959292629,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 52.75588886741489
            },
            "jevbench_score": 70.65382369599216
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9438943894389439,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.09354813597584669,
            "calibration": 80.65218640241534,
            "p50_s": 1.8849402159452437,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.041547744725034294,
            "axes": {
              "intelligence": 84.44128859285325,
              "calibration": 80.65218640241534,
              "speed": 72.98604380383695,
              "cost": 51.44357636221229
            },
            "jevbench_score": 71.11078836974299
          }
        },
        {
          "threshold": 0.8,
          "public": {
            "n": 231,
            "escalation": 0.8484848484848485,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.03773954579502894,
            "axes": {
              "intelligence": 80.42625959292629,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 52.696099929504335
            },
            "jevbench_score": 70.63379695746458
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9438943894389439,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.09354813597584669,
            "calibration": 80.65218640241534,
            "p50_s": 1.8849402159452437,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.041547744725034294,
            "axes": {
              "intelligence": 84.44128859285325,
              "calibration": 80.65218640241534,
              "speed": 72.98604380383695,
              "cost": 51.44357636221229
            },
            "jevbench_score": 71.11078836974299
          }
        },
        {
          "threshold": 0.81,
          "public": {
            "n": 231,
            "escalation": 0.8484848484848485,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.03773954579502894,
            "axes": {
              "intelligence": 80.42625959292629,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 52.696099929504335
            },
            "jevbench_score": 70.63379695746458
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9471947194719472,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.09354813597584669,
            "calibration": 80.65218640241534,
            "p50_s": 1.8849402159452437,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.04167947487670115,
            "axes": {
              "intelligence": 84.44128859285325,
              "calibration": 80.65218640241534,
              "speed": 72.98604380383695,
              "cost": 51.40233284163096
            },
            "jevbench_score": 71.09653128636647
          }
        },
        {
          "threshold": 0.82,
          "public": {
            "n": 231,
            "escalation": 0.8484848484848485,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.03773954579502894,
            "axes": {
              "intelligence": 80.42625959292629,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 52.696099929504335
            },
            "jevbench_score": 70.63379695746458
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9504950495049505,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08560682566419815,
            "calibration": 81.44631743358019,
            "p50_s": 1.8944206550717353,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.041811205028368,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.44631743358019,
              "speed": 72.96425540534744,
              "cost": 51.36121946789377
            },
            "jevbench_score": 71.30931387482124
          }
        },
        {
          "threshold": 0.83,
          "public": {
            "n": 231,
            "escalation": 0.8528138528138528,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.03791233469526727,
            "axes": {
              "intelligence": 80.42625959292629,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 52.63658410842239
            },
            "jevbench_score": 70.61384476909898
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9504950495049505,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08560682566419815,
            "calibration": 81.44631743358019,
            "p50_s": 1.8944206550717353,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.041811205028368,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.44631743358019,
              "speed": 72.96425540534744,
              "cost": 51.36121946789377
            },
            "jevbench_score": 71.30931387482124
          }
        },
        {
          "threshold": 0.84,
          "public": {
            "n": 231,
            "escalation": 0.8571428571428571,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.03808512359550561,
            "axes": {
              "intelligence": 80.42625959292629,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 52.577338920306964
            },
            "jevbench_score": 70.59396649650465
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9504950495049505,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08560682566419815,
            "calibration": 81.44631743358019,
            "p50_s": 1.8944206550717353,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.041811205028368,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.44631743358019,
              "speed": 72.96425540534744,
              "cost": 51.36121946789377
            },
            "jevbench_score": 71.30931387482124
          }
        },
        {
          "threshold": 0.85,
          "public": {
            "n": 231,
            "escalation": 0.8571428571428571,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.03808512359550561,
            "axes": {
              "intelligence": 80.42625959292629,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 52.577338920306964
            },
            "jevbench_score": 70.59396649650465
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08560682566419815,
            "calibration": 81.44631743358019,
            "p50_s": 1.8944206550717353,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.04194293518003485,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.44631743358019,
              "speed": 72.96425540534744,
              "cost": 51.32023542220867
            },
            "jevbench_score": 71.29508417418604
          }
        },
        {
          "threshold": 0.86,
          "public": {
            "n": 231,
            "escalation": 0.8658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.038430701395982286,
            "axes": {
              "intelligence": 80.42625959292629,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 52.45965067557384
            },
            "jevbench_score": 70.55442920226784
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08560682566419815,
            "calibration": 81.44631743358019,
            "p50_s": 1.8944206550717353,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.04194293518003485,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.44631743358019,
              "speed": 72.96425540534744,
              "cost": 51.32023542220867
            },
            "jevbench_score": 71.29508417418604
          }
        },
        {
          "threshold": 0.87,
          "public": {
            "n": 231,
            "escalation": 0.8701298701298701,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.03860349029622063,
            "axes": {
              "intelligence": 80.42625959292629,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 52.401202817468146
            },
            "jevbench_score": 70.53476895261343
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08560682566419815,
            "calibration": 81.44631743358019,
            "p50_s": 1.8944206550717353,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.04194293518003485,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.44631743358019,
              "speed": 72.96425540534744,
              "cost": 51.32023542220867
            },
            "jevbench_score": 71.29508417418604
          }
        },
        {
          "threshold": 0.88,
          "public": {
            "n": 231,
            "escalation": 0.8831168831168831,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.03912185699693564,
            "axes": {
              "intelligence": 80.42625959292629,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 52.227416162253114
            },
            "jevbench_score": 70.47621459018097
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08560682566419815,
            "calibration": 81.44631743358019,
            "p50_s": 1.8944206550717353,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.04194293518003485,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.44631743358019,
              "speed": 72.96425540534744,
              "cost": 51.32023542220867
            },
            "jevbench_score": 71.29508417418604
          }
        },
        {
          "threshold": 0.89,
          "public": {
            "n": 231,
            "escalation": 0.8961038961038961,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.039640223697650655,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 52.055917101096426
            },
            "jevbench_score": 70.53621905372219
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9570957095709571,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08560682566419815,
            "calibration": 81.44631743358019,
            "p50_s": 1.8944206550717353,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.042074665331701705,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.44631743358019,
              "speed": 72.96425540534744,
              "cost": 51.27937989348627
            },
            "jevbench_score": 71.2808906094645
          }
        },
        {
          "threshold": 0.9,
          "public": {
            "n": 231,
            "escalation": 0.8961038961038961,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.039640223697650655,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 52.055917101096426
            },
            "jevbench_score": 70.53621905372219
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9570957095709571,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08560682566419815,
            "calibration": 81.44631743358019,
            "p50_s": 1.8944206550717353,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.042074665331701705,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.44631743358019,
              "speed": 72.96425540534744,
              "cost": 51.27937989348627
            },
            "jevbench_score": 71.2808906094645
          }
        },
        {
          "threshold": 0.91,
          "public": {
            "n": 231,
            "escalation": 0.9090909090909091,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.040158590398365675,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 51.88664619134585
            },
            "jevbench_score": 70.47880811213322
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9603960396039604,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08560682566419815,
            "calibration": 81.44631743358019,
            "p50_s": 1.8944206550717353,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.042206395483368554,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.44631743358019,
              "speed": 72.96425540534744,
              "cost": 51.238652078243554
            },
            "jevbench_score": 71.26673296945937
          }
        },
        {
          "threshold": 0.92,
          "public": {
            "n": 231,
            "escalation": 0.922077922077922,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.04067695709908069,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 51.71954627757169
            },
            "jevbench_score": 70.42199555411581
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9636963696369637,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08560682566419815,
            "calibration": 81.44631743358019,
            "p50_s": 1.8944206550717353,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.04233812563503541,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.44631743358019,
              "speed": 72.96425540534744,
              "cost": 51.19805118050903
            },
            "jevbench_score": 71.25261104486721
          }
        },
        {
          "threshold": 0.93,
          "public": {
            "n": 231,
            "escalation": 0.922077922077922,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.04067695709908069,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 51.71954627757169
            },
            "jevbench_score": 70.42199555411581
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9702970297029703,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08560682566419815,
            "calibration": 81.44631743358019,
            "p50_s": 1.8944206550717353,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.04260158593836911,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.44631743358019,
              "speed": 72.96425540534744,
              "cost": 51.117226990677736
            },
            "jevbench_score": 71.22447351403979
          }
        },
        {
          "threshold": 0.94,
          "public": {
            "n": 231,
            "escalation": 0.9264069264069265,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.04084974599931903,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 51.664319186018275
            },
            "jevbench_score": 70.403188542998
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9735973597359736,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08560682566419815,
            "calibration": 81.44631743358019,
            "p50_s": 1.8944206550717353,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.042733316090035965,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.44631743358019,
              "speed": 72.96425540534744,
              "cost": 51.07700214336283
            },
            "jevbench_score": 71.21045749846279
          }
        },
        {
          "threshold": 0.95,
          "public": {
            "n": 231,
            "escalation": 0.935064935064935,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.0411953237997957,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 51.55456237570816
            },
            "jevbench_score": 70.36576719915459
          },
          "heldout": {
            "n": 303,
            "escalation": 0.976897689768977,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08560682566419815,
            "calibration": 81.44631743358019,
            "p50_s": 1.8944206550717353,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.042865046241702814,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.44631743358019,
              "speed": 72.96425540534744,
              "cost": 51.03690110294031
            },
            "jevbench_score": 71.19647637957114
          }
        },
        {
          "threshold": 0.96,
          "public": {
            "n": 231,
            "escalation": 0.9523809523809523,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.041886479400749056,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 51.337784229327085
            },
            "jevbench_score": 70.29168126309153
          },
          "heldout": {
            "n": 303,
            "escalation": 0.976897689768977,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08560682566419815,
            "calibration": 81.44631743358019,
            "p50_s": 1.8944206550717353,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.042865046241702814,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.44631743358019,
              "speed": 72.96425540534744,
              "cost": 51.03690110294031
            },
            "jevbench_score": 71.19647637957114
          }
        },
        {
          "threshold": 0.97,
          "public": {
            "n": 231,
            "escalation": 0.9696969696969697,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.04257763500170241,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 51.124553960652406
            },
            "jevbench_score": 70.21857859546948
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9933993399339934,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08064220183486236,
            "calibration": 81.94277981651376,
            "p50_s": 1.8944206550717353,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.043523697000037075,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.94277981651376,
              "speed": 72.96425540534744,
              "cost": 50.83822665399112
            },
            "jevbench_score": 71.2352305827793
          }
        },
        {
          "threshold": 0.98,
          "public": {
            "n": 231,
            "escalation": 0.9826839826839827,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.043096001702417425,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 50.96689060918618
            },
            "jevbench_score": 70.1643789899812
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9966996699669967,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08064220183486236,
            "calibration": 81.94277981651376,
            "p50_s": 1.8944206550717353,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.043655427151703924,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.94277981651376,
              "speed": 72.96425540534744,
              "cost": 50.7988527405229
            },
            "jevbench_score": 71.22143375619021
          }
        },
        {
          "threshold": 0.99,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.04378715730337078,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 50.759597458942885
            },
            "jevbench_score": 70.09292656644448
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08064220183486236,
            "calibration": 81.94277981651376,
            "p50_s": 1.8944206550717353,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.04378715730337078,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.94277981651376,
              "speed": 72.96425540534744,
              "cost": 50.759597458942885
            },
            "jevbench_score": 71.20767051235549
          }
        },
        {
          "threshold": 1.0,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.318672539293766,
            "p95_s": 2.3501844495534896,
            "cost_usd_per_1000": 0.04378715730337078,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 78.2177967967968,
              "speed": 75.08761089338216,
              "cost": 50.759597458942885
            },
            "jevbench_score": 70.09292656644448
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08064220183486236,
            "calibration": 81.94277981651376,
            "p50_s": 1.8944206550717353,
            "p95_s": 2.6674607589840886,
            "cost_usd_per_1000": 0.04378715730337078,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.94277981651376,
              "speed": 72.96425540534744,
              "cost": 50.759597458942885
            },
            "jevbench_score": 71.20767051235549
          }
        }
      ]
    },
    {
      "cheap": "laya",
      "backend": "jev-1.13.0",
      "chosen": {
        "threshold": 0.96,
        "public": {
          "n": 231,
          "escalation": 0.8874458874458875,
          "tiers": {
            "easy": 1.0,
            "standard": 0.8194444444444444,
            "hard": 0.7117117117117117
          },
          "accuracy": 0.8051948051948052,
          "ece_hard": 0.09203203203203206,
          "calibration": 78.2177967967968,
          "p50_s": 1.7860921561717986,
          "p95_s": 5.118455225229264,
          "cost_usd_per_1000": 0.03830485188968335,
          "axes": {
            "intelligence": 80.9663830497164,
            "calibration": 78.2177967967968,
            "speed": 70.38957228221139,
            "cost": 52.50238637718715
          },
          "jevbench_score": 69.55437009803765
        },
        "heldout": {
          "n": 303,
          "escalation": 0.9537953795379538,
          "tiers": {
            "easy": 1.0,
            "standard": 0.8333333333333334,
            "judge": 0.9452054794520548,
            "hard": 0.6972477064220184
          },
          "accuracy": 0.8514851485148515,
          "ece_hard": 0.08064220183486236,
          "calibration": 81.94277981651376,
          "p50_s": 3.443461710214615,
          "p95_s": 5.44839422404766,
          "cost_usd_per_1000": 0.040953141172544213,
          "axes": {
            "intelligence": 84.71651795065142,
            "calibration": 81.94277981651376,
            "speed": 67.26736217960183,
            "cost": 51.63138344598353
          },
          "jevbench_score": 70.07276220626505
        }
      },
      "full": {
        "tiers": {
          "easy": 1.0,
          "standard": 0.8229166666666666,
          "judge": 0.9452054794520548,
          "hard": 0.7045454545454546
        },
        "accuracy": 0.8314606741573034,
        "ece_hard": 0.08502525252525245,
        "calibration": 80.21147474747477,
        "p50_s": 2.8905016608536243,
        "p95_s": 5.293572343885899,
        "cost_usd_per_1000": 0.03980753288726171,
        "axes": {
          "intelligence": 84.64378372768783,
          "calibration": 80.21147474747477,
          "speed": 68.15277924064857,
          "cost": 52.00104212285385
        },
        "jevbench_score": 70.03768732176295
      },
      "full_escalation": 0.9250936329588015,
      "backend_heldout_accuracy": 0.8514851485148515,
      "useful": false,
      "curve": [
        {
          "threshold": 0.0,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.01,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.02,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.03,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.04,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.05,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.06,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.07,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.08,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.09,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.1,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.11,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.12,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.13,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.14,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.15,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.16,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.17,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.18,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.19,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.2,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.21,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.2060783783783784,
            "calibration": 64.07466216216217,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.443649256229401,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 64.07466216216217,
              "speed": 72.85668019555155,
              "cost": 86.20408526325653
            },
            "jevbench_score": 68.14558119804416
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.22,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.2027765765765766,
            "calibration": 64.40484234234235,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4528342053294185,
            "cost_usd_per_1000": 0.0030559162410623087,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 64.40484234234235,
              "speed": 72.84771266552642,
              "cost": 85.44575660246133
            },
            "jevbench_score": 68.19946023428056
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2599752293577982,
            "calibration": 55.35122706422018,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.0028831273408239703,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 55.35122706422018,
              "speed": 68.8164811989393,
              "cost": 86.20408526325653
            },
            "jevbench_score": 66.5332908249994
          }
        },
        {
          "threshold": 0.23,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.2027765765765766,
            "calibration": 64.40484234234235,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4528342053294185,
            "cost_usd_per_1000": 0.0030559162410623087,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 64.40484234234235,
              "speed": 72.84771266552642,
              "cost": 85.44575660246133
            },
            "jevbench_score": 68.19946023428056
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.26593394495412853,
            "calibration": 54.75535550458714,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.744407929480074,
            "cost_usd_per_1000": 0.003014857492490822,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 54.75535550458714,
              "speed": 68.8164811989393,
              "cost": 85.62199634340215
            },
            "jevbench_score": 66.24120401482321
          }
        },
        {
          "threshold": 0.24,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.2027765765765766,
            "calibration": 64.40484234234235,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4528342053294185,
            "cost_usd_per_1000": 0.0030559162410623087,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 64.40484234234235,
              "speed": 72.84771266552642,
              "cost": 85.44575660246133
            },
            "jevbench_score": 68.19946023428056
          },
          "heldout": {
            "n": 303,
            "escalation": 0.006600660066006601,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.30275229357798167
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2681311926605505,
            "calibration": 54.53563073394494,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.776861734688282,
            "cost_usd_per_1000": 0.0031465876441576744,
            "axes": {
              "intelligence": 59.95243182103809,
              "calibration": 54.53563073394494,
              "speed": 68.78687472081019,
              "cost": 85.06480501098979
            },
            "jevbench_score": 66.13565487379515
          }
        },
        {
          "threshold": 0.25,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.35135135135135137
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.20499549549549553,
            "calibration": 64.18295045045045,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4528342053294185,
            "cost_usd_per_1000": 0.003228705141300647,
            "axes": {
              "intelligence": 54.33871371371373,
              "calibration": 64.18295045045045,
              "speed": 72.84771266552642,
              "cost": 84.72914844217487
            },
            "jevbench_score": 68.1152646286431
          },
          "heldout": {
            "n": 303,
            "escalation": 0.009900990099009901,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2654128440366973,
            "calibration": 54.807465596330275,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.808721804618835,
            "cost_usd_per_1000": 0.0032783177958245263,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 54.807465596330275,
              "speed": 68.75800490091856,
              "cost": 84.53046846363226
            },
            "jevbench_score": 66.03074231569374
          }
        },
        {
          "threshold": 0.26,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.35135135135135137
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.20499549549549553,
            "calibration": 64.18295045045045,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.4528342053294185,
            "cost_usd_per_1000": 0.003228705141300647,
            "axes": {
              "intelligence": 54.33871371371373,
              "calibration": 64.18295045045045,
              "speed": 72.84771266552642,
              "cost": 84.72914844217487
            },
            "jevbench_score": 68.1152646286431
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2756587155963304,
            "calibration": 53.78287844036696,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.0034100479474913786,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 53.78287844036696,
              "speed": 68.75300303786179,
              "cost": 84.01718543505324
            },
            "jevbench_score": 65.61876838218721
          }
        },
        {
          "threshold": 0.27,
          "public": {
            "n": 231,
            "escalation": 0.021645021645021644,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.35135135135135137
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.21230590590590592,
            "calibration": 63.45190940940941,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.455602088570595,
            "cost_usd_per_1000": 0.0037470718420156623,
            "axes": {
              "intelligence": 54.33871371371373,
              "calibration": 63.45190940940941,
              "speed": 72.84501392824589,
              "cost": 82.78923940500938
            },
            "jevbench_score": 67.527697713906
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2756587155963304,
            "calibration": 53.78287844036696,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.8142633035779,
            "cost_usd_per_1000": 0.0034100479474913786,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 53.78287844036696,
              "speed": 68.75300303786179,
              "cost": 84.01718543505324
            },
            "jevbench_score": 65.61876838218721
          }
        },
        {
          "threshold": 0.28,
          "public": {
            "n": 231,
            "escalation": 0.021645021645021644,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.35135135135135137
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.21230590590590592,
            "calibration": 63.45190940940941,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.455602088570595,
            "cost_usd_per_1000": 0.0037470718420156623,
            "axes": {
              "intelligence": 54.33871371371373,
              "calibration": 63.45190940940941,
              "speed": 72.84501392824589,
              "cost": 82.78923940500938
            },
            "jevbench_score": 67.527697713906
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2756504587155964,
            "calibration": 53.78370412844036,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.822164891660214,
            "cost_usd_per_1000": 0.0036735082508250827,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 53.78370412844036,
              "speed": 68.74588086188128,
              "cost": 83.0475694113478
            },
            "jevbench_score": 65.42717866647327
          }
        },
        {
          "threshold": 0.29,
          "public": {
            "n": 231,
            "escalation": 0.03896103896103896,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.3333333333333333
            },
            "accuracy": 0.5281385281385281,
            "ece_hard": 0.233477977977978,
            "calibration": 61.33470220220221,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.538626746833325,
            "cost_usd_per_1000": 0.004438227442969016,
            "axes": {
              "intelligence": 53.58796296296297,
              "calibration": 61.33470220220221,
              "speed": 72.76483323506824,
              "cost": 80.58371336576546
            },
            "jevbench_score": 66.25758173957432
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0231023102310231,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.27133853211009185,
            "calibration": 54.21489678899081,
            "p50_s": 2.7680240362882613,
            "p95_s": 4.822164891660214,
            "cost_usd_per_1000": 0.0038052384024919346,
            "axes": {
              "intelligence": 59.67720246323992,
              "calibration": 54.21489678899081,
              "speed": 68.74588086188128,
              "cost": 82.58854387000882
            },
            "jevbench_score": 65.46714402212004
          }
        },
        {
          "threshold": 0.3,
          "public": {
            "n": 231,
            "escalation": 0.04329004329004329,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.2301716716716717,
            "calibration": 61.66533283283283,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.6030811160802845,
            "cost_usd_per_1000": 0.004611016343207354,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 61.66533283283283,
              "speed": 72.70359163520703,
              "cost": 80.08610015415823
            },
            "jevbench_score": 66.34576790643531
          },
          "heldout": {
            "n": 303,
            "escalation": 0.033003300330033,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.29357798165137616
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.27714220183486243,
            "calibration": 53.634529816513755,
            "p50_s": 2.79284847676754,
            "p95_s": 4.840475116670132,
            "cost_usd_per_1000": 0.004200428857492491,
            "axes": {
              "intelligence": 59.868983285157725,
              "calibration": 53.634529816513755,
              "speed": 68.69064633980814,
              "cost": 81.30119099567554
            },
            "jevbench_score": 65.07440678589502
          }
        },
        {
          "threshold": 0.31,
          "public": {
            "n": 231,
            "escalation": 0.05627705627705628,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.24274824824824828,
            "calibration": 60.40767517517518,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.6030811160802845,
            "cost_usd_per_1000": 0.00512938304392237,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 60.40767517517518,
              "speed": 72.70359163520703,
              "cost": 78.69804604508548
            },
            "jevbench_score": 65.71699349405755
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.3211009174311927
            },
            "accuracy": 0.5775577557755776,
            "ece_hard": 0.2626073394495413,
            "calibration": 55.08801605504587,
            "p50_s": 2.79284847676754,
            "p95_s": 4.911906263977289,
            "cost_usd_per_1000": 0.004595619312493047,
            "axes": {
              "intelligence": 60.69467135855222,
              "calibration": 55.08801605504587,
              "speed": 68.62702555493969,
              "cost": 80.12967862491175
            },
            "jevbench_score": 65.48232157747644
          }
        },
        {
          "threshold": 0.32,
          "public": {
            "n": 231,
            "escalation": 0.06060606060606061,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.24291041041041048,
            "calibration": 60.39145895895895,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.684279622137547,
            "cost_usd_per_1000": 0.005302171944160708,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 60.39145895895895,
              "speed": 72.62764979841634,
              "cost": 78.2663857790985
            },
            "jevbench_score": 65.6051450536322
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.3211009174311927
            },
            "accuracy": 0.5775577557755776,
            "ece_hard": 0.26556697247706423,
            "calibration": 54.79205275229357,
            "p50_s": 2.79284847676754,
            "p95_s": 4.911906263977289,
            "cost_usd_per_1000": 0.0047273494641598985,
            "axes": {
              "intelligence": 60.69467135855222,
              "calibration": 54.79205275229357,
              "speed": 68.62702555493969,
              "cost": 79.76146875291555
            },
            "jevbench_score": 65.31893777110234
          }
        },
        {
          "threshold": 0.33,
          "public": {
            "n": 231,
            "escalation": 0.06493506493506493,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.34234234234234234
            },
            "accuracy": 0.5324675324675324,
            "ece_hard": 0.24891311311311318,
            "calibration": 59.79118868868869,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.729233426600695,
            "cost_usd_per_1000": 0.005474960844399046,
            "axes": {
              "intelligence": 53.963338338338346,
              "calibration": 59.79118868868869,
              "speed": 72.58617041122389,
              "cost": 77.8485694733873
            },
            "jevbench_score": 65.34466399794091
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0594059405940594,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.6986301369863014,
              "hard": 0.3486238532110092
            },
            "accuracy": 0.5874587458745875,
            "ece_hard": 0.24522844036697247,
            "calibration": 57.938155963302755,
            "p50_s": 2.8226395934820174,
            "p95_s": 4.911906263977289,
            "cost_usd_per_1000": 0.005254270070827308,
            "axes": {
              "intelligence": 61.520359431946716,
              "calibration": 57.938155963302755,
              "speed": 68.58094500479204,
              "cost": 78.38462824385897
            },
            "jevbench_score": 66.1613678120411
          }
        },
        {
          "threshold": 0.34,
          "public": {
            "n": 231,
            "escalation": 0.0735930735930736,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.35135135135135137
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.24608248248248257,
            "calibration": 60.074251751751746,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.735011649876833,
            "cost_usd_per_1000": 0.005820538644875723,
            "axes": {
              "intelligence": 54.33871371371373,
              "calibration": 60.074251751751746,
              "speed": 72.58086739809278,
              "cost": 77.05110468899464
            },
            "jevbench_score": 65.36566545990713
          },
          "heldout": {
            "n": 303,
            "escalation": 0.06930693069306931,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3577981651376147
            },
            "accuracy": 0.594059405940594,
            "ece_hard": 0.24798073394495412,
            "calibration": 57.66292660550459,
            "p50_s": 2.8226395934820174,
            "p95_s": 4.911906263977289,
            "cost_usd_per_1000": 0.005649460525827864,
            "axes": {
              "intelligence": 61.98736961166269,
              "calibration": 57.66292660550459,
              "speed": 68.58094500479204,
              "cost": 77.4397906459943
            },
            "jevbench_score": 66.00728669474688
          }
        },
        {
          "threshold": 0.35,
          "public": {
            "n": 231,
            "escalation": 0.0735930735930736,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.35135135135135137
            },
            "accuracy": 0.5367965367965368,
            "ece_hard": 0.24608248248248257,
            "calibration": 60.074251751751746,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.735011649876833,
            "cost_usd_per_1000": 0.005820538644875723,
            "axes": {
              "intelligence": 54.33871371371373,
              "calibration": 60.074251751751746,
              "speed": 72.58086739809278,
              "cost": 77.05110468899464
            },
            "jevbench_score": 65.36566545990713
          },
          "heldout": {
            "n": 303,
            "escalation": 0.07920792079207921,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3761467889908257
            },
            "accuracy": 0.6006600660066007,
            "ece_hard": 0.24359908256880736,
            "calibration": 58.10109174311926,
            "p50_s": 2.8226395934820174,
            "p95_s": 4.911906263977289,
            "cost_usd_per_1000": 0.00604465098082842,
            "axes": {
              "intelligence": 62.53782832725903,
              "calibration": 58.10109174311926,
              "speed": 68.58094500479204,
              "cost": 76.55886310948712
            },
            "jevbench_score": 66.08935409406172
          }
        },
        {
          "threshold": 0.36,
          "public": {
            "n": 231,
            "escalation": 0.08658008658008658,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.36936936936936937
            },
            "accuracy": 0.5454545454545454,
            "ece_hard": 0.24189509509509513,
            "calibration": 60.4929904904905,
            "p50_s": 1.1657145261764525,
            "p95_s": 4.753057958185673,
            "cost_usd_per_1000": 0.006338905345590739,
            "axes": {
              "intelligence": 55.08946446446447,
              "calibration": 60.4929904904905,
              "speed": 72.56434681615796,
              "cost": 75.9395719957974
            },
            "jevbench_score": 65.4623000090849
          },
          "heldout": {
            "n": 303,
            "escalation": 0.08250825082508251,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3761467889908257
            },
            "accuracy": 0.6006600660066007,
            "ece_hard": 0.2543926605504587,
            "calibration": 58.36023394495413,
            "p50_s": 2.8226395934820174,
            "p95_s": 4.911906263977289,
            "cost_usd_per_1000": 0.006176381132495272,
            "axes": {
              "intelligence": 62.53782832725903,
              "calibration": 58.36023394495413,
              "speed": 68.58094500479204,
              "cost": 76.27797737126875
            },
            "jevbench_score": 66.10215428082049
          }
        },
        {
          "threshold": 0.37,
          "public": {
            "n": 231,
            "escalation": 0.11255411255411256,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.5627705627705628,
            "ece_hard": 0.22461671671671674,
            "calibration": 62.22082832832833,
            "p50_s": 1.169974410533905,
            "p95_s": 4.861264364421368,
            "cost_usd_per_1000": 0.0073756387470207685,
            "axes": {
              "intelligence": 56.59096596596597,
              "calibration": 62.22082832832833,
              "speed": 72.45074397516674,
              "cost": 73.96601088506
            },
            "jevbench_score": 65.90820525270126
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0891089108910891,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.3944954128440367
            },
            "accuracy": 0.6072607260726073,
            "ece_hard": 0.2584889908256881,
            "calibration": 57.95060091743119,
            "p50_s": 2.8226395934820174,
            "p95_s": 4.911906263977289,
            "cost_usd_per_1000": 0.006439841435828975,
            "axes": {
              "intelligence": 63.08828704285535,
              "calibration": 57.95060091743119,
              "speed": 68.58094500479204,
              "cost": 75.73374477606413
            },
            "jevbench_score": 66.01230446588
          }
        },
        {
          "threshold": 0.38,
          "public": {
            "n": 231,
            "escalation": 0.12554112554112554,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.40540540540540543
            },
            "accuracy": 0.5627705627705628,
            "ece_hard": 0.22675185185185187,
            "calibration": 62.00731481481482,
            "p50_s": 1.2405554592609405,
            "p95_s": 4.878736702352763,
            "cost_usd_per_1000": 0.007894005447735783,
            "axes": {
              "intelligence": 56.59096596596597,
              "calibration": 62.00731481481482,
              "speed": 72.18076435179336,
              "cost": 73.08107734687698
            },
            "jevbench_score": 65.59248919449297
          },
          "heldout": {
            "n": 303,
            "escalation": 0.09900990099009901,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7123287671232876,
              "hard": 0.4036697247706422
            },
            "accuracy": 0.6138613861386139,
            "ece_hard": 0.25609449541284407,
            "calibration": 58.1900504587156,
            "p50_s": 2.8282473921775817,
            "p95_s": 4.911906263977289,
            "cost_usd_per_1000": 0.006835031890829532,
            "axes": {
              "intelligence": 63.555297222571326,
              "calibration": 58.1900504587156,
              "speed": 68.57232534265842,
              "cost": 74.95778364292583
            },
            "jevbench_score": 66.0300346873197
          }
        },
        {
          "threshold": 0.39,
          "public": {
            "n": 231,
            "escalation": 0.14285714285714285,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4144144144144144
            },
            "accuracy": 0.5670995670995671,
            "ece_hard": 0.22774194194194192,
            "calibration": 61.90830580580581,
            "p50_s": 1.2405554592609405,
            "p95_s": 4.936991681903601,
            "cost_usd_per_1000": 0.008585161048689137,
            "axes": {
              "intelligence": 56.96634134134135,
              "calibration": 61.90830580580581,
              "speed": 72.12921420244184,
              "cost": 71.98754660542049
            },
            "jevbench_score": 65.41599554240025
          },
          "heldout": {
            "n": 303,
            "escalation": 0.11221122112211221,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7191780821917808,
              "hard": 0.41284403669724773
            },
            "accuracy": 0.6204620462046204,
            "ece_hard": 0.26134678899082575,
            "calibration": 57.66482110091742,
            "p50_s": 2.8427457749843597,
            "p95_s": 4.911906263977289,
            "cost_usd_per_1000": 0.007361952497496939,
            "axes": {
              "intelligence": 64.0223074022873,
              "calibration": 57.66482110091742,
              "speed": 68.55011906879295,
              "cost": 73.99020967408688
            },
            "jevbench_score": 65.78186554319022
          }
        },
        {
          "threshold": 0.4,
          "public": {
            "n": 231,
            "escalation": 0.1471861471861472,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.42342342342342343
            },
            "accuracy": 0.5714285714285714,
            "ece_hard": 0.2242005005005005,
            "calibration": 62.26244994994995,
            "p50_s": 1.2405554592609405,
            "p95_s": 4.936991681903601,
            "cost_usd_per_1000": 0.008757949948927476,
            "axes": {
              "intelligence": 57.34171671671673,
              "calibration": 62.26244994994995,
              "speed": 72.12921420244184,
              "cost": 71.72792623298335
            },
            "jevbench_score": 65.55775804297578
          },
          "heldout": {
            "n": 303,
            "escalation": 0.132013201320132,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7191780821917808,
              "hard": 0.42201834862385323
            },
            "accuracy": 0.6237623762376238,
            "ece_hard": 0.2659963302752294,
            "calibration": 56.983116972477056,
            "p50_s": 2.8427457749843597,
            "p95_s": 4.941431261599064,
            "cost_usd_per_1000": 0.008152333407498052,
            "axes": {
              "intelligence": 64.29753676008545,
              "calibration": 56.983116972477056,
              "speed": 68.52409218827898,
              "cost": 72.6615420164828
            },
            "jevbench_score": 65.35399031615282
          }
        },
        {
          "threshold": 0.41,
          "public": {
            "n": 231,
            "escalation": 0.1645021645021645,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.45045045045045046
            },
            "accuracy": 0.5844155844155844,
            "ece_hard": 0.22026716716716715,
            "calibration": 62.655783283283284,
            "p50_s": 1.2405554592609405,
            "p95_s": 4.980368090420962,
            "cost_usd_per_1000": 0.00944910554988083,
            "axes": {
              "intelligence": 58.46784284284285,
              "calibration": 62.655783283283284,
              "speed": 72.09122373840252,
              "cost": 70.738278992773
            },
            "jevbench_score": 65.74364524439402
          },
          "heldout": {
            "n": 303,
            "escalation": 0.13861386138613863,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7191780821917808,
              "hard": 0.42201834862385323
            },
            "accuracy": 0.6237623762376238,
            "ece_hard": 0.2703770642201835,
            "calibration": 56.13254357798165,
            "p50_s": 2.8707323759794234,
            "p95_s": 4.9580711171031,
            "cost_usd_per_1000": 0.008415793710831758,
            "axes": {
              "intelligence": 64.29753676008545,
              "calibration": 56.13254357798165,
              "speed": 68.46694540850847,
              "cost": 72.24714755649475
            },
            "jevbench_score": 65.0021436084267
          }
        },
        {
          "threshold": 0.42,
          "public": {
            "n": 231,
            "escalation": 0.16883116883116883,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4594594594594595
            },
            "accuracy": 0.5887445887445888,
            "ece_hard": 0.21444644644644642,
            "calibration": 63.237855355355364,
            "p50_s": 1.2405554592609405,
            "p95_s": 4.980368090420962,
            "cost_usd_per_1000": 0.009621894450119168,
            "axes": {
              "intelligence": 58.84321821821823,
              "calibration": 63.237855355355364,
              "speed": 72.09122373840252,
              "cost": 70.5021823454176
            },
            "jevbench_score": 65.94617746696389
          },
          "heldout": {
            "n": 303,
            "escalation": 0.15841584158415842,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.726027397260274,
              "hard": 0.44036697247706424
            },
            "accuracy": 0.6336633663366337,
            "ece_hard": 0.2605669724770642,
            "calibration": 57.113552752293586,
            "p50_s": 2.8707323759794234,
            "p95_s": 4.9580711171031,
            "cost_usd_per_1000": 0.009206174620832869,
            "axes": {
              "intelligence": 65.0397762975996,
              "calibration": 57.113552752293586,
              "speed": 68.46694540850847,
              "cost": 71.07762375265659
            },
            "jevbench_score": 65.20531795931618
          }
        },
        {
          "threshold": 0.43,
          "public": {
            "n": 231,
            "escalation": 0.18614718614718614,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.5974025974025974,
            "ece_hard": 0.2154905905905906,
            "calibration": 62.674940940940935,
            "p50_s": 1.2405554592609405,
            "p95_s": 4.980368090420962,
            "cost_usd_per_1000": 0.010313050051072522,
            "axes": {
              "intelligence": 59.59396896896897,
              "calibration": 62.674940940940935,
              "speed": 72.09122373840252,
              "cost": 69.59838623609706
            },
            "jevbench_score": 65.7952365780763
          },
          "heldout": {
            "n": 303,
            "escalation": 0.19141914191419143,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.726027397260274,
              "hard": 0.44954128440366975
            },
            "accuracy": 0.636963696369637,
            "ece_hard": 0.25558348623853205,
            "calibration": 57.6119013761468,
            "p50_s": 2.9190098881721496,
            "p95_s": 5.103181174397469,
            "cost_usd_per_1000": 0.010523476137501389,
            "axes": {
              "intelligence": 65.31500565539777,
              "calibration": 57.6119013761468,
              "speed": 68.26923446797237,
              "cost": 69.33522338160118
            },
            "jevbench_score": 64.96448984320301
          }
        },
        {
          "threshold": 0.44,
          "public": {
            "n": 231,
            "escalation": 0.19913419913419914,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.6017316017316018,
            "ece_hard": 0.2152023023023023,
            "calibration": 63.384769769769775,
            "p50_s": 1.2405554592609405,
            "p95_s": 5.010124215483666,
            "cost_usd_per_1000": 0.010831416751787537,
            "axes": {
              "intelligence": 59.96934434434435,
              "calibration": 63.384769769769775,
              "speed": 72.06535322324531,
              "cost": 68.95944201525167
            },
            "jevbench_score": 65.92628734831554
          },
          "heldout": {
            "n": 303,
            "escalation": 0.20132013201320131,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.726027397260274,
              "hard": 0.44954128440366975
            },
            "accuracy": 0.636963696369637,
            "ece_hard": 0.25558348623853205,
            "calibration": 57.6119013761468,
            "p50_s": 2.9190098881721496,
            "p95_s": 5.103181174397469,
            "cost_usd_per_1000": 0.010918666592501946,
            "axes": {
              "intelligence": 65.31500565539777,
              "calibration": 57.6119013761468,
              "speed": 68.26923446797237,
              "cost": 68.85491185684216
            },
            "jevbench_score": 64.85168793882677
          }
        },
        {
          "threshold": 0.45,
          "public": {
            "n": 231,
            "escalation": 0.21212121212121213,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.6147186147186147,
            "ece_hard": 0.19979509509509508,
            "calibration": 64.92549049049049,
            "p50_s": 1.2405554592609405,
            "p95_s": 5.010124215483666,
            "cost_usd_per_1000": 0.011349783452502553,
            "axes": {
              "intelligence": 61.095470470470474,
              "calibration": 64.92549049049049,
              "speed": 72.06535322324531,
              "cost": 68.35037273460252
            },
            "jevbench_score": 66.4848839312715
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2145214521452145,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7328767123287672,
              "hard": 0.44954128440366975
            },
            "accuracy": 0.6402640264026402,
            "ece_hard": 0.26197798165137615,
            "calibration": 56.97245183486238,
            "p50_s": 2.9652757436037063,
            "p95_s": 5.103181174397469,
            "cost_usd_per_1000": 0.011445587199169353,
            "axes": {
              "intelligence": 65.50678647731559,
              "calibration": 56.97245183486238,
              "speed": 68.20093927959584,
              "cost": 68.24085764717393
            },
            "jevbench_score": 64.5574710732496
          }
        },
        {
          "threshold": 0.46,
          "public": {
            "n": 231,
            "escalation": 0.22510822510822512,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.6233766233766234,
            "ece_hard": 0.18507077077077078,
            "calibration": 66.39792292292293,
            "p50_s": 1.3233075231313705,
            "p95_s": 5.056547989696265,
            "cost_usd_per_1000": 0.011868150153217568,
            "axes": {
              "intelligence": 61.846221221221235,
              "calibration": 66.39792292292293,
              "speed": 71.74485085175436,
              "cost": 67.7685090316738
            },
            "jevbench_score": 66.84540868333009
          },
          "heldout": {
            "n": 303,
            "escalation": 0.21782178217821782,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7328767123287672,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.6435643564356436,
            "ece_hard": 0.2567935779816513,
            "calibration": 58.22939220183487,
            "p50_s": 2.9652757436037063,
            "p95_s": 5.103181174397469,
            "cost_usd_per_1000": 0.011577317350836206,
            "axes": {
              "intelligence": 65.78201583511374,
              "calibration": 58.22939220183487,
              "speed": 68.20093927959584,
              "cost": 68.09176185737603
            },
            "jevbench_score": 64.94318600808592
          }
        },
        {
          "threshold": 0.47,
          "public": {
            "n": 231,
            "escalation": 0.24242424242424243,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.5225225225225225
            },
            "accuracy": 0.6190476190476191,
            "ece_hard": 0.19789509509509512,
            "calibration": 65.36899049049049,
            "p50_s": 1.3951993823051452,
            "p95_s": 5.056547989696265,
            "cost_usd_per_1000": 0.012559305754170922,
            "axes": {
              "intelligence": 61.470845845845844,
              "calibration": 65.36899049049049,
              "speed": 71.51509591372808,
              "cost": 67.0310309982173
            },
            "jevbench_score": 66.24889639402485
          },
          "heldout": {
            "n": 303,
            "escalation": 0.23432343234323433,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7534246575342466,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.6567656765676567,
            "ece_hard": 0.25255137614678896,
            "calibration": 58.6536123853211,
            "p50_s": 3.0245840936899184,
            "p95_s": 5.103181174397469,
            "cost_usd_per_1000": 0.012235968109170466,
            "axes": {
              "intelligence": 66.63258765866533,
              "calibration": 58.6536123853211,
              "speed": 68.11493349094279,
              "cost": 67.37084990786825
            },
            "jevbench_score": 65.07646471156544
          }
        },
        {
          "threshold": 0.48,
          "public": {
            "n": 231,
            "escalation": 0.2510822510822511,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.6147186147186147,
            "ece_hard": 0.2079356356356356,
            "calibration": 63.62793643643644,
            "p50_s": 1.416904667019844,
            "p95_s": 5.056547989696265,
            "cost_usd_per_1000": 0.012904883554647598,
            "axes": {
              "intelligence": 61.095470470470474,
              "calibration": 63.62793643643644,
              "speed": 71.44805235902912,
              "cost": 66.67737729687843
            },
            "jevbench_score": 65.6003926542719
          },
          "heldout": {
            "n": 303,
            "escalation": 0.264026402640264,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7671232876712328,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.66996699669967,
            "ece_hard": 0.23725688073394494,
            "calibration": 60.183061926605504,
            "p50_s": 3.0606545895338058,
            "p95_s": 5.190079523622989,
            "cost_usd_per_1000": 0.013421539474172134,
            "axes": {
              "intelligence": 67.56660801809727,
              "calibration": 60.183061926605504,
              "speed": 67.9901166772053,
              "cost": 66.16593000908105
            },
            "jevbench_score": 65.39908182264469
          }
        },
        {
          "threshold": 0.49,
          "public": {
            "n": 231,
            "escalation": 0.2554112554112554,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5416666666666666,
              "hard": 0.5225225225225225
            },
            "accuracy": 0.6190476190476191,
            "ece_hard": 0.20244464464464468,
            "calibration": 64.17703553553554,
            "p50_s": 1.416904667019844,
            "p95_s": 5.056547989696265,
            "cost_usd_per_1000": 0.013077672454885936,
            "axes": {
              "intelligence": 61.470845845845844,
              "calibration": 64.17703553553554,
              "speed": 71.44805235902912,
              "cost": 66.50408632702226
            },
            "jevbench_score": 65.79939368997783
          },
          "heldout": {
            "n": 303,
            "escalation": 0.26732673267326734,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7671232876712328,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.6732673267326733,
            "ece_hard": 0.22927247706422016,
            "calibration": 60.98150229357798,
            "p50_s": 3.0606545895338058,
            "p95_s": 5.190079523622989,
            "cost_usd_per_1000": 0.013553269625838988,
            "axes": {
              "intelligence": 67.84183737589544,
              "calibration": 60.98150229357798,
              "speed": 67.9901166772053,
              "cost": 66.03867765475862
            },
            "jevbench_score": 65.65003604618202
          }
        },
        {
          "threshold": 0.5,
          "public": {
            "n": 231,
            "escalation": 0.26406926406926406,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5555555555555556,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.6277056277056277,
            "ece_hard": 0.19311041041041044,
            "calibration": 65.11045895895896,
            "p50_s": 1.448715904355049,
            "p95_s": 5.056547989696265,
            "cost_usd_per_1000": 0.013423250255362614,
            "axes": {
              "intelligence": 62.386344678011355,
              "calibration": 65.11045895895896,
              "speed": 71.35162638750217,
              "cost": 66.1642693900054
            },
            "jevbench_score": 66.17469126079018
          },
          "heldout": {
            "n": 303,
            "escalation": 0.27722772277227725,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7671232876712328,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.66996699669967,
            "ece_hard": 0.23291926605504584,
            "calibration": 60.61682339449541,
            "p50_s": 3.0606545895338058,
            "p95_s": 5.190673627704383,
            "cost_usd_per_1000": 0.013948460080839544,
            "axes": {
              "intelligence": 67.56660801809727,
              "calibration": 60.61682339449541,
              "speed": 67.98961957237918,
              "cost": 65.66421208420482
            },
            "jevbench_score": 65.39193065065288
          }
        },
        {
          "threshold": 0.51,
          "public": {
            "n": 231,
            "escalation": 0.2813852813852814,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5972222222222222,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.6406926406926406,
            "ece_hard": 0.1972347347347348,
            "calibration": 64.69802652652652,
            "p50_s": 1.5303658336400985,
            "p95_s": 5.056547989696265,
            "cost_usd_per_1000": 0.014114405856315968,
            "axes": {
              "intelligence": 64.00671504838174,
              "calibration": 64.69802652652652,
              "speed": 71.11350605451048,
              "cost": 65.51012196069632
            },
            "jevbench_score": 66.27416548229517
          },
          "heldout": {
            "n": 303,
            "escalation": 0.29042904290429045,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7671232876712328,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.6732673267326733,
            "ece_hard": 0.23115229357798164,
            "calibration": 62.19652064220185,
            "p50_s": 3.0780361533164977,
            "p95_s": 5.190673627704383,
            "cost_usd_per_1000": 0.014475380687506952,
            "axes": {
              "intelligence": 67.84183737589544,
              "calibration": 62.19652064220185,
              "speed": 67.96502560689913,
              "cost": 65.18110017866952
            },
            "jevbench_score": 65.75332451421096
          }
        },
        {
          "threshold": 0.52,
          "public": {
            "n": 231,
            "escalation": 0.2943722943722944,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.5972222222222222,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.6406926406926406,
            "ece_hard": 0.20055815815815822,
            "calibration": 64.36568418418418,
            "p50_s": 1.5417469084262847,
            "p95_s": 5.056547989696265,
            "cost_usd_per_1000": 0.014632772557030983,
            "axes": {
              "intelligence": 64.00671504838174,
              "calibration": 64.36568418418418,
              "speed": 71.0813278045247,
              "cost": 65.04020133284166
            },
            "jevbench_score": 66.06239805026384
          },
          "heldout": {
            "n": 303,
            "escalation": 0.32673267326732675,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7808219178082192,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.6765676567656765,
            "ece_hard": 0.24421743119266054,
            "calibration": 60.89000688073395,
            "p50_s": 3.0780361533164977,
            "p95_s": 5.19665765836835,
            "cost_usd_per_1000": 0.015924412355842323,
            "axes": {
              "intelligence": 67.9501696619329,
              "calibration": 60.89000688073395,
              "speed": 67.96002175805128,
              "cost": 63.93809755217807
            },
            "jevbench_score": 65.11595988216928
          }
        },
        {
          "threshold": 0.53,
          "public": {
            "n": 231,
            "escalation": 0.30735930735930733,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6493506493506493,
            "ece_hard": 0.20003113113113116,
            "calibration": 64.41838688688689,
            "p50_s": 1.5417469084262847,
            "p95_s": 5.071261623501778,
            "cost_usd_per_1000": 0.015151139257745997,
            "axes": {
              "intelligence": 64.92221388054722,
              "calibration": 64.41838688688689,
              "speed": 71.06870897634727,
              "cost": 64.58664130247331
            },
            "jevbench_score": 66.19208683501327
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3465346534653465,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7945205479452054,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.6864686468646864,
            "ece_hard": 0.24285688073394496,
            "calibration": 61.02606192660551,
            "p50_s": 3.0780361533164977,
            "p95_s": 5.281180657446384,
            "cost_usd_per_1000": 0.016714793265843436,
            "axes": {
              "intelligence": 68.60896066356668,
              "calibration": 61.02606192660551,
              "speed": 67.88995259443405,
              "cost": 63.30696971613038
            },
            "jevbench_score": 65.13108368668195
          }
        },
        {
          "threshold": 0.54,
          "public": {
            "n": 231,
            "escalation": 0.3246753246753247,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.6111111111111112,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6536796536796536,
            "ece_hard": 0.20120860860860862,
            "calibration": 64.30063913913914,
            "p50_s": 1.5417469084262847,
            "p95_s": 5.071261623501778,
            "cost_usd_per_1000": 0.01584229485869935,
            "axes": {
              "intelligence": 65.2975892559226,
              "calibration": 64.30063913913914,
              "speed": 71.06870897634727,
              "cost": 64.0054572348935
            },
            "jevbench_score": 66.10768773675565
          },
          "heldout": {
            "n": 303,
            "escalation": 0.36303630363036304,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.8013698630136986,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.6963696369636964,
            "ece_hard": 0.2241577981651376,
            "calibration": 62.89597018348624,
            "p50_s": 3.0780361533164977,
            "p95_s": 5.309960867464542,
            "cost_usd_per_1000": 0.017373444024177696,
            "axes": {
              "intelligence": 69.35120020108081,
              "calibration": 62.89597018348624,
              "speed": 67.866349629381,
              "cost": 62.80342241993066
            },
            "jevbench_score": 65.6641989765967
          }
        },
        {
          "threshold": 0.55,
          "public": {
            "n": 231,
            "escalation": 0.3463203463203463,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6111111111111112,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.19714554554554561,
            "calibration": 66.02394544544543,
            "p50_s": 1.5417469084262847,
            "p95_s": 5.071261623501778,
            "cost_usd_per_1000": 0.016706239359891042,
            "axes": {
              "intelligence": 66.07805722389055,
              "calibration": 66.02394544544543,
              "speed": 71.06870897634727,
              "cost": 63.31363901496965
            },
            "jevbench_score": 66.5631107831419
          },
          "heldout": {
            "n": 303,
            "escalation": 0.37293729372937295,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.6666666666666666,
              "judge": 0.7876712328767124,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.693069306930693,
            "ece_hard": 0.2175064220183486,
            "calibration": 63.561107798165146,
            "p50_s": 3.0780361533164977,
            "p95_s": 5.338054155558347,
            "cost_usd_per_1000": 0.01776863447917825,
            "axes": {
              "intelligence": 69.24286791504335,
              "calibration": 63.561107798165146,
              "speed": 67.8434330796185,
              "cost": 62.51037839422262
            },
            "jevbench_score": 65.7289375481791
          }
        },
        {
          "threshold": 0.56,
          "public": {
            "n": 231,
            "escalation": 0.354978354978355,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.625,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.19714554554554561,
            "calibration": 66.02394544544543,
            "p50_s": 1.5832538619637488,
            "p95_s": 5.071261623501778,
            "cost_usd_per_1000": 0.01705181716036772,
            "axes": {
              "intelligence": 66.61818068068068,
              "calibration": 66.02394544544543,
              "speed": 70.95333427812263,
              "cost": 63.046879982839165
            },
            "jevbench_score": 66.60129326711187
          },
          "heldout": {
            "n": 303,
            "escalation": 0.39933993399339934,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.7945205479452054,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7029702970297029,
            "ece_hard": 0.20954678899082568,
            "calibration": 64.35707110091744,
            "p50_s": 3.118002587556839,
            "p95_s": 5.371060359477997,
            "cost_usd_per_1000": 0.018822475692513066,
            "axes": {
              "intelligence": 70.876544761426,
              "calibration": 64.35707110091744,
              "speed": 67.76063495772257,
              "cost": 61.759697651143064
            },
            "jevbench_score": 66.09907153493513
          }
        },
        {
          "threshold": 0.57,
          "public": {
            "n": 231,
            "escalation": 0.36363636363636365,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6388888888888888,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.20075365365365372,
            "calibration": 65.19313463463463,
            "p50_s": 1.600569875538349,
            "p95_s": 5.071261623501778,
            "cost_usd_per_1000": 0.017397394960844397,
            "axes": {
              "intelligence": 67.1583041374708,
              "calibration": 65.19313463463463,
              "speed": 70.90609345127447,
              "cost": 62.785473308124004
            },
            "jevbench_score": 66.44481229592837
          },
          "heldout": {
            "n": 303,
            "escalation": 0.40924092409240925,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.8013698630136986,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7095709570957096,
            "ece_hard": 0.20431559633027518,
            "calibration": 64.88019036697249,
            "p50_s": 3.1302300930023192,
            "p95_s": 5.371060359477997,
            "cost_usd_per_1000": 0.019217666147513624,
            "axes": {
              "intelligence": 71.34355494114197,
              "calibration": 64.88019036697249,
              "speed": 67.74363704745622,
              "cost": 61.48898066568499
            },
            "jevbench_score": 66.26484189336807
          }
        },
        {
          "threshold": 0.58,
          "public": {
            "n": 231,
            "escalation": 0.36796536796536794,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6388888888888888,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.19558608608608616,
            "calibration": 65.70989139139138,
            "p50_s": 1.600569875538349,
            "p95_s": 5.094466378539801,
            "cost_usd_per_1000": 0.017570183861082733,
            "axes": {
              "intelligence": 67.53367951284618,
              "calibration": 65.70989139139138,
              "speed": 70.88626660843912,
              "cost": 62.656710815751495
            },
            "jevbench_score": 66.63006157342922
          },
          "heldout": {
            "n": 303,
            "escalation": 0.42244224422442245,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.8082191780821918,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7161716171617162,
            "ece_hard": 0.19806788990825686,
            "calibration": 65.50496100917431,
            "p50_s": 3.1302300930023192,
            "p95_s": 5.371060359477997,
            "cost_usd_per_1000": 0.01974458675418103,
            "axes": {
              "intelligence": 71.81056512085794,
              "calibration": 65.50496100917431,
              "speed": 67.74363704745622,
              "cost": 61.13655854294383
            },
            "jevbench_score": 66.4366933155862
          }
        },
        {
          "threshold": 0.59,
          "public": {
            "n": 231,
            "escalation": 0.37662337662337664,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6388888888888888,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.19788788788788794,
            "calibration": 65.47971121121121,
            "p50_s": 1.600569875538349,
            "p95_s": 5.094466378539801,
            "cost_usd_per_1000": 0.01791576166155941,
            "axes": {
              "intelligence": 67.53367951284618,
              "calibration": 65.47971121121121,
              "speed": 70.88626660843912,
              "cost": 62.40294171193448
            },
            "jevbench_score": 66.50412498475238
          },
          "heldout": {
            "n": 303,
            "escalation": 0.43564356435643564,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.8082191780821918,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.7227722772277227,
            "ece_hard": 0.18613577981651375,
            "calibration": 66.69817201834863,
            "p50_s": 3.134873816370964,
            "p95_s": 5.371060359477997,
            "cost_usd_per_1000": 0.02027150736084844,
            "axes": {
              "intelligence": 72.36102383645428,
              "calibration": 66.69817201834863,
              "speed": 67.73719902557187,
              "cost": 60.793418697336364
            },
            "jevbench_score": 66.76911330556362
          }
        },
        {
          "threshold": 0.6,
          "public": {
            "n": 231,
            "escalation": 0.3939393939393939,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.5765765765765766
            },
            "accuracy": 0.6883116883116883,
            "ece_hard": 0.18229419419419426,
            "calibration": 67.03908058058059,
            "p50_s": 1.600569875538349,
            "p95_s": 5.094466378539801,
            "cost_usd_per_1000": 0.018606917262512762,
            "axes": {
              "intelligence": 68.9893018018018,
              "calibration": 67.03908058058059,
              "speed": 70.88626660843912,
              "cost": 61.90976720496879
            },
            "jevbench_score": 67.12089958843899
          },
          "heldout": {
            "n": 303,
            "escalation": 0.44224422442244227,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.8082191780821918,
              "hard": 0.5779816513761468
            },
            "accuracy": 0.7260726072607261,
            "ece_hard": 0.1859880733944954,
            "calibration": 66.71294266055045,
            "p50_s": 3.134873816370964,
            "p95_s": 5.371060359477997,
            "cost_usd_per_1000": 0.020534967664182145,
            "axes": {
              "intelligence": 72.63625319425245,
              "calibration": 66.71294266055045,
              "speed": 67.73719902557187,
              "cost": 60.62517930042136
            },
            "jevbench_score": 66.78992417574436
          }
        },
        {
          "threshold": 0.61,
          "public": {
            "n": 231,
            "escalation": 0.4199134199134199,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.16366806806806816,
            "calibration": 70.56069319319319,
            "p50_s": 1.6246334180235862,
            "p95_s": 5.094466378539801,
            "cost_usd_per_1000": 0.019643650663942795,
            "axes": {
              "intelligence": 70.11542792792794,
              "calibration": 70.56069319319319,
              "speed": 70.82145917341056,
              "cost": 61.20333393454989
            },
            "jevbench_score": 68.05015121323376
          },
          "heldout": {
            "n": 303,
            "escalation": 0.46534653465346537,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7083333333333334,
              "judge": 0.815068493150685,
              "hard": 0.5779816513761468
            },
            "accuracy": 0.7293729372937293,
            "ece_hard": 0.18801834862385322,
            "calibration": 66.50991513761468,
            "p50_s": 3.134873816370964,
            "p95_s": 5.371060359477997,
            "cost_usd_per_1000": 0.02145707872585011,
            "axes": {
              "intelligence": 72.82803401617025,
              "calibration": 66.50991513761468,
              "speed": 67.73719902557187,
              "cost": 60.05288216113367
            },
            "jevbench_score": 66.62489192045176
          }
        },
        {
          "threshold": 0.62,
          "public": {
            "n": 231,
            "escalation": 0.44155844155844154,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.70995670995671,
            "ece_hard": 0.15622482482482491,
            "calibration": 71.30501751751751,
            "p50_s": 1.6246334180235862,
            "p95_s": 5.094466378539801,
            "cost_usd_per_1000": 0.020507595165134486,
            "axes": {
              "intelligence": 70.86617867867868,
              "calibration": 71.30501751751751,
              "speed": 70.82145917341056,
              "cost": 60.642557933092434
            },
            "jevbench_score": 68.25356999452754
          },
          "heldout": {
            "n": 303,
            "escalation": 0.4752475247524752,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.75,
              "judge": 0.815068493150685,
              "hard": 0.5779816513761468
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.18827431192660551,
            "calibration": 66.48431880733946,
            "p50_s": 3.134873816370964,
            "p95_s": 5.371060359477997,
            "cost_usd_per_1000": 0.021852269180850665,
            "axes": {
              "intelligence": 73.99470068283692,
              "calibration": 66.48431880733946,
              "speed": 67.73719902557187,
              "cost": 59.81510375181035
            },
            "jevbench_score": 66.81738639984144
          }
        },
        {
          "threshold": 0.63,
          "public": {
            "n": 231,
            "escalation": 0.44155844155844154,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.70995670995671,
            "ece_hard": 0.15622482482482491,
            "calibration": 71.30501751751751,
            "p50_s": 1.6246334180235862,
            "p95_s": 5.094466378539801,
            "cost_usd_per_1000": 0.020507595165134486,
            "axes": {
              "intelligence": 70.86617867867868,
              "calibration": 71.30501751751751,
              "speed": 70.82145917341056,
              "cost": 60.642557933092434
            },
            "jevbench_score": 68.25356999452754
          },
          "heldout": {
            "n": 303,
            "escalation": 0.49504950495049505,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7916666666666666,
              "judge": 0.815068493150685,
              "hard": 0.5779816513761468
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.19052568807339448,
            "calibration": 66.25918119266055,
            "p50_s": 3.185190626978874,
            "p95_s": 5.371060359477997,
            "cost_usd_per_1000": 0.022642650090851778,
            "axes": {
              "intelligence": 75.16136734950358,
              "calibration": 66.25918119266055,
              "speed": 67.66804537972894,
              "cost": 59.35218234331272
            },
            "jevbench_score": 66.87522640050585
          }
        },
        {
          "threshold": 0.64,
          "public": {
            "n": 231,
            "escalation": 0.4588744588744589,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7056277056277056,
            "ece_hard": 0.16488248248248255,
            "calibration": 70.43925175175175,
            "p50_s": 1.6246334180235862,
            "p95_s": 5.106783525645733,
            "cost_usd_per_1000": 0.02119875076608784,
            "axes": {
              "intelligence": 70.49080330330331,
              "calibration": 70.43925175175175,
              "speed": 70.81097169065967,
              "cost": 60.2106919335243
            },
            "jevbench_score": 67.8313313879146
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5148514851485149,
            "tiers": {
              "easy": 0.9166666666666666,
              "standard": 0.7916666666666666,
              "judge": 0.821917808219178,
              "hard": 0.5871559633027523
            },
            "accuracy": 0.7425742574257426,
            "ece_hard": 0.18019633027522927,
            "calibration": 67.29211697247707,
            "p50_s": 3.221156308054924,
            "p95_s": 5.371060359477997,
            "cost_usd_per_1000": 0.02343303100085289,
            "axes": {
              "intelligence": 75.62837752921956,
              "calibration": 67.29211697247707,
              "speed": 67.61928167370385,
              "cost": 58.905145987662976
            },
            "jevbench_score": 67.09933114070962
          }
        },
        {
          "threshold": 0.65,
          "public": {
            "n": 231,
            "escalation": 0.48917748917748916,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6666666666666666,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.70995670995671,
            "ece_hard": 0.16041041041041051,
            "calibration": 70.88645895895895,
            "p50_s": 1.6485146522521972,
            "p95_s": 5.106783525645733,
            "cost_usd_per_1000": 0.02240827306775621,
            "axes": {
              "intelligence": 70.86617867867868,
              "calibration": 70.88645895895895,
              "speed": 70.74759739737742,
              "cost": 59.48774835487623
            },
            "jevbench_score": 67.80869416302681
          },
          "heldout": {
            "n": 303,
            "escalation": 0.528052805280528,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7916666666666666,
              "judge": 0.8356164383561644,
              "hard": 0.5963302752293578
            },
            "accuracy": 0.7557755775577558,
            "ece_hard": 0.1718211009174311,
            "calibration": 68.1296399082569,
            "p50_s": 3.221156308054924,
            "p95_s": 5.371060359477997,
            "cost_usd_per_1000": 0.023959951607520295,
            "axes": {
              "intelligence": 76.87050186418666,
              "calibration": 68.1296399082569,
              "speed": 67.61928167370385,
              "cost": 58.61542190309964
            },
            "jevbench_score": 67.49856882244008
          }
        },
        {
          "threshold": 0.66,
          "public": {
            "n": 231,
            "escalation": 0.5151515151515151,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6944444444444444,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.70995670995671,
            "ece_hard": 0.1806347347347348,
            "calibration": 68.64902652652653,
            "p50_s": 1.6782644554972648,
            "p95_s": 5.106783525645733,
            "cost_usd_per_1000": 0.02344500646918624,
            "axes": {
              "intelligence": 71.19567484150818,
              "calibration": 68.64902652652653,
              "speed": 70.66992154702199,
              "cost": 58.89848929270405
            },
            "jevbench_score": 67.15938178194226
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5478547854785478,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7916666666666666,
              "judge": 0.8493150684931506,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.7656765676567657,
            "ece_hard": 0.16507981651376144,
            "calibration": 68.80376834862386,
            "p50_s": 3.224906811118126,
            "p95_s": 5.371060359477997,
            "cost_usd_per_1000": 0.024750332517521408,
            "axes": {
              "intelligence": 77.52929286582047,
              "calibration": 68.80376834862386,
              "speed": 67.61422797522653,
              "cost": 58.192568860028
            },
            "jevbench_score": 67.68554304709056
          }
        },
        {
          "threshold": 0.67,
          "public": {
            "n": 231,
            "escalation": 0.5194805194805194,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6944444444444444,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.17351581581581588,
            "calibration": 69.36091841841842,
            "p50_s": 1.6782644554972648,
            "p95_s": 5.106783525645733,
            "cost_usd_per_1000": 0.023617795369424575,
            "axes": {
              "intelligence": 71.57105021688355,
              "calibration": 69.36091841841842,
              "speed": 70.66992154702199,
              "cost": 58.80281933661971
            },
            "jevbench_score": 67.39400190096654
          },
          "heldout": {
            "n": 303,
            "escalation": 0.570957095709571,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7916666666666666,
              "judge": 0.8493150684931506,
              "hard": 0.6238532110091743
            },
            "accuracy": 0.7722772277227723,
            "ece_hard": 0.15095229357798157,
            "calibration": 70.21652064220186,
            "p50_s": 3.224906811118126,
            "p95_s": 5.371060359477997,
            "cost_usd_per_1000": 0.025672443579189377,
            "axes": {
              "intelligence": 78.07975158141679,
              "calibration": 70.21652064220186,
              "speed": 67.61422797522653,
              "cost": 57.71598375779501
            },
            "jevbench_score": 68.01081530561997
          }
        },
        {
          "threshold": 0.68,
          "public": {
            "n": 231,
            "escalation": 0.5238095238095238,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6944444444444444,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.17351581581581588,
            "calibration": 69.36091841841842,
            "p50_s": 1.6782644554972648,
            "p95_s": 5.106783525645733,
            "cost_usd_per_1000": 0.023790584269662917,
            "axes": {
              "intelligence": 71.57105021688355,
              "calibration": 69.36091841841842,
              "speed": 70.66992154702199,
              "cost": 58.70784676161256
            },
            "jevbench_score": 67.36677335041655
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5907590759075908,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7916666666666666,
              "judge": 0.8561643835616438,
              "hard": 0.6330275229357798
            },
            "accuracy": 0.7788778877887789,
            "ece_hard": 0.14001376146788982,
            "calibration": 73.26612385321101,
            "p50_s": 3.2389582335948943,
            "p95_s": 5.389467868208885,
            "cost_usd_per_1000": 0.02646282448919049,
            "axes": {
              "intelligence": 78.54676176113276,
              "calibration": 73.26612385321101,
              "speed": 67.58048765164467,
              "cost": 57.32091410762562
            },
            "jevbench_score": 68.71340697500204
          }
        },
        {
          "threshold": 0.69,
          "public": {
            "n": 231,
            "escalation": 0.5238095238095238,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.6944444444444444,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.17351581581581588,
            "calibration": 69.36091841841842,
            "p50_s": 1.6782644554972648,
            "p95_s": 5.106783525645733,
            "cost_usd_per_1000": 0.023790584269662917,
            "axes": {
              "intelligence": 71.57105021688355,
              "calibration": 69.36091841841842,
              "speed": 70.66992154702199,
              "cost": 58.70784676161256
            },
            "jevbench_score": 67.36677335041655
          },
          "heldout": {
            "n": 303,
            "escalation": 0.594059405940594,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7916666666666666,
              "judge": 0.863013698630137,
              "hard": 0.6330275229357798
            },
            "accuracy": 0.7821782178217822,
            "ece_hard": 0.14001376146788982,
            "calibration": 73.26612385321101,
            "p50_s": 3.2389582335948943,
            "p95_s": 5.389467868208885,
            "cost_usd_per_1000": 0.02659455464085734,
            "axes": {
              "intelligence": 78.73854258305057,
              "calibration": 73.26612385321101,
              "speed": 67.58048765164467,
              "cost": 57.25621834263437
            },
            "jevbench_score": 68.73590297774292
          }
        },
        {
          "threshold": 0.7,
          "public": {
            "n": 231,
            "escalation": 0.5367965367965368,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.7083333333333334,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7229437229437229,
            "ece_hard": 0.16647977977977982,
            "calibration": 70.06452202202203,
            "p50_s": 1.6782644554972648,
            "p95_s": 5.106783525645733,
            "cost_usd_per_1000": 0.024308950970377934,
            "axes": {
              "intelligence": 72.48654904904906,
              "calibration": 70.06452202202203,
              "speed": 70.66992154702199,
              "cost": 58.4270134695082
            },
            "jevbench_score": 67.67074709541883
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6105610561056105,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.6330275229357798
            },
            "accuracy": 0.7887788778877888,
            "ece_hard": 0.1400174311926605,
            "calibration": 73.26575688073395,
            "p50_s": 3.2389582335948943,
            "p95_s": 5.389467868208885,
            "cost_usd_per_1000": 0.027253205399191596,
            "axes": {
              "intelligence": 79.12210422688617,
              "calibration": 73.26575688073395,
              "speed": 67.58048765164467,
              "cost": 56.93747231870733
            },
            "jevbench_score": 68.72339302094086
          }
        },
        {
          "threshold": 0.71,
          "public": {
            "n": 231,
            "escalation": 0.5454545454545454,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.7083333333333334,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7229437229437229,
            "ece_hard": 0.16647977977977982,
            "calibration": 70.06452202202203,
            "p50_s": 1.6797415181994437,
            "p95_s": 5.106783525645733,
            "cost_usd_per_1000": 0.024654528770854608,
            "axes": {
              "intelligence": 72.48654904904906,
              "calibration": 70.06452202202203,
              "speed": 70.66610094498984,
              "cost": 58.243098815490065
            },
            "jevbench_score": 67.61651726209439
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6303630363036303,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7916666666666666,
              "judge": 0.8904109589041096,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.13176146788990822,
            "calibration": 74.09135321100918,
            "p50_s": 3.2389582335948943,
            "p95_s": 5.389467868208885,
            "cost_usd_per_1000": 0.02804358630919271,
            "axes": {
              "intelligence": 79.78089522851997,
              "calibration": 74.09135321100918,
              "speed": 67.58048765164467,
              "cost": 56.564993442953345
            },
            "jevbench_score": 68.94596802514619
          }
        },
        {
          "threshold": 0.72,
          "public": {
            "n": 231,
            "escalation": 0.5497835497835498,
            "tiers": {
              "easy": 0.9791666666666666,
              "standard": 0.7083333333333334,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7229437229437229,
            "ece_hard": 0.16829419419419417,
            "calibration": 69.88308058058058,
            "p50_s": 1.6797415181994437,
            "p95_s": 5.106783525645733,
            "cost_usd_per_1000": 0.024827317671092947,
            "axes": {
              "intelligence": 72.48654904904906,
              "calibration": 69.88308058058058,
              "speed": 70.66610094498984,
              "cost": 58.15210596499745
            },
            "jevbench_score": 67.54629160155962
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6501650165016502,
            "tiers": {
              "easy": 0.9583333333333334,
              "standard": 0.7916666666666666,
              "judge": 0.8904109589041096,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.801980198019802,
            "ece_hard": 0.1266119266055045,
            "calibration": 74.60630733944956,
            "p50_s": 3.2389582335948943,
            "p95_s": 5.389467868208885,
            "cost_usd_per_1000": 0.02883396721919382,
            "axes": {
              "intelligence": 80.05612458631813,
              "calibration": 74.60630733944956,
              "speed": 67.58048765164467,
              "cost": 56.202867988634125
            },
            "jevbench_score": 69.01404404442958
          }
        },
        {
          "threshold": 0.73,
          "public": {
            "n": 231,
            "escalation": 0.5584415584415584,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.16829419419419417,
            "calibration": 69.88308058058058,
            "p50_s": 1.6816040739417075,
            "p95_s": 5.106783525645733,
            "cost_usd_per_1000": 0.02517289547156962,
            "axes": {
              "intelligence": 72.89164164164164,
              "calibration": 69.88308058058058,
              "speed": 70.66128800480433,
              "cost": 57.972004826752695
            },
            "jevbench_score": 67.58688183463718
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6666666666666666,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9041095890410958,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8118811881188119,
            "ece_hard": 0.1266119266055045,
            "calibration": 74.60630733944956,
            "p50_s": 3.2389582335948943,
            "p95_s": 5.389467868208885,
            "cost_usd_per_1000": 0.02949261797752808,
            "axes": {
              "intelligence": 81.02301956348708,
              "calibration": 74.60630733944956,
              "speed": 67.58048765164467,
              "cost": 55.908600238776955
            },
            "jevbench_score": 69.13070365990912
          }
        },
        {
          "threshold": 0.74,
          "public": {
            "n": 231,
            "escalation": 0.5627705627705628,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7316017316017316,
            "ece_hard": 0.16829419419419417,
            "calibration": 69.88308058058058,
            "p50_s": 1.6816040739417075,
            "p95_s": 5.106783525645733,
            "cost_usd_per_1000": 0.025345684371807963,
            "axes": {
              "intelligence": 73.43176509843178,
              "calibration": 69.88308058058058,
              "speed": 70.66128800480433,
              "cost": 57.88287933023409
            },
            "jevbench_score": 67.68569945472125
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6897689768976898,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9178082191780822,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8184818481848185,
            "ece_hard": 0.12363394495412836,
            "calibration": 74.90410550458716,
            "p50_s": 3.2389582335948943,
            "p95_s": 5.389467868208885,
            "cost_usd_per_1000": 0.03041472903919605,
            "axes": {
              "intelligence": 81.4065812073227,
              "calibration": 74.90410550458716,
              "speed": 67.58048765164467,
              "cost": 55.507481447680085
            },
            "jevbench_score": 69.15673725621053
          }
        },
        {
          "threshold": 0.75,
          "public": {
            "n": 231,
            "escalation": 0.5844155844155844,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7402597402597403,
            "ece_hard": 0.15926716716716713,
            "calibration": 70.78578328328328,
            "p50_s": 1.6816445007920264,
            "p95_s": 5.106783525645733,
            "cost_usd_per_1000": 0.026209628872999654,
            "axes": {
              "intelligence": 74.34726393059726,
              "calibration": 70.78578328328328,
              "speed": 70.66118359885499,
              "cost": 57.4461738579234
            },
            "jevbench_score": 67.98502509272693
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7029702970297029,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9178082191780822,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8184818481848185,
            "ece_hard": 0.1257201834862385,
            "calibration": 74.69548165137616,
            "p50_s": 3.2389582335948943,
            "p95_s": 5.389467868208885,
            "cost_usd_per_1000": 0.030941649645863455,
            "axes": {
              "intelligence": 81.4065812073227,
              "calibration": 74.69548165137616,
              "speed": 67.58048765164467,
              "cost": 55.28369607172036
            },
            "jevbench_score": 69.03877233972415
          }
        },
        {
          "threshold": 0.76,
          "public": {
            "n": 231,
            "escalation": 0.5974025974025974,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7402597402597403,
            "ece_hard": 0.16027887887887882,
            "calibration": 70.68461211211212,
            "p50_s": 1.6816445007920264,
            "p95_s": 5.106783525645733,
            "cost_usd_per_1000": 0.026727995573714667,
            "axes": {
              "intelligence": 74.34726393059726,
              "calibration": 70.68461211211212,
              "speed": 70.66118359885499,
              "cost": 57.19100827873557
            },
            "jevbench_score": 67.88512666379778
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7227722772277227,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9178082191780822,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.8217821782178217,
            "ece_hard": 0.1164247706422018,
            "calibration": 75.62502293577981,
            "p50_s": 3.2389582335948943,
            "p95_s": 5.389467868208885,
            "cost_usd_per_1000": 0.03173203055586457,
            "axes": {
              "intelligence": 81.68181056512087,
              "calibration": 75.62502293577981,
              "speed": 67.58048765164467,
              "cost": 54.95506408565655
            },
            "jevbench_score": 69.20778961047992
          }
        },
        {
          "threshold": 0.77,
          "public": {
            "n": 231,
            "escalation": 0.6190476190476191,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.16094374374374362,
            "calibration": 70.61812562562564,
            "p50_s": 1.6816445007920264,
            "p95_s": 5.106783525645733,
            "cost_usd_per_1000": 0.02759194007490636,
            "axes": {
              "intelligence": 75.09801468134802,
              "calibration": 70.61812562562564,
              "speed": 70.66118359885499,
              "cost": 56.77653285564548
            },
            "jevbench_score": 67.9162353329055
          },
          "heldout": {
            "n": 303,
            "escalation": 0.735973597359736,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9246575342465754,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.8250825082508251,
            "ece_hard": 0.1164247706422018,
            "calibration": 75.62502293577981,
            "p50_s": 3.3206340238451957,
            "p95_s": 5.389467868208885,
            "cost_usd_per_1000": 0.03225895116253198,
            "axes": {
              "intelligence": 81.87359138703867,
              "calibration": 75.62502293577981,
              "speed": 67.47233099524641,
              "cost": 54.740492708904235
            },
            "jevbench_score": 69.15298706257295
          }
        },
        {
          "threshold": 0.78,
          "public": {
            "n": 231,
            "escalation": 0.6406926406926406,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7445887445887446,
            "ece_hard": 0.18034734734734723,
            "calibration": 68.67776526526528,
            "p50_s": 1.6991425320506095,
            "p95_s": 5.118455225229264,
            "cost_usd_per_1000": 0.028455884576098052,
            "axes": {
              "intelligence": 74.72263930597265,
              "calibration": 68.67776526526528,
              "speed": 70.60631280386866,
              "cost": 56.37483728264273
            },
            "jevbench_score": 67.22786170981375
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7557755775577558,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8250825082508251,
            "ece_hard": 0.12746880733944943,
            "calibration": 74.52061926605506,
            "p50_s": 3.3560002908110618,
            "p95_s": 5.389467868208885,
            "cost_usd_per_1000": 0.03304933207253309,
            "axes": {
              "intelligence": 81.79014285115831,
              "calibration": 74.52061926605506,
              "speed": 67.42632123188174,
              "cost": 54.425119395617465
            },
            "jevbench_score": 68.77040301121508
          }
        },
        {
          "threshold": 0.79,
          "public": {
            "n": 231,
            "escalation": 0.645021645021645,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.18034734734734723,
            "calibration": 68.67776526526528,
            "p50_s": 1.6991425320506095,
            "p95_s": 5.118455225229264,
            "cost_usd_per_1000": 0.028628673476336394,
            "axes": {
              "intelligence": 75.26276276276278,
              "calibration": 68.67776526526528,
              "speed": 70.60631280386866,
              "cost": 56.29596324281763
            },
            "jevbench_score": 67.3254515021412
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7755775577557755,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9383561643835616,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.12942018348623846,
            "calibration": 74.32548165137615,
            "p50_s": 3.3560002908110618,
            "p95_s": 5.389467868208885,
            "cost_usd_per_1000": 0.0338397129825342,
            "axes": {
              "intelligence": 81.98192367307612,
              "calibration": 74.32548165137615,
              "speed": 67.42632123188174,
              "cost": 54.11719987486828
            },
            "jevbench_score": 68.6681195975285
          }
        },
        {
          "threshold": 0.8,
          "public": {
            "n": 231,
            "escalation": 0.658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.18034734734734723,
            "calibration": 68.67776526526528,
            "p50_s": 1.7019745722413062,
            "p95_s": 5.118455225229264,
            "cost_usd_per_1000": 0.029147040177051407,
            "axes": {
              "intelligence": 75.26276276276278,
              "calibration": 68.67776526526528,
              "speed": 70.59908024072018,
              "cost": 56.06216621175116
            },
            "jevbench_score": 67.25371936212116
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7821782178217822,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9383561643835616,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.13039449541284395,
            "calibration": 74.2280504587156,
            "p50_s": 3.3560002908110618,
            "p95_s": 5.389467868208885,
            "cost_usd_per_1000": 0.034103173285867906,
            "axes": {
              "intelligence": 81.98192367307612,
              "calibration": 74.2280504587156,
              "speed": 67.42632123188174,
              "cost": 54.01615624627588
            },
            "jevbench_score": 68.61353979058752
          }
        },
        {
          "threshold": 0.81,
          "public": {
            "n": 231,
            "escalation": 0.6623376623376623,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.1775968968968968,
            "calibration": 68.95281031031033,
            "p50_s": 1.7019745722413062,
            "p95_s": 5.118455225229264,
            "cost_usd_per_1000": 0.029319829077289746,
            "axes": {
              "intelligence": 75.63813813813815,
              "calibration": 68.95281031031033,
              "speed": 70.59908024072018,
              "cost": 55.98515697352578
            },
            "jevbench_score": 67.38157935676284
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7887788778877888,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9383561643835616,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.13108715596330267,
            "calibration": 74.55078440366972,
            "p50_s": 3.3769724905490874,
            "p95_s": 5.389467868208885,
            "cost_usd_per_1000": 0.03436663358920161,
            "axes": {
              "intelligence": 81.98192367307612,
              "calibration": 74.55078440366972,
              "speed": 67.39926590172655,
              "cost": 53.91589022317236
            },
            "jevbench_score": 68.6492136890111
          }
        },
        {
          "threshold": 0.82,
          "public": {
            "n": 231,
            "escalation": 0.670995670995671,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7575757575757576,
            "ece_hard": 0.1775968968968968,
            "calibration": 68.95281031031033,
            "p50_s": 1.7019745722413062,
            "p95_s": 5.118455225229264,
            "cost_usd_per_1000": 0.029665406877766424,
            "axes": {
              "intelligence": 76.17826159492827,
              "calibration": 68.95281031031033,
              "speed": 70.59908024072018,
              "cost": 55.83249072076637
            },
            "jevbench_score": 67.45548492189039
          },
          "heldout": {
            "n": 303,
            "escalation": 0.801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.13108715596330267,
            "calibration": 74.55078440366972,
            "p50_s": 3.381727920472622,
            "p95_s": 5.389467868208885,
            "cost_usd_per_1000": 0.03489355419586902,
            "axes": {
              "intelligence": 82.17370449499393,
              "calibration": 74.55078440366972,
              "speed": 67.39315449808362,
              "cost": 53.71764375487283
            },
            "jevbench_score": 68.62454149142391
          }
        },
        {
          "threshold": 0.83,
          "public": {
            "n": 231,
            "escalation": 0.696969696969697,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.6666666666666666
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.16287077077077075,
            "calibration": 70.42542292292293,
            "p50_s": 1.7500840589404105,
            "p95_s": 5.118455225229264,
            "cost_usd_per_1000": 0.030702140279196453,
            "axes": {
              "intelligence": 77.46913580246914,
              "calibration": 70.42542292292293,
              "speed": 70.4780218249594,
              "cost": 55.384940449972305
            },
            "jevbench_score": 67.93223346256725
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8250825082508251,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.12310275229357784,
            "calibration": 75.34922477064222,
            "p50_s": 3.381727920472622,
            "p95_s": 5.409488943219185,
            "cost_usd_per_1000": 0.03581566525753699,
            "axes": {
              "intelligence": 82.4489338527921,
              "calibration": 75.34922477064222,
              "speed": 67.37705099380456,
              "cost": 53.37780932902305
            },
            "jevbench_score": 68.7518112896614
          }
        },
        {
          "threshold": 0.84,
          "public": {
            "n": 231,
            "escalation": 0.7056277056277056,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.6666666666666666
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.16258788788788792,
            "calibration": 70.45371121121121,
            "p50_s": 1.7500840589404105,
            "p95_s": 5.118455225229264,
            "cost_usd_per_1000": 0.031047718079673128,
            "axes": {
              "intelligence": 77.46913580246914,
              "calibration": 70.45371121121121,
              "speed": 70.4780218249594,
              "cost": 55.239109412278076
            },
            "jevbench_score": 67.89428827140779
          },
          "heldout": {
            "n": 303,
            "escalation": 0.834983498349835,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1237522935779816,
            "calibration": 75.28427064220185,
            "p50_s": 3.381727920472622,
            "p95_s": 5.409488943219185,
            "cost_usd_per_1000": 0.03621085571253754,
            "axes": {
              "intelligence": 82.4489338527921,
              "calibration": 75.28427064220185,
              "speed": 67.37705099380456,
              "cost": 53.23483636249708
            },
            "jevbench_score": 68.69091530173435
          }
        },
        {
          "threshold": 0.85,
          "public": {
            "n": 231,
            "escalation": 0.70995670995671,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.6666666666666666
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.1599743743743744,
            "calibration": 70.71506256256257,
            "p50_s": 1.7500840589404105,
            "p95_s": 5.118455225229264,
            "cost_usd_per_1000": 0.03122050697991147,
            "axes": {
              "intelligence": 77.46913580246914,
              "calibration": 70.71506256256257,
              "speed": 70.4780218249594,
              "cost": 55.16680146537946
            },
            "jevbench_score": 67.93491524243011
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8481848184818482,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.10491743119266046,
            "calibration": 77.16775688073395,
            "p50_s": 3.381727920472622,
            "p95_s": 5.409488943219185,
            "cost_usd_per_1000": 0.036737776319204954,
            "axes": {
              "intelligence": 82.99939256838842,
              "calibration": 77.16775688073395,
              "speed": 67.37705099380456,
              "cost": 53.046614032244385
            },
            "jevbench_score": 69.1703724633579
          }
        },
        {
          "threshold": 0.86,
          "public": {
            "n": 231,
            "escalation": 0.7229437229437229,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7792207792207793,
            "ece_hard": 0.14639239239239246,
            "calibration": 72.07326076076076,
            "p50_s": 1.7500840589404105,
            "p95_s": 5.118455225229264,
            "cost_usd_per_1000": 0.03173887368062648,
            "axes": {
              "intelligence": 78.2198865532199,
              "calibration": 72.07326076076076,
              "speed": 70.4780218249594,
              "cost": 54.95225467428578
            },
            "jevbench_score": 68.35694478112248
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8547854785478548,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.10351376146788983,
            "calibration": 77.21312385321102,
            "p50_s": 3.381727920472622,
            "p95_s": 5.409488943219185,
            "cost_usd_per_1000": 0.03700123662253865,
            "axes": {
              "intelligence": 82.99939256838842,
              "calibration": 77.21312385321102,
              "speed": 67.37705099380456,
              "cost": 52.95351283255494
            },
            "jevbench_score": 69.15016215833674
          }
        },
        {
          "threshold": 0.87,
          "public": {
            "n": 231,
            "escalation": 0.7532467532467533,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.7878787878787878,
            "ece_hard": 0.13028158158158162,
            "calibration": 73.68434184184184,
            "p50_s": 1.7500840589404105,
            "p95_s": 5.118455225229264,
            "cost_usd_per_1000": 0.032948395982294855,
            "axes": {
              "intelligence": 78.97063730397065,
              "calibration": 73.68434184184184,
              "speed": 70.4780218249594,
              "cost": 54.46497169582709
            },
            "jevbench_score": 68.74687476439891
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8646864686468647,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.10351376146788983,
            "calibration": 77.21312385321102,
            "p50_s": 3.381727920472622,
            "p95_s": 5.409488943219185,
            "cost_usd_per_1000": 0.037396427077539214,
            "axes": {
              "intelligence": 82.99939256838842,
              "calibration": 77.21312385321102,
              "speed": 67.37705099380456,
              "cost": 52.815096672995836
            },
            "jevbench_score": 69.10492957664549
          }
        },
        {
          "threshold": 0.88,
          "public": {
            "n": 231,
            "escalation": 0.7792207792207793,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11023023023023025,
            "calibration": 75.68947697697698,
            "p50_s": 1.7500840589404105,
            "p95_s": 5.118455225229264,
            "cost_usd_per_1000": 0.03398512938372489,
            "axes": {
              "intelligence": 79.51076076076076,
              "calibration": 75.68947697697698,
              "speed": 70.4780218249594,
              "cost": 54.061332170488335
            },
            "jevbench_score": 69.1991031003942
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8712871287128713,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.10351376146788983,
            "calibration": 77.21312385321102,
            "p50_s": 3.381727920472622,
            "p95_s": 5.409488943219185,
            "cost_usd_per_1000": 0.03765988738087291,
            "axes": {
              "intelligence": 82.99939256838842,
              "calibration": 77.21312385321102,
              "speed": 67.37705099380456,
              "cost": 52.723629491294844
            },
            "jevbench_score": 69.07499049342344
          }
        },
        {
          "threshold": 0.89,
          "public": {
            "n": 231,
            "escalation": 0.7878787878787878,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.11023023023023025,
            "calibration": 75.68947697697698,
            "p50_s": 1.7500840589404105,
            "p95_s": 5.118455225229264,
            "cost_usd_per_1000": 0.03433070718420156,
            "axes": {
              "intelligence": 79.51076076076076,
              "calibration": 75.68947697697698,
              "speed": 70.4780218249594,
              "cost": 53.92951751123874
            },
            "jevbench_score": 69.15688342214489
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8877887788778878,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8448844884488449,
            "ece_hard": 0.10351376146788983,
            "calibration": 77.21312385321102,
            "p50_s": 3.381727920472622,
            "p95_s": 5.409488943219185,
            "cost_usd_per_1000": 0.03831853813920717,
            "axes": {
              "intelligence": 84.16605923505509,
              "calibration": 77.21312385321102,
              "speed": 67.37705099380456,
              "cost": 52.49773203126971
            },
            "jevbench_score": 69.24208938234158
          }
        },
        {
          "threshold": 0.9,
          "public": {
            "n": 231,
            "escalation": 0.8008658008658008,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.1099860860860861,
            "calibration": 75.7138913913914,
            "p50_s": 1.7699098750948905,
            "p95_s": 5.118455225229264,
            "cost_usd_per_1000": 0.03484907388491658,
            "axes": {
              "intelligence": 79.51076076076076,
              "calibration": 75.7138913913914,
              "speed": 70.4290993906221,
              "cost": 53.73426276400752
            },
            "jevbench_score": 69.08777822478241
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9042904290429042,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.0952990825688073,
            "calibration": 78.03459174311928,
            "p50_s": 3.393709273636341,
            "p95_s": 5.44839422404766,
            "cost_usd_per_1000": 0.03897718889754143,
            "axes": {
              "intelligence": 84.44128859285325,
              "calibration": 78.03459174311928,
              "speed": 67.33056840950667,
              "cost": 52.275684584804516
            },
            "jevbench_score": 69.3966499912734
          }
        },
        {
          "threshold": 0.91,
          "public": {
            "n": 231,
            "escalation": 0.8138528138528138,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.1099860860860861,
            "calibration": 75.7138913913914,
            "p50_s": 1.7699098750948905,
            "p95_s": 5.118455225229264,
            "cost_usd_per_1000": 0.03536744058563159,
            "axes": {
              "intelligence": 80.0508842175509,
              "calibration": 75.7138913913914,
              "speed": 70.4290993906221,
              "cost": 53.54189102129553
            },
            "jevbench_score": 69.14278769965603
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9108910891089109,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.0952990825688073,
            "calibration": 78.03459174311928,
            "p50_s": 3.393709273636341,
            "p95_s": 5.44839422404766,
            "cost_usd_per_1000": 0.03924064920087514,
            "axes": {
              "intelligence": 84.44128859285325,
              "calibration": 78.03459174311928,
              "speed": 67.33056840950667,
              "cost": 52.18791448675545
            },
            "jevbench_score": 69.36750264694055
          }
        },
        {
          "threshold": 0.92,
          "public": {
            "n": 231,
            "escalation": 0.8225108225108225,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.09483563563563568,
            "calibration": 77.93743643643643,
            "p50_s": 1.7699098750948905,
            "p95_s": 5.118455225229264,
            "cost_usd_per_1000": 0.03571301838610827,
            "axes": {
              "intelligence": 80.0508842175509,
              "calibration": 77.93743643643643,
              "speed": 70.4290993906221,
              "cost": 53.415203279122466
            },
            "jevbench_score": 69.60369857492185
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9207920792079208,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.09555688073394496,
            "calibration": 78.0088119266055,
            "p50_s": 3.393709273636341,
            "p95_s": 5.44839422404766,
            "cost_usd_per_1000": 0.0396358396558757,
            "axes": {
              "intelligence": 84.44128859285325,
              "calibration": 78.0088119266055,
              "speed": 67.33056840950667,
              "cost": 52.057358114995985
            },
            "jevbench_score": 69.31835217353755
          }
        },
        {
          "threshold": 0.93,
          "public": {
            "n": 231,
            "escalation": 0.8398268398268398,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.09483563563563568,
            "calibration": 77.93743643643643,
            "p50_s": 1.7699098750948905,
            "p95_s": 5.118455225229264,
            "cost_usd_per_1000": 0.036404173987061625,
            "axes": {
              "intelligence": 80.0508842175509,
              "calibration": 77.93743643643643,
              "speed": 70.4290993906221,
              "cost": 53.16546456006985
            },
            "jevbench_score": 69.52219884394702
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9240924092409241,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8481848184818482,
            "ece_hard": 0.09555688073394496,
            "calibration": 78.0088119266055,
            "p50_s": 3.393709273636341,
            "p95_s": 5.44839422404766,
            "cost_usd_per_1000": 0.03976756980754255,
            "axes": {
              "intelligence": 84.44128859285325,
              "calibration": 78.0088119266055,
              "speed": 67.33056840950667,
              "cost": 52.014128436944496
            },
            "jevbench_score": 69.30395678458746
          }
        },
        {
          "threshold": 0.94,
          "public": {
            "n": 231,
            "escalation": 0.8528138528138528,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.09483563563563568,
            "calibration": 77.93743643643643,
            "p50_s": 1.7860921561717986,
            "p95_s": 5.118455225229264,
            "cost_usd_per_1000": 0.03692254068777664,
            "axes": {
              "intelligence": 80.0508842175509,
              "calibration": 77.93743643643643,
              "speed": 70.38957228221139,
              "cost": 52.98125266758744
            },
            "jevbench_score": 69.45215081630607
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9405940594059405,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08064220183486236,
            "calibration": 81.94277981651376,
            "p50_s": 3.443461710214615,
            "p95_s": 5.44839422404766,
            "cost_usd_per_1000": 0.0404262205658768,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.94277981651376,
              "speed": 67.26736217960183,
              "cost": 51.80010576452236
            },
            "jevbench_score": 70.12993856665355
          }
        },
        {
          "threshold": 0.95,
          "public": {
            "n": 231,
            "escalation": 0.8614718614718615,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.09483563563563568,
            "calibration": 77.93743643643643,
            "p50_s": 1.7860921561717986,
            "p95_s": 5.118455225229264,
            "cost_usd_per_1000": 0.037268118488253316,
            "axes": {
              "intelligence": 80.0508842175509,
              "calibration": 77.93743643643643,
              "speed": 70.38957228221139,
              "cost": 52.85987597225115
            },
            "jevbench_score": 69.41233897752889
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9471947194719472,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08064220183486236,
            "calibration": 81.94277981651376,
            "p50_s": 3.443461710214615,
            "p95_s": 5.44839422404766,
            "cost_usd_per_1000": 0.040689680869210515,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.94277981651376,
              "speed": 67.26736217960183,
              "cost": 51.71547148966887
            },
            "jevbench_score": 70.10127532124326
          }
        },
        {
          "threshold": 0.96,
          "public": {
            "n": 231,
            "escalation": 0.8874458874458875,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.7860921561717986,
            "p95_s": 5.118455225229264,
            "cost_usd_per_1000": 0.03830485188968335,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 78.2177967967968,
              "speed": 70.38957228221139,
              "cost": 52.50238637718715
            },
            "jevbench_score": 69.55437009803765
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9537953795379538,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08064220183486236,
            "calibration": 81.94277981651376,
            "p50_s": 3.443461710214615,
            "p95_s": 5.44839422404766,
            "cost_usd_per_1000": 0.040953141172544213,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.94277981651376,
              "speed": 67.26736217960183,
              "cost": 51.63138344598353
            },
            "jevbench_score": 70.07276220626505
          }
        },
        {
          "threshold": 0.97,
          "public": {
            "n": 231,
            "escalation": 0.8961038961038961,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.7860921561717986,
            "p95_s": 5.118455225229264,
            "cost_usd_per_1000": 0.03865042969016002,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 78.2177967967968,
              "speed": 70.38957228221139,
              "cost": 52.38537020551734
            },
            "jevbench_score": 69.51558234937795
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9603960396039604,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08064220183486236,
            "calibration": 81.94277981651376,
            "p50_s": 3.443461710214615,
            "p95_s": 5.44839422404766,
            "cost_usd_per_1000": 0.04121660147587792,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.94277981651376,
              "speed": 67.26736217960183,
              "cost": 51.54783462788429
            },
            "jevbench_score": 70.04439742094408
          }
        },
        {
          "threshold": 0.98,
          "public": {
            "n": 231,
            "escalation": 0.9090909090909091,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.7860921561717986,
            "p95_s": 5.118455225229264,
            "cost_usd_per_1000": 0.03916879639087504,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 78.2177967967968,
              "speed": 70.38957228221139,
              "cost": 52.21179320753329
            },
            "jevbench_score": 69.45792632791425
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9702970297029703,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08064220183486236,
            "calibration": 81.94277981651376,
            "p50_s": 3.443461710214615,
            "p95_s": 5.44839422404766,
            "cost_usd_per_1000": 0.041611791930878474,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.94277981651376,
              "speed": 67.26736217960183,
              "cost": 51.42350745271782
            },
            "jevbench_score": 70.00212450295795
          }
        },
        {
          "threshold": 0.99,
          "public": {
            "n": 231,
            "escalation": 0.9393939393939394,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.8066082835197448,
            "p95_s": 5.118455225229264,
            "cost_usd_per_1000": 0.04037831869254341,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 78.2177967967968,
              "speed": 70.33997094249276,
              "cost": 51.81555305638695
            },
            "jevbench_score": 69.31355280221626
          },
          "heldout": {
            "n": 303,
            "escalation": 0.9834983498349835,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08064220183486236,
            "calibration": 81.94277981651376,
            "p50_s": 3.443461710214615,
            "p95_s": 5.44839422404766,
            "cost_usd_per_1000": 0.042138712537545885,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.94277981651376,
              "speed": 67.26736217960183,
              "cost": 51.25956212523175
            },
            "jevbench_score": 69.94626353512778
          }
        },
        {
          "threshold": 1.0,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.8066082835197448,
            "p95_s": 5.118455225229264,
            "cost_usd_per_1000": 0.042797363295880145,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 78.2177967967968,
              "speed": 70.33997094249276,
              "cost": 51.05748959875674
            },
            "jevbench_score": 69.05863500149036
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08064220183486236,
            "calibration": 81.94277981651376,
            "p50_s": 3.443461710214615,
            "p95_s": 5.44839422404766,
            "cost_usd_per_1000": 0.042797363295880145,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.94277981651376,
              "speed": 67.26736217960183,
              "cost": 51.05748959875674
            },
            "jevbench_score": 69.87722684982927
          }
        }
      ]
    },
    {
      "cheap": "open-alternative-jev",
      "backend": "djev",
      "chosen": {
        "threshold": 1.0,
        "public": {
          "n": 231,
          "escalation": 1.0,
          "tiers": {
            "easy": 1.0,
            "standard": 0.8194444444444444,
            "hard": 0.6486486486486487
          },
          "accuracy": 0.7748917748917749,
          "ece_hard": 0.21041641822205612,
          "calibration": 61.35164946854124,
          "p50_s": 0.7970052972435951,
          "p95_s": 1.5881473660469054,
          "cost_usd_per_1000": 0.04812265917602997,
          "axes": {
            "intelligence": 78.33875542208877,
            "calibration": 61.35164946854124,
            "speed": 78.97647993431897,
            "cost": 49.52951146891361
          },
          "jevbench_score": 65.84778672780581
        },
        "heldout": {
          "n": 303,
          "escalation": 1.0,
          "tiers": {
            "easy": 1.0,
            "standard": 0.7916666666666666,
            "judge": 0.9315068493150684,
            "hard": 0.6788990825688074
          },
          "accuracy": 0.834983498349835,
          "ece_hard": 0.1935286337386598,
          "calibration": 64.09002035150621,
          "p50_s": 0.8297482892870903,
          "p95_s": 1.4239212729036808,
          "cost_usd_per_1000": 0.04812265917602997,
          "axes": {
            "intelligence": 82.6158309245528,
            "calibration": 64.09002035150621,
            "speed": 79.27567656030779,
            "cost": 49.52951146891361
          },
          "jevbench_score": 67.52497336377385
        }
      },
      "full": {
        "tiers": {
          "easy": 1.0,
          "standard": 0.8125,
          "judge": 0.9315068493150684,
          "hard": 0.6636363636363637
        },
        "accuracy": 0.8089887640449438,
        "ece_hard": 0.20204928863710092,
        "calibration": 62.713158644349434,
        "p50_s": 0.8128920622169972,
        "p95_s": 1.4653228674083927,
        "cost_usd_per_1000": 0.04812265917602997,
        "axes": {
          "intelligence": 82.74128268991284,
          "calibration": 62.713158644349434,
          "speed": 79.24033790117065,
          "cost": 49.52951146891361
        },
        "jevbench_score": 67.1773428904274
      },
      "full_escalation": 1.0,
      "backend_heldout_accuracy": 0.834983498349835,
      "useful": false,
      "curve": [
        {
          "threshold": 0.0,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.01,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.02,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.03,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.04,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.05,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.06,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.07,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.08,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.09,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.1,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.11,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.12,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.13,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.14,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.15,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.16,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.17,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.18,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.19,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.2,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.21,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.22,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.23,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.24,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.25,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.26,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.27,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.28,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.29,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.3,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.31,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.27933610805262254,
            "calibration": 59.279361007745976,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022257052199601984,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.279361007745976,
              "speed": 81.86491236780878,
              "cost": 59.57597066933958
            },
            "jevbench_score": 65.44182611556691
          }
        },
        {
          "threshold": 0.32,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.006600660066006601,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5610561056105611,
            "ece_hard": 0.2852177387289042,
            "calibration": 58.69119794011781,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022342699904821944,
            "axes": {
              "intelligence": 63.16272883415023,
              "calibration": 58.69119794011781,
              "speed": 81.86491236780878,
              "cost": 59.52593042956179
            },
            "jevbench_score": 65.1942754517111
          }
        },
        {
          "threshold": 0.33,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.006600660066006601,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5610561056105611,
            "ece_hard": 0.2852177387289042,
            "calibration": 58.69119794011781,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022342699904821944,
            "axes": {
              "intelligence": 63.16272883415023,
              "calibration": 58.69119794011781,
              "speed": 81.86491236780878,
              "cost": 59.52593042956179
            },
            "jevbench_score": 65.1942754517111
          }
        },
        {
          "threshold": 0.34,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5610561056105611,
            "ece_hard": 0.2877750155851336,
            "calibration": 58.435470254494874,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022513995315261864,
            "axes": {
              "intelligence": 63.16272883415023,
              "calibration": 58.435470254494874,
              "speed": 81.86491236780878,
              "cost": 59.426422858464164
            },
            "jevbench_score": 65.09591030073196
          }
        },
        {
          "threshold": 0.35,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5610561056105611,
            "ece_hard": 0.2877750155851336,
            "calibration": 58.435470254494874,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022513995315261864,
            "axes": {
              "intelligence": 63.16272883415023,
              "calibration": 58.435470254494874,
              "speed": 81.86491236780878,
              "cost": 59.426422858464164
            },
            "jevbench_score": 65.09591030073196
          }
        },
        {
          "threshold": 0.36,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0165016501650165,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5610561056105611,
            "ece_hard": 0.2943385794057959,
            "calibration": 57.77911387242864,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022599643020481824,
            "axes": {
              "intelligence": 63.16272883415023,
              "calibration": 57.77911387242864,
              "speed": 81.86491236780878,
              "cost": 59.37695262486027
            },
            "jevbench_score": 64.89882993124296
          }
        },
        {
          "threshold": 0.37,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.29638039594731225,
            "calibration": 57.67462567634269,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022685290725701784,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 57.67462567634269,
              "speed": 81.86491236780878,
              "cost": 59.327669518486466
            },
            "jevbench_score": 64.9265412358167
          }
        },
        {
          "threshold": 0.38,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.24100673876562734,
            "calibration": 57.15923831735846,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022283747588241972,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.15923831735846,
              "speed": 81.73312596625158,
              "cost": 59.56035308534193
            },
            "jevbench_score": 65.53055208136388
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.29638039594731225,
            "calibration": 57.67462567634269,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022685290725701784,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 57.67462567634269,
              "speed": 81.86491236780878,
              "cost": 59.327669518486466
            },
            "jevbench_score": 64.9265412358167
          }
        },
        {
          "threshold": 0.39,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.24044429994613517,
            "calibration": 57.21548219930767,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.02239609068210192,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.21548219930767,
              "speed": 81.73312596625158,
              "cost": 59.494833481261686
            },
            "jevbench_score": 65.52863276160195
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.29638039594731225,
            "calibration": 57.67462567634269,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022685290725701784,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 57.67462567634269,
              "speed": 81.86491236780878,
              "cost": 59.327669518486466
            },
            "jevbench_score": 64.9265412358167
          }
        },
        {
          "threshold": 0.4,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.23456480335928354,
            "calibration": 57.803431857992834,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022620776869821814,
            "axes": {
              "intelligence": 66.6478978978979,
              "calibration": 57.803431857992834,
              "speed": 81.73312596625158,
              "cost": 59.36477452279015
            },
            "jevbench_score": 65.75317873320142
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.29638039594731225,
            "calibration": 57.67462567634269,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022685290725701784,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 57.67462567634269,
              "speed": 81.86491236780878,
              "cost": 59.327669518486466
            },
            "jevbench_score": 64.9265412358167
          }
        },
        {
          "threshold": 0.41,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.23456480335928354,
            "calibration": 57.803431857992834,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022620776869821814,
            "axes": {
              "intelligence": 66.6478978978979,
              "calibration": 57.803431857992834,
              "speed": 81.73312596625158,
              "cost": 59.36477452279015
            },
            "jevbench_score": 65.75317873320142
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0231023102310231,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5610561056105611,
            "ece_hard": 0.30920573881713476,
            "calibration": 56.392091389360445,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1089038744568824,
            "cost_usd_per_1000": 0.022770938430921744,
            "axes": {
              "intelligence": 63.16272883415023,
              "calibration": 56.392091389360445,
              "speed": 81.86457266219443,
              "cost": 59.27857212901238
            },
            "jevbench_score": 64.47898684488295
          }
        },
        {
          "threshold": 0.42,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.23456480335928354,
            "calibration": 57.803431857992834,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022620776869821814,
            "axes": {
              "intelligence": 66.6478978978979,
              "calibration": 57.803431857992834,
              "speed": 81.73312596625158,
              "cost": 59.36477452279015
            },
            "jevbench_score": 65.75317873320142
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0231023102310231,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5610561056105611,
            "ece_hard": 0.30920573881713476,
            "calibration": 56.392091389360445,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1089038744568824,
            "cost_usd_per_1000": 0.022770938430921744,
            "axes": {
              "intelligence": 63.16272883415023,
              "calibration": 56.392091389360445,
              "speed": 81.86457266219443,
              "cost": 59.27857212901238
            },
            "jevbench_score": 64.47898684488295
          }
        },
        {
          "threshold": 0.43,
          "public": {
            "n": 231,
            "escalation": 0.030303030303030304,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.239567964325421,
            "calibration": 57.30311576137909,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2135635629296302,
            "cost_usd_per_1000": 0.02295780615140166,
            "axes": {
              "intelligence": 66.6478978978979,
              "calibration": 57.30311576137909,
              "speed": 81.73191968991857,
              "cost": 59.17208846452324
            },
            "jevbench_score": 65.55688697785277
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0231023102310231,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5610561056105611,
            "ece_hard": 0.30920573881713476,
            "calibration": 56.392091389360445,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1089038744568824,
            "cost_usd_per_1000": 0.022770938430921744,
            "axes": {
              "intelligence": 63.16272883415023,
              "calibration": 56.392091389360445,
              "speed": 81.86457266219443,
              "cost": 59.27857212901238
            },
            "jevbench_score": 64.47898684488295
          }
        },
        {
          "threshold": 0.44,
          "public": {
            "n": 231,
            "escalation": 0.030303030303030304,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.239567964325421,
            "calibration": 57.30311576137909,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2135635629296302,
            "cost_usd_per_1000": 0.02295780615140166,
            "axes": {
              "intelligence": 66.6478978978979,
              "calibration": 57.30311576137909,
              "speed": 81.73191968991857,
              "cost": 59.17208846452324
            },
            "jevbench_score": 65.55688697785277
          },
          "heldout": {
            "n": 303,
            "escalation": 0.026402640264026403,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5610561056105611,
            "ece_hard": 0.3143162286566719,
            "calibration": 55.88104240540673,
            "p50_s": 0.5878239214420319,
            "p95_s": 1.1089038744568824,
            "cost_usd_per_1000": 0.022856586136141704,
            "axes": {
              "intelligence": 63.16272883415023,
              "calibration": 55.88104240540673,
              "speed": 81.85858843447522,
              "cost": 59.22965906199177
            },
            "jevbench_score": 64.31795343456471
          }
        },
        {
          "threshold": 0.45,
          "public": {
            "n": 231,
            "escalation": 0.03463203463203463,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.2397812434851897,
            "calibration": 57.28178784540222,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2135635629296302,
            "cost_usd_per_1000": 0.023070149245261608,
            "axes": {
              "intelligence": 66.6478978978979,
              "calibration": 57.28178784540222,
              "speed": 81.73191968991857,
              "cost": 59.10848787804221
            },
            "jevbench_score": 65.53316487262794
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0297029702970297,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5610561056105611,
            "ece_hard": 0.31929882881795,
            "calibration": 55.382782389278916,
            "p50_s": 0.5878239214420319,
            "p95_s": 1.1109892919659612,
            "cost_usd_per_1000": 0.022942233841361667,
            "axes": {
              "intelligence": 63.16272883415023,
              "calibration": 55.382782389278916,
              "speed": 81.85042871222566,
              "cost": 59.18092893862487
            },
            "jevbench_score": 64.15929717658179
          }
        },
        {
          "threshold": 0.46,
          "public": {
            "n": 231,
            "escalation": 0.04329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.2516968282879506,
            "calibration": 56.090229365126135,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2245997205376624,
            "cost_usd_per_1000": 0.0232948354329815,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 56.090229365126135,
              "speed": 81.69260341346663,
              "cost": 58.98221059871426
            },
            "jevbench_score": 65.05506645465478
          },
          "heldout": {
            "n": 303,
            "escalation": 0.039603960396039604,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5610561056105611,
            "ece_hard": 0.3140727609314962,
            "calibration": 55.90538917792429,
            "p50_s": 0.5895052790641785,
            "p95_s": 1.1109892919659612,
            "cost_usd_per_1000": 0.023199176957021547,
            "axes": {
              "intelligence": 63.16272883415023,
              "calibration": 55.90538917792429,
              "speed": 81.83802428305651,
              "cost": 59.035822672278684
            },
            "jevbench_score": 64.26822846594878
          }
        },
        {
          "threshold": 0.47,
          "public": {
            "n": 231,
            "escalation": 0.047619047619047616,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.25355424436192187,
            "calibration": 55.904487757729,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2245997205376624,
            "cost_usd_per_1000": 0.02340717852684145,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 55.904487757729,
              "speed": 81.69260341346663,
              "cost": 58.91952797449864
            },
            "jevbench_score": 64.98386564688316
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5136986301369864,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.3140727609314962,
            "calibration": 55.90538917792429,
            "p50_s": 0.5900527179241181,
            "p95_s": 1.1109892919659612,
            "cost_usd_per_1000": 0.023370472367461467,
            "axes": {
              "intelligence": 63.35450965606804,
              "calibration": 55.90538917792429,
              "speed": 81.83399311725155,
              "cost": 58.93997528483306
            },
            "jevbench_score": 64.29004436044627
          }
        },
        {
          "threshold": 0.48,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.2582375323023387,
            "calibration": 55.43615896368732,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2804248012602328,
            "cost_usd_per_1000": 0.023519521620701398,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 55.43615896368732,
              "speed": 81.49900419692341,
              "cost": 58.85714547736994
            },
            "jevbench_score": 64.79172350350565
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5136986301369864,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.3140727609314962,
            "calibration": 55.90538917792429,
            "p50_s": 0.5900527179241181,
            "p95_s": 1.1109892919659612,
            "cost_usd_per_1000": 0.023370472367461467,
            "axes": {
              "intelligence": 63.35450965606804,
              "calibration": 55.90538917792429,
              "speed": 81.83399311725155,
              "cost": 58.93997528483306
            },
            "jevbench_score": 64.29004436044627
          }
        },
        {
          "threshold": 0.49,
          "public": {
            "n": 231,
            "escalation": 0.05627705627705628,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.2499857186833643,
            "calibration": 56.26134032558477,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.3686999656260013,
            "cost_usd_per_1000": 0.023631864714561347,
            "axes": {
              "intelligence": 66.6478978978979,
              "calibration": 56.26134032558477,
              "speed": 81.20946240988515,
              "cost": 58.79506024697553
            },
            "jevbench_score": 65.04830754981674
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0627062706270627,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5205479452054794,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.31957796534055255,
            "calibration": 53.870712352012234,
            "p50_s": 0.5905896663665772,
            "p95_s": 1.1165145859122274,
            "cost_usd_per_1000": 0.023798710893561267,
            "axes": {
              "intelligence": 63.54629047798584,
              "calibration": 53.870712352012234,
              "speed": 81.80849755241792,
              "cost": 58.70339700297954
            },
            "jevbench_score": 63.67605409926032
          }
        },
        {
          "threshold": 0.5,
          "public": {
            "n": 231,
            "escalation": 0.06060606060606061,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.24422013941522122,
            "calibration": 57.567901319016656,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.3686999656260013,
            "cost_usd_per_1000": 0.02374420780842129,
            "axes": {
              "intelligence": 67.02327327327328,
              "calibration": 57.567901319016656,
              "speed": 81.20946240988515,
              "cost": 58.73326946365972
            },
            "jevbench_score": 65.49742269614522
          },
          "heldout": {
            "n": 303,
            "escalation": 0.06930693069306931,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5205479452054794,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.570957095709571,
            "ece_hard": 0.316365686682092,
            "calibration": 55.42667769482901,
            "p50_s": 0.5923556029796601,
            "p95_s": 1.120798410475254,
            "cost_usd_per_1000": 0.023970006304001187,
            "axes": {
              "intelligence": 63.82151983578402,
              "calibration": 55.42667769482901,
              "speed": 81.77889992920498,
              "cost": 58.609955552466516
            },
            "jevbench_score": 64.1689098892973
          }
        },
        {
          "threshold": 0.51,
          "public": {
            "n": 231,
            "escalation": 0.06060606060606061,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.24422013941522122,
            "calibration": 57.567901319016656,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.3686999656260013,
            "cost_usd_per_1000": 0.02374420780842129,
            "axes": {
              "intelligence": 67.02327327327328,
              "calibration": 57.567901319016656,
              "speed": 81.20946240988515,
              "cost": 58.73326946365972
            },
            "jevbench_score": 65.49742269614522
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0924092409240924,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.547945205479452,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5841584158415841,
            "ece_hard": 0.3109011668276338,
            "calibration": 55.97312968027483,
            "p50_s": 0.5930232793092728,
            "p95_s": 1.120798410475254,
            "cost_usd_per_1000": 0.024569540240540907,
            "axes": {
              "intelligence": 64.58864312345524,
              "calibration": 55.97312968027483,
              "speed": 81.77400751580626,
              "cost": 58.28808910640863
            },
            "jevbench_score": 64.42919613939127
          }
        },
        {
          "threshold": 0.52,
          "public": {
            "n": 231,
            "escalation": 0.06060606060606061,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.24422013941522122,
            "calibration": 57.567901319016656,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.3686999656260013,
            "cost_usd_per_1000": 0.02374420780842129,
            "axes": {
              "intelligence": 67.02327327327328,
              "calibration": 57.567901319016656,
              "speed": 81.20946240988515,
              "cost": 58.73326946365972
            },
            "jevbench_score": 65.49742269614522
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0924092409240924,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.547945205479452,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5841584158415841,
            "ece_hard": 0.3109011668276338,
            "calibration": 55.97312968027483,
            "p50_s": 0.5930232793092728,
            "p95_s": 1.120798410475254,
            "cost_usd_per_1000": 0.024569540240540907,
            "axes": {
              "intelligence": 64.58864312345524,
              "calibration": 55.97312968027483,
              "speed": 81.77400751580626,
              "cost": 58.28808910640863
            },
            "jevbench_score": 64.42919613939127
          }
        },
        {
          "threshold": 0.53,
          "public": {
            "n": 231,
            "escalation": 0.06926406926406926,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.250877932562358,
            "calibration": 56.902122004302974,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.4122533962130546,
            "cost_usd_per_1000": 0.02396889399614119,
            "axes": {
              "intelligence": 67.02327327327328,
              "calibration": 56.902122004302974,
              "speed": 81.07341869528295,
              "cost": 58.610560158533204
            },
            "jevbench_score": 65.24573289024964
          },
          "heldout": {
            "n": 303,
            "escalation": 0.10561056105610561,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.547945205479452,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5874587458745875,
            "ece_hard": 0.309044022644981,
            "calibration": 56.403274951531145,
            "p50_s": 0.5963243931531906,
            "p95_s": 1.120798410475254,
            "cost_usd_per_1000": 0.02491213106142075,
            "axes": {
              "intelligence": 64.86387248125341,
              "calibration": 56.403274951531145,
              "speed": 81.74989918749694,
              "cost": 58.10767359908055
            },
            "jevbench_score": 64.56646018491533
          }
        },
        {
          "threshold": 0.54,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.2472044747424858,
            "calibration": 57.60917146331262,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.4225786752998828,
            "cost_usd_per_1000": 0.024305923277721034,
            "axes": {
              "intelligence": 67.39864864864866,
              "calibration": 57.60917146331262,
              "speed": 81.04178203075998,
              "cost": 58.428636318772945
            },
            "jevbench_score": 65.48161584696157
          },
          "heldout": {
            "n": 303,
            "escalation": 0.12871287128712872,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5684931506849316,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5973597359735974,
            "ece_hard": 0.3133258052649631,
            "calibration": 55.97509668953293,
            "p50_s": 0.5986908316612244,
            "p95_s": 1.120798410475254,
            "cost_usd_per_1000": 0.02551166499796047,
            "axes": {
              "intelligence": 65.43921494700685,
              "calibration": 55.97509668953293,
              "speed": 81.73269886221482,
              "cost": 57.79783589772764
            },
            "jevbench_score": 64.496342579052
          }
        },
        {
          "threshold": 0.55,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.2472044747424858,
            "calibration": 57.60917146331262,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.4225786752998828,
            "cost_usd_per_1000": 0.024305923277721034,
            "axes": {
              "intelligence": 67.39864864864866,
              "calibration": 57.60917146331262,
              "speed": 81.04178203075998,
              "cost": 58.428636318772945
            },
            "jevbench_score": 65.48161584696157
          },
          "heldout": {
            "n": 303,
            "escalation": 0.12871287128712872,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5684931506849316,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5973597359735974,
            "ece_hard": 0.3133258052649631,
            "calibration": 55.97509668953293,
            "p50_s": 0.5986908316612244,
            "p95_s": 1.120798410475254,
            "cost_usd_per_1000": 0.02551166499796047,
            "axes": {
              "intelligence": 65.43921494700685,
              "calibration": 55.97509668953293,
              "speed": 81.73269886221482,
              "cost": 57.79783589772764
            },
            "jevbench_score": 64.496342579052
          }
        },
        {
          "threshold": 0.56,
          "public": {
            "n": 231,
            "escalation": 0.09090909090909091,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.24855170156324782,
            "calibration": 57.47444878123642,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.4364962704479693,
            "cost_usd_per_1000": 0.024530609465440927,
            "axes": {
              "intelligence": 67.39864864864866,
              "calibration": 57.47444878123642,
              "speed": 80.99949994559617,
              "cost": 58.30874984709447
            },
            "jevbench_score": 65.4011700252847
          },
          "heldout": {
            "n": 303,
            "escalation": 0.12871287128712872,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5684931506849316,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5973597359735974,
            "ece_hard": 0.3133258052649631,
            "calibration": 55.97509668953293,
            "p50_s": 0.5986908316612244,
            "p95_s": 1.120798410475254,
            "cost_usd_per_1000": 0.02551166499796047,
            "axes": {
              "intelligence": 65.43921494700685,
              "calibration": 55.97509668953293,
              "speed": 81.73269886221482,
              "cost": 57.79783589772764
            },
            "jevbench_score": 64.496342579052
          }
        },
        {
          "threshold": 0.57,
          "public": {
            "n": 231,
            "escalation": 0.11255411255411256,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6388888888888888,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.2640169926404773,
            "calibration": 54.248400364363064,
            "p50_s": 0.5537255644798279,
            "p95_s": 1.4364962704479693,
            "cost_usd_per_1000": 0.025092324934740666,
            "axes": {
              "intelligence": 67.5633967300634,
              "calibration": 54.248400364363064,
              "speed": 80.99400922678721,
              "cost": 58.013772915185115
            },
            "jevbench_score": 64.41998286588482
          },
          "heldout": {
            "n": 303,
            "escalation": 0.13861386138613863,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5821917808219178,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.6072607260726073,
            "ece_hard": 0.30815389021911027,
            "calibration": 56.49228819411822,
            "p50_s": 0.6008343935012818,
            "p95_s": 1.120798410475254,
            "cost_usd_per_1000": 0.025768608113620355,
            "axes": {
              "intelligence": 66.09800594864062,
              "calibration": 56.49228819411822,
              "speed": 81.71717708659592,
              "cost": 57.667271174438504
            },
            "jevbench_score": 64.76719223800568
          }
        },
        {
          "threshold": 0.58,
          "public": {
            "n": 231,
            "escalation": 0.12121212121212122,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6388888888888888,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.2643256322526132,
            "calibration": 54.217536403149474,
            "p50_s": 0.5537255644798279,
            "p95_s": 1.4364962704479693,
            "cost_usd_per_1000": 0.025317011122460563,
            "axes": {
              "intelligence": 67.5633967300634,
              "calibration": 54.217536403149474,
              "speed": 80.99400922678721,
              "cost": 57.897627027937
            },
            "jevbench_score": 64.37855568240049
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1419141914191419,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5821917808219178,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.6105610561056105,
            "ece_hard": 0.2985951361222342,
            "calibration": 57.448163603805824,
            "p50_s": 0.6008917182683945,
            "p95_s": 1.120798410475254,
            "cost_usd_per_1000": 0.02585425581884031,
            "axes": {
              "intelligence": 66.37323530643879,
              "calibration": 57.448163603805824,
              "speed": 81.71676275208478,
              "cost": 57.62403874943091
            },
            "jevbench_score": 65.09475493501058
          }
        },
        {
          "threshold": 0.59,
          "public": {
            "n": 231,
            "escalation": 0.12121212121212122,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6388888888888888,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.2643256322526132,
            "calibration": 54.217536403149474,
            "p50_s": 0.5537255644798279,
            "p95_s": 1.4364962704479693,
            "cost_usd_per_1000": 0.025317011122460563,
            "axes": {
              "intelligence": 67.5633967300634,
              "calibration": 54.217536403149474,
              "speed": 80.99400922678721,
              "cost": 57.897627027937
            },
            "jevbench_score": 64.37855568240049
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1419141914191419,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5821917808219178,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.6105610561056105,
            "ece_hard": 0.2985951361222342,
            "calibration": 57.448163603805824,
            "p50_s": 0.6008917182683945,
            "p95_s": 1.120798410475254,
            "cost_usd_per_1000": 0.02585425581884031,
            "axes": {
              "intelligence": 66.37323530643879,
              "calibration": 57.448163603805824,
              "speed": 81.71676275208478,
              "cost": 57.62403874943091
            },
            "jevbench_score": 65.09475493501058
          }
        },
        {
          "threshold": 0.6,
          "public": {
            "n": 231,
            "escalation": 0.12987012987012986,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6527777777777778,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.6796536796536796,
            "ece_hard": 0.267553286864166,
            "calibration": 53.894770941994196,
            "p50_s": 0.5537255644798279,
            "p95_s": 1.4364962704479693,
            "cost_usd_per_1000": 0.025541697310180456,
            "axes": {
              "intelligence": 68.10352018685353,
              "calibration": 53.894770941994196,
              "speed": 80.99400922678721,
              "cost": 57.78250738451238
            },
            "jevbench_score": 64.37857625462823
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1617161716171617,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.6027397260273972,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.6171617161716172,
            "ece_hard": 0.31242974877100405,
            "calibration": 54.53150644626791,
            "p50_s": 0.6067677825689316,
            "p95_s": 1.120798410475254,
            "cost_usd_per_1000": 0.026368142050160075,
            "axes": {
              "intelligence": 66.67334841439406,
              "calibration": 54.53150644626791,
              "speed": 81.67449980564413,
              "cost": 57.36761411050895
            },
            "jevbench_score": 64.24484096098857
          }
        },
        {
          "threshold": 0.61,
          "public": {
            "n": 231,
            "escalation": 0.13852813852813853,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6527777777777778,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.6796536796536796,
            "ece_hard": 0.27173345718046416,
            "calibration": 53.47675391036438,
            "p50_s": 0.5537255644798279,
            "p95_s": 1.4364962704479693,
            "cost_usd_per_1000": 0.025766383497900353,
            "axes": {
              "intelligence": 68.10352018685353,
              "calibration": 53.47675391036438,
              "speed": 80.99400922678721,
              "cost": 57.66839600822845
            },
            "jevbench_score": 64.22163261317095
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1716171617161716,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.6095890410958904,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.6171617161716172,
            "ece_hard": 0.3265447760258394,
            "calibration": 49.47356402654596,
            "p50_s": 0.6076879739761353,
            "p95_s": 1.120798410475254,
            "cost_usd_per_1000": 0.026625085165819955,
            "axes": {
              "intelligence": 66.58989987851368,
              "calibration": 49.47356402654596,
              "speed": 81.66791851810413,
              "cost": 57.24126983111844
            },
            "jevbench_score": 62.64487925108933
          }
        },
        {
          "threshold": 0.62,
          "public": {
            "n": 231,
            "escalation": 0.14285714285714285,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6527777777777778,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.6796536796536796,
            "ece_hard": 0.27173345718046416,
            "calibration": 53.47675391036438,
            "p50_s": 0.5538872867822647,
            "p95_s": 1.4364962704479693,
            "cost_usd_per_1000": 0.0258787265917603,
            "axes": {
              "intelligence": 68.10352018685353,
              "calibration": 53.47675391036438,
              "speed": 80.99274100199246,
              "cost": 57.61171293103288
            },
            "jevbench_score": 64.20559436730154
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1716171617161716,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.6095890410958904,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.6171617161716172,
            "ece_hard": 0.3265447760258394,
            "calibration": 49.47356402654596,
            "p50_s": 0.6076879739761353,
            "p95_s": 1.120798410475254,
            "cost_usd_per_1000": 0.026625085165819955,
            "axes": {
              "intelligence": 66.58989987851368,
              "calibration": 49.47356402654596,
              "speed": 81.66791851810413,
              "cost": 57.24126983111844
            },
            "jevbench_score": 62.64487925108933
          }
        },
        {
          "threshold": 0.63,
          "public": {
            "n": 231,
            "escalation": 0.16017316017316016,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6666666666666666,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.27485410783189745,
            "calibration": 53.009830967379,
            "p50_s": 0.5563413441181183,
            "p95_s": 1.4364962704479693,
            "cost_usd_per_1000": 0.026328098967200092,
            "axes": {
              "intelligence": 68.64364364364363,
              "calibration": 53.009830967379,
              "speed": 80.9735416179134,
              "cost": 57.38741494599104
            },
            "jevbench_score": 64.12525957193229
          },
          "heldout": {
            "n": 303,
            "escalation": 0.18151815181518152,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.6301369863013698,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.6270627062706271,
            "ece_hard": 0.3265447760258394,
            "calibration": 49.47356402654596,
            "p50_s": 0.6084316313266754,
            "p95_s": 1.120798410475254,
            "cost_usd_per_1000": 0.026882028281479835,
            "axes": {
              "intelligence": 67.16524234426711,
              "calibration": 49.47356402654596,
              "speed": 81.662607094415,
              "cost": 57.11613899017338
            },
            "jevbench_score": 62.74439940657516
          }
        },
        {
          "threshold": 0.64,
          "public": {
            "n": 231,
            "escalation": 0.1645021645021645,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6666666666666666,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.6883116883116883,
            "ece_hard": 0.26640718594985546,
            "calibration": 53.85452315558321,
            "p50_s": 0.5563413441181183,
            "p95_s": 1.4364962704479693,
            "cost_usd_per_1000": 0.02644044206106004,
            "axes": {
              "intelligence": 69.01901901901901,
              "calibration": 53.85452315558321,
              "speed": 80.9735416179134,
              "cost": 57.331938643056986
            },
            "jevbench_score": 64.45144851462179
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1848184818481848,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.636986301369863,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.6303630363036303,
            "ece_hard": 0.3265447760258394,
            "calibration": 49.47356402654596,
            "p50_s": 0.6108522057533264,
            "p95_s": 1.120798410475254,
            "cost_usd_per_1000": 0.026967675986699795,
            "axes": {
              "intelligence": 67.3570231661849,
              "calibration": 49.47356402654596,
              "speed": 81.64536347212439,
              "cost": 57.07469435351088
            },
            "jevbench_score": 62.77443333826848
          }
        },
        {
          "threshold": 0.65,
          "public": {
            "n": 231,
            "escalation": 0.16883116883116883,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6666666666666666,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.6883116883116883,
            "ece_hard": 0.26661263466860685,
            "calibration": 53.83397828370806,
            "p50_s": 0.5563413441181183,
            "p95_s": 1.4364962704479693,
            "cost_usd_per_1000": 0.02655278515491999,
            "axes": {
              "intelligence": 69.01901901901901,
              "calibration": 53.83397828370806,
              "speed": 80.9735416179134,
              "cost": 57.27669755501917
            },
            "jevbench_score": 64.42977139614453
          },
          "heldout": {
            "n": 303,
            "escalation": 0.19141914191419143,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.636986301369863,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.6303630363036303,
            "ece_hard": 0.3295998183975264,
            "calibration": 49.16805978937725,
            "p50_s": 0.6108522057533264,
            "p95_s": 1.120798410475254,
            "cost_usd_per_1000": 0.027138971397139715,
            "axes": {
              "intelligence": 67.3570231661849,
              "calibration": 49.16805978937725,
              "speed": 81.64536347212439,
              "cost": 56.992198500964676
            },
            "jevbench_score": 62.65463775277928
          }
        },
        {
          "threshold": 0.66,
          "public": {
            "n": 231,
            "escalation": 0.1774891774891775,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6666666666666666,
              "hard": 0.5765765765765766
            },
            "accuracy": 0.6926406926406926,
            "ece_hard": 0.26373654476627173,
            "calibration": 52.82225743958769,
            "p50_s": 0.5563752442598343,
            "p95_s": 1.4364962704479693,
            "cost_usd_per_1000": 0.026777471342639886,
            "axes": {
              "intelligence": 69.3943943943944,
              "calibration": 52.82225743958769,
              "speed": 80.97327699267744,
              "cost": 57.166913104023955
            },
            "jevbench_score": 64.18106970929136
          },
          "heldout": {
            "n": 303,
            "escalation": 0.21782178217821782,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.6575342465753424,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.6435643564356436,
            "ece_hard": 0.3286472536292751,
            "calibration": 49.26331626620238,
            "p50_s": 0.6203177213668823,
            "p95_s": 1.120798410475254,
            "cost_usd_per_1000": 0.0278241530388994,
            "axes": {
              "intelligence": 69.09903229860501,
              "calibration": 49.26331626620238,
              "speed": 81.5785830528343,
              "cost": 56.667341398617744
            },
            "jevbench_score": 62.98340724737732
          }
        },
        {
          "threshold": 0.67,
          "public": {
            "n": 231,
            "escalation": 0.18614718614718614,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6666666666666666,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.696969696969697,
            "ece_hard": 0.26038638098739647,
            "calibration": 53.157273817475215,
            "p50_s": 0.5563752442598343,
            "p95_s": 1.4364962704479693,
            "cost_usd_per_1000": 0.02700215753035978,
            "axes": {
              "intelligence": 69.76976976976977,
              "calibration": 53.157273817475215,
              "speed": 80.97327699267744,
              "cost": 57.05804600179206
            },
            "jevbench_score": 64.33868052784132
          },
          "heldout": {
            "n": 303,
            "escalation": 0.23102310231023102,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.6643835616438356,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.6501650165016502,
            "ece_hard": 0.3322089472417288,
            "calibration": 51.03041822398225,
            "p50_s": 0.6225624173879624,
            "p95_s": 1.1283639609813687,
            "cost_usd_per_1000": 0.02816674385977924,
            "axes": {
              "intelligence": 70.45747978718948,
              "calibration": 51.03041822398225,
              "speed": 81.53367893491264,
              "cost": 56.50790066653437
            },
            "jevbench_score": 63.79705203126036
          }
        },
        {
          "threshold": 0.68,
          "public": {
            "n": 231,
            "escalation": 0.19047619047619047,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6805555555555556,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.26038638098739647,
            "calibration": 53.157273817475215,
            "p50_s": 0.5565016955137253,
            "p95_s": 1.4364962704479693,
            "cost_usd_per_1000": 0.027114500624219728,
            "axes": {
              "intelligence": 70.30989322655991,
              "calibration": 53.157273817475215,
              "speed": 80.97229005368952,
              "cost": 57.003951690545136
            },
            "jevbench_score": 64.4473598819897
          },
          "heldout": {
            "n": 303,
            "escalation": 0.264026402640264,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.66996699669967,
            "ece_hard": 0.3351163464543423,
            "calibration": 50.739678302720904,
            "p50_s": 0.635247477889061,
            "p95_s": 1.1286718428134916,
            "cost_usd_per_1000": 0.02902322091197884,
            "axes": {
              "intelligence": 71.60816471869633,
              "calibration": 50.739678302720904,
              "speed": 81.44489359790727,
              "cost": 56.11763177485594
            },
            "jevbench_score": 63.83639626570423
          }
        },
        {
          "threshold": 0.69,
          "public": {
            "n": 231,
            "escalation": 0.19047619047619047,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6805555555555556,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.26038638098739647,
            "calibration": 53.157273817475215,
            "p50_s": 0.5565016955137253,
            "p95_s": 1.4364962704479693,
            "cost_usd_per_1000": 0.027114500624219728,
            "axes": {
              "intelligence": 70.30989322655991,
              "calibration": 53.157273817475215,
              "speed": 80.97229005368952,
              "cost": 57.003951690545136
            },
            "jevbench_score": 64.4473598819897
          },
          "heldout": {
            "n": 303,
            "escalation": 0.26732673267326734,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.7054794520547946,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.66996699669967,
            "ece_hard": 0.3351163464543423,
            "calibration": 50.739678302720904,
            "p50_s": 0.635247477889061,
            "p95_s": 1.1286718428134916,
            "cost_usd_per_1000": 0.029108868617198802,
            "axes": {
              "intelligence": 71.60816471869633,
              "calibration": 50.739678302720904,
              "speed": 81.44489359790727,
              "cost": 56.0792402224655
            },
            "jevbench_score": 63.82547542288734
          }
        },
        {
          "threshold": 0.7,
          "public": {
            "n": 231,
            "escalation": 0.19913419913419914,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6805555555555556,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7056277056277056,
            "ece_hard": 0.2527909015390277,
            "calibration": 53.91682176231209,
            "p50_s": 0.5565016955137253,
            "p95_s": 1.4747059546411037,
            "cost_usd_per_1000": 0.02733918681193962,
            "axes": {
              "intelligence": 70.68526860193528,
              "calibration": 53.91682176231209,
              "speed": 80.85828074278152,
              "cost": 56.89643222231397
            },
            "jevbench_score": 64.70914825569797
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2739273927392739,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.7123287671232876,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.6732673267326733,
            "ece_hard": 0.33288186852422397,
            "calibration": 50.96312609573273,
            "p50_s": 0.6424911558628082,
            "p95_s": 1.1286718428134916,
            "cost_usd_per_1000": 0.029280164027638722,
            "axes": {
              "intelligence": 71.79994554061413,
              "calibration": 50.96312609573273,
              "speed": 81.39565155431104,
              "cost": 56.00279484060318
            },
            "jevbench_score": 63.90690275101672
          }
        },
        {
          "threshold": 0.71,
          "public": {
            "n": 231,
            "escalation": 0.22077922077922077,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.70995670995671,
            "ece_hard": 0.26710066926452947,
            "calibration": 52.485844989761915,
            "p50_s": 0.5587625443935395,
            "p95_s": 1.4747059546411037,
            "cost_usd_per_1000": 0.027900902281239363,
            "axes": {
              "intelligence": 71.39014014014015,
              "calibration": 52.485844989761915,
              "speed": 80.84067279835384,
              "cost": 56.63145255832192
            },
            "jevbench_score": 64.35643997531017
          },
          "heldout": {
            "n": 303,
            "escalation": 0.297029702970297,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.7534246575342466,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.693069306930693,
            "ece_hard": 0.33288186852422397,
            "calibration": 50.96312609573273,
            "p50_s": 0.6549014985561371,
            "p95_s": 1.1286718428134916,
            "cost_usd_per_1000": 0.029879697964178442,
            "axes": {
              "intelligence": 72.95063047212098,
              "calibration": 50.96312609573273,
              "speed": 81.3125632505591,
              "cost": 55.73871390565259
            },
            "jevbench_score": 64.06929220942753
          }
        },
        {
          "threshold": 0.72,
          "public": {
            "n": 231,
            "escalation": 0.22077922077922077,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.70995670995671,
            "ece_hard": 0.26710066926452947,
            "calibration": 52.485844989761915,
            "p50_s": 0.5587625443935395,
            "p95_s": 1.4747059546411037,
            "cost_usd_per_1000": 0.027900902281239363,
            "axes": {
              "intelligence": 71.39014014014015,
              "calibration": 52.485844989761915,
              "speed": 80.84067279835384,
              "cost": 56.63145255832192
            },
            "jevbench_score": 64.35643997531017
          },
          "heldout": {
            "n": 303,
            "escalation": 0.297029702970297,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.7534246575342466,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.693069306930693,
            "ece_hard": 0.33288186852422397,
            "calibration": 50.96312609573273,
            "p50_s": 0.6549014985561371,
            "p95_s": 1.1286718428134916,
            "cost_usd_per_1000": 0.029879697964178442,
            "axes": {
              "intelligence": 72.95063047212098,
              "calibration": 50.96312609573273,
              "speed": 81.3125632505591,
              "cost": 55.73871390565259
            },
            "jevbench_score": 64.06929220942753
          }
        },
        {
          "threshold": 0.73,
          "public": {
            "n": 231,
            "escalation": 0.22077922077922077,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.70995670995671,
            "ece_hard": 0.26710066926452947,
            "calibration": 52.485844989761915,
            "p50_s": 0.5587625443935395,
            "p95_s": 1.4747059546411037,
            "cost_usd_per_1000": 0.027900902281239363,
            "axes": {
              "intelligence": 71.39014014014015,
              "calibration": 52.485844989761915,
              "speed": 80.84067279835384,
              "cost": 56.63145255832192
            },
            "jevbench_score": 64.35643997531017
          },
          "heldout": {
            "n": 303,
            "escalation": 0.30363036303630364,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.7602739726027398,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.6963696369636964,
            "ece_hard": 0.33288186852422397,
            "calibration": 50.96312609573273,
            "p50_s": 0.655505919456482,
            "p95_s": 1.1286718428134916,
            "cost_usd_per_1000": 0.030050993374618362,
            "axes": {
              "intelligence": 73.1424112940388,
              "calibration": 50.96312609573273,
              "speed": 81.30855691364778,
              "cost": 55.664235017672915
            },
            "jevbench_score": 64.08914207112447
          }
        },
        {
          "threshold": 0.74,
          "public": {
            "n": 231,
            "escalation": 0.22510822510822512,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.25989188542934216,
            "calibration": 53.206723373280646,
            "p50_s": 0.5587625443935395,
            "p95_s": 1.5043965779244899,
            "cost_usd_per_1000": 0.028013245375099312,
            "axes": {
              "intelligence": 71.76551551551552,
              "calibration": 53.206723373280646,
              "speed": 80.75410376849155,
              "cost": 56.57909723848732
            },
            "jevbench_score": 64.62874679723933
          },
          "heldout": {
            "n": 303,
            "escalation": 0.31683168316831684,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.7808219178082192,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7062706270627063,
            "ece_hard": 0.33517888581453914,
            "calibration": 50.733424366701215,
            "p50_s": 0.6719379365444184,
            "p95_s": 1.1286718428134916,
            "cost_usd_per_1000": 0.030393584195498202,
            "axes": {
              "intelligence": 73.71775375979222,
              "calibration": 50.733424366701215,
              "speed": 81.20103147889616,
              "cost": 55.516542467945555
            },
            "jevbench_score": 64.0785324465737
          }
        },
        {
          "threshold": 0.75,
          "public": {
            "n": 231,
            "escalation": 0.23376623376623376,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7229437229437229,
            "ece_hard": 0.24811747118757388,
            "calibration": 54.38416479745747,
            "p50_s": 0.5630453020334244,
            "p95_s": 1.5043965779244899,
            "cost_usd_per_1000": 0.028237931562819205,
            "axes": {
              "intelligence": 72.68101434768103,
              "calibration": 54.38416479745747,
              "speed": 80.7209432401041,
              "cost": 56.475013559790185
            },
            "jevbench_score": 65.15293788287313
          },
          "heldout": {
            "n": 303,
            "escalation": 0.31683168316831684,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.7808219178082192,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7062706270627063,
            "ece_hard": 0.33517888581453914,
            "calibration": 50.733424366701215,
            "p50_s": 0.6719379365444184,
            "p95_s": 1.1286718428134916,
            "cost_usd_per_1000": 0.030393584195498202,
            "axes": {
              "intelligence": 73.71775375979222,
              "calibration": 50.733424366701215,
              "speed": 81.20103147889616,
              "cost": 55.516542467945555
            },
            "jevbench_score": 64.0785324465737
          }
        },
        {
          "threshold": 0.76,
          "public": {
            "n": 231,
            "escalation": 0.24675324675324675,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7229437229437229,
            "ece_hard": 0.2476327117698351,
            "calibration": 54.75166494624854,
            "p50_s": 0.5630453020334244,
            "p95_s": 1.5043965779244899,
            "cost_usd_per_1000": 0.028574960844399047,
            "axes": {
              "intelligence": 72.68101434768103,
              "calibration": 54.75166494624854,
              "speed": 80.7209432401041,
              "cost": 56.320430681075514
            },
            "jevbench_score": 65.21802250604368
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3333333333333333,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8013698630136986,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7194719471947195,
            "ece_hard": 0.3280982234794359,
            "calibration": 51.44149060021154,
            "p50_s": 0.6774831205606461,
            "p95_s": 1.1286718428134916,
            "cost_usd_per_1000": 0.030821822721598002,
            "axes": {
              "intelligence": 74.5683255833438,
              "calibration": 51.44149060021154,
              "speed": 81.16533829977527,
              "cost": 55.33425045471382
            },
            "jevbench_score": 64.42555115271709
          }
        },
        {
          "threshold": 0.77,
          "public": {
            "n": 231,
            "escalation": 0.2510822510822511,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7229437229437229,
            "ece_hard": 0.24955544327053508,
            "calibration": 54.55939179617853,
            "p50_s": 0.5630453020334244,
            "p95_s": 1.5043965779244899,
            "cost_usd_per_1000": 0.028687303938258996,
            "axes": {
              "intelligence": 72.68101434768103,
              "calibration": 54.55939179617853,
              "speed": 80.7209432401041,
              "cost": 56.2693079580809
            },
            "jevbench_score": 65.1458980836118
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3333333333333333,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8013698630136986,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7194719471947195,
            "ece_hard": 0.3280982234794359,
            "calibration": 51.44149060021154,
            "p50_s": 0.6774831205606461,
            "p95_s": 1.1286718428134916,
            "cost_usd_per_1000": 0.030821822721598002,
            "axes": {
              "intelligence": 74.5683255833438,
              "calibration": 51.44149060021154,
              "speed": 81.16533829977527,
              "cost": 55.33425045471382
            },
            "jevbench_score": 64.42555115271709
          }
        },
        {
          "threshold": 0.78,
          "public": {
            "n": 231,
            "escalation": 0.2727272727272727,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.23938206909436277,
            "calibration": 55.576729213795765,
            "p50_s": 0.5651318520307541,
            "p95_s": 1.5070105396211146,
            "cost_usd_per_1000": 0.029249019407558734,
            "axes": {
              "intelligence": 73.0563897230564,
              "calibration": 55.576729213795765,
              "speed": 80.69733924590882,
              "cost": 56.01666068030005
            },
            "jevbench_score": 65.45335394438592
          },
          "heldout": {
            "n": 303,
            "escalation": 0.35313531353135313,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.815068493150685,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7293729372937293,
            "ece_hard": 0.3241917435366488,
            "calibration": 51.02370937170731,
            "p50_s": 0.6951174080371857,
            "p95_s": 1.2148109033703782,
            "cost_usd_per_1000": 0.03133570895291776,
            "axes": {
              "intelligence": 75.2271165849776,
              "calibration": 51.02370937170731,
              "speed": 80.73433153970151,
              "cost": 55.118814255481226
            },
            "jevbench_score": 64.2874413346338
          }
        },
        {
          "threshold": 0.79,
          "public": {
            "n": 231,
            "escalation": 0.27705627705627706,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.23862440905451748,
            "calibration": 55.6524952177803,
            "p50_s": 0.5651318520307541,
            "p95_s": 1.5138229928910731,
            "cost_usd_per_1000": 0.029361362501418683,
            "axes": {
              "intelligence": 73.0563897230564,
              "calibration": 55.6524952177803,
              "speed": 80.67775116965697,
              "cost": 55.96671385118233
            },
            "jevbench_score": 65.45707728890314
          },
          "heldout": {
            "n": 303,
            "escalation": 0.35973597359735976,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.815068493150685,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.7293729372937293,
            "ece_hard": 0.3281465079488912,
            "calibration": 50.62823293048308,
            "p50_s": 0.6960485965013504,
            "p95_s": 1.2787909343838677,
            "cost_usd_per_1000": 0.03150700436335769,
            "axes": {
              "intelligence": 75.2271165849776,
              "calibration": 50.62823293048308,
              "speed": 80.50560889089522,
              "cost": 55.0477866070741
            },
            "jevbench_score": 64.09634960805757
          }
        },
        {
          "threshold": 0.8,
          "public": {
            "n": 231,
            "escalation": 0.2857142857142857,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7316017316017316,
            "ece_hard": 0.2332254864015691,
            "calibration": 56.19238748307514,
            "p50_s": 0.5651318520307541,
            "p95_s": 1.5138229928910731,
            "cost_usd_per_1000": 0.029586048689138576,
            "axes": {
              "intelligence": 73.43176509843178,
              "calibration": 56.19238748307514,
              "speed": 80.67775116965697,
              "cost": 55.86739097125985
            },
            "jevbench_score": 65.67021023144495
          },
          "heldout": {
            "n": 303,
            "escalation": 0.38613861386138615,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8287671232876712,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.32979385645745596,
            "calibration": 50.4634980796266,
            "p50_s": 0.7260566294193268,
            "p95_s": 1.2861934348940849,
            "cost_usd_per_1000": 0.03219218600511737,
            "axes": {
              "intelligence": 75.61067822881321,
              "calibration": 50.4634980796266,
              "speed": 80.2972321631552,
              "cost": 54.76748594852223
            },
            "jevbench_score": 64.00235681501232
          }
        },
        {
          "threshold": 0.81,
          "public": {
            "n": 231,
            "escalation": 0.2857142857142857,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7316017316017316,
            "ece_hard": 0.2332254864015691,
            "calibration": 56.19238748307514,
            "p50_s": 0.5651318520307541,
            "p95_s": 1.5138229928910731,
            "cost_usd_per_1000": 0.029586048689138576,
            "axes": {
              "intelligence": 73.43176509843178,
              "calibration": 56.19238748307514,
              "speed": 80.67775116965697,
              "cost": 55.86739097125985
            },
            "jevbench_score": 65.67021023144495
          },
          "heldout": {
            "n": 303,
            "escalation": 0.38943894389438943,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8287671232876712,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.735973597359736,
            "ece_hard": 0.3313364755281123,
            "calibration": 50.30923617256097,
            "p50_s": 0.7260566294193268,
            "p95_s": 1.2974561408162113,
            "cost_usd_per_1000": 0.03227783371033733,
            "axes": {
              "intelligence": 75.61067822881321,
              "calibration": 50.30923617256097,
              "speed": 80.25936818916537,
              "cost": 54.73286860438806
            },
            "jevbench_score": 63.93574073646394
          }
        },
        {
          "threshold": 0.82,
          "public": {
            "n": 231,
            "escalation": 0.2857142857142857,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7316017316017316,
            "ece_hard": 0.2332254864015691,
            "calibration": 56.19238748307514,
            "p50_s": 0.5651318520307541,
            "p95_s": 1.5138229928910731,
            "cost_usd_per_1000": 0.029586048689138576,
            "axes": {
              "intelligence": 73.43176509843178,
              "calibration": 56.19238748307514,
              "speed": 80.67775116965697,
              "cost": 55.86739097125985
            },
            "jevbench_score": 65.67021023144495
          },
          "heldout": {
            "n": 303,
            "escalation": 0.429042904290429,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8561643835616438,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7524752475247525,
            "ece_hard": 0.33132639481871223,
            "calibration": 50.310244243500975,
            "p50_s": 0.769572751224041,
            "p95_s": 1.3029031932353972,
            "cost_usd_per_1000": 0.03330560617297685,
            "axes": {
              "intelligence": 76.6530308742826,
              "calibration": 50.310244243500975,
              "speed": 79.98838169573686,
              "cost": 54.32447972898722
            },
            "jevbench_score": 63.98115279983164
          }
        },
        {
          "threshold": 0.83,
          "public": {
            "n": 231,
            "escalation": 0.29004329004329005,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7316017316017316,
            "ece_hard": 0.23419887131490175,
            "calibration": 56.09504899174187,
            "p50_s": 0.5651318520307541,
            "p95_s": 1.5138229928910731,
            "cost_usd_per_1000": 0.029698391782998525,
            "axes": {
              "intelligence": 73.43176509843178,
              "calibration": 56.09504899174187,
              "speed": 80.67775116965697,
              "cost": 55.818012034301745
            },
            "jevbench_score": 65.6272433237828
          },
          "heldout": {
            "n": 303,
            "escalation": 0.43564356435643564,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8561643835616438,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7524752475247525,
            "ece_hard": 0.33132639481871223,
            "calibration": 50.310244243500975,
            "p50_s": 0.7696364015340805,
            "p95_s": 1.3029031932353972,
            "cost_usd_per_1000": 0.03347690158341677,
            "axes": {
              "intelligence": 76.6530308742826,
              "calibration": 50.310244243500975,
              "speed": 79.98802251156248,
              "cost": 54.25764233353019
            },
            "jevbench_score": 63.9613923210539
          }
        },
        {
          "threshold": 0.84,
          "public": {
            "n": 231,
            "escalation": 0.30735930735930733,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7316017316017316,
            "ece_hard": 0.24011144846914487,
            "calibration": 55.50379127631756,
            "p50_s": 0.5724019199609757,
            "p95_s": 1.5138229928910731,
            "cost_usd_per_1000": 0.03014776415843832,
            "axes": {
              "intelligence": 73.43176509843178,
              "calibration": 55.50379127631756,
              "speed": 80.62223820903617,
              "cost": 55.622346724280355
            },
            "jevbench_score": 65.38493463220308
          },
          "heldout": {
            "n": 303,
            "escalation": 0.44224422442244227,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8698630136986302,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.759075907590759,
            "ece_hard": 0.33132639481871223,
            "calibration": 50.310244243500975,
            "p50_s": 0.772303269803524,
            "p95_s": 1.3029031932353972,
            "cost_usd_per_1000": 0.03364819699385669,
            "axes": {
              "intelligence": 77.03659251811821,
              "calibration": 50.310244243500975,
              "speed": 79.97299977948309,
              "cost": 54.19114606200929
            },
            "jevbench_score": 64.01861927689347
          }
        },
        {
          "threshold": 0.85,
          "public": {
            "n": 231,
            "escalation": 0.31601731601731603,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.2485662610244598,
            "calibration": 54.65831002078606,
            "p50_s": 0.5724860668182373,
            "p95_s": 1.5295075267553329,
            "cost_usd_per_1000": 0.030372450346158215,
            "axes": {
              "intelligence": 73.0563897230564,
              "calibration": 54.65831002078606,
              "speed": 80.57683460227634,
              "cost": 55.52560507792729
            },
            "jevbench_score": 65.01363925572078
          },
          "heldout": {
            "n": 303,
            "escalation": 0.4521452145214521,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8698630136986302,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.759075907590759,
            "ece_hard": 0.3330161651703568,
            "calibration": 50.141267208336515,
            "p50_s": 0.7730389326810837,
            "p95_s": 1.3029031932353972,
            "cost_usd_per_1000": 0.03390514010951657,
            "axes": {
              "intelligence": 77.03659251811821,
              "calibration": 50.141267208336515,
              "speed": 79.96886484610863,
              "cost": 54.09203369817483
            },
            "jevbench_score": 63.93470312367226
          }
        },
        {
          "threshold": 0.86,
          "public": {
            "n": 231,
            "escalation": 0.3203463203463203,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.24987647529254448,
            "calibration": 54.527288593977595,
            "p50_s": 0.5724860668182373,
            "p95_s": 1.5295075267553329,
            "cost_usd_per_1000": 0.03048479344001816,
            "axes": {
              "intelligence": 73.0563897230564,
              "calibration": 54.527288593977595,
              "speed": 80.57683460227634,
              "cost": 55.477502300217274
            },
            "jevbench_score": 64.96056640384292
          },
          "heldout": {
            "n": 303,
            "escalation": 0.47194719471947194,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8904109589041096,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.7755775577557755,
            "ece_hard": 0.317352532876582,
            "calibration": 51.707630437714,
            "p50_s": 0.7797016367316246,
            "p95_s": 1.3029031932353972,
            "cost_usd_per_1000": 0.03441902634083634,
            "axes": {
              "intelligence": 78.16239369946798,
              "calibration": 51.707630437714,
              "speed": 79.93159405638585,
              "cost": 53.89604257991348
            },
            "jevbench_score": 64.59619839104852
          }
        },
        {
          "threshold": 0.87,
          "public": {
            "n": 231,
            "escalation": 0.3333333333333333,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.25086233184935813,
            "calibration": 54.428702938296226,
            "p50_s": 0.5749294698238373,
            "p95_s": 1.5295075267553329,
            "cost_usd_per_1000": 0.030821822721598002,
            "axes": {
              "intelligence": 73.0563897230564,
              "calibration": 54.428702938296226,
              "speed": 80.5583381114668,
              "cost": 55.33425045471382
            },
            "jevbench_score": 64.8855036951728
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5016501650165016,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8972602739726028,
              "hard": 0.5871559633027523
            },
            "accuracy": 0.7854785478547854,
            "ece_hard": 0.2995729388995245,
            "calibration": 53.485589835419745,
            "p50_s": 0.7821924328804016,
            "p95_s": 1.3428442820906634,
            "cost_usd_per_1000": 0.03518985568781598,
            "axes": {
              "intelligence": 78.90463323698211,
              "calibration": 53.485589835419745,
              "speed": 79.78660735578929,
              "cost": 53.60747542556122
            },
            "jevbench_score": 65.18139669426918
          }
        },
        {
          "threshold": 0.88,
          "public": {
            "n": 231,
            "escalation": 0.3463203463203463,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7316017316017316,
            "ece_hard": 0.24475814431504095,
            "calibration": 55.03912169172795,
            "p50_s": 0.5749294698238373,
            "p95_s": 1.5505021527409553,
            "cost_usd_per_1000": 0.031158852003177848,
            "axes": {
              "intelligence": 73.43176509843178,
              "calibration": 55.03912169172795,
              "speed": 80.49913056094756,
              "cost": 55.192556547188424
            },
            "jevbench_score": 65.09637290690682
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5016501650165016,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8972602739726028,
              "hard": 0.5871559633027523
            },
            "accuracy": 0.7854785478547854,
            "ece_hard": 0.2995729388995245,
            "calibration": 53.485589835419745,
            "p50_s": 0.7821924328804016,
            "p95_s": 1.3428442820906634,
            "cost_usd_per_1000": 0.03518985568781598,
            "axes": {
              "intelligence": 78.90463323698211,
              "calibration": 53.485589835419745,
              "speed": 79.78660735578929,
              "cost": 53.60747542556122
            },
            "jevbench_score": 65.18139669426918
          }
        },
        {
          "threshold": 0.89,
          "public": {
            "n": 231,
            "escalation": 0.3593073593073593,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.24475814431504095,
            "calibration": 55.03912169172795,
            "p50_s": 0.5810501962900162,
            "p95_s": 1.5505021527409553,
            "cost_usd_per_1000": 0.03149588128475769,
            "axes": {
              "intelligence": 72.89164164164164,
              "calibration": 55.03912169172795,
              "speed": 80.4531397420952,
              "cost": 55.05238705512493
            },
            "jevbench_score": 64.92576785177982
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5247524752475248,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9041095890410958,
              "hard": 0.5963302752293578
            },
            "accuracy": 0.7920792079207921,
            "ece_hard": 0.28897457131327225,
            "calibration": 54.54542659404497,
            "p50_s": 0.7854591920971871,
            "p95_s": 1.3428442820906634,
            "cost_usd_per_1000": 0.0357893896243557,
            "axes": {
              "intelligence": 79.37164341669809,
              "calibration": 54.54542659404497,
              "speed": 79.76850719204685,
              "cost": 53.387371248664195
            },
            "jevbench_score": 65.52747437170514
          }
        },
        {
          "threshold": 0.9,
          "public": {
            "n": 231,
            "escalation": 0.3722943722943723,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7229437229437229,
            "ece_hard": 0.253147430415549,
            "calibration": 54.20019308167714,
            "p50_s": 0.5851256638765335,
            "p95_s": 1.5505021527409553,
            "cost_usd_per_1000": 0.03183291056633754,
            "axes": {
              "intelligence": 72.51626626626627,
              "calibration": 54.20019308167714,
              "speed": 80.42278479564052,
              "cost": 54.91370952646843
            },
            "jevbench_score": 64.5466994033858
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5346534653465347,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9041095890410958,
              "hard": 0.5963302752293578
            },
            "accuracy": 0.7920792079207921,
            "ece_hard": 0.2899519510423916,
            "calibration": 54.44768862113304,
            "p50_s": 0.7884413316845894,
            "p95_s": 1.3428442820906634,
            "cost_usd_per_1000": 0.03604633274001558,
            "axes": {
              "intelligence": 79.37164341669809,
              "calibration": 54.44768862113304,
              "speed": 79.75204962948342,
              "cost": 53.29416738058839
            },
            "jevbench_score": 65.46611798877501
          }
        },
        {
          "threshold": 0.91,
          "public": {
            "n": 231,
            "escalation": 0.3939393939393939,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.2563939727178648,
            "calibration": 53.87553885144557,
            "p50_s": 0.5868345886468888,
            "p95_s": 1.5729120425879954,
            "cost_usd_per_1000": 0.032394626035637274,
            "axes": {
              "intelligence": 73.0563897230564,
              "calibration": 53.87553885144557,
              "speed": 80.34779858793763,
              "cost": 54.68581087587814
            },
            "jevbench_score": 64.48736295951903
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5445544554455446,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9178082191780822,
              "hard": 0.5963302752293578
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.29076300585982884,
            "calibration": 54.36658313938931,
            "p50_s": 0.7916510790586472,
            "p95_s": 1.3428442820906634,
            "cost_usd_per_1000": 0.03630327585567546,
            "axes": {
              "intelligence": 79.75520506053371,
              "calibration": 54.36658313938931,
              "speed": 79.73440537677043,
              "cost": 53.20162552837711
            },
            "jevbench_score": 65.48855897429857
          }
        },
        {
          "threshold": 0.92,
          "public": {
            "n": 231,
            "escalation": 0.4155844155844156,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.25309935388516536,
            "calibration": 56.66444195372783,
            "p50_s": 0.6046394348144531,
            "p95_s": 1.5729120425879954,
            "cost_usd_per_1000": 0.032956341504937016,
            "axes": {
              "intelligence": 73.0563897230564,
              "calibration": 56.66444195372783,
              "speed": 80.21799093875035,
              "cost": 54.46183016447051
            },
            "jevbench_score": 65.21285422662278
          },
          "heldout": {
            "n": 303,
            "escalation": 0.570957095709571,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9178082191780822,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.2836325915330308,
            "calibration": 55.07962457206912,
            "p50_s": 0.7934435546398163,
            "p95_s": 1.3441746316850183,
            "cost_usd_per_1000": 0.03698845749743514,
            "axes": {
              "intelligence": 78.86376775166522,
              "calibration": 55.07962457206912,
              "speed": 79.72028268605419,
              "cost": 52.95801338115475
            },
            "jevbench_score": 65.43984350390694
          }
        },
        {
          "threshold": 0.93,
          "public": {
            "n": 231,
            "escalation": 0.43722943722943725,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7316017316017316,
            "ece_hard": 0.2550618727169931,
            "calibration": 56.092134968249596,
            "p50_s": 0.635255092382431,
            "p95_s": 1.5729120425879954,
            "cost_usd_per_1000": 0.03351805697423675,
            "axes": {
              "intelligence": 73.59651317984653,
              "calibration": 56.092134968249596,
              "speed": 80.00347407329882,
              "cost": 54.241634954676485
            },
            "jevbench_score": 65.0579248957372
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5874587458745875,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9178082191780822,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.28174864837722746,
            "calibration": 55.26801888764945,
            "p50_s": 0.7937427327036858,
            "p95_s": 1.3441746316850183,
            "cost_usd_per_1000": 0.03741669602353494,
            "axes": {
              "intelligence": 78.86376775166522,
              "calibration": 55.26801888764945,
              "speed": 79.71864543169005,
              "cost": 52.80803692899604
            },
            "jevbench_score": 65.44897332454669
          }
        },
        {
          "threshold": 0.94,
          "public": {
            "n": 231,
            "escalation": 0.4588744588744589,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7402597402597403,
            "ece_hard": 0.24779820956123877,
            "calibration": 56.81850128382503,
            "p50_s": 0.7361026495695114,
            "p95_s": 1.5729120425879954,
            "cost_usd_per_1000": 0.034079772443536493,
            "axes": {
              "intelligence": 74.51201201201201,
              "calibration": 56.81850128382503,
              "speed": 79.36357181533658,
              "cost": 54.025099412623476
            },
            "jevbench_score": 65.27294551569697
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6204620462046204,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9178082191780822,
              "hard": 0.6238532110091743
            },
            "accuracy": 0.8052805280528053,
            "ece_hard": 0.26423412864658846,
            "calibration": 57.019470860713355,
            "p50_s": 0.7992249444127083,
            "p95_s": 1.4028187438845618,
            "cost_usd_per_1000": 0.03827317307573454,
            "axes": {
              "intelligence": 79.41422646726154,
              "calibration": 57.019470860713355,
              "speed": 79.50329409800838,
              "cost": 52.513165919920645
            },
            "jevbench_score": 65.9392046598166
          }
        },
        {
          "threshold": 0.95,
          "public": {
            "n": 231,
            "escalation": 0.47186147186147187,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7359307359307359,
            "ece_hard": 0.2552117031899332,
            "calibration": 56.077151920955586,
            "p50_s": 0.7458489030599594,
            "p95_s": 1.5729120425879954,
            "cost_usd_per_1000": 0.03441680172511634,
            "axes": {
              "intelligence": 74.13663663663664,
              "calibration": 56.077151920955586,
              "speed": 79.30644707155861,
              "cost": 53.89688470387046
            },
            "jevbench_score": 64.92661276592354
          },
          "heldout": {
            "n": 303,
            "escalation": 0.636963696369637,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.9246575342465754,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8151815181518152,
            "ece_hard": 0.24187768395658696,
            "calibration": 59.255115329713504,
            "p50_s": 0.7995885103940964,
            "p95_s": 1.4093246273696423,
            "cost_usd_per_1000": 0.038701411601834344,
            "axes": {
              "intelligence": 80.15646600477568,
              "calibration": 59.255115329713504,
              "speed": 79.48122413946797,
              "cost": 52.368195824853665
            },
            "jevbench_score": 66.68054520468542
          }
        },
        {
          "threshold": 0.96,
          "public": {
            "n": 231,
            "escalation": 0.5064935064935064,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.2331785445062401,
            "calibration": 59.07543684012285,
            "p50_s": 0.754132778942585,
            "p95_s": 1.5729120425879954,
            "cost_usd_per_1000": 0.03531554647599591,
            "axes": {
              "intelligence": 75.4275108441775,
              "calibration": 59.07543684012285,
              "speed": 79.25847744360823,
              "cost": 53.56102207144861
            },
            "jevbench_score": 65.94894078801191
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6501650165016502,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9246575342465754,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.8250825082508251,
            "ece_hard": 0.2243717028724463,
            "calibration": 61.00571343812757,
            "p50_s": 0.8045990258455277,
            "p95_s": 1.4093246273696423,
            "cost_usd_per_1000": 0.039044002422714184,
            "axes": {
              "intelligence": 81.87359138703867,
              "calibration": 61.00571343812757,
              "speed": 79.45409456466291,
              "cost": 52.25337006852936
            },
            "jevbench_score": 67.4817342090295
          }
        },
        {
          "threshold": 0.97,
          "public": {
            "n": 231,
            "escalation": 0.5194805194805194,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.2331785445062401,
            "calibration": 59.07543684012285,
            "p50_s": 0.7583087027072907,
            "p95_s": 1.5729120425879954,
            "cost_usd_per_1000": 0.03565257575757576,
            "axes": {
              "intelligence": 75.4275108441775,
              "calibration": 59.07543684012285,
              "speed": 79.23449522309356,
              "cost": 53.437272658605536
            },
            "jevbench_score": 65.90582857805916
          },
          "heldout": {
            "n": 303,
            "escalation": 0.66996699669967,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9246575342465754,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.8250825082508251,
            "ece_hard": 0.2215725717457204,
            "calibration": 61.28562655080016,
            "p50_s": 0.8049376547336579,
            "p95_s": 1.4093246273696423,
            "cost_usd_per_1000": 0.039557888654033944,
            "axes": {
              "intelligence": 81.87359138703867,
              "calibration": 61.28562655080016,
              "speed": 79.45226714859376,
              "cost": 52.08300688917119
            },
            "jevbench_score": 67.50348640556179
          }
        },
        {
          "threshold": 0.98,
          "public": {
            "n": 231,
            "escalation": 0.5670995670995671,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7575757575757576,
            "ece_hard": 0.22108134892973885,
            "calibration": 60.285156397772965,
            "p50_s": 0.767550015449524,
            "p95_s": 1.5729120425879954,
            "cost_usd_per_1000": 0.036888349790035184,
            "axes": {
              "intelligence": 76.34300967634302,
              "calibration": 60.285156397772965,
              "speed": 79.18188877722798,
              "cost": 52.99332317847252
            },
            "jevbench_score": 66.29132051818229
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6864686468646864,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9246575342465754,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.8250825082508251,
            "ece_hard": 0.21633695028446237,
            "calibration": 61.80918869692596,
            "p50_s": 0.8052033945918083,
            "p95_s": 1.418343103677034,
            "cost_usd_per_1000": 0.03998612718013375,
            "axes": {
              "intelligence": 81.87359138703867,
              "calibration": 61.80918869692596,
              "speed": 79.42313101497078,
              "cost": 51.94271971076275
            },
            "jevbench_score": 67.59540015990072
          }
        },
        {
          "threshold": 0.99,
          "public": {
            "n": 231,
            "escalation": 0.6320346320346321,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.2101527114369838,
            "calibration": 61.378020147048474,
            "p50_s": 0.7777980506420136,
            "p95_s": 1.5729120425879954,
            "cost_usd_per_1000": 0.038573496197934404,
            "axes": {
              "intelligence": 77.25850850850851,
              "calibration": 61.378020147048474,
              "speed": 79.1242871213088,
              "cost": 52.41132988199057
            },
            "jevbench_score": 66.59222811712418
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7326732673267327,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.21654588637609265,
            "calibration": 61.78829508776293,
            "p50_s": 0.8088261872529984,
            "p95_s": 1.4193350210785864,
            "cost_usd_per_1000": 0.04118519505321319,
            "axes": {
              "intelligence": 82.06537220895648,
              "calibration": 61.78829508776293,
              "speed": 79.40059877290577,
              "cost": 51.55776618566186
            },
            "jevbench_score": 67.4987929229066
          }
        },
        {
          "threshold": 1.0,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.21041641822205612,
            "calibration": 61.35164946854124,
            "p50_s": 0.7970052972435951,
            "p95_s": 1.5881473660469054,
            "cost_usd_per_1000": 0.04812265917602997,
            "axes": {
              "intelligence": 78.33875542208877,
              "calibration": 61.35164946854124,
              "speed": 78.97647993431897,
              "cost": 49.52951146891361
            },
            "jevbench_score": 65.84778672780581
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1935286337386598,
            "calibration": 64.09002035150621,
            "p50_s": 0.8297482892870903,
            "p95_s": 1.4239212729036808,
            "cost_usd_per_1000": 0.04812265917602997,
            "axes": {
              "intelligence": 82.6158309245528,
              "calibration": 64.09002035150621,
              "speed": 79.27567656030779,
              "cost": 49.52951146891361
            },
            "jevbench_score": 67.52497336377385
          }
        }
      ]
    },
    {
      "cheap": "system-one-open",
      "backend": "jev-1.13.0",
      "chosen": {
        "threshold": 0.99,
        "public": {
          "n": 231,
          "escalation": 0.7316017316017316,
          "tiers": {
            "easy": 1.0,
            "standard": 0.8194444444444444,
            "hard": 0.7027027027027027
          },
          "accuracy": 0.8008658008658008,
          "ece_hard": 0.10777876153483887,
          "calibration": 76.64312384651612,
          "p50_s": 1.961857296526432,
          "p95_s": 2.823735985904932,
          "cost_usd_per_1000": 0.044082260469867206,
          "axes": {
            "intelligence": 80.59100767434103,
            "calibration": 76.64312384651612,
            "speed": 72.56508497392635,
            "cost": 50.67208430915788
          },
          "jevbench_score": 69.0341632296934
        },
        "heldout": {
          "n": 303,
          "escalation": 0.8547854785478548,
          "tiers": {
            "easy": 1.0,
            "standard": 0.8333333333333334,
            "judge": 0.9452054794520548,
            "hard": 0.6788990825688074
          },
          "accuracy": 0.8448844884488449,
          "ece_hard": 0.1088133754767477,
          "calibration": 79.12566245232523,
          "p50_s": 1.9719288051128387,
          "p95_s": 2.66972187384963,
          "cost_usd_per_1000": 0.048999045611302694,
          "axes": {
            "intelligence": 84.16605923505509,
            "calibration": 79.12566245232523,
            "speed": 72.78642749148585,
            "cost": 49.29437136839852
          },
          "jevbench_score": 69.91583072560415
        }
      },
      "full": {
        "tiers": {
          "easy": 1.0,
          "standard": 0.8229166666666666,
          "judge": 0.9452054794520548,
          "hard": 0.6909090909090909
        },
        "accuracy": 0.8258426966292135,
        "ece_hard": 0.10692772935151185,
        "calibration": 78.02122706484883,
        "p50_s": 1.9666467420756817,
        "p95_s": 2.7358388897031545,
        "cost_usd_per_1000": 0.04687212170180532,
        "axes": {
          "intelligence": 84.23469281859694,
          "calibration": 78.02122706484883,
          "speed": 72.69183124285641,
          "cost": 49.87256162106466
        },
        "jevbench_score": 69.86549887974088
      },
      "full_escalation": 0.8014981273408239,
      "backend_heldout_accuracy": 0.8514851485148515,
      "useful": false,
      "curve": [
        {
          "threshold": 0.0,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.01,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.02,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.03,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.04,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.05,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.06,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.07,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.08,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.09,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.1,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.11,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.12,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.13,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.14,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.15,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.16,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.17,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.18,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.19,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.2,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.21,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.22,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.23,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3114836765033705,
            "calibration": 50.471910537865476,
            "p50_s": 1.29877570271492,
            "p95_s": 2.095727913081646,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.471910537865476,
              "speed": 75.65130946864079,
              "cost": 64.82109224519658
            },
            "jevbench_score": 64.2079181671165
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.24,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.31064198216100836,
            "calibration": 50.55607997210169,
            "p50_s": 1.29877570271492,
            "p95_s": 2.124082013964653,
            "cost_usd_per_1000": 0.015053725229826353,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.55607997210169,
              "speed": 75.59294563191898,
              "cost": 64.6706804574606
            },
            "jevbench_score": 64.18498987266955
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.25,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.31064198216100836,
            "calibration": 50.55607997210169,
            "p50_s": 1.29877570271492,
            "p95_s": 2.124082013964653,
            "cost_usd_per_1000": 0.015053725229826353,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.55607997210169,
              "speed": 75.59294563191898,
              "cost": 64.6706804574606
            },
            "jevbench_score": 64.18498987266955
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.28023325293453055,
            "calibration": 55.17142992768658,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9534294441342355,
            "cost_usd_per_1000": 0.014880936329588014,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.17142992768658,
              "speed": 75.90942302768094,
              "cost": 64.82109224519658
            },
            "jevbench_score": 67.11757697107404
          }
        },
        {
          "threshold": 0.26,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.31064198216100836,
            "calibration": 50.55607997210169,
            "p50_s": 1.29877570271492,
            "p95_s": 2.124082013964653,
            "cost_usd_per_1000": 0.015053725229826353,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.55607997210169,
              "speed": 75.59294563191898,
              "cost": 64.6706804574606
            },
            "jevbench_score": 64.18498987266955
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2805812954685626,
            "calibration": 55.13662567428338,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9764527156949037,
            "cost_usd_per_1000": 0.015012666481254867,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.13662567428338,
              "speed": 75.85853603522497,
              "cost": 64.7062649050944
            },
            "jevbench_score": 67.06600606370351
          }
        },
        {
          "threshold": 0.27,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.31064198216100836,
            "calibration": 50.55607997210169,
            "p50_s": 1.29877570271492,
            "p95_s": 2.124082013964653,
            "cost_usd_per_1000": 0.015053725229826353,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.55607997210169,
              "speed": 75.59294563191898,
              "cost": 64.6706804574606
            },
            "jevbench_score": 64.18498987266955
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2805812954685626,
            "calibration": 55.13662567428338,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9764527156949037,
            "cost_usd_per_1000": 0.015012666481254867,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.13662567428338,
              "speed": 75.85853603522497,
              "cost": 64.7062649050944
            },
            "jevbench_score": 67.06600606370351
          }
        },
        {
          "threshold": 0.28,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.31064198216100836,
            "calibration": 50.55607997210169,
            "p50_s": 1.29877570271492,
            "p95_s": 2.124082013964653,
            "cost_usd_per_1000": 0.015053725229826353,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.55607997210169,
              "speed": 75.59294563191898,
              "cost": 64.6706804574606
            },
            "jevbench_score": 64.18498987266955
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2805812954685626,
            "calibration": 55.13662567428338,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9764527156949037,
            "cost_usd_per_1000": 0.015012666481254867,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.13662567428338,
              "speed": 75.85853603522497,
              "cost": 64.7062649050944
            },
            "jevbench_score": 67.06600606370351
          }
        },
        {
          "threshold": 0.29,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.31064198216100836,
            "calibration": 50.55607997210169,
            "p50_s": 1.29877570271492,
            "p95_s": 2.124082013964653,
            "cost_usd_per_1000": 0.015053725229826353,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.55607997210169,
              "speed": 75.59294563191898,
              "cost": 64.6706804574606
            },
            "jevbench_score": 64.18498987266955
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2805812954685626,
            "calibration": 55.13662567428338,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9764527156949037,
            "cost_usd_per_1000": 0.015012666481254867,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.13662567428338,
              "speed": 75.85853603522497,
              "cost": 64.7062649050944
            },
            "jevbench_score": 67.06600606370351
          }
        },
        {
          "threshold": 0.3,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.31064198216100836,
            "calibration": 50.55607997210169,
            "p50_s": 1.29877570271492,
            "p95_s": 2.124082013964653,
            "cost_usd_per_1000": 0.015053725229826353,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.55607997210169,
              "speed": 75.59294563191898,
              "cost": 64.6706804574606
            },
            "jevbench_score": 64.18498987266955
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2805812954685626,
            "calibration": 55.13662567428338,
            "p50_s": 1.3129856139421463,
            "p95_s": 1.9764527156949037,
            "cost_usd_per_1000": 0.015012666481254867,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.13662567428338,
              "speed": 75.85853603522497,
              "cost": 64.7062649050944
            },
            "jevbench_score": 67.06600606370351
          }
        },
        {
          "threshold": 0.31,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.31064198216100836,
            "calibration": 50.55607997210169,
            "p50_s": 1.29877570271492,
            "p95_s": 2.124082013964653,
            "cost_usd_per_1000": 0.015053725229826353,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.55607997210169,
              "speed": 75.59294563191898,
              "cost": 64.6706804574606
            },
            "jevbench_score": 64.18498987266955
          },
          "heldout": {
            "n": 303,
            "escalation": 0.006600660066006601,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2816151944761498,
            "calibration": 55.03323577352466,
            "p50_s": 1.3150212317705154,
            "p95_s": 1.9764527156949037,
            "cost_usd_per_1000": 0.015144396632921718,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.03323577352466,
              "speed": 75.8518080636569,
              "cost": 64.59244074067499
            },
            "jevbench_score": 67.00355893002215
          }
        },
        {
          "threshold": 0.32,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.31064198216100836,
            "calibration": 50.55607997210169,
            "p50_s": 1.29877570271492,
            "p95_s": 2.124082013964653,
            "cost_usd_per_1000": 0.015053725229826353,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.55607997210169,
              "speed": 75.59294563191898,
              "cost": 64.6706804574606
            },
            "jevbench_score": 64.18498987266955
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0165016501650165,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2812574962849533,
            "calibration": 55.06900559264431,
            "p50_s": 1.315921351313591,
            "p95_s": 1.9910572722554205,
            "cost_usd_per_1000": 0.015539587087922274,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.06900559264431,
              "speed": 75.81686313852413,
              "cost": 64.25681575875456
            },
            "jevbench_score": 66.91951154702434
          }
        },
        {
          "threshold": 0.33,
          "public": {
            "n": 231,
            "escalation": 0.012987012987012988,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.304721239904861,
            "calibration": 51.14815419771642,
            "p50_s": 1.29877570271492,
            "p95_s": 2.160557709634304,
            "cost_usd_per_1000": 0.015399303030303029,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 51.14815419771642,
              "speed": 75.51899973644217,
              "cost": 64.37496804427596
            },
            "jevbench_score": 64.28264815618768
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0165016501650165,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2812574962849533,
            "calibration": 55.06900559264431,
            "p50_s": 1.315921351313591,
            "p95_s": 1.9910572722554205,
            "cost_usd_per_1000": 0.015539587087922274,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 55.06900559264431,
              "speed": 75.81686313852413,
              "cost": 64.25681575875456
            },
            "jevbench_score": 66.91951154702434
          }
        },
        {
          "threshold": 0.34,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3044823064919826,
            "calibration": 51.17204753900427,
            "p50_s": 1.29877570271492,
            "p95_s": 2.182773359119892,
            "cost_usd_per_1000": 0.015572091930541368,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 51.17204753900427,
              "speed": 75.47457200127542,
              "cost": 64.22959123208213
            },
            "jevbench_score": 64.24437479279123
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7293729372937293,
            "ece_hard": 0.2908935529487464,
            "calibration": 54.105399926264994,
            "p50_s": 1.31616772711277,
            "p95_s": 2.017643444240093,
            "cost_usd_per_1000": 0.015671317239589127,
            "axes": {
              "intelligence": 74.47607976205437,
              "calibration": 54.105399926264994,
              "speed": 75.75844341824187,
              "cost": 64.14683493202692
            },
            "jevbench_score": 66.52209587726212
          }
        },
        {
          "threshold": 0.35,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3044823064919826,
            "calibration": 51.17204753900427,
            "p50_s": 1.29877570271492,
            "p95_s": 2.182773359119892,
            "cost_usd_per_1000": 0.015572091930541368,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 51.17204753900427,
              "speed": 75.47457200127542,
              "cost": 64.22959123208213
            },
            "jevbench_score": 64.24437479279123
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.45871559633027525
            },
            "accuracy": 0.7293729372937293,
            "ece_hard": 0.2908935529487464,
            "calibration": 54.105399926264994,
            "p50_s": 1.31616772711277,
            "p95_s": 2.017643444240093,
            "cost_usd_per_1000": 0.015671317239589127,
            "axes": {
              "intelligence": 74.47607976205437,
              "calibration": 54.105399926264994,
              "speed": 75.75844341824187,
              "cost": 64.14683493202692
            },
            "jevbench_score": 66.52209587726212
          }
        },
        {
          "threshold": 0.36,
          "public": {
            "n": 231,
            "escalation": 0.021645021645021644,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.3076807610008929,
            "calibration": 50.85220208811323,
            "p50_s": 1.29877570271492,
            "p95_s": 2.182773359119892,
            "cost_usd_per_1000": 0.015744880830779705,
            "axes": {
              "intelligence": 69.04612946279613,
              "calibration": 50.85220208811323,
              "speed": 75.47457200127542,
              "cost": 64.08581866256776
            },
            "jevbench_score": 64.19525443243904
          },
          "heldout": {
            "n": 303,
            "escalation": 0.026402640264026403,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8767123287671232,
              "hard": 0.46788990825688076
            },
            "accuracy": 0.7326732673267327,
            "ece_hard": 0.2832437750398088,
            "calibration": 54.87037771715876,
            "p50_s": 1.3169443011283875,
            "p95_s": 2.0189615026116368,
            "cost_usd_per_1000": 0.01593477754292283,
            "axes": {
              "intelligence": 74.75130911985254,
              "calibration": 54.87037771715876,
              "speed": 75.75304554778407,
              "cost": 63.92961985316673
            },
            "jevbench_score": 66.75975636733942
          }
        },
        {
          "threshold": 0.37,
          "public": {
            "n": 231,
            "escalation": 0.030303030303030304,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.3132753709552286,
            "calibration": 50.29274109267966,
            "p50_s": 1.2999516874551773,
            "p95_s": 2.182773359119892,
            "cost_usd_per_1000": 0.016090458631256382,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 50.29274109267966,
              "speed": 75.47064143341139,
              "cost": 63.802947306888925
            },
            "jevbench_score": 63.859273914783024
          },
          "heldout": {
            "n": 303,
            "escalation": 0.033003300330033,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.47706422018348627
            },
            "accuracy": 0.7392739273927392,
            "ece_hard": 0.2737169911994368,
            "calibration": 55.82305610119596,
            "p50_s": 1.3169443011283875,
            "p95_s": 2.0295264974236487,
            "cost_usd_per_1000": 0.016198237846256534,
            "axes": {
              "intelligence": 75.21831929956852,
              "calibration": 55.82305610119596,
              "speed": 75.73037866887115,
              "cost": 63.71596685126264
            },
            "jevbench_score": 67.09094513800281
          }
        },
        {
          "threshold": 0.38,
          "public": {
            "n": 231,
            "escalation": 0.03463203463203463,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.30401278236189166,
            "calibration": 51.21899995201336,
            "p50_s": 1.3007893413305283,
            "p95_s": 2.182773359119892,
            "cost_usd_per_1000": 0.01626324753149472,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 51.21899995201336,
              "speed": 75.46784385791761,
              "cost": 63.66378183572344
            },
            "jevbench_score": 64.11569019375968
          },
          "heldout": {
            "n": 303,
            "escalation": 0.036303630363036306,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.48623853211009177
            },
            "accuracy": 0.7425742574257426,
            "ece_hard": 0.2692179407768909,
            "calibration": 56.27296114345055,
            "p50_s": 1.3169443011283875,
            "p95_s": 2.031159219145775,
            "cost_usd_per_1000": 0.016329967997923387,
            "axes": {
              "intelligence": 75.49354865736669,
              "calibration": 56.27296114345055,
              "speed": 75.72688624359076,
              "cost": 63.61043999067198
            },
            "jevbench_score": 67.25847671966116
          }
        },
        {
          "threshold": 0.39,
          "public": {
            "n": 231,
            "escalation": 0.03896103896103896,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.46846846846846846
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.29791612639381837,
            "calibration": 51.82866554882069,
            "p50_s": 1.3007893413305283,
            "p95_s": 2.194945380091667,
            "cost_usd_per_1000": 0.01643603643173306,
            "axes": {
              "intelligence": 68.67075408742076,
              "calibration": 51.82866554882069,
              "speed": 75.44369312791835,
              "cost": 63.52608714286394
            },
            "jevbench_score": 64.26569704023849
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.7458745874587459,
            "ece_hard": 0.25981230013978185,
            "calibration": 57.21352520716145,
            "p50_s": 1.3177975565195084,
            "p95_s": 2.031159219145775,
            "cost_usd_per_1000": 0.01659342830125709,
            "axes": {
              "intelligence": 75.76877801516484,
              "calibration": 57.21352520716145,
              "speed": 75.72407333712027,
              "cost": 63.40191630624812
            },
            "jevbench_score": 67.54315385051389
          }
        },
        {
          "threshold": 0.4,
          "public": {
            "n": 231,
            "escalation": 0.04329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.307475731816139,
            "calibration": 50.872705006588625,
            "p50_s": 1.3007893413305283,
            "p95_s": 2.194945380091667,
            "cost_usd_per_1000": 0.0166088253319714,
            "axes": {
              "intelligence": 69.04612946279613,
              "calibration": 50.872705006588625,
              "speed": 75.44369312791835,
              "cost": 63.389832465138795
            },
            "jevbench_score": 64.02014864351527
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.7458745874587459,
            "ece_hard": 0.25981230013978185,
            "calibration": 57.21352520716145,
            "p50_s": 1.3177975565195084,
            "p95_s": 2.031159219145775,
            "cost_usd_per_1000": 0.01659342830125709,
            "axes": {
              "intelligence": 75.76877801516484,
              "calibration": 57.21352520716145,
              "speed": 75.72407333712027,
              "cost": 63.40191630624812
            },
            "jevbench_score": 67.54315385051389
          }
        },
        {
          "threshold": 0.41,
          "public": {
            "n": 231,
            "escalation": 0.04329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.307475731816139,
            "calibration": 50.872705006588625,
            "p50_s": 1.3007893413305283,
            "p95_s": 2.194945380091667,
            "cost_usd_per_1000": 0.0166088253319714,
            "axes": {
              "intelligence": 69.04612946279613,
              "calibration": 50.872705006588625,
              "speed": 75.44369312791835,
              "cost": 63.389832465138795
            },
            "jevbench_score": 64.02014864351527
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.7458745874587459,
            "ece_hard": 0.25981230013978185,
            "calibration": 57.21352520716145,
            "p50_s": 1.3177975565195084,
            "p95_s": 2.031159219145775,
            "cost_usd_per_1000": 0.01659342830125709,
            "axes": {
              "intelligence": 75.76877801516484,
              "calibration": 57.21352520716145,
              "speed": 75.72407333712027,
              "cost": 63.40191630624812
            },
            "jevbench_score": 67.54315385051389
          }
        },
        {
          "threshold": 0.42,
          "public": {
            "n": 231,
            "escalation": 0.047619047619047616,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.3079581809503299,
            "calibration": 50.824460093169535,
            "p50_s": 1.3007893413305283,
            "p95_s": 2.194945380091667,
            "cost_usd_per_1000": 0.016781614232209738,
            "axes": {
              "intelligence": 69.04612946279613,
              "calibration": 50.824460093169535,
              "speed": 75.44369312791835,
              "cost": 63.25498799457087
            },
            "jevbench_score": 63.97089949835608
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.7458745874587459,
            "ece_hard": 0.25981230013978185,
            "calibration": 57.21352520716145,
            "p50_s": 1.3177975565195084,
            "p95_s": 2.031159219145775,
            "cost_usd_per_1000": 0.01659342830125709,
            "axes": {
              "intelligence": 75.76877801516484,
              "calibration": 57.21352520716145,
              "speed": 75.72407333712027,
              "cost": 63.40191630624812
            },
            "jevbench_score": 67.54315385051389
          }
        },
        {
          "threshold": 0.43,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.31316801218597495,
            "calibration": 50.30347696960503,
            "p50_s": 1.3012879490852356,
            "p95_s": 2.194945380091667,
            "cost_usd_per_1000": 0.016954403132448073,
            "axes": {
              "intelligence": 69.04612946279613,
              "calibration": 50.30347696960503,
              "speed": 75.44202874538865,
              "cost": 63.12152483923731
            },
            "jevbench_score": 63.7722949063986
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.7458745874587459,
            "ece_hard": 0.25981230013978185,
            "calibration": 57.21352520716145,
            "p50_s": 1.3177975565195084,
            "p95_s": 2.031159219145775,
            "cost_usd_per_1000": 0.01659342830125709,
            "axes": {
              "intelligence": 75.76877801516484,
              "calibration": 57.21352520716145,
              "speed": 75.72407333712027,
              "cost": 63.40191630624812
            },
            "jevbench_score": 67.54315385051389
          }
        },
        {
          "threshold": 0.44,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.31316801218597495,
            "calibration": 50.30347696960503,
            "p50_s": 1.3012879490852356,
            "p95_s": 2.194945380091667,
            "cost_usd_per_1000": 0.016954403132448073,
            "axes": {
              "intelligence": 69.04612946279613,
              "calibration": 50.30347696960503,
              "speed": 75.44202874538865,
              "cost": 63.12152483923731
            },
            "jevbench_score": 63.7722949063986
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0429042904290429,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.7458745874587459,
            "ece_hard": 0.25981230013978185,
            "calibration": 57.21352520716145,
            "p50_s": 1.3177975565195084,
            "p95_s": 2.031159219145775,
            "cost_usd_per_1000": 0.01659342830125709,
            "axes": {
              "intelligence": 75.76877801516484,
              "calibration": 57.21352520716145,
              "speed": 75.72407333712027,
              "cost": 63.40191630624812
            },
            "jevbench_score": 67.54315385051389
          }
        },
        {
          "threshold": 0.45,
          "public": {
            "n": 231,
            "escalation": 0.05627705627705628,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.31730690094026126,
            "calibration": 49.8895880941764,
            "p50_s": 1.3016724586486816,
            "p95_s": 2.194945380091667,
            "cost_usd_per_1000": 0.017127192032686412,
            "axes": {
              "intelligence": 69.04612946279613,
              "calibration": 49.8895880941764,
              "speed": 75.44074566492104,
              "cost": 62.98941498611381
            },
            "jevbench_score": 63.60711544138155
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.4954128440366973
            },
            "accuracy": 0.7458745874587459,
            "ece_hard": 0.25981230013978185,
            "calibration": 57.21352520716145,
            "p50_s": 1.3177975565195084,
            "p95_s": 2.0385801903903484,
            "cost_usd_per_1000": 0.016725158452923942,
            "axes": {
              "intelligence": 75.76877801516484,
              "calibration": 57.21352520716145,
              "speed": 75.70823502360889,
              "cost": 63.29889277199784
            },
            "jevbench_score": 67.5121682856777
          }
        },
        {
          "threshold": 0.46,
          "public": {
            "n": 231,
            "escalation": 0.06060606060606061,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4774774774774775
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.31730690094026126,
            "calibration": 49.8895880941764,
            "p50_s": 1.3016724586486816,
            "p95_s": 2.194945380091667,
            "cost_usd_per_1000": 0.01729998093292475,
            "axes": {
              "intelligence": 69.04612946279613,
              "calibration": 49.8895880941764,
              "speed": 75.44074566492104,
              "cost": 62.85863126578376
            },
            "jevbench_score": 63.574073143332285
          },
          "heldout": {
            "n": 303,
            "escalation": 0.04950495049504951,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.7491749174917491,
            "ece_hard": 0.25536173506631354,
            "calibration": 57.65858171450829,
            "p50_s": 1.3177975565195084,
            "p95_s": 2.05896622762084,
            "cost_usd_per_1000": 0.016856888604590795,
            "axes": {
              "intelligence": 76.04400737296301,
              "calibration": 57.65858171450829,
              "speed": 75.66502078941178,
              "cost": 63.19667749375031
            },
            "jevbench_score": 67.66741532590365
          }
        },
        {
          "threshold": 0.47,
          "public": {
            "n": 231,
            "escalation": 0.06493506493506493,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.6796536796536796,
            "ece_hard": 0.3121326484366342,
            "calibration": 50.40701334453911,
            "p50_s": 1.3016724586486816,
            "p95_s": 2.249755024909973,
            "cost_usd_per_1000": 0.01747276983316309,
            "axes": {
              "intelligence": 69.42150483817151,
              "calibration": 50.40701334453911,
              "speed": 75.33363053543655,
              "cost": 62.72914731890118
            },
            "jevbench_score": 63.76917785289303
          },
          "heldout": {
            "n": 303,
            "escalation": 0.04950495049504951,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.7491749174917491,
            "ece_hard": 0.25536173506631354,
            "calibration": 57.65858171450829,
            "p50_s": 1.3177975565195084,
            "p95_s": 2.05896622762084,
            "cost_usd_per_1000": 0.016856888604590795,
            "axes": {
              "intelligence": 76.04400737296301,
              "calibration": 57.65858171450829,
              "speed": 75.66502078941178,
              "cost": 63.19667749375031
            },
            "jevbench_score": 67.66741532590365
          }
        },
        {
          "threshold": 0.48,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.31403554082215135,
            "calibration": 50.216724105987396,
            "p50_s": 1.302245020866394,
            "p95_s": 2.392199069261551,
            "cost_usd_per_1000": 0.018163925434116445,
            "axes": {
              "intelligence": 69.7968802135469,
              "calibration": 50.216724105987396,
              "speed": 75.06509977342857,
              "cost": 62.2237086885179
            },
            "jevbench_score": 63.60914922879819
          },
          "heldout": {
            "n": 303,
            "escalation": 0.056105610561056105,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.7491749174917491,
            "ece_hard": 0.26335743884444923,
            "calibration": 56.2757733593688,
            "p50_s": 1.3178558647632599,
            "p95_s": 2.0655703842639923,
            "cost_usd_per_1000": 0.0171203489079245,
            "axes": {
              "intelligence": 76.04400737296301,
              "calibration": 56.2757733593688,
              "speed": 75.65092088234661,
              "cost": 62.99462166305644
            },
            "jevbench_score": 67.20104701075917
          }
        },
        {
          "threshold": 0.49,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.31403554082215135,
            "calibration": 50.216724105987396,
            "p50_s": 1.302245020866394,
            "p95_s": 2.392199069261551,
            "cost_usd_per_1000": 0.018163925434116445,
            "axes": {
              "intelligence": 69.7968802135469,
              "calibration": 50.216724105987396,
              "speed": 75.06509977342857,
              "cost": 62.2237086885179
            },
            "jevbench_score": 63.60914922879819
          },
          "heldout": {
            "n": 303,
            "escalation": 0.066006600660066,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8972602739726028,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.7557755775577558,
            "ece_hard": 0.26647609528068694,
            "calibration": 58.34821169554418,
            "p50_s": 1.3178558647632599,
            "p95_s": 2.1734318621456605,
            "cost_usd_per_1000": 0.017515539362925055,
            "axes": {
              "intelligence": 76.42756901679863,
              "calibration": 58.34821169554418,
              "speed": 75.42986056918713,
              "cost": 62.697294542163434
            },
            "jevbench_score": 67.76686975414808
          }
        },
        {
          "threshold": 0.5,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.31403554082215135,
            "calibration": 50.216724105987396,
            "p50_s": 1.302245020866394,
            "p95_s": 2.392199069261551,
            "cost_usd_per_1000": 0.018163925434116445,
            "axes": {
              "intelligence": 69.7968802135469,
              "calibration": 50.216724105987396,
              "speed": 75.06509977342857,
              "cost": 62.2237086885179
            },
            "jevbench_score": 63.60914922879819
          },
          "heldout": {
            "n": 303,
            "escalation": 0.06930693069306931,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8972602739726028,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.759075907590759,
            "ece_hard": 0.2614714140849992,
            "calibration": 60.16324660617054,
            "p50_s": 1.3183358311653137,
            "p95_s": 2.1734318621456605,
            "cost_usd_per_1000": 0.017647269514591907,
            "axes": {
              "intelligence": 76.7027983745968,
              "calibration": 60.16324660617054,
              "speed": 75.42827914578353,
              "cost": 62.599674447345016
            },
            "jevbench_score": 68.3222541888607
          }
        },
        {
          "threshold": 0.51,
          "public": {
            "n": 231,
            "escalation": 0.09090909090909091,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.3168593534400633,
            "calibration": 49.934342844196195,
            "p50_s": 1.3028961420059204,
            "p95_s": 2.4835226498544216,
            "cost_usd_per_1000": 0.01850950323459312,
            "axes": {
              "intelligence": 69.7968802135469,
              "calibration": 49.934342844196195,
              "speed": 74.90022076764362,
              "cost": 61.97815710575984
            },
            "jevbench_score": 63.42190408525422
          },
          "heldout": {
            "n": 303,
            "escalation": 0.07920792079207921,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8972602739726028,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7623762376237624,
            "ece_hard": 0.26614706052569764,
            "calibration": 59.69568196210069,
            "p50_s": 1.3189159780740738,
            "p95_s": 2.1768629007041445,
            "cost_usd_per_1000": 0.018042459969592462,
            "axes": {
              "intelligence": 76.97802773239495,
              "calibration": 59.69568196210069,
              "speed": 75.4195179248661,
              "cost": 62.311127487660926
            },
            "jevbench_score": 68.16944604409876
          }
        },
        {
          "threshold": 0.52,
          "public": {
            "n": 231,
            "escalation": 0.1038961038961039,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.3248893091944723,
            "calibration": 49.1313472687553,
            "p50_s": 1.304066225886345,
            "p95_s": 2.4835226498544216,
            "cost_usd_per_1000": 0.019027869935308136,
            "axes": {
              "intelligence": 69.7968802135469,
              "calibration": 49.1313472687553,
              "speed": 74.89632227633425,
              "cost": 61.61829477564326
            },
            "jevbench_score": 63.072669579512855
          },
          "heldout": {
            "n": 303,
            "escalation": 0.08250825082508251,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8972602739726028,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7623762376237624,
            "ece_hard": 0.26614706052569764,
            "calibration": 59.69568196210069,
            "p50_s": 1.319311037659645,
            "p95_s": 2.1768629007041445,
            "cost_usd_per_1000": 0.018174190121259315,
            "axes": {
              "intelligence": 76.97802773239495,
              "calibration": 59.69568196210069,
              "speed": 75.41821726197169,
              "cost": 62.2163479923975
            },
            "jevbench_score": 68.14321484723463
          }
        },
        {
          "threshold": 0.53,
          "public": {
            "n": 231,
            "escalation": 0.11255411255411256,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.33511677813183927,
            "calibration": 48.1086003750186,
            "p50_s": 1.3058469742536545,
            "p95_s": 2.4835226498544216,
            "cost_usd_per_1000": 0.019373447735784814,
            "axes": {
              "intelligence": 69.96162829496163,
              "calibration": 48.1086003750186,
              "speed": 74.89039587763601,
              "cost": 61.38379253580756
            },
            "jevbench_score": 62.71777151854593
          },
          "heldout": {
            "n": 303,
            "escalation": 0.09570957095709572,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8972602739726028,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7656765676567657,
            "ece_hard": 0.2563562887963421,
            "calibration": 60.674759135036254,
            "p50_s": 1.322104200720787,
            "p95_s": 2.1943851932883263,
            "cost_usd_per_1000": 0.018701110727926722,
            "axes": {
              "intelligence": 77.25325709019313,
              "calibration": 60.674759135036254,
              "speed": 75.37421450699631,
              "cost": 61.843977950401396
            },
            "jevbench_score": 68.36932133843797
          }
        },
        {
          "threshold": 0.54,
          "public": {
            "n": 231,
            "escalation": 0.11688311688311688,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.4864864864864865
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.33511677813183927,
            "calibration": 48.1086003750186,
            "p50_s": 1.307793453335762,
            "p95_s": 2.4835226498544216,
            "cost_usd_per_1000": 0.019546236636023152,
            "axes": {
              "intelligence": 69.96162829496163,
              "calibration": 48.1086003750186,
              "speed": 74.8839271585891,
              "cost": 61.26810543275963
            },
            "jevbench_score": 62.686846583694845
          },
          "heldout": {
            "n": 303,
            "escalation": 0.11221122112211221,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8972602739726028,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.7623762376237624,
            "ece_hard": 0.26480186582722387,
            "calibration": 59.83020143194807,
            "p50_s": 1.323771134018898,
            "p95_s": 2.202232655882835,
            "cost_usd_per_1000": 0.019359761486260983,
            "axes": {
              "intelligence": 76.97802773239495,
              "calibration": 59.83020143194807,
              "speed": 75.35323895013562,
              "cost": 61.39299992607483
            },
            "jevbench_score": 67.94022897006589
          }
        },
        {
          "threshold": 0.55,
          "public": {
            "n": 231,
            "escalation": 0.12987012987012986,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.4954954954954955
            },
            "accuracy": 0.6926406926406926,
            "ece_hard": 0.32993759155571767,
            "calibration": 48.62651903263076,
            "p50_s": 1.3082244992256165,
            "p95_s": 2.5310783348977566,
            "cost_usd_per_1000": 0.020064603336738165,
            "axes": {
              "intelligence": 70.87712712712712,
              "calibration": 48.62651903263076,
              "speed": 74.80012135618844,
              "cost": 60.92708264635968
            },
            "jevbench_score": 62.9539512326207
          },
          "heldout": {
            "n": 303,
            "escalation": 0.13861386138613863,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.910958904109589,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7722772277227723,
            "ece_hard": 0.25944148306469994,
            "calibration": 60.36623970820047,
            "p50_s": 1.3345372080802917,
            "p95_s": 2.205136180669069,
            "cost_usd_per_1000": 0.0204136026995958,
            "axes": {
              "intelligence": 77.63681873402875,
              "calibration": 60.36623970820047,
              "speed": 75.31233898215517,
              "cost": 60.70241025859773
            },
            "jevbench_score": 68.03517114979368
          }
        },
        {
          "threshold": 0.56,
          "public": {
            "n": 231,
            "escalation": 0.13852813852813853,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.5045045045045045
            },
            "accuracy": 0.696969696969697,
            "ece_hard": 0.3265388701013378,
            "calibration": 48.96639117806875,
            "p50_s": 1.309425413608551,
            "p95_s": 2.5310783348977566,
            "cost_usd_per_1000": 0.020410181137214843,
            "axes": {
              "intelligence": 71.25250250250251,
              "calibration": 48.96639117806875,
              "speed": 74.79613648010718,
              "cost": 60.704594229105155
            },
            "jevbench_score": 63.08843241077166
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1551155115511551,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.910958904109589,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7722772277227723,
            "ece_hard": 0.2683321712543727,
            "calibration": 59.47717088923319,
            "p50_s": 1.336438462138176,
            "p95_s": 2.230665914714336,
            "cost_usd_per_1000": 0.02107225345793006,
            "axes": {
              "intelligence": 77.63681873402875,
              "calibration": 59.47717088923319,
              "speed": 75.25616502870035,
              "cost": 60.288670559170306
            },
            "jevbench_score": 67.65485321369933
          }
        },
        {
          "threshold": 0.57,
          "public": {
            "n": 231,
            "escalation": 0.14285714285714285,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.3269340084342508,
            "calibration": 48.926877344777445,
            "p50_s": 1.309425413608551,
            "p95_s": 2.5801136046648026,
            "cost_usd_per_1000": 0.020582970037453182,
            "axes": {
              "intelligence": 71.62787787787788,
              "calibration": 48.926877344777445,
              "speed": 74.71280405700864,
              "cost": 60.594758744625985
            },
            "jevbench_score": 63.112432620008704
          },
          "heldout": {
            "n": 303,
            "escalation": 0.16501650165016502,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.910958904109589,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7722772277227723,
            "ece_hard": 0.2738721928685699,
            "calibration": 58.92316872781347,
            "p50_s": 1.3393714874982834,
            "p95_s": 2.230665914714336,
            "cost_usd_per_1000": 0.021467443912930616,
            "axes": {
              "intelligence": 77.63681873402875,
              "calibration": 58.92316872781347,
              "speed": 75.24664419378827,
              "cost": 60.04658989270939
            },
            "jevbench_score": 67.42676560445072
          }
        },
        {
          "threshold": 0.58,
          "public": {
            "n": 231,
            "escalation": 0.1471861471861472,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.33471237572165463,
            "calibration": 48.14904061603706,
            "p50_s": 1.309425413608551,
            "p95_s": 2.5801136046648026,
            "cost_usd_per_1000": 0.02075575893769152,
            "axes": {
              "intelligence": 71.62787787787788,
              "calibration": 48.14904061603706,
              "speed": 74.71280405700864,
              "cost": 60.48584145840898
            },
            "jevbench_score": 62.83181734496725
          },
          "heldout": {
            "n": 303,
            "escalation": 0.16501650165016502,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.910958904109589,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7722772277227723,
            "ece_hard": 0.2738721928685699,
            "calibration": 58.92316872781347,
            "p50_s": 1.3393714874982834,
            "p95_s": 2.230665914714336,
            "cost_usd_per_1000": 0.021467443912930616,
            "axes": {
              "intelligence": 77.63681873402875,
              "calibration": 58.92316872781347,
              "speed": 75.24664419378827,
              "cost": 60.04658989270939
            },
            "jevbench_score": 67.42676560445072
          }
        },
        {
          "threshold": 0.59,
          "public": {
            "n": 231,
            "escalation": 0.15584415584415584,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.7056277056277056,
            "ece_hard": 0.33471237572165463,
            "calibration": 48.14904061603706,
            "p50_s": 1.3110789507627487,
            "p95_s": 2.5801136046648026,
            "cost_usd_per_1000": 0.0211013367381682,
            "axes": {
              "intelligence": 72.16800133466802,
              "calibration": 48.14904061603706,
              "speed": 74.70732326356473,
              "cost": 60.270700957720834
            },
            "jevbench_score": 62.89272810916393
          },
          "heldout": {
            "n": 303,
            "escalation": 0.16831683168316833,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.910958904109589,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7722772277227723,
            "ece_hard": 0.27483151543048134,
            "calibration": 58.82723647162233,
            "p50_s": 1.3393714874982834,
            "p95_s": 2.230665914714336,
            "cost_usd_per_1000": 0.02159917406459747,
            "axes": {
              "intelligence": 77.63681873402875,
              "calibration": 58.82723647162233,
              "speed": 75.24664419378827,
              "cost": 59.9668856683135
            },
            "jevbench_score": 67.37692746578533
          }
        },
        {
          "threshold": 0.6,
          "public": {
            "n": 231,
            "escalation": 0.17316017316017315,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.7056277056277056,
            "ece_hard": 0.32563935576556813,
            "calibration": 48.00420146045591,
            "p50_s": 1.3143753111362457,
            "p95_s": 2.6578924618661404,
            "cost_usd_per_1000": 0.02179249233912155,
            "axes": {
              "intelligence": 72.16800133466802,
              "calibration": 48.00420146045591,
              "speed": 74.56743201724963,
              "cost": 59.850792940392104
            },
            "jevbench_score": 62.70623934070211
          },
          "heldout": {
            "n": 303,
            "escalation": 0.17491749174917492,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.910958904109589,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7722772277227723,
            "ece_hard": 0.27256407282785133,
            "calibration": 59.053980731885325,
            "p50_s": 1.3393714874982834,
            "p95_s": 2.230665914714336,
            "cost_usd_per_1000": 0.021862634367931174,
            "axes": {
              "intelligence": 77.63681873402875,
              "calibration": 59.053980731885325,
              "speed": 75.24664419378827,
              "cost": 59.808925249827894
            },
            "jevbench_score": 67.39730191707959
          }
        },
        {
          "threshold": 0.61,
          "public": {
            "n": 231,
            "escalation": 0.17316017316017315,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5135135135135135
            },
            "accuracy": 0.7056277056277056,
            "ece_hard": 0.32563935576556813,
            "calibration": 48.00420146045591,
            "p50_s": 1.3143753111362457,
            "p95_s": 2.6578924618661404,
            "cost_usd_per_1000": 0.02179249233912155,
            "axes": {
              "intelligence": 72.16800133466802,
              "calibration": 48.00420146045591,
              "speed": 74.56743201724963,
              "cost": 59.850792940392104
            },
            "jevbench_score": 62.70623934070211
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1848184818481848,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9178082191780822,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.7755775577557755,
            "ece_hard": 0.27256407282785133,
            "calibration": 59.053980731885325,
            "p50_s": 1.3393714874982834,
            "p95_s": 2.260821652412414,
            "cost_usd_per_1000": 0.02225782482293173,
            "axes": {
              "intelligence": 77.82859955594657,
              "calibration": 59.053980731885325,
              "speed": 75.18832646686673,
              "cost": 59.575518398901686
            },
            "jevbench_score": 67.35993518348614
          }
        },
        {
          "threshold": 0.62,
          "public": {
            "n": 231,
            "escalation": 0.1774891774891775,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5225225225225225
            },
            "accuracy": 0.70995670995671,
            "ece_hard": 0.31767922562820183,
            "calibration": 50.31808670043079,
            "p50_s": 1.3143753111362457,
            "p95_s": 2.6578924618661404,
            "cost_usd_per_1000": 0.02196528123935989,
            "axes": {
              "intelligence": 72.54337671004339,
              "calibration": 50.31808670043079,
              "speed": 74.56743201724963,
              "cost": 59.74789695212805
            },
            "jevbench_score": 63.50361141625562
          },
          "heldout": {
            "n": 303,
            "escalation": 0.19471947194719472,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9178082191780822,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7821782178217822,
            "ece_hard": 0.2591018608077472,
            "calibration": 60.40020193389574,
            "p50_s": 1.3400312662124634,
            "p95_s": 2.2951173394918434,
            "cost_usd_per_1000": 0.022653015277932287,
            "axes": {
              "intelligence": 78.37905827154289,
              "calibration": 60.40020193389574,
              "speed": 75.12080174310293,
              "cost": 59.34621946329554
            },
            "jevbench_score": 67.77943215799725
          }
        },
        {
          "threshold": 0.63,
          "public": {
            "n": 231,
            "escalation": 0.19047619047619047,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.7186147186147186,
            "ece_hard": 0.301259632822391,
            "calibration": 52.251880204654825,
            "p50_s": 1.3146315664052963,
            "p95_s": 2.6578924618661404,
            "cost_usd_per_1000": 0.022483647940074902,
            "axes": {
              "intelligence": 73.29412746079414,
              "calibration": 52.251880204654825,
              "speed": 74.56658538386415,
              "cost": 59.44399671162006
            },
            "jevbench_score": 64.18829497902954
          },
          "heldout": {
            "n": 303,
            "escalation": 0.20462046204620463,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9246575342465754,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.7854785478547854,
            "ece_hard": 0.2618327048723373,
            "calibration": 60.12711752743673,
            "p50_s": 1.3414461016654968,
            "p95_s": 2.3032229147851466,
            "cost_usd_per_1000": 0.02304820573293284,
            "axes": {
              "intelligence": 78.57083909346069,
              "calibration": 60.12711752743673,
              "speed": 75.10090799588625,
              "cost": 59.12088634330617
            },
            "jevbench_score": 67.67518863151629
          }
        },
        {
          "threshold": 0.64,
          "public": {
            "n": 231,
            "escalation": 0.19913419913419914,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.7186147186147186,
            "ece_hard": 0.29534045785695345,
            "calibration": 52.84379770119858,
            "p50_s": 1.3177027255296707,
            "p95_s": 2.6578924618661404,
            "cost_usd_per_1000": 0.02282922574055158,
            "axes": {
              "intelligence": 73.29412746079414,
              "calibration": 52.84379770119858,
              "speed": 74.55645150330015,
              "cost": 59.24526452429171
            },
            "jevbench_score": 64.3132591093288
          },
          "heldout": {
            "n": 303,
            "escalation": 0.22112211221122113,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9315068493150684,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.7953795379537953,
            "ece_hard": 0.2495068951704702,
            "calibration": 61.35969849762344,
            "p50_s": 1.3426922708749771,
            "p95_s": 2.3393441632390015,
            "cost_usd_per_1000": 0.023706856491267102,
            "axes": {
              "intelligence": 79.31307863097483,
              "calibration": 61.35969849762344,
              "speed": 75.02929391350902,
              "cost": 58.7537808783413
            },
            "jevbench_score": 68.05713706943828
          }
        },
        {
          "threshold": 0.65,
          "public": {
            "n": 231,
            "escalation": 0.20346320346320346,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.3051964887872234,
            "calibration": 51.85819460817159,
            "p50_s": 1.319142371416092,
            "p95_s": 2.6578924618661404,
            "cost_usd_per_1000": 0.02300201464078992,
            "axes": {
              "intelligence": 72.91875208541877,
              "calibration": 51.85819460817159,
              "speed": 74.55170924273115,
              "cost": 59.14702373374093
            },
            "jevbench_score": 63.901607067956164
          },
          "heldout": {
            "n": 303,
            "escalation": 0.23102310231023102,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9383561643835616,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.2474191121881777,
            "calibration": 61.56847679585269,
            "p50_s": 1.3426922708749771,
            "p95_s": 2.3552090190351005,
            "cost_usd_per_1000": 0.024102046946267656,
            "axes": {
              "intelligence": 79.50485945289263,
              "calibration": 61.56847679585269,
              "speed": 74.99994055317771,
              "cost": 58.538382158789574
            },
            "jevbench_score": 68.08687936246193
          }
        },
        {
          "threshold": 0.66,
          "public": {
            "n": 231,
            "escalation": 0.2077922077922078,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.2960743427736027,
            "calibration": 52.77040920953365,
            "p50_s": 1.319142371416092,
            "p95_s": 2.6578924618661404,
            "cost_usd_per_1000": 0.023174803541028258,
            "axes": {
              "intelligence": 72.91875208541877,
              "calibration": 52.77040920953365,
              "speed": 74.55170924273115,
              "cost": 59.04951816392984
            },
            "jevbench_score": 64.15432105128085
          },
          "heldout": {
            "n": 303,
            "escalation": 0.24092409240924093,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5779816513761468
            },
            "accuracy": 0.8052805280528053,
            "ece_hard": 0.24038258386331557,
            "calibration": 63.38003752813587,
            "p50_s": 1.3426922708749771,
            "p95_s": 2.3552090190351005,
            "cost_usd_per_1000": 0.024497237401268215,
            "axes": {
              "intelligence": 79.9718696326086,
              "calibration": 63.38003752813587,
              "speed": 74.99994055317771,
              "cost": 58.326486671961774
            },
            "jevbench_score": 68.62053811741653
          }
        },
        {
          "threshold": 0.67,
          "public": {
            "n": 231,
            "escalation": 0.2077922077922078,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.2960743427736027,
            "calibration": 52.77040920953365,
            "p50_s": 1.319142371416092,
            "p95_s": 2.6578924618661404,
            "cost_usd_per_1000": 0.023174803541028258,
            "axes": {
              "intelligence": 72.91875208541877,
              "calibration": 52.77040920953365,
              "speed": 74.55170924273115,
              "cost": 59.04951816392984
            },
            "jevbench_score": 64.15432105128085
          },
          "heldout": {
            "n": 303,
            "escalation": 0.24422442244224424,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5779816513761468
            },
            "accuracy": 0.8052805280528053,
            "ece_hard": 0.24038258386331557,
            "calibration": 63.38003752813587,
            "p50_s": 1.3426922708749771,
            "p95_s": 2.3552090190351005,
            "cost_usd_per_1000": 0.024628967552935067,
            "axes": {
              "intelligence": 79.9718696326086,
              "calibration": 63.38003752813587,
              "speed": 74.99994055317771,
              "cost": 58.256613802514124
            },
            "jevbench_score": 68.59997769265514
          }
        },
        {
          "threshold": 0.68,
          "public": {
            "n": 231,
            "escalation": 0.2077922077922078,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.2960743427736027,
            "calibration": 52.77040920953365,
            "p50_s": 1.319142371416092,
            "p95_s": 2.6578924618661404,
            "cost_usd_per_1000": 0.023174803541028258,
            "axes": {
              "intelligence": 72.91875208541877,
              "calibration": 52.77040920953365,
              "speed": 74.55170924273115,
              "cost": 59.04951816392984
            },
            "jevbench_score": 64.15432105128085
          },
          "heldout": {
            "n": 303,
            "escalation": 0.25412541254125415,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5779816513761468
            },
            "accuracy": 0.8052805280528053,
            "ece_hard": 0.24103562711592802,
            "calibration": 63.31473320287463,
            "p50_s": 1.3468152582645416,
            "p95_s": 2.4394075006246547,
            "cost_usd_per_1000": 0.025024158007935622,
            "axes": {
              "intelligence": 79.9718696326086,
              "calibration": 63.31473320287463,
              "speed": 74.83407617230978,
              "cost": 58.04921579147436
            },
            "jevbench_score": 68.48326338780231
          }
        },
        {
          "threshold": 0.69,
          "public": {
            "n": 231,
            "escalation": 0.2077922077922078,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.2960743427736027,
            "calibration": 52.77040920953365,
            "p50_s": 1.319142371416092,
            "p95_s": 2.6578924618661404,
            "cost_usd_per_1000": 0.023174803541028258,
            "axes": {
              "intelligence": 72.91875208541877,
              "calibration": 52.77040920953365,
              "speed": 74.55170924273115,
              "cost": 59.04951816392984
            },
            "jevbench_score": 64.15432105128085
          },
          "heldout": {
            "n": 303,
            "escalation": 0.26732673267326734,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5871559633027523
            },
            "accuracy": 0.8085808580858086,
            "ece_hard": 0.23385204002414964,
            "calibration": 65.21470588567001,
            "p50_s": 1.3563375920057297,
            "p95_s": 2.4394075006246547,
            "cost_usd_per_1000": 0.025551078614603033,
            "axes": {
              "intelligence": 80.24709899040677,
              "calibration": 65.21470588567001,
              "speed": 74.80347846412252,
              "cost": 57.77772285435231
            },
            "jevbench_score": 68.96270278927393
          }
        },
        {
          "threshold": 0.7,
          "public": {
            "n": 231,
            "escalation": 0.21212121212121213,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5315315315315315
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.2960743427736027,
            "calibration": 52.77040920953365,
            "p50_s": 1.3191694766283035,
            "p95_s": 2.6578924618661404,
            "cost_usd_per_1000": 0.023347592441266597,
            "axes": {
              "intelligence": 72.91875208541877,
              "calibration": 52.77040920953365,
              "speed": 74.55162000654701,
              "cost": 58.95273689196884
            },
            "jevbench_score": 64.1279986977054
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2706270627062706,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5871559633027523
            },
            "accuracy": 0.8085808580858086,
            "ece_hard": 0.23385204002414964,
            "calibration": 65.21470588567001,
            "p50_s": 1.3563375920057297,
            "p95_s": 2.5285170599818207,
            "cost_usd_per_1000": 0.025682808766269882,
            "axes": {
              "intelligence": 80.24709899040677,
              "calibration": 65.21470588567001,
              "speed": 74.64766313075873,
              "cost": 57.71072445899868
            },
            "jevbench_score": 68.9067720789428
          }
        },
        {
          "threshold": 0.71,
          "public": {
            "n": 231,
            "escalation": 0.22077922077922077,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.7229437229437229,
            "ece_hard": 0.2822258903129442,
            "calibration": 54.155254455599504,
            "p50_s": 1.3192902952432632,
            "p95_s": 2.705424565821886,
            "cost_usd_per_1000": 0.02369317024174327,
            "axes": {
              "intelligence": 73.66950283616951,
              "calibration": 54.155254455599504,
              "speed": 74.47424203046299,
              "cost": 58.76130475107429
            },
            "jevbench_score": 64.64076172352922
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2871287128712871,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5963302752293578
            },
            "accuracy": 0.8118811881188119,
            "ece_hard": 0.22462011039820967,
            "calibration": 66.13789884826402,
            "p50_s": 1.3565552085638046,
            "p95_s": 2.549693354964256,
            "cost_usd_per_1000": 0.026341459524604142,
            "axes": {
              "intelligence": 80.52232834820494,
              "calibration": 66.13789884826402,
              "speed": 74.61074574693677,
              "cost": 57.380804961043744
            },
            "jevbench_score": 69.10089680660188
          }
        },
        {
          "threshold": 0.72,
          "public": {
            "n": 231,
            "escalation": 0.23376623376623376,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.7229437229437229,
            "ece_hard": 0.2892554206706144,
            "calibration": 54.057104087182054,
            "p50_s": 1.3224025070667267,
            "p95_s": 2.705424565821886,
            "cost_usd_per_1000": 0.024211536942458287,
            "axes": {
              "intelligence": 73.66950283616951,
              "calibration": 54.057104087182054,
              "speed": 74.46400906888935,
              "cost": 58.479329223263164
            },
            "jevbench_score": 64.53158438209522
          },
          "heldout": {
            "n": 303,
            "escalation": 0.297029702970297,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5963302752293578
            },
            "accuracy": 0.8118811881188119,
            "ece_hard": 0.22462011039820967,
            "calibration": 66.13789884826402,
            "p50_s": 1.3586038798093796,
            "p95_s": 2.549693354964256,
            "cost_usd_per_1000": 0.026736649979604697,
            "axes": {
              "intelligence": 80.52232834820494,
              "calibration": 66.13789884826402,
              "speed": 74.60419197415901,
              "cost": 57.1867902830308
            },
            "jevbench_score": 69.04089578900803
          }
        },
        {
          "threshold": 0.73,
          "public": {
            "n": 231,
            "escalation": 0.24242424242424243,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.2716077530736083,
            "calibration": 55.82187084688267,
            "p50_s": 1.3224025070667267,
            "p95_s": 2.7129402682185173,
            "cost_usd_per_1000": 0.024557114742934965,
            "axes": {
              "intelligence": 74.04487821154488,
              "calibration": 55.82187084688267,
              "speed": 74.45196104232865,
              "cost": 58.29467981586611
            },
            "jevbench_score": 65.0805355881139
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3069306930693069,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5963302752293578
            },
            "accuracy": 0.8118811881188119,
            "ece_hard": 0.22596800541676101,
            "calibration": 66.00310934640888,
            "p50_s": 1.3768931925296783,
            "p95_s": 2.549693354964256,
            "cost_usd_per_1000": 0.027131840434605255,
            "axes": {
              "intelligence": 80.52232834820494,
              "calibration": 66.00310934640888,
              "speed": 74.54611795149118,
              "cost": 56.99562237202096
            },
            "jevbench_score": 68.93452906603929
          }
        },
        {
          "threshold": 0.74,
          "public": {
            "n": 231,
            "escalation": 0.2510822510822511,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.7316017316017316,
            "ece_hard": 0.272210138985464,
            "calibration": 55.761632255697094,
            "p50_s": 1.3224025070667267,
            "p95_s": 2.7129402682185173,
            "cost_usd_per_1000": 0.02490269254341164,
            "axes": {
              "intelligence": 74.58500166833501,
              "calibration": 55.761632255697094,
              "speed": 74.45196104232865,
              "cost": 58.112610799746285
            },
            "jevbench_score": 65.13034483946844
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3201320132013201,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.5963302752293578
            },
            "accuracy": 0.8118811881188119,
            "ece_hard": 0.2269119053588616,
            "calibration": 65.90871935219882,
            "p50_s": 1.3797449171543121,
            "p95_s": 2.549693354964256,
            "cost_usd_per_1000": 0.027658761041272663,
            "axes": {
              "intelligence": 80.52232834820494,
              "calibration": 65.90871935219882,
              "speed": 74.53713245059546,
              "cost": 56.7450183330808
            },
            "jevbench_score": 68.83192329082638
          }
        },
        {
          "threshold": 0.75,
          "public": {
            "n": 231,
            "escalation": 0.26406926406926406,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.2792555521659784,
            "calibration": 55.057090937645654,
            "p50_s": 1.3238774687051773,
            "p95_s": 2.716652635484934,
            "cost_usd_per_1000": 0.02542105924412666,
            "axes": {
              "intelligence": 74.20962629295963,
              "calibration": 55.057090937645654,
              "speed": 74.44118098153855,
              "cost": 57.844190716967475
            },
            "jevbench_score": 64.76444188216044
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3234323432343234,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.8151815181518152,
            "ece_hard": 0.2266353941621652,
            "calibration": 65.93637047186846,
            "p50_s": 1.3797449171543121,
            "p95_s": 2.5530540913343427,
            "cost_usd_per_1000": 0.027790491192939512,
            "axes": {
              "intelligence": 80.7975577060031,
              "calibration": 65.93637047186846,
              "speed": 74.53141180897228,
              "cost": 56.68311331186638
            },
            "jevbench_score": 68.87777011756367
          }
        },
        {
          "threshold": 0.76,
          "public": {
            "n": 231,
            "escalation": 0.2683982683982684,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.2792555521659784,
            "calibration": 55.057090937645654,
            "p50_s": 1.3238774687051773,
            "p95_s": 2.716652635484934,
            "cost_usd_per_1000": 0.025593848144364995,
            "axes": {
              "intelligence": 74.20962629295963,
              "calibration": 55.057090937645654,
              "speed": 74.44118098153855,
              "cost": 57.755932335202885
            },
            "jevbench_score": 64.73972341767838
          },
          "heldout": {
            "n": 303,
            "escalation": 0.33993399339933994,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.8151815181518152,
            "ece_hard": 0.23016524078666206,
            "calibration": 65.58338580941877,
            "p50_s": 1.384657546877861,
            "p95_s": 2.571992296725511,
            "cost_usd_per_1000": 0.028449141951273776,
            "axes": {
              "intelligence": 80.7975577060031,
              "calibration": 65.58338580941877,
              "speed": 74.48387959395252,
              "cost": 56.37792483214104
            },
            "jevbench_score": 68.6816722443907
          }
        },
        {
          "threshold": 0.77,
          "public": {
            "n": 231,
            "escalation": 0.27705627705627706,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.28684046368639515,
            "calibration": 54.29859978560398,
            "p50_s": 1.325474590063095,
            "p95_s": 2.716652635484934,
            "cost_usd_per_1000": 0.025939425944841672,
            "axes": {
              "intelligence": 74.20962629295963,
              "calibration": 54.29859978560398,
              "speed": 74.43594482521571,
              "cost": 57.581189180341
            },
            "jevbench_score": 64.46560347352965
          },
          "heldout": {
            "n": 303,
            "escalation": 0.34983498349834985,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.8151815181518152,
            "ece_hard": 0.22423419937098382,
            "calibration": 66.17648995098659,
            "p50_s": 1.4045170545578003,
            "p95_s": 2.571992296725511,
            "cost_usd_per_1000": 0.028844332406274334,
            "axes": {
              "intelligence": 80.7975577060031,
              "calibration": 66.17648995098659,
              "speed": 74.42203319429316,
              "cost": 56.19818524628841
            },
            "jevbench_score": 68.76721653858543
          }
        },
        {
          "threshold": 0.78,
          "public": {
            "n": 231,
            "escalation": 0.29004329004329005,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.7316017316017316,
            "ece_hard": 0.28016441535603664,
            "calibration": 56.195083865128055,
            "p50_s": 1.3266585320234299,
            "p95_s": 2.716652635484934,
            "cost_usd_per_1000": 0.026457792645556685,
            "axes": {
              "intelligence": 74.58500166833501,
              "calibration": 56.195083865128055,
              "speed": 74.43206734644106,
              "cost": 57.32339174532019
            },
            "jevbench_score": 65.02950482824353
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3564356435643564,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.8151815181518152,
            "ece_hard": 0.22114030503368842,
            "calibration": 66.48587938471614,
            "p50_s": 1.438198447227478,
            "p95_s": 2.571992296725511,
            "cost_usd_per_1000": 0.029107792709608036,
            "axes": {
              "intelligence": 80.7975577060031,
              "calibration": 66.48587938471614,
              "speed": 74.31911520959446,
              "cost": 56.07972179669437
            },
            "jevbench_score": 68.78733878507389
          }
        },
        {
          "threshold": 0.79,
          "public": {
            "n": 231,
            "escalation": 0.2987012987012987,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.2818042070723631,
            "calibration": 56.03110469349541,
            "p50_s": 1.3277880102396011,
            "p95_s": 2.716652635484934,
            "cost_usd_per_1000": 0.026803370446033363,
            "axes": {
              "intelligence": 74.04487821154488,
              "calibration": 56.03110469349541,
              "speed": 74.42837146348762,
              "cost": 57.15431773800446
            },
            "jevbench_score": 64.8153607185516
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3696369636963696,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.8151815181518152,
            "ece_hard": 0.22114030503368842,
            "calibration": 66.48587938471614,
            "p50_s": 1.4431772530078888,
            "p95_s": 2.571992296725511,
            "cost_usd_per_1000": 0.029634713316275443,
            "axes": {
              "intelligence": 80.7975577060031,
              "calibration": 66.48587938471614,
              "speed": 74.3041066147159,
              "cost": 55.84597809198816
            },
            "jevbench_score": 68.71207951706185
          }
        },
        {
          "threshold": 0.8,
          "public": {
            "n": 231,
            "escalation": 0.30735930735930733,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.2818042070723631,
            "calibration": 56.03110469349541,
            "p50_s": 1.3289764374494553,
            "p95_s": 2.716652635484934,
            "cost_usd_per_1000": 0.02714894824651004,
            "axes": {
              "intelligence": 74.04487821154488,
              "calibration": 56.03110469349541,
              "speed": 74.4244860801654,
              "cost": 56.98740971107676
            },
            "jevbench_score": 64.76714337012491
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3795379537953795,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6146788990825688
            },
            "accuracy": 0.8184818481848185,
            "ece_hard": 0.22787172061604782,
            "calibration": 65.8127378264802,
            "p50_s": 1.4465409815311432,
            "p95_s": 2.571992296725511,
            "cost_usd_per_1000": 0.030029903771275998,
            "axes": {
              "intelligence": 81.07278706380127,
              "calibration": 65.8127378264802,
              "speed": 74.29399594455704,
              "cost": 55.67338178395144
            },
            "jevbench_score": 68.54039380098389
          }
        },
        {
          "threshold": 0.81,
          "public": {
            "n": 231,
            "escalation": 0.31601731601731603,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.2807887479988066,
            "calibration": 56.13265060085106,
            "p50_s": 1.3289764374494553,
            "p95_s": 2.72840940579772,
            "cost_usd_per_1000": 0.02749452604698672,
            "axes": {
              "intelligence": 74.04487821154488,
              "calibration": 56.13265060085106,
              "speed": 74.40573180935013,
              "cost": 56.822612869700315
            },
            "jevbench_score": 64.74549290090691
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3927392739273927,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6146788990825688
            },
            "accuracy": 0.8217821782178217,
            "ece_hard": 0.23179135683496743,
            "calibration": 65.42077420458824,
            "p50_s": 1.4572032541036606,
            "p95_s": 2.571992296725511,
            "cost_usd_per_1000": 0.03055682437794341,
            "axes": {
              "intelligence": 82.23945373046794,
              "calibration": 65.42077420458824,
              "speed": 74.262102040836,
              "cost": 55.44675345589869
            },
            "jevbench_score": 68.60563906056122
          }
        },
        {
          "threshold": 0.82,
          "public": {
            "n": 231,
            "escalation": 0.3203463203463203,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.2807887479988066,
            "calibration": 56.13265060085106,
            "p50_s": 1.3397867381572723,
            "p95_s": 2.72840940579772,
            "cost_usd_per_1000": 0.027667314947225054,
            "axes": {
              "intelligence": 74.04487821154488,
              "calibration": 56.13265060085106,
              "speed": 74.37054787346555,
              "cost": 56.74098958448397
            },
            "jevbench_score": 64.71457673223789
          },
          "heldout": {
            "n": 303,
            "escalation": 0.39603960396039606,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6146788990825688
            },
            "accuracy": 0.8217821782178217,
            "ece_hard": 0.2331485356542563,
            "calibration": 65.28505632265936,
            "p50_s": 1.4642701894044876,
            "p95_s": 2.571992296725511,
            "cost_usd_per_1000": 0.03068855452961026,
            "axes": {
              "intelligence": 82.23945373046794,
              "calibration": 65.28505632265936,
              "speed": 74.24109115676876,
              "cost": 55.390707007453855
            },
            "jevbench_score": 68.54784621077677
          }
        },
        {
          "threshold": 0.83,
          "public": {
            "n": 231,
            "escalation": 0.33766233766233766,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8055555555555556,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.28217007372054737,
            "calibration": 55.99451802867698,
            "p50_s": 1.349913328886032,
            "p95_s": 2.72840940579772,
            "cost_usd_per_1000": 0.02835847054817841,
            "axes": {
              "intelligence": 74.04487821154488,
              "calibration": 55.99451802867698,
              "speed": 74.3378457643491,
              "cost": 56.41951586729053
            },
            "jevbench_score": 64.5758252791851
          },
          "heldout": {
            "n": 303,
            "escalation": 0.40264026402640263,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6238532110091743
            },
            "accuracy": 0.8250825082508251,
            "ece_hard": 0.22420814658540783,
            "calibration": 66.1790952295442,
            "p50_s": 1.4727533608675003,
            "p95_s": 2.571992296725511,
            "cost_usd_per_1000": 0.030952014832943964,
            "axes": {
              "intelligence": 82.51468308826611,
              "calibration": 66.1790952295442,
              "speed": 74.21600314002204,
              "cost": 55.27933225487453
            },
            "jevbench_score": 68.7983627228977
          }
        },
        {
          "threshold": 0.84,
          "public": {
            "n": 231,
            "escalation": 0.3593073593073593,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5765765765765766
            },
            "accuracy": 0.7402597402597403,
            "ece_hard": 0.2643081802589161,
            "calibration": 57.780707374840105,
            "p50_s": 1.3694269061088562,
            "p95_s": 2.72840940579772,
            "cost_usd_per_1000": 0.0292224150493701,
            "axes": {
              "intelligence": 75.33575241908576,
              "calibration": 57.780707374840105,
              "speed": 74.27551605461642,
              "cost": 56.02851685608284
            },
            "jevbench_score": 65.23936078591521
          },
          "heldout": {
            "n": 303,
            "escalation": 0.41914191419141916,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6330275229357798
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.20584607981777647,
            "calibration": 68.01530190630733,
            "p50_s": 1.4812378883361816,
            "p95_s": 2.571992296725511,
            "cost_usd_per_1000": 0.03161066559127823,
            "axes": {
              "intelligence": 82.78991244606426,
              "calibration": 68.01530190630733,
              "speed": 74.19105524219056,
              "cost": 55.004990787979885
            },
            "jevbench_score": 69.23639141941668
          }
        },
        {
          "threshold": 0.85,
          "public": {
            "n": 231,
            "escalation": 0.36796536796536794,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5765765765765766
            },
            "accuracy": 0.7402597402597403,
            "ece_hard": 0.264127000460515,
            "calibration": 58.499380142792845,
            "p50_s": 1.377013847231865,
            "p95_s": 2.72840940579772,
            "cost_usd_per_1000": 0.029567992849846778,
            "axes": {
              "intelligence": 75.33575241908576,
              "calibration": 58.499380142792845,
              "speed": 74.25152154432672,
              "cost": 55.87534466444132
            },
            "jevbench_score": 65.39122778959508
          },
          "heldout": {
            "n": 303,
            "escalation": 0.43234323432343236,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6330275229357798
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.20277732820702932,
            "calibration": 68.32217706738206,
            "p50_s": 1.5059185326099396,
            "p95_s": 2.571992296725511,
            "cost_usd_per_1000": 0.032137586197945635,
            "axes": {
              "intelligence": 82.78991244606426,
              "calibration": 68.32217706738206,
              "speed": 74.1192885850752,
              "cost": 54.78960236508912
            },
            "jevbench_score": 69.22964867369186
          }
        },
        {
          "threshold": 0.86,
          "public": {
            "n": 231,
            "escalation": 0.38095238095238093,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5765765765765766
            },
            "accuracy": 0.7402597402597403,
            "ece_hard": 0.2642288314627934,
            "calibration": 58.48919704256501,
            "p50_s": 1.384503349661827,
            "p95_s": 2.72840940579772,
            "cost_usd_per_1000": 0.03008635955056179,
            "axes": {
              "intelligence": 75.33575241908576,
              "calibration": 58.48919704256501,
              "speed": 74.22796451157566,
              "cost": 55.64891076136781
            },
            "jevbench_score": 65.31685303289808
          },
          "heldout": {
            "n": 303,
            "escalation": 0.44554455445544555,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6330275229357798
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.1930111077074132,
            "calibration": 68.9230285805335,
            "p50_s": 1.5078626871109009,
            "p95_s": 2.5873304694890975,
            "cost_usd_per_1000": 0.03266450680461304,
            "axes": {
              "intelligence": 82.78991244606426,
              "calibration": 68.9230285805335,
              "speed": 74.08786302536055,
              "cost": 54.5777168427177
            },
            "jevbench_score": 69.3068326759638
          }
        },
        {
          "threshold": 0.87,
          "public": {
            "n": 231,
            "escalation": 0.39826839826839827,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.2481638809665665,
            "calibration": 60.095692092187704,
            "p50_s": 1.4003681987524033,
            "p95_s": 2.72840940579772,
            "cost_usd_per_1000": 0.030777515151515146,
            "axes": {
              "intelligence": 76.0865031698365,
              "calibration": 60.095692092187704,
              "speed": 74.17848222247912,
              "cost": 55.35299338654697
            },
            "jevbench_score": 65.825248176186
          },
          "heldout": {
            "n": 303,
            "escalation": 0.46864686468646866,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.17411343292375897,
            "calibration": 70.81279605889893,
            "p50_s": 1.8354156464338303,
            "p95_s": 2.5873304694890975,
            "cost_usd_per_1000": 0.033586617866281004,
            "axes": {
              "intelligence": 83.3403711616606,
              "calibration": 70.81279605889893,
              "speed": 73.23413667393994,
              "cost": 54.215011807314006
            },
            "jevbench_score": 69.57449681038759
          }
        },
        {
          "threshold": 0.88,
          "public": {
            "n": 231,
            "escalation": 0.4025974025974026,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.24817635073079486,
            "calibration": 60.09444511576486,
            "p50_s": 1.409024566411972,
            "p95_s": 2.72840940579772,
            "cost_usd_per_1000": 0.03095030405175349,
            "axes": {
              "intelligence": 76.0865031698365,
              "calibration": 60.09444511576486,
              "speed": 74.15171896849931,
              "cost": 55.280052405115434
            },
            "jevbench_score": 65.79727474050081
          },
          "heldout": {
            "n": 303,
            "escalation": 0.48184818481848185,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.1827397649661731,
            "calibration": 69.9501628546575,
            "p50_s": 1.884497232735157,
            "p95_s": 2.5873304694890975,
            "cost_usd_per_1000": 0.034113538472948415,
            "axes": {
              "intelligence": 83.06514180386245,
              "calibration": 69.9501628546575,
              "speed": 73.11952592971753,
              "cost": 54.01219691419592
            },
            "jevbench_score": 69.21228501179455
          }
        },
        {
          "threshold": 0.89,
          "public": {
            "n": 231,
            "escalation": 0.42857142857142855,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.7575757575757576,
            "ece_hard": 0.22773942855862647,
            "calibration": 62.1381373329817,
            "p50_s": 1.4595188051462173,
            "p95_s": 2.72840940579772,
            "cost_usd_per_1000": 0.031987037453183514,
            "axes": {
              "intelligence": 76.83725392058726,
              "calibration": 62.1381373329817,
              "speed": 73.99880766950506,
              "cost": 54.85077943453307
            },
            "jevbench_score": 66.34900247038111
          },
          "heldout": {
            "n": 303,
            "escalation": 0.49174917491749176,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.1827397649661731,
            "calibration": 69.9501628546575,
            "p50_s": 1.8997346237301826,
            "p95_s": 2.5873304694890975,
            "cost_usd_per_1000": 0.03450872892794897,
            "axes": {
              "intelligence": 83.06514180386245,
              "calibration": 69.9501628546575,
              "speed": 73.08455158965305,
              "cost": 53.86213110802222
            },
            "jevbench_score": 69.15588843905931
          }
        },
        {
          "threshold": 0.9,
          "public": {
            "n": 231,
            "escalation": 0.45454545454545453,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.2079758506506174,
            "calibration": 65.18248163391785,
            "p50_s": 1.5103851854801178,
            "p95_s": 2.801310855895281,
            "cost_usd_per_1000": 0.03302377085461355,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 65.18248163391785,
              "speed": 73.73550978482982,
              "cost": 54.43520013584778
            },
            "jevbench_score": 67.12286672640398
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5016501650165016,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8316831683168316,
            "ece_hard": 0.18123289375147272,
            "calibration": 70.92209478813926,
            "p50_s": 1.9051726013422012,
            "p95_s": 2.5873304694890975,
            "cost_usd_per_1000": 0.034903919382949525,
            "axes": {
              "intelligence": 83.06514180386245,
              "calibration": 70.92209478813926,
              "speed": 73.07213769812867,
              "cost": 53.71377409310265
            },
            "jevbench_score": 69.34409132539577
          }
        },
        {
          "threshold": 0.91,
          "public": {
            "n": 231,
            "escalation": 0.4588744588744589,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.20500888838185682,
            "calibration": 66.05084191995604,
            "p50_s": 1.5125302523374557,
            "p95_s": 2.801310855895281,
            "cost_usd_per_1000": 0.03319655975485189,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 66.05084191995604,
              "speed": 73.72934625908798,
              "cost": 54.3672076306553
            },
            "jevbench_score": 67.32286474637353
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5181518151815182,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.17496041133880202,
            "calibration": 72.00344628238719,
            "p50_s": 1.910685919225216,
            "p95_s": 2.6104362942278376,
            "cost_usd_per_1000": 0.03556257014128379,
            "axes": {
              "intelligence": 83.3403711616606,
              "calibration": 72.00344628238719,
              "speed": 73.02097597870777,
              "cost": 53.47020579058064
            },
            "jevbench_score": 69.57321146778418
          }
        },
        {
          "threshold": 0.92,
          "public": {
            "n": 231,
            "escalation": 0.47619047619047616,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7662337662337663,
            "ece_hard": 0.20584125704623318,
            "calibration": 65.96760505351841,
            "p50_s": 1.891363449394703,
            "p95_s": 2.801310855895281,
            "cost_usd_per_1000": 0.03388771535580524,
            "axes": {
              "intelligence": 77.58800467133801,
              "calibration": 65.96760505351841,
              "speed": 72.75863703668266,
              "cost": 54.0987312840783
            },
            "jevbench_score": 66.99605554354734
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5412541254125413,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.16489277435022337,
            "calibration": 73.01020998124505,
            "p50_s": 1.9170156568288803,
            "p95_s": 2.6104362942278376,
            "cost_usd_per_1000": 0.03648468120295175,
            "axes": {
              "intelligence": 83.3403711616606,
              "calibration": 73.01020998124505,
              "speed": 73.00661241057512,
              "cost": 53.13668332562059
            },
            "jevbench_score": 69.70259018950385
          }
        },
        {
          "threshold": 0.93,
          "public": {
            "n": 231,
            "escalation": 0.49783549783549785,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7705627705627706,
            "ece_hard": 0.20081836645697448,
            "calibration": 66.46989411244428,
            "p50_s": 1.900885358452797,
            "p95_s": 2.801310855895281,
            "cost_usd_per_1000": 0.034751659856996936,
            "axes": {
              "intelligence": 77.96338004671338,
              "calibration": 66.46989411244428,
              "speed": 72.736827701583,
              "cost": 53.770733416084745
            },
            "jevbench_score": 67.09713718480057
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5676567656765676,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.16623675355140893,
            "calibration": 72.8758120611265,
            "p50_s": 1.920856922864914,
            "p95_s": 2.6104362942278376,
            "cost_usd_per_1000": 0.037538522416286565,
            "axes": {
              "intelligence": 83.3403711616606,
              "calibration": 72.8758120611265,
              "speed": 72.99791883794916,
              "cost": 52.765684779689366
            },
            "jevbench_score": 69.54649121331376
          }
        },
        {
          "threshold": 0.94,
          "public": {
            "n": 231,
            "escalation": 0.5238095238095238,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7792207792207793,
            "ece_hard": 0.17921616279625435,
            "calibration": 68.63011447851629,
            "p50_s": 1.9172174036502838,
            "p95_s": 2.801310855895281,
            "cost_usd_per_1000": 0.03578839325842696,
            "axes": {
              "intelligence": 78.71413079746414,
              "calibration": 68.63011447851629,
              "speed": 72.69967333036678,
              "cost": 53.38773397257718
            },
            "jevbench_score": 67.66831209155139
          },
          "heldout": {
            "n": 303,
            "escalation": 0.594059405940594,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.16623675355140893,
            "calibration": 72.8758120611265,
            "p50_s": 1.9281360357999802,
            "p95_s": 2.6104362942278376,
            "cost_usd_per_1000": 0.03859236362962139,
            "axes": {
              "intelligence": 83.3403711616606,
              "calibration": 72.8758120611265,
              "speed": 72.9814922952996,
              "cost": 52.40495865384568
            },
            "jevbench_score": 69.4234176671553
          }
        },
        {
          "threshold": 0.95,
          "public": {
            "n": 231,
            "escalation": 0.5454545454545454,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6666666666666666
            },
            "accuracy": 0.7835497835497836,
            "ece_hard": 0.15929358914390102,
            "calibration": 71.52112406568239,
            "p50_s": 1.9277653470635414,
            "p95_s": 2.801310855895281,
            "cost_usd_per_1000": 0.03665233775961865,
            "axes": {
              "intelligence": 79.0895061728395,
              "calibration": 71.52112406568239,
              "speed": 72.67584526450338,
              "cost": 53.07694959898829
            },
            "jevbench_score": 68.34587541481137
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6204620462046204,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.16404560607524768,
            "calibration": 73.09492680874263,
            "p50_s": 1.940494865179062,
            "p95_s": 2.610842273384332,
            "cost_usd_per_1000": 0.039646204842956195,
            "axes": {
              "intelligence": 83.3403711616606,
              "calibration": 73.09492680874263,
              "speed": 72.9530686617781,
              "cost": 52.05395138379444
            },
            "jevbench_score": 69.35215860199163
          }
        },
        {
          "threshold": 0.96,
          "public": {
            "n": 231,
            "escalation": 0.5627705627705628,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6666666666666666
            },
            "accuracy": 0.7835497835497836,
            "ece_hard": 0.16236249114508872,
            "calibration": 71.21423386556361,
            "p50_s": 1.9360549077391624,
            "p95_s": 2.801310855895281,
            "cost_usd_per_1000": 0.03734349336057201,
            "axes": {
              "intelligence": 79.0895061728395,
              "calibration": 71.21423386556361,
              "speed": 72.65721025694586,
              "cost": 52.83355173012821
            },
            "jevbench_score": 68.18966376797756
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6633663366336634,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.1424608599813228,
            "calibration": 75.25340141813511,
            "p50_s": 1.9488137289881706,
            "p95_s": 2.612931399047375,
            "cost_usd_per_1000": 0.04135869681462528,
            "axes": {
              "intelligence": 83.89082987725693,
              "calibration": 75.25340141813511,
              "speed": 72.93101661787097,
              "cost": 51.50299462097298
            },
            "jevbench_score": 69.78247096915874
          }
        },
        {
          "threshold": 0.97,
          "public": {
            "n": 231,
            "escalation": 0.6103896103896104,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6756756756756757
            },
            "accuracy": 0.7878787878787878,
            "ece_hard": 0.14677099593751908,
            "calibration": 72.77338338632059,
            "p50_s": 1.9412290751934052,
            "p95_s": 2.823735985904932,
            "cost_usd_per_1000": 0.039244171263193725,
            "axes": {
              "intelligence": 79.46488154821488,
              "calibration": 72.77338338632059,
              "speed": 72.61099124018477,
              "cost": 52.18674513026955
            },
            "jevbench_score": 68.41913761683729
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6963696369636964,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6697247706422018
            },
            "accuracy": 0.8415841584158416,
            "ece_hard": 0.1310520802508322,
            "calibration": 76.39427939118417,
            "p50_s": 1.9527576640248299,
            "p95_s": 2.612931399047375,
            "cost_usd_per_1000": 0.0426759983312938,
            "axes": {
              "intelligence": 83.89082987725693,
              "calibration": 76.39427939118417,
              "speed": 72.92223641300333,
              "cost": 51.09448931574614
            },
            "jevbench_score": 69.90405077949144
          }
        },
        {
          "threshold": 0.98,
          "public": {
            "n": 231,
            "escalation": 0.6796536796536796,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7922077922077922,
            "ece_hard": 0.12898968669372407,
            "calibration": 74.55151431070009,
            "p50_s": 1.954352654516697,
            "p95_s": 2.823735985904932,
            "cost_usd_per_1000": 0.04200879366700715,
            "axes": {
              "intelligence": 79.84025692359026,
              "calibration": 74.55151431070009,
              "speed": 72.58172978431068,
              "cost": 51.29979368712684
            },
            "jevbench_score": 68.61282990575785
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7458745874587459,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8448844884488449,
            "ece_hard": 0.11724626321260129,
            "calibration": 78.28237367873987,
            "p50_s": 1.959138184785843,
            "p95_s": 2.62162209674716,
            "cost_usd_per_1000": 0.04465195060629658,
            "axes": {
              "intelligence": 84.16605923505509,
              "calibration": 78.28237367873987,
              "speed": 72.89364841726497,
              "cost": 50.50478693033097
            },
            "jevbench_score": 70.17877813752308
          }
        },
        {
          "threshold": 0.99,
          "public": {
            "n": 231,
            "escalation": 0.7316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.8008658008658008,
            "ece_hard": 0.10777876153483887,
            "calibration": 76.64312384651612,
            "p50_s": 1.961857296526432,
            "p95_s": 2.823735985904932,
            "cost_usd_per_1000": 0.044082260469867206,
            "axes": {
              "intelligence": 80.59100767434103,
              "calibration": 76.64312384651612,
              "speed": 72.56508497392635,
              "cost": 50.67208430915788
            },
            "jevbench_score": 69.0341632296934
          },
          "heldout": {
            "n": 303,
            "escalation": 0.8547854785478548,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8448844884488449,
            "ece_hard": 0.1088133754767477,
            "calibration": 79.12566245232523,
            "p50_s": 1.9719288051128387,
            "p95_s": 2.66972187384963,
            "cost_usd_per_1000": 0.048999045611302694,
            "axes": {
              "intelligence": 84.16605923505509,
              "calibration": 79.12566245232523,
              "speed": 72.78642749148585,
              "cost": 49.29437136839852
            },
            "jevbench_score": 69.91583072560415
          }
        },
        {
          "threshold": 1.0,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.9686473831534386,
            "p95_s": 2.823735985904932,
            "cost_usd_per_1000": 0.054795172284644186,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 78.2177967967968,
              "speed": 72.55007977572599,
              "cost": 47.837731097201925
            },
            "jevbench_score": 68.47068871996393
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08064220183486236,
            "calibration": 81.94277981651376,
            "p50_s": 1.9836426004767418,
            "p95_s": 2.683542966842651,
            "cost_usd_per_1000": 0.054795172284644186,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.94277981651376,
              "speed": 72.73828020152585,
              "cost": 47.837731097201925
            },
            "jevbench_score": 70.10566252087517
          }
        }
      ]
    },
    {
      "cheap": "open-alternative-jev",
      "backend": "jev-1.13.0",
      "chosen": {
        "threshold": 1.0,
        "public": {
          "n": 231,
          "escalation": 1.0,
          "tiers": {
            "easy": 1.0,
            "standard": 0.8194444444444444,
            "hard": 0.7117117117117117
          },
          "accuracy": 0.8051948051948052,
          "ece_hard": 0.09203203203203206,
          "calibration": 78.2177967967968,
          "p50_s": 1.226769672334194,
          "p95_s": 2.0335648261010646,
          "cost_usd_per_1000": 0.06208564044943819,
          "axes": {
            "intelligence": 80.9663830497164,
            "calibration": 78.2177967967968,
            "speed": 76.02978947569241,
            "cost": 46.21026503561948
          },
          "jevbench_score": 68.68045145419504
        },
        "heldout": {
          "n": 303,
          "escalation": 1.0,
          "tiers": {
            "easy": 1.0,
            "standard": 0.8333333333333334,
            "judge": 0.9452054794520548,
            "hard": 0.6972477064220184
          },
          "accuracy": 0.8514851485148515,
          "ece_hard": 0.08064220183486236,
          "calibration": 81.94277981651376,
          "p50_s": 1.2545109555125236,
          "p95_s": 1.8302100747823713,
          "cost_usd_per_1000": 0.06208564044943819,
          "axes": {
            "intelligence": 84.71651795065142,
            "calibration": 81.94277981651376,
            "speed": 76.39024599996569,
            "cost": 46.21026503561948
          },
          "jevbench_score": 70.3580492090166
        }
      },
      "full": {
        "tiers": {
          "easy": 1.0,
          "standard": 0.8229166666666666,
          "judge": 0.9452054794520548,
          "hard": 0.7045454545454546
        },
        "accuracy": 0.8314606741573034,
        "ece_hard": 0.08502525252525245,
        "calibration": 80.21147474747477,
        "p50_s": 1.2439309187233447,
        "p95_s": 1.8417592387646435,
        "cost_usd_per_1000": 0.06208564044943819,
        "axes": {
          "intelligence": 84.64378372768783,
          "calibration": 80.21147474747477,
          "speed": 76.39970880299045,
          "cost": 46.21026503561948
        },
        "jevbench_score": 69.97057344425629
      },
      "full_escalation": 1.0,
      "backend_heldout_accuracy": 0.8514851485148515,
      "useful": false,
      "curve": [
        {
          "threshold": 0.0,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.01,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.02,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.03,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.04,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.05,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.06,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.07,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.08,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.09,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.1,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.11,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.12,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.13,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.14,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.15,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.16,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.17,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.18,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.19,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.2,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.21,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.22,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.23,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.24,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.25,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.26,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.27,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.28,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.29,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.3,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2723344657716148,
            "calibration": 59.97952523584675,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1088171392679214,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.97952523584675,
              "speed": 81.86491236780878,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.64804472134733
          }
        },
        {
          "threshold": 0.31,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0033003300330033004,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2788851345408365,
            "calibration": 59.32445835892458,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1089038744568824,
            "cost_usd_per_1000": 0.022303134646048876,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.32445835892458,
              "speed": 81.86457266219443,
              "cost": 59.549022811950415
            },
            "jevbench_score": 65.44679809917865
          }
        },
        {
          "threshold": 0.32,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.006600660066006601,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2862559524401423,
            "calibration": 58.587376568994,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1089038744568824,
            "cost_usd_per_1000": 0.02243486479771573,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 58.587376568994,
              "speed": 81.86457266219443,
              "cost": 59.47229630113193
            },
            "jevbench_score": 65.22153092289962
          }
        },
        {
          "threshold": 0.33,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.006600660066006601,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2862559524401423,
            "calibration": 58.587376568994,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1089038744568824,
            "cost_usd_per_1000": 0.02243486479771573,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 58.587376568994,
              "speed": 81.86457266219443,
              "cost": 59.47229630113193
            },
            "jevbench_score": 65.22153092289962
          }
        },
        {
          "threshold": 0.34,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5610561056105611,
            "ece_hard": 0.28425866550464834,
            "calibration": 58.78710526254339,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1165145859122274,
            "cost_usd_per_1000": 0.02269832510104943,
            "axes": {
              "intelligence": 63.16272883415023,
              "calibration": 58.78710526254339,
              "speed": 81.83486766124035,
              "cost": 59.320185640429074
            },
            "jevbench_score": 65.15848253531232
          }
        },
        {
          "threshold": 0.35,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.013201320132013201,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5610561056105611,
            "ece_hard": 0.28425866550464834,
            "calibration": 58.78710526254339,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1165145859122274,
            "cost_usd_per_1000": 0.02269832510104943,
            "axes": {
              "intelligence": 63.16272883415023,
              "calibration": 58.78710526254339,
              "speed": 81.83486766124035,
              "cost": 59.320185640429074
            },
            "jevbench_score": 65.15848253531232
          }
        },
        {
          "threshold": 0.36,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0165016501650165,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5610561056105611,
            "ece_hard": 0.28027567811472737,
            "calibration": 59.185404001535495,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.120798410475254,
            "cost_usd_per_1000": 0.022830055252716284,
            "axes": {
              "intelligence": 63.16272883415023,
              "calibration": 59.185404001535495,
              "speed": 81.81823660742067,
              "cost": 59.244791123202596
            },
            "jevbench_score": 65.24450600180543
          }
        },
        {
          "threshold": 0.37,
          "public": {
            "n": 231,
            "escalation": 0.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.23568660819842263,
            "calibration": 57.69125137407893,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022171404494382024,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 57.69125137407893,
              "speed": 81.73312596625158,
              "cost": 59.62620384142349
            },
            "jevbench_score": 65.70065247995181
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.27585673808635774,
            "calibration": 59.631459162103155,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1283639609813687,
            "cost_usd_per_1000": 0.022961785404383137,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.631459162103155,
              "speed": 81.78901960404914,
              "cost": 59.169830385706256
            },
            "jevbench_score": 65.41163277182078
          }
        },
        {
          "threshold": 0.38,
          "public": {
            "n": 231,
            "escalation": 0.004329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.22654418955195743,
            "calibration": 58.605493238725444,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2132265359163283,
            "cost_usd_per_1000": 0.022344193394620362,
            "axes": {
              "intelligence": 66.6478978978979,
              "calibration": 58.605493238725444,
              "speed": 81.73312596625158,
              "cost": 59.525059550880485
            },
            "jevbench_score": 66.02458533992528
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.27585673808635774,
            "calibration": 59.631459162103155,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1283639609813687,
            "cost_usd_per_1000": 0.022961785404383137,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.631459162103155,
              "speed": 81.78901960404914,
              "cost": 59.169830385706256
            },
            "jevbench_score": 65.41163277182078
          }
        },
        {
          "threshold": 0.39,
          "public": {
            "n": 231,
            "escalation": 0.008658008658008658,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.22643991325148444,
            "calibration": 58.61592086877275,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2245997205376624,
            "cost_usd_per_1000": 0.0225169822948587,
            "axes": {
              "intelligence": 66.6478978978979,
              "calibration": 58.61592086877275,
              "speed": 81.69260341346663,
              "cost": 59.42469440996864
            },
            "jevbench_score": 65.99149018732358
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.27585673808635774,
            "calibration": 59.631459162103155,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1283639609813687,
            "cost_usd_per_1000": 0.022961785404383137,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.631459162103155,
              "speed": 81.78901960404914,
              "cost": 59.169830385706256
            },
            "jevbench_score": 65.41163277182078
          }
        },
        {
          "threshold": 0.4,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.22781664987506176,
            "calibration": 58.47824720641501,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2525466509163379,
            "cost_usd_per_1000": 0.022862560095335376,
            "axes": {
              "intelligence": 67.02327327327328,
              "calibration": 58.47824720641501,
              "speed": 81.59460587262502,
              "cost": 59.22625419850474
            },
            "jevbench_score": 65.97037063420939
          },
          "heldout": {
            "n": 303,
            "escalation": 0.019801980198019802,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5137614678899083
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.27585673808635774,
            "calibration": 59.631459162103155,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1283639609813687,
            "cost_usd_per_1000": 0.022961785404383137,
            "axes": {
              "intelligence": 63.4379581919484,
              "calibration": 59.631459162103155,
              "speed": 81.78901960404914,
              "cost": 59.169830385706256
            },
            "jevbench_score": 65.41163277182078
          }
        },
        {
          "threshold": 0.41,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.22781664987506176,
            "calibration": 58.47824720641501,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2525466509163379,
            "cost_usd_per_1000": 0.022862560095335376,
            "axes": {
              "intelligence": 67.02327327327328,
              "calibration": 58.47824720641501,
              "speed": 81.59460587262502,
              "cost": 59.22625419850474
            },
            "jevbench_score": 65.97037063420939
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0231023102310231,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5610561056105611,
            "ece_hard": 0.2851663429345224,
            "calibration": 58.70049867728669,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1592439234256735,
            "cost_usd_per_1000": 0.02309351555604999,
            "axes": {
              "intelligence": 63.16272883415023,
              "calibration": 58.70049867728669,
              "speed": 81.6717633903008,
              "cost": 59.095298465007346
            },
            "jevbench_score": 65.0402024793748
          }
        },
        {
          "threshold": 0.42,
          "public": {
            "n": 231,
            "escalation": 0.017316017316017316,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.22781664987506176,
            "calibration": 58.47824720641501,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.2525466509163379,
            "cost_usd_per_1000": 0.022862560095335376,
            "axes": {
              "intelligence": 67.02327327327328,
              "calibration": 58.47824720641501,
              "speed": 81.59460587262502,
              "cost": 59.22625419850474
            },
            "jevbench_score": 65.97037063420939
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0231023102310231,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5610561056105611,
            "ece_hard": 0.2851663429345224,
            "calibration": 58.70049867728669,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1592439234256735,
            "cost_usd_per_1000": 0.02309351555604999,
            "axes": {
              "intelligence": 63.16272883415023,
              "calibration": 58.70049867728669,
              "speed": 81.6717633903008,
              "cost": 59.095298465007346
            },
            "jevbench_score": 65.0402024793748
          }
        },
        {
          "threshold": 0.43,
          "public": {
            "n": 231,
            "escalation": 0.030303030303030304,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.23063224476485567,
            "calibration": 58.19668771743562,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.3340997859835624,
            "cost_usd_per_1000": 0.023380926796050392,
            "axes": {
              "intelligence": 67.02327327327328,
              "calibration": 58.19668771743562,
              "speed": 81.32066182838275,
              "cost": 58.93414833530273
            },
            "jevbench_score": 65.75411765908889
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0231023102310231,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5610561056105611,
            "ece_hard": 0.2851663429345224,
            "calibration": 58.70049867728669,
            "p50_s": 0.5870145052671433,
            "p95_s": 1.1592439234256735,
            "cost_usd_per_1000": 0.02309351555604999,
            "axes": {
              "intelligence": 63.16272883415023,
              "calibration": 58.70049867728669,
              "speed": 81.6717633903008,
              "cost": 59.095298465007346
            },
            "jevbench_score": 65.0402024793748
          }
        },
        {
          "threshold": 0.44,
          "public": {
            "n": 231,
            "escalation": 0.030303030303030304,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.23063224476485567,
            "calibration": 58.19668771743562,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.3340997859835624,
            "cost_usd_per_1000": 0.023380926796050392,
            "axes": {
              "intelligence": 67.02327327327328,
              "calibration": 58.19668771743562,
              "speed": 81.32066182838275,
              "cost": 58.93414833530273
            },
            "jevbench_score": 65.75411765908889
          },
          "heldout": {
            "n": 303,
            "escalation": 0.026402640264026403,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5610561056105611,
            "ece_hard": 0.29035188461876194,
            "calibration": 58.18194450886274,
            "p50_s": 0.5878239214420319,
            "p95_s": 1.2063746720552433,
            "cost_usd_per_1000": 0.02322524570771684,
            "axes": {
              "intelligence": 63.16272883415023,
              "calibration": 58.18194450886274,
              "speed": 81.49270533758894,
              "cost": 59.02119048286132
            },
            "jevbench_score": 64.84014154934319
          }
        },
        {
          "threshold": 0.45,
          "public": {
            "n": 231,
            "escalation": 0.03463203463203463,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.2396919734372042,
            "calibration": 57.29071485020077,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.3340997859835624,
            "cost_usd_per_1000": 0.02355371569628873,
            "axes": {
              "intelligence": 66.6478978978979,
              "calibration": 57.29071485020077,
              "speed": 81.32066182838275,
              "cost": 58.83821714127103
            },
            "jevbench_score": 65.37817249228333
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0297029702970297,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5068493150684932,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5610561056105611,
            "ece_hard": 0.2947065171267957,
            "calibration": 57.74648125805936,
            "p50_s": 0.5878239214420319,
            "p95_s": 1.222848697006702,
            "cost_usd_per_1000": 0.02335697585938369,
            "axes": {
              "intelligence": 63.16272883415023,
              "calibration": 57.74648125805936,
              "speed": 81.43380019197517,
              "cost": 58.9475016437958
            },
            "jevbench_score": 64.68657084204645
          }
        },
        {
          "threshold": 0.46,
          "public": {
            "n": 231,
            "escalation": 0.04329004329004329,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5405405405405406
            },
            "accuracy": 0.6623376623376623,
            "ece_hard": 0.2532469326755076,
            "calibration": 55.93521892637044,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.4122533962130546,
            "cost_usd_per_1000": 0.02389929349676541,
            "axes": {
              "intelligence": 66.27252252252254,
              "calibration": 55.93521892637044,
              "speed": 81.07341869528295,
              "cost": 58.64844812008064
            },
            "jevbench_score": 64.79454787658689
          },
          "heldout": {
            "n": 303,
            "escalation": 0.039603960396039604,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5136986301369864,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5643564356435643,
            "ece_hard": 0.2949991596128602,
            "calibration": 57.71721700945291,
            "p50_s": 0.5895052790641785,
            "p95_s": 1.2606141895055765,
            "cost_usd_per_1000": 0.02375216631438425,
            "axes": {
              "intelligence": 63.35450965606804,
              "calibration": 57.71721700945291,
              "speed": 81.2893011016477,
              "cost": 58.72890323320096
            },
            "jevbench_score": 64.63861600597465
          }
        },
        {
          "threshold": 0.47,
          "public": {
            "n": 231,
            "escalation": 0.047619047619047616,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.24547438872144473,
            "calibration": 56.71247332177672,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.4122533962130546,
            "cost_usd_per_1000": 0.024072082397003747,
            "axes": {
              "intelligence": 66.6478978978979,
              "calibration": 56.71247332177672,
              "speed": 81.07341869528295,
              "cost": 58.554590161201276
            },
            "jevbench_score": 65.08428214335962
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5205479452054794,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2949991596128602,
            "calibration": 57.71721700945291,
            "p50_s": 0.5900527179241181,
            "p95_s": 1.2770627483725543,
            "cost_usd_per_1000": 0.02401562661771795,
            "axes": {
              "intelligence": 63.54629047798584,
              "calibration": 57.71721700945291,
              "speed": 81.22896948020045,
              "cost": 58.585182316888194
            },
            "jevbench_score": 64.6358670249557
          }
        },
        {
          "threshold": 0.48,
          "public": {
            "n": 231,
            "escalation": 0.05194805194805195,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.2496437802919674,
            "calibration": 56.295534164724444,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.4313000380992889,
            "cost_usd_per_1000": 0.024244871297242086,
            "axes": {
              "intelligence": 66.6478978978979,
              "calibration": 56.295534164724444,
              "speed": 81.01523814498383,
              "cost": 58.46140350922449
            },
            "jevbench_score": 64.92681331635728
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0462046204620462,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5205479452054794,
              "hard": 0.5045871559633027
            },
            "accuracy": 0.5676567656765676,
            "ece_hard": 0.2949991596128602,
            "calibration": 57.71721700945291,
            "p50_s": 0.5900527179241181,
            "p95_s": 1.2770627483725543,
            "cost_usd_per_1000": 0.02401562661771795,
            "axes": {
              "intelligence": 63.54629047798584,
              "calibration": 57.71721700945291,
              "speed": 81.22896948020045,
              "cost": 58.585182316888194
            },
            "jevbench_score": 64.6358670249557
          }
        },
        {
          "threshold": 0.49,
          "public": {
            "n": 231,
            "escalation": 0.05627705627705628,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5495495495495496
            },
            "accuracy": 0.6666666666666666,
            "ece_hard": 0.243823767898048,
            "calibration": 56.877535404116394,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.4582971796393394,
            "cost_usd_per_1000": 0.02441766019748042,
            "axes": {
              "intelligence": 66.6478978978979,
              "calibration": 56.877535404116394,
              "speed": 80.93408461471964,
              "cost": 58.36887862943428
            },
            "jevbench_score": 65.05190343138874
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0627062706270627,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5273972602739726,
              "hard": 0.5229357798165137
            },
            "accuracy": 0.5775577557755776,
            "ece_hard": 0.2819208688117406,
            "calibration": 59.27963238066127,
            "p50_s": 0.5905896663665772,
            "p95_s": 1.2855553507804869,
            "cost_usd_per_1000": 0.02467427737605221,
            "axes": {
              "intelligence": 64.28853001549999,
              "calibration": 59.27963238066127,
              "speed": 81.1962337588426,
              "cost": 58.23266672350478
            },
            "jevbench_score": 65.15314589691974
          }
        },
        {
          "threshold": 0.5,
          "public": {
            "n": 231,
            "escalation": 0.06060606060606061,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.239101070226627,
            "calibration": 57.501008951695354,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.4727609172463416,
            "cost_usd_per_1000": 0.02459044909771876,
            "axes": {
              "intelligence": 67.02327327327328,
              "calibration": 57.501008951695354,
              "speed": 80.89122246589763,
              "cost": 58.27700618881849
            },
            "jevbench_score": 65.28673240505192
          },
          "heldout": {
            "n": 303,
            "escalation": 0.06930693069306931,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5273972602739726,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.5808580858085809,
            "ece_hard": 0.2768441492617718,
            "calibration": 60.76350811609501,
            "p50_s": 0.5923556029796601,
            "p95_s": 1.2975253440439698,
            "cost_usd_per_1000": 0.024937737679385917,
            "axes": {
              "intelligence": 64.56375937329814,
              "calibration": 60.76350811609501,
              "speed": 81.14301649775062,
              "cost": 58.0942884318075
            },
            "jevbench_score": 65.57737959626436
          }
        },
        {
          "threshold": 0.51,
          "public": {
            "n": 231,
            "escalation": 0.06060606060606061,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.239101070226627,
            "calibration": 57.501008951695354,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.4727609172463416,
            "cost_usd_per_1000": 0.02459044909771876,
            "axes": {
              "intelligence": 67.02327327327328,
              "calibration": 57.501008951695354,
              "speed": 80.89122246589763,
              "cost": 58.27700618881849
            },
            "jevbench_score": 65.28673240505192
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0924092409240924,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5616438356164384,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.5973597359735974,
            "ece_hard": 0.2764686322610189,
            "calibration": 60.8010598161703,
            "p50_s": 0.5930232793092728,
            "p95_s": 1.342048987746238,
            "cost_usd_per_1000": 0.025859848741053883,
            "axes": {
              "intelligence": 65.5226634828872,
              "calibration": 60.8010598161703,
              "speed": 80.99159889110892,
              "cost": 57.62122059146196
            },
            "jevbench_score": 65.66459647053959
          }
        },
        {
          "threshold": 0.52,
          "public": {
            "n": 231,
            "escalation": 0.06060606060606061,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.239101070226627,
            "calibration": 57.501008951695354,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.4727609172463416,
            "cost_usd_per_1000": 0.02459044909771876,
            "axes": {
              "intelligence": 67.02327327327328,
              "calibration": 57.501008951695354,
              "speed": 80.89122246589763,
              "cost": 58.27700618881849
            },
            "jevbench_score": 65.28673240505192
          },
          "heldout": {
            "n": 303,
            "escalation": 0.0924092409240924,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5616438356164384,
              "hard": 0.5321100917431193
            },
            "accuracy": 0.5973597359735974,
            "ece_hard": 0.2764686322610189,
            "calibration": 60.8010598161703,
            "p50_s": 0.5930232793092728,
            "p95_s": 1.342048987746238,
            "cost_usd_per_1000": 0.025859848741053883,
            "axes": {
              "intelligence": 65.5226634828872,
              "calibration": 60.8010598161703,
              "speed": 80.99159889110892,
              "cost": 57.62122059146196
            },
            "jevbench_score": 65.66459647053959
          }
        },
        {
          "threshold": 0.53,
          "public": {
            "n": 231,
            "escalation": 0.06926406926406926,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5585585585585585
            },
            "accuracy": 0.670995670995671,
            "ece_hard": 0.24145394340559476,
            "calibration": 57.26572163379858,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.5114113330841064,
            "cost_usd_per_1000": 0.024936026898195438,
            "axes": {
              "intelligence": 67.02327327327328,
              "calibration": 57.26572163379858,
              "speed": 80.77871822953344,
              "cost": 58.095182267880254
            },
            "jevbench_score": 65.1462410695929
          },
          "heldout": {
            "n": 303,
            "escalation": 0.10561056105610561,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5753424657534246,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.6072607260726073,
            "ece_hard": 0.2752506337615269,
            "calibration": 60.72165124241474,
            "p50_s": 0.5963243931531906,
            "p95_s": 1.3474827371537683,
            "cost_usd_per_1000": 0.02638676934772129,
            "axes": {
              "intelligence": 66.18145448452097,
              "calibration": 60.72165124241474,
              "speed": 80.94994215039263,
              "cost": 57.35841337526125
            },
            "jevbench_score": 65.72390938748919
          }
        },
        {
          "threshold": 0.54,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.2355195392284576,
            "calibration": 58.22086556043122,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.5455794125795363,
            "cost_usd_per_1000": 0.025454393598910455,
            "axes": {
              "intelligence": 67.39864864864866,
              "calibration": 58.22086556043122,
              "speed": 80.68163173114914,
              "cost": 57.827117341573555
            },
            "jevbench_score": 65.41223913380924
          },
          "heldout": {
            "n": 303,
            "escalation": 0.12871287128712872,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5958904109589042,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.6171617161716172,
            "ece_hard": 0.2790010064828686,
            "calibration": 60.34661397028057,
            "p50_s": 0.5986908316612244,
            "p95_s": 1.4190636679530135,
            "cost_usd_per_1000": 0.027308880409389252,
            "axes": {
              "intelligence": 66.7567969502744,
              "calibration": 60.34661397028057,
              "speed": 80.70795511554897,
              "cost": 56.910883132012174
            },
            "jevbench_score": 65.58658472960575
          }
        },
        {
          "threshold": 0.55,
          "public": {
            "n": 231,
            "escalation": 0.08225108225108226,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.2355195392284576,
            "calibration": 58.22086556043122,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.5455794125795363,
            "cost_usd_per_1000": 0.025454393598910455,
            "axes": {
              "intelligence": 67.39864864864866,
              "calibration": 58.22086556043122,
              "speed": 80.68163173114914,
              "cost": 57.827117341573555
            },
            "jevbench_score": 65.41223913380924
          },
          "heldout": {
            "n": 303,
            "escalation": 0.12871287128712872,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5958904109589042,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.6171617161716172,
            "ece_hard": 0.2790010064828686,
            "calibration": 60.34661397028057,
            "p50_s": 0.5986908316612244,
            "p95_s": 1.4190636679530135,
            "cost_usd_per_1000": 0.027308880409389252,
            "axes": {
              "intelligence": 66.7567969502744,
              "calibration": 60.34661397028057,
              "speed": 80.70795511554897,
              "cost": 56.910883132012174
            },
            "jevbench_score": 65.58658472960575
          }
        },
        {
          "threshold": 0.56,
          "public": {
            "n": 231,
            "escalation": 0.09090909090909091,
            "tiers": {
              "easy": 1.0,
              "standard": 0.625,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.6753246753246753,
            "ece_hard": 0.23297291806259396,
            "calibration": 58.47552767701758,
            "p50_s": 0.5530259400606156,
            "p95_s": 1.6051472067832946,
            "cost_usd_per_1000": 0.02579997139938713,
            "axes": {
              "intelligence": 67.39864864864866,
              "calibration": 58.47552767701758,
              "speed": 80.51739629965851,
              "cost": 57.65142326423709
            },
            "jevbench_score": 65.40053087283053
          },
          "heldout": {
            "n": 303,
            "escalation": 0.12871287128712872,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.5958904109589042,
              "hard": 0.5412844036697247
            },
            "accuracy": 0.6171617161716172,
            "ece_hard": 0.2790010064828686,
            "calibration": 60.34661397028057,
            "p50_s": 0.5986908316612244,
            "p95_s": 1.4190636679530135,
            "cost_usd_per_1000": 0.027308880409389252,
            "axes": {
              "intelligence": 66.7567969502744,
              "calibration": 60.34661397028057,
              "speed": 80.70795511554897,
              "cost": 56.910883132012174
            },
            "jevbench_score": 65.58658472960575
          }
        },
        {
          "threshold": 0.57,
          "public": {
            "n": 231,
            "escalation": 0.11255411255411256,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6388888888888888,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.6796536796536796,
            "ece_hard": 0.23205810448455705,
            "calibration": 59.05989153925026,
            "p50_s": 0.5537255644798279,
            "p95_s": 1.696248324215412,
            "cost_usd_per_1000": 0.026663915900578823,
            "axes": {
              "intelligence": 67.93877210543877,
              "calibration": 59.05989153925026,
              "speed": 80.2721599384351,
              "cost": 57.222282074003815
            },
            "jevbench_score": 65.52169372224925
          },
          "heldout": {
            "n": 303,
            "escalation": 0.13861386138613863,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.6095890410958904,
              "hard": 0.5504587155963303
            },
            "accuracy": 0.6270627062706271,
            "ece_hard": 0.2734764514288704,
            "calibration": 60.89906947568039,
            "p50_s": 0.6008343935012818,
            "p95_s": 1.4190636679530135,
            "cost_usd_per_1000": 0.02770407086438981,
            "axes": {
              "intelligence": 67.41558795190818,
              "calibration": 60.89906947568039,
              "speed": 80.69243333993008,
              "cost": 56.723692317190476
            },
            "jevbench_score": 65.84034107573699
          }
        },
        {
          "threshold": 0.58,
          "public": {
            "n": 231,
            "escalation": 0.12121212121212122,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6388888888888888,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.6796536796536796,
            "ece_hard": 0.23521134017933984,
            "calibration": 58.74456796977198,
            "p50_s": 0.5537255644798279,
            "p95_s": 1.7532506600022315,
            "cost_usd_per_1000": 0.0270094937010555,
            "axes": {
              "intelligence": 67.93877210543877,
              "calibration": 58.74456796977198,
              "speed": 80.12861414397628,
              "cost": 57.054506700476416
            },
            "jevbench_score": 65.35679523531465
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1419141914191419,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.6095890410958904,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.6303630363036303,
            "ece_hard": 0.26291749503040013,
            "calibration": 61.954965115527415,
            "p50_s": 0.6008917182683945,
            "p95_s": 1.4190636679530135,
            "cost_usd_per_1000": 0.027835801016056663,
            "axes": {
              "intelligence": 67.69081730970635,
              "calibration": 61.954965115527415,
              "speed": 80.69201900541893,
              "cost": 56.661888301469745
            },
            "jevbench_score": 66.1731601346602
          }
        },
        {
          "threshold": 0.59,
          "public": {
            "n": 231,
            "escalation": 0.12121212121212122,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6388888888888888,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.6796536796536796,
            "ece_hard": 0.23521134017933984,
            "calibration": 58.74456796977198,
            "p50_s": 0.5537255644798279,
            "p95_s": 1.7532506600022315,
            "cost_usd_per_1000": 0.0270094937010555,
            "axes": {
              "intelligence": 67.93877210543877,
              "calibration": 58.74456796977198,
              "speed": 80.12861414397628,
              "cost": 57.054506700476416
            },
            "jevbench_score": 65.35679523531465
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1419141914191419,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.6095890410958904,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.6303630363036303,
            "ece_hard": 0.26291749503040013,
            "calibration": 61.954965115527415,
            "p50_s": 0.6008917182683945,
            "p95_s": 1.4190636679530135,
            "cost_usd_per_1000": 0.027835801016056663,
            "axes": {
              "intelligence": 67.69081730970635,
              "calibration": 61.954965115527415,
              "speed": 80.69201900541893,
              "cost": 56.661888301469745
            },
            "jevbench_score": 66.1731601346602
          }
        },
        {
          "threshold": 0.6,
          "public": {
            "n": 231,
            "escalation": 0.12987012987012986,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6527777777777778,
              "hard": 0.5675675675675675
            },
            "accuracy": 0.683982683982684,
            "ece_hard": 0.2363584879275014,
            "calibration": 58.62985319495583,
            "p50_s": 0.5537255644798279,
            "p95_s": 1.7532506600022315,
            "cost_usd_per_1000": 0.027355071501532175,
            "axes": {
              "intelligence": 68.4788955622289,
              "calibration": 58.62985319495583,
              "speed": 80.12861414397628,
              "cost": 56.88886437138028
            },
            "jevbench_score": 65.40675640258553
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1617161716171617,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.6301369863013698,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.6402640264026402,
            "ece_hard": 0.264703428976197,
            "calibration": 62.103705721407024,
            "p50_s": 0.6067677825689316,
            "p95_s": 1.4190636679530135,
            "cost_usd_per_1000": 0.028626181926057773,
            "axes": {
              "intelligence": 68.26615977545978,
              "calibration": 62.103705721407024,
              "speed": 80.64975605897828,
              "cost": 56.29709719018032
            },
            "jevbench_score": 66.2373596207036
          }
        },
        {
          "threshold": 0.61,
          "public": {
            "n": 231,
            "escalation": 0.13852813852813853,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6527777777777778,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.6926406926406926,
            "ece_hard": 0.22162603254831353,
            "calibration": 60.103098732874614,
            "p50_s": 0.5537255644798279,
            "p95_s": 1.7532506600022315,
            "cost_usd_per_1000": 0.027700649302008853,
            "axes": {
              "intelligence": 69.22964631297965,
              "calibration": 60.103098732874614,
              "speed": 80.12861414397628,
              "cost": 56.725301529177074
            },
            "jevbench_score": 65.94598435766238
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1716171617161716,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.636986301369863,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.6435643564356436,
            "ece_hard": 0.26268635102738525,
            "calibration": 61.35803774981527,
            "p50_s": 0.6076879739761353,
            "p95_s": 1.4190636679530135,
            "cost_usd_per_1000": 0.02902137238105833,
            "axes": {
              "intelligence": 68.45794059737757,
              "calibration": 61.35803774981527,
              "speed": 80.64317477143828,
              "cost": 56.118461626595575
            },
            "jevbench_score": 66.0301321774486
          }
        },
        {
          "threshold": 0.62,
          "public": {
            "n": 231,
            "escalation": 0.14285714285714285,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6527777777777778,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.6926406926406926,
            "ece_hard": 0.22162603254831353,
            "calibration": 60.103098732874614,
            "p50_s": 0.5538872867822647,
            "p95_s": 1.7532506600022315,
            "cost_usd_per_1000": 0.02787343820224719,
            "axes": {
              "intelligence": 69.22964631297965,
              "calibration": 60.103098732874614,
              "speed": 80.12734591918152,
              "cost": 56.644283726365316
            },
            "jevbench_score": 65.92216408319494
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1716171617161716,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.636986301369863,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.6435643564356436,
            "ece_hard": 0.26268635102738525,
            "calibration": 61.35803774981527,
            "p50_s": 0.6076879739761353,
            "p95_s": 1.4190636679530135,
            "cost_usd_per_1000": 0.02902137238105833,
            "axes": {
              "intelligence": 68.45794059737757,
              "calibration": 61.35803774981527,
              "speed": 80.64317477143828,
              "cost": 56.118461626595575
            },
            "jevbench_score": 66.0301321774486
          }
        },
        {
          "threshold": 0.63,
          "public": {
            "n": 231,
            "escalation": 0.16017316017316016,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6666666666666666,
              "hard": 0.5855855855855856
            },
            "accuracy": 0.696969696969697,
            "ece_hard": 0.22563577432846027,
            "calibration": 60.03982789885066,
            "p50_s": 0.5563413441181183,
            "p95_s": 1.7532506600022315,
            "cost_usd_per_1000": 0.028564593803200544,
            "axes": {
              "intelligence": 69.76976976976977,
              "calibration": 60.03982789885066,
              "speed": 80.10814653510246,
              "cost": 56.32515842058628
            },
            "jevbench_score": 65.93582712303797
          },
          "heldout": {
            "n": 303,
            "escalation": 0.18151815181518152,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.6575342465753424,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.6534653465346535,
            "ece_hard": 0.26268635102738525,
            "calibration": 61.35803774981527,
            "p50_s": 0.6084316313266754,
            "p95_s": 1.4190636679530135,
            "cost_usd_per_1000": 0.029416562836058886,
            "axes": {
              "intelligence": 69.033283063131,
              "calibration": 61.35803774981527,
              "speed": 80.63786334774915,
              "cost": 55.9422422071319
            },
            "jevbench_score": 66.11533728414715
          }
        },
        {
          "threshold": 0.64,
          "public": {
            "n": 231,
            "escalation": 0.1645021645021645,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6666666666666666,
              "hard": 0.5945945945945946
            },
            "accuracy": 0.7012987012987013,
            "ece_hard": 0.2196654445994337,
            "calibration": 60.63686087175332,
            "p50_s": 0.5563413441181183,
            "p95_s": 1.7532506600022315,
            "cost_usd_per_1000": 0.028737382703438882,
            "axes": {
              "intelligence": 70.14514514514514,
              "calibration": 60.63686087175332,
              "speed": 80.10814653510246,
              "cost": 56.24658365099602
            },
            "jevbench_score": 66.16476742149023
          },
          "heldout": {
            "n": 303,
            "escalation": 0.1848184818481848,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.6643835616438356,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.6567656765676567,
            "ece_hard": 0.26268635102738525,
            "calibration": 61.35803774981527,
            "p50_s": 0.6108522057533264,
            "p95_s": 1.4190636679530135,
            "cost_usd_per_1000": 0.02954829298772574,
            "axes": {
              "intelligence": 69.22506388504881,
              "calibration": 61.35803774981527,
              "speed": 80.62061972545854,
              "cost": 55.88402810076575
            },
            "jevbench_score": 66.14045306431717
          }
        },
        {
          "threshold": 0.65,
          "public": {
            "n": 231,
            "escalation": 0.16883116883116883,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6666666666666666,
              "hard": 0.6036036036036037
            },
            "accuracy": 0.7056277056277056,
            "ece_hard": 0.21277674674905372,
            "calibration": 61.32573065679132,
            "p50_s": 0.5563413441181183,
            "p95_s": 1.7532506600022315,
            "cost_usd_per_1000": 0.02891017160367722,
            "axes": {
              "intelligence": 70.52052052052052,
              "calibration": 61.32573065679132,
              "speed": 80.10814653510246,
              "cost": 56.16847991368977
            },
            "jevbench_score": 66.41740430485812
          },
          "heldout": {
            "n": 303,
            "escalation": 0.19141914191419143,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "judge": 0.6643835616438356,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.6567656765676567,
            "ece_hard": 0.2616309685938325,
            "calibration": 61.46357599317054,
            "p50_s": 0.6108522057533264,
            "p95_s": 1.4444702014327047,
            "cost_usd_per_1000": 0.029811753291059444,
            "axes": {
              "intelligence": 69.22506388504881,
              "calibration": 61.46357599317054,
              "speed": 80.54355266536973,
              "cost": 55.76837444370329
            },
            "jevbench_score": 66.11880401049667
          }
        },
        {
          "threshold": 0.66,
          "public": {
            "n": 231,
            "escalation": 0.1774891774891775,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6666666666666666,
              "hard": 0.6126126126126126
            },
            "accuracy": 0.70995670995671,
            "ece_hard": 0.20590548792624197,
            "calibration": 61.656082215742224,
            "p50_s": 0.5563752442598343,
            "p95_s": 1.7532506600022315,
            "cost_usd_per_1000": 0.0292557494041539,
            "axes": {
              "intelligence": 70.89589589589589,
              "calibration": 61.656082215742224,
              "speed": 80.1078819098665,
              "cost": 56.01366318065333
            },
            "jevbench_score": 66.54900417104056
          },
          "heldout": {
            "n": 303,
            "escalation": 0.21782178217821782,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "judge": 0.684931506849315,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.66996699669967,
            "ece_hard": 0.2619601869214181,
            "calibration": 61.430654160411976,
            "p50_s": 0.6203177213668823,
            "p95_s": 1.4444702014327047,
            "cost_usd_per_1000": 0.03086559450439426,
            "axes": {
              "intelligence": 70.96707301746889,
              "calibration": 61.430654160411976,
              "speed": 80.47677224607965,
              "cost": 55.31576060918928
            },
            "jevbench_score": 66.37283495015282
          }
        },
        {
          "threshold": 0.67,
          "public": {
            "n": 231,
            "escalation": 0.18614718614718614,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6666666666666666,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7142857142857143,
            "ece_hard": 0.20055176605631675,
            "calibration": 62.19145440273475,
            "p50_s": 0.5563752442598343,
            "p95_s": 1.7532506600022315,
            "cost_usd_per_1000": 0.029601327204630573,
            "axes": {
              "intelligence": 71.27127127127126,
              "calibration": 62.19145440273475,
              "speed": 80.1078819098665,
              "cost": 55.860664494523526
            },
            "jevbench_score": 66.73545737980997
          },
          "heldout": {
            "n": 303,
            "escalation": 0.23102310231023102,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.6917808219178082,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.6798679867986799,
            "ece_hard": 0.2537301364498217,
            "calibration": 64.39748704914437,
            "p50_s": 0.6225624173879624,
            "p95_s": 1.4473231211304665,
            "cost_usd_per_1000": 0.03139251511106167,
            "axes": {
              "intelligence": 72.60074986385155,
              "calibration": 64.39748704914437,
              "speed": 80.45251600126451,
              "cost": 55.09521664072432
            },
            "jevbench_score": 67.4708044227353
          }
        },
        {
          "threshold": 0.68,
          "public": {
            "n": 231,
            "escalation": 0.19047619047619047,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6805555555555556,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7186147186147186,
            "ece_hard": 0.20055176605631675,
            "calibration": 62.19145440273475,
            "p50_s": 0.5565016955137253,
            "p95_s": 1.7532506600022315,
            "cost_usd_per_1000": 0.029774116104868912,
            "axes": {
              "intelligence": 71.8113947280614,
              "calibration": 62.19145440273475,
              "speed": 80.10689497087859,
              "cost": 55.78483367266122
            },
            "jevbench_score": 66.838628376285
          },
          "heldout": {
            "n": 303,
            "escalation": 0.264026402640264,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.7328767123287672,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.6963696369636964,
            "ece_hard": 0.26337069884270803,
            "calibration": 63.433430809855736,
            "p50_s": 0.635247477889061,
            "p95_s": 1.457220613956451,
            "cost_usd_per_1000": 0.03270981662773019,
            "axes": {
              "intelligence": 73.47620543756021,
              "calibration": 63.433430809855736,
              "speed": 80.33531744368321,
              "cost": 54.55965671610516
            },
            "jevbench_score": 67.22963694703378
          }
        },
        {
          "threshold": 0.69,
          "public": {
            "n": 231,
            "escalation": 0.19047619047619047,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6805555555555556,
              "hard": 0.6216216216216216
            },
            "accuracy": 0.7186147186147186,
            "ece_hard": 0.20055176605631675,
            "calibration": 62.19145440273475,
            "p50_s": 0.5565016955137253,
            "p95_s": 1.7532506600022315,
            "cost_usd_per_1000": 0.029774116104868912,
            "axes": {
              "intelligence": 71.8113947280614,
              "calibration": 62.19145440273475,
              "speed": 80.10689497087859,
              "cost": 55.78483367266122
            },
            "jevbench_score": 66.838628376285
          },
          "heldout": {
            "n": 303,
            "escalation": 0.26732673267326734,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.7328767123287672,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.6963696369636964,
            "ece_hard": 0.26337069884270803,
            "calibration": 63.433430809855736,
            "p50_s": 0.635247477889061,
            "p95_s": 1.4646646618843078,
            "cost_usd_per_1000": 0.03284154677939704,
            "axes": {
              "intelligence": 73.47620543756021,
              "calibration": 63.433430809855736,
              "speed": 80.31318847127302,
              "cost": 54.50729189681789
            },
            "jevbench_score": 67.20887076542523
          }
        },
        {
          "threshold": 0.7,
          "public": {
            "n": 231,
            "escalation": 0.19913419913419914,
            "tiers": {
              "easy": 1.0,
              "standard": 0.6805555555555556,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7272727272727273,
            "ece_hard": 0.1905707262447503,
            "calibration": 63.189558383891395,
            "p50_s": 0.5565016955137253,
            "p95_s": 1.7659048452973365,
            "cost_usd_per_1000": 0.03011969390534559,
            "axes": {
              "intelligence": 72.56214547881216,
              "calibration": 63.189558383891395,
              "speed": 80.07566209967192,
              "cost": 55.63448338040986
            },
            "jevbench_score": 67.22797165936606
          },
          "heldout": {
            "n": 303,
            "escalation": 0.2739273927392739,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.7397260273972602,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.6996699669966997,
            "ece_hard": 0.2628070433010912,
            "calibration": 63.489796364017415,
            "p50_s": 0.6424911558628082,
            "p95_s": 1.4646646618843078,
            "cost_usd_per_1000": 0.033105007082730745,
            "axes": {
              "intelligence": 73.66798625947804,
              "calibration": 63.489796364017415,
              "speed": 80.2639464276768,
              "cost": 54.40318944599414
            },
            "jevbench_score": 67.22516871373834
          }
        },
        {
          "threshold": 0.71,
          "public": {
            "n": 231,
            "escalation": 0.22077922077922077,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7316017316017316,
            "ece_hard": 0.2025474171537177,
            "calibration": 61.99188929299465,
            "p50_s": 0.5587625443935395,
            "p95_s": 1.7659048452973365,
            "cost_usd_per_1000": 0.030983638406537284,
            "axes": {
              "intelligence": 73.26701701701703,
              "calibration": 61.99188929299465,
              "speed": 80.05805415524424,
              "cost": 55.266027532326426
            },
            "jevbench_score": 66.95402118925091
          },
          "heldout": {
            "n": 303,
            "escalation": 0.297029702970297,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.773972602739726,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.7161716171617162,
            "ece_hard": 0.2628070433010912,
            "calibration": 63.489796364017415,
            "p50_s": 0.6549014985561371,
            "p95_s": 1.4646646618843078,
            "cost_usd_per_1000": 0.03402711814439871,
            "axes": {
              "intelligence": 74.62689036906707,
              "calibration": 63.489796364017415,
              "speed": 80.18085812392485,
              "cost": 54.04524493028485
            },
            "jevbench_score": 67.31422765744871
          }
        },
        {
          "threshold": 0.72,
          "public": {
            "n": 231,
            "escalation": 0.22077922077922077,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7316017316017316,
            "ece_hard": 0.2025474171537177,
            "calibration": 61.99188929299465,
            "p50_s": 0.5587625443935395,
            "p95_s": 1.7659048452973365,
            "cost_usd_per_1000": 0.030983638406537284,
            "axes": {
              "intelligence": 73.26701701701703,
              "calibration": 61.99188929299465,
              "speed": 80.05805415524424,
              "cost": 55.266027532326426
            },
            "jevbench_score": 66.95402118925091
          },
          "heldout": {
            "n": 303,
            "escalation": 0.297029702970297,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.773972602739726,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.7161716171617162,
            "ece_hard": 0.2628070433010912,
            "calibration": 63.489796364017415,
            "p50_s": 0.6549014985561371,
            "p95_s": 1.4646646618843078,
            "cost_usd_per_1000": 0.03402711814439871,
            "axes": {
              "intelligence": 74.62689036906707,
              "calibration": 63.489796364017415,
              "speed": 80.18085812392485,
              "cost": 54.04524493028485
            },
            "jevbench_score": 67.31422765744871
          }
        },
        {
          "threshold": 0.73,
          "public": {
            "n": 231,
            "escalation": 0.22077922077922077,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7316017316017316,
            "ece_hard": 0.2025474171537177,
            "calibration": 61.99188929299465,
            "p50_s": 0.5587625443935395,
            "p95_s": 1.7659048452973365,
            "cost_usd_per_1000": 0.030983638406537284,
            "axes": {
              "intelligence": 73.26701701701703,
              "calibration": 61.99188929299465,
              "speed": 80.05805415524424,
              "cost": 55.266027532326426
            },
            "jevbench_score": 66.95402118925091
          },
          "heldout": {
            "n": 303,
            "escalation": 0.30363036303630364,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.7808219178082192,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.7194719471947195,
            "ece_hard": 0.2628070433010912,
            "calibration": 63.489796364017415,
            "p50_s": 0.655505919456482,
            "p95_s": 1.4646646618843078,
            "cost_usd_per_1000": 0.03429057844773241,
            "axes": {
              "intelligence": 74.81867119098489,
              "calibration": 63.489796364017415,
              "speed": 80.17685178701353,
              "cost": 53.94475566130289
            },
            "jevbench_score": 67.32525989881995
          }
        },
        {
          "threshold": 0.74,
          "public": {
            "n": 231,
            "escalation": 0.22510822510822512,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7083333333333334,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7316017316017316,
            "ece_hard": 0.19497031284173572,
            "calibration": 62.74959972419285,
            "p50_s": 0.5587625443935395,
            "p95_s": 1.7856338374316691,
            "cost_usd_per_1000": 0.03115642730677562,
            "axes": {
              "intelligence": 73.26701701701703,
              "calibration": 62.74959972419285,
              "speed": 80.00980306568133,
              "cost": 55.19357045480143
            },
            "jevbench_score": 67.12553964754281
          },
          "heldout": {
            "n": 303,
            "escalation": 0.31683168316831684,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8013698630136986,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.7293729372937293,
            "ece_hard": 0.26302682148222617,
            "calibration": 63.467818545903924,
            "p50_s": 0.6719379365444184,
            "p95_s": 1.4646646618843078,
            "cost_usd_per_1000": 0.03481749905439982,
            "axes": {
              "intelligence": 75.3940136567383,
              "calibration": 63.467818545903924,
              "speed": 80.06932635226191,
              "cost": 53.74607282586718
            },
            "jevbench_score": 67.36368502930145
          }
        },
        {
          "threshold": 0.75,
          "public": {
            "n": 231,
            "escalation": 0.23376623376623376,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6306306306306306
            },
            "accuracy": 0.7359307359307359,
            "ece_hard": 0.19085934698048745,
            "calibration": 63.160696310317675,
            "p50_s": 0.5630453020334244,
            "p95_s": 1.7856338374316691,
            "cost_usd_per_1000": 0.0315020051072523,
            "axes": {
              "intelligence": 73.80714047380715,
              "calibration": 63.160696310317675,
              "speed": 79.9766425372939,
              "cost": 55.04985407269179
            },
            "jevbench_score": 67.30791805322696
          },
          "heldout": {
            "n": 303,
            "escalation": 0.31683168316831684,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8013698630136986,
              "hard": 0.5596330275229358
            },
            "accuracy": 0.7293729372937293,
            "ece_hard": 0.26302682148222617,
            "calibration": 63.467818545903924,
            "p50_s": 0.6719379365444184,
            "p95_s": 1.4646646618843078,
            "cost_usd_per_1000": 0.03481749905439982,
            "axes": {
              "intelligence": 75.3940136567383,
              "calibration": 63.467818545903924,
              "speed": 80.06932635226191,
              "cost": 53.74607282586718
            },
            "jevbench_score": 67.36368502930145
          }
        },
        {
          "threshold": 0.76,
          "public": {
            "n": 231,
            "escalation": 0.24675324675324675,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7402597402597403,
            "ece_hard": 0.1827578558983901,
            "calibration": 65.10552310041518,
            "p50_s": 0.5630453020334244,
            "p95_s": 1.7856338374316691,
            "cost_usd_per_1000": 0.03202037180796731,
            "axes": {
              "intelligence": 74.18251584918252,
              "calibration": 65.10552310041518,
              "speed": 79.9766425372939,
              "cost": 54.83720888592034
            },
            "jevbench_score": 67.84056796655437
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3333333333333333,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.821917808219178,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.7425742574257426,
            "ece_hard": 0.25518356472197273,
            "calibration": 64.25214422192927,
            "p50_s": 0.6774831205606461,
            "p95_s": 1.4705517575144764,
            "cost_usd_per_1000": 0.03547614981273408,
            "axes": {
              "intelligence": 76.2445854802899,
              "calibration": 64.25214422192927,
              "speed": 80.0162120619883,
              "cost": 53.501905593464976
            },
            "jevbench_score": 67.6723047943949
          }
        },
        {
          "threshold": 0.77,
          "public": {
            "n": 231,
            "escalation": 0.2510822510822511,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6396396396396397
            },
            "accuracy": 0.7402597402597403,
            "ece_hard": 0.18443893791772234,
            "calibration": 64.93741489848195,
            "p50_s": 0.5630453020334244,
            "p95_s": 1.7856338374316691,
            "cost_usd_per_1000": 0.03219316070820565,
            "axes": {
              "intelligence": 74.18251584918252,
              "calibration": 64.93741489848195,
              "speed": 79.9766425372939,
              "cost": 54.767091472268504
            },
            "jevbench_score": 67.77505050096494
          },
          "heldout": {
            "n": 303,
            "escalation": 0.3333333333333333,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.821917808219178,
              "hard": 0.5688073394495413
            },
            "accuracy": 0.7425742574257426,
            "ece_hard": 0.25518356472197273,
            "calibration": 64.25214422192927,
            "p50_s": 0.6774831205606461,
            "p95_s": 1.4705517575144764,
            "cost_usd_per_1000": 0.03547614981273408,
            "axes": {
              "intelligence": 76.2445854802899,
              "calibration": 64.25214422192927,
              "speed": 80.0162120619883,
              "cost": 53.501905593464976
            },
            "jevbench_score": 67.6723047943949
          }
        },
        {
          "threshold": 0.78,
          "public": {
            "n": 231,
            "escalation": 0.2727272727272727,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7445887445887446,
            "ece_hard": 0.18849938273511355,
            "calibration": 64.53137041674283,
            "p50_s": 0.5651318520307541,
            "p95_s": 1.7946988396346568,
            "cost_usd_per_1000": 0.03305710520939734,
            "axes": {
              "intelligence": 74.55789122455789,
              "calibration": 64.53137041674283,
              "speed": 79.9385863223493,
              "cost": 54.42205540009608
            },
            "jevbench_score": 67.63928014983782
          },
          "heldout": {
            "n": 303,
            "escalation": 0.35313531353135313,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8424657534246576,
              "hard": 0.5779816513761468
            },
            "accuracy": 0.7557755775577558,
            "ece_hard": 0.2448156698267363,
            "calibration": 65.52543301732636,
            "p50_s": 0.6951174080371857,
            "p95_s": 1.4860385894775388,
            "cost_usd_per_1000": 0.036266530722735196,
            "axes": {
              "intelligence": 77.09515730384149,
              "calibration": 65.52543301732636,
              "speed": 79.85911747846932,
              "cost": 53.21481961880312
            },
            "jevbench_score": 68.06886746626186
          }
        },
        {
          "threshold": 0.79,
          "public": {
            "n": 231,
            "escalation": 0.27705627705627706,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6486486486486487
            },
            "accuracy": 0.7445887445887446,
            "ece_hard": 0.1931573718352241,
            "calibration": 64.06557150673177,
            "p50_s": 0.5651318520307541,
            "p95_s": 1.8009195752441882,
            "cost_usd_per_1000": 0.033229894109635685,
            "axes": {
              "intelligence": 74.55789122455789,
              "calibration": 64.06557150673177,
              "speed": 79.92355895552453,
              "cost": 54.354131279250026
            },
            "jevbench_score": 67.49264116616806
          },
          "heldout": {
            "n": 303,
            "escalation": 0.35973597359735976,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8424657534246576,
              "hard": 0.5779816513761468
            },
            "accuracy": 0.7557755775577558,
            "ece_hard": 0.2485913416848789,
            "calibration": 65.1478658315121,
            "p50_s": 0.6960485965013504,
            "p95_s": 1.4930099442601201,
            "cost_usd_per_1000": 0.036529991026068895,
            "axes": {
              "intelligence": 77.09515730384149,
              "calibration": 65.1478658315121,
              "speed": 79.832977375231,
              "cost": 53.12051303429613
            },
            "jevbench_score": 67.93490460451363
          }
        },
        {
          "threshold": 0.8,
          "public": {
            "n": 231,
            "escalation": 0.2857142857142857,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.1953431651678354,
            "calibration": 63.846992173470646,
            "p50_s": 0.5651318520307541,
            "p95_s": 1.8009195752441882,
            "cost_usd_per_1000": 0.033575471910112356,
            "axes": {
              "intelligence": 74.93326659993329,
              "calibration": 63.846992173470646,
              "speed": 79.92355895552453,
              "cost": 54.21933623556227
            },
            "jevbench_score": 67.477817875501
          },
          "heldout": {
            "n": 303,
            "escalation": 0.38613861386138615,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8561643835616438,
              "hard": 0.5779816513761468
            },
            "accuracy": 0.7623762376237624,
            "ece_hard": 0.2514142321338542,
            "calibration": 64.86557678661458,
            "p50_s": 0.7260566294193268,
            "p95_s": 1.5101562038063998,
            "cost_usd_per_1000": 0.03758383223940372,
            "axes": {
              "intelligence": 77.4787189476771,
              "calibration": 64.86557678661458,
              "speed": 79.60007633706181,
              "cost": 52.749968172856036
            },
            "jevbench_score": 67.77711838879776
          }
        },
        {
          "threshold": 0.81,
          "public": {
            "n": 231,
            "escalation": 0.2857142857142857,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.1953431651678354,
            "calibration": 63.846992173470646,
            "p50_s": 0.5651318520307541,
            "p95_s": 1.8009195752441882,
            "cost_usd_per_1000": 0.033575471910112356,
            "axes": {
              "intelligence": 74.93326659993329,
              "calibration": 63.846992173470646,
              "speed": 79.92355895552453,
              "cost": 54.21933623556227
            },
            "jevbench_score": 67.477817875501
          },
          "heldout": {
            "n": 303,
            "escalation": 0.38943894389438943,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8561643835616438,
              "hard": 0.5779816513761468
            },
            "accuracy": 0.7623762376237624,
            "ece_hard": 0.25152087340376894,
            "calibration": 64.8549126596231,
            "p50_s": 0.7260566294193268,
            "p95_s": 1.517887160927057,
            "cost_usd_per_1000": 0.037715562391070566,
            "axes": {
              "intelligence": 77.4787189476771,
              "calibration": 64.8549126596231,
              "speed": 79.57790017306306,
              "cost": 52.70438235909528
            },
            "jevbench_score": 67.75496548752936
          }
        },
        {
          "threshold": 0.82,
          "public": {
            "n": 231,
            "escalation": 0.2857142857142857,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.1953431651678354,
            "calibration": 63.846992173470646,
            "p50_s": 0.5651318520307541,
            "p95_s": 1.8009195752441882,
            "cost_usd_per_1000": 0.033575471910112356,
            "axes": {
              "intelligence": 74.93326659993329,
              "calibration": 63.846992173470646,
              "speed": 79.92355895552453,
              "cost": 54.21933623556227
            },
            "jevbench_score": 67.477817875501
          },
          "heldout": {
            "n": 303,
            "escalation": 0.429042904290429,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.5871559633027523
            },
            "accuracy": 0.7788778877887789,
            "ece_hard": 0.24239436853118357,
            "calibration": 65.76756314688164,
            "p50_s": 0.8348341524600983,
            "p95_s": 1.5970003664493542,
            "cost_usd_per_1000": 0.03929632421107279,
            "axes": {
              "intelligence": 78.5210715931465,
              "calibration": 65.76756314688164,
              "speed": 78.75094776778525,
              "cost": 52.16944215248382
            },
            "jevbench_score": 67.86838074654271
          }
        },
        {
          "threshold": 0.83,
          "public": {
            "n": 231,
            "escalation": 0.29004329004329005,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.1994949180283458,
            "calibration": 63.43181688741961,
            "p50_s": 0.5651318520307541,
            "p95_s": 1.8009195752441882,
            "cost_usd_per_1000": 0.0337482608103507,
            "axes": {
              "intelligence": 74.93326659993329,
              "calibration": 63.43181688741961,
              "speed": 79.92355895552453,
              "cost": 54.15245809825959
            },
            "jevbench_score": 67.34706929570372
          },
          "heldout": {
            "n": 303,
            "escalation": 0.43564356435643564,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8835616438356164,
              "hard": 0.5871559633027523
            },
            "accuracy": 0.7788778877887789,
            "ece_hard": 0.24239436853118357,
            "calibration": 65.76756314688164,
            "p50_s": 0.9954077243804932,
            "p95_s": 1.5970003664493542,
            "cost_usd_per_1000": 0.03955978451440649,
            "axes": {
              "intelligence": 78.5210715931465,
              "calibration": 65.76756314688164,
              "speed": 77.98693977654364,
              "cost": 52.082382481249084
            },
            "jevbench_score": 67.67490775103
          }
        },
        {
          "threshold": 0.84,
          "public": {
            "n": 231,
            "escalation": 0.30735930735930733,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.2035669308486755,
            "calibration": 63.024615605386636,
            "p50_s": 0.5724019199609757,
            "p95_s": 1.8009195752441882,
            "cost_usd_per_1000": 0.03443941641130405,
            "axes": {
              "intelligence": 74.93326659993329,
              "calibration": 63.024615605386636,
              "speed": 79.86804599490372,
              "cost": 53.88832649311746
            },
            "jevbench_score": 67.1449193886093
          },
          "heldout": {
            "n": 303,
            "escalation": 0.44224422442244227,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8972602739726028,
              "hard": 0.5871559633027523
            },
            "accuracy": 0.7854785478547854,
            "ece_hard": 0.24239436853118357,
            "calibration": 65.76756314688164,
            "p50_s": 1.012372413277626,
            "p95_s": 1.5970003664493542,
            "cost_usd_per_1000": 0.0398232448177402,
            "axes": {
              "intelligence": 78.90463323698211,
              "calibration": 65.76756314688164,
              "speed": 77.91354681902322,
              "cost": 51.99590069011234
            },
            "jevbench_score": 67.71331629690427
          }
        },
        {
          "threshold": 0.85,
          "public": {
            "n": 231,
            "escalation": 0.31601731601731603,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.20448819477743016,
            "calibration": 62.93248921251117,
            "p50_s": 0.5724860668182373,
            "p95_s": 1.828130406886339,
            "cost_usd_per_1000": 0.03478499421178073,
            "axes": {
              "intelligence": 74.93326659993329,
              "calibration": 62.93248921251117,
              "speed": 79.80227906495193,
              "cost": 53.75824193718641
            },
            "jevbench_score": 67.0660119306141
          },
          "heldout": {
            "n": 303,
            "escalation": 0.4521452145214521,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.8972602739726028,
              "hard": 0.5871559633027523
            },
            "accuracy": 0.7854785478547854,
            "ece_hard": 0.23716723184762184,
            "calibration": 66.29027681523782,
            "p50_s": 1.0215922087430953,
            "p95_s": 1.5970003664493542,
            "cost_usd_per_1000": 0.04021843527274076,
            "axes": {
              "intelligence": 78.90463323698211,
              "calibration": 66.29027681523782,
              "speed": 77.874174121224,
              "cost": 51.86724489852846
            },
            "jevbench_score": 67.79688541786219
          }
        },
        {
          "threshold": 0.86,
          "public": {
            "n": 231,
            "escalation": 0.3203463203463203,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.20447060196690484,
            "calibration": 62.93424849356371,
            "p50_s": 0.5724860668182373,
            "p95_s": 1.828130406886339,
            "cost_usd_per_1000": 0.03495778311201907,
            "axes": {
              "intelligence": 74.93326659993329,
              "calibration": 62.93424849356371,
              "speed": 79.80227906495193,
              "cost": 53.69368349343834
            },
            "jevbench_score": 67.04633647272554
          },
          "heldout": {
            "n": 303,
            "escalation": 0.47194719471947194,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.910958904109589,
              "hard": 0.6055045871559633
            },
            "accuracy": 0.7986798679867987,
            "ece_hard": 0.21951672171976297,
            "calibration": 68.0553278280237,
            "p50_s": 1.1063382118940353,
            "p95_s": 1.5970003664493542,
            "cost_usd_per_1000": 0.04100881618274187,
            "axes": {
              "intelligence": 79.83865359641406,
              "calibration": 68.0553278280237,
              "speed": 77.5280707142943,
              "cost": 51.613683024318725
            },
            "jevbench_score": 68.28491772026517
          }
        },
        {
          "threshold": 0.87,
          "public": {
            "n": 231,
            "escalation": 0.3333333333333333,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7489177489177489,
            "ece_hard": 0.20161442395066909,
            "calibration": 63.21986629518727,
            "p50_s": 0.5749294698238373,
            "p95_s": 1.828130406886339,
            "cost_usd_per_1000": 0.03547614981273408,
            "axes": {
              "intelligence": 74.93326659993329,
              "calibration": 63.21986629518727,
              "speed": 79.78378257414238,
              "cost": 53.501905593464976
            },
            "jevbench_score": 67.05837542834598
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5016501650165016,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9178082191780822,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8151815181518152,
            "ece_hard": 0.1828075632849353,
            "calibration": 71.72624367150647,
            "p50_s": 1.1723873555660247,
            "p95_s": 1.6761263757944103,
            "cost_usd_per_1000": 0.04219438754774353,
            "axes": {
              "intelligence": 81.13135184952453,
              "calibration": 71.72624367150647,
              "speed": 77.06622113900418,
              "cost": 51.242359375755896
            },
            "jevbench_score": 69.23727957145928
          }
        },
        {
          "threshold": 0.88,
          "public": {
            "n": 231,
            "escalation": 0.3463203463203463,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6756756756756757
            },
            "accuracy": 0.7575757575757576,
            "ece_hard": 0.18627698347503596,
            "calibration": 64.75361034275059,
            "p50_s": 0.5749294698238373,
            "p95_s": 1.940097665041685,
            "cost_usd_per_1000": 0.03599451651344909,
            "axes": {
              "intelligence": 75.68401735068403,
              "calibration": 64.75361034275059,
              "speed": 79.52561836667317,
              "cost": 53.31290966809725
            },
            "jevbench_score": 67.51525326850452
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5016501650165016,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9178082191780822,
              "hard": 0.6422018348623854
            },
            "accuracy": 0.8151815181518152,
            "ece_hard": 0.1828075632849353,
            "calibration": 71.72624367150647,
            "p50_s": 1.1723873555660247,
            "p95_s": 1.6761263757944103,
            "cost_usd_per_1000": 0.04219438754774353,
            "axes": {
              "intelligence": 81.13135184952453,
              "calibration": 71.72624367150647,
              "speed": 77.06622113900418,
              "cost": 51.242359375755896
            },
            "jevbench_score": 69.23727957145928
          }
        },
        {
          "threshold": 0.89,
          "public": {
            "n": 231,
            "escalation": 0.3593073593073593,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6756756756756757
            },
            "accuracy": 0.7575757575757576,
            "ece_hard": 0.18627698347503596,
            "calibration": 64.75361034275059,
            "p50_s": 0.5810501962900162,
            "p95_s": 1.940097665041685,
            "cost_usd_per_1000": 0.03651288321416411,
            "axes": {
              "intelligence": 75.68401735068403,
              "calibration": 64.75361034275059,
              "speed": 79.47962754782083,
              "cost": 53.12661615812922
            },
            "jevbench_score": 67.4464406471891
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5247524752475248,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9246575342465754,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8217821782178217,
            "ece_hard": 0.17126580803093705,
            "calibration": 72.8804191969063,
            "p50_s": 1.1888870164752006,
            "p95_s": 1.6761263757944103,
            "cost_usd_per_1000": 0.0431164986094115,
            "axes": {
              "intelligence": 81.5983620292405,
              "calibration": 72.8804191969063,
              "speed": 77.00552655475471,
              "cost": 50.96069543303019
            },
            "jevbench_score": 69.50441397501184
          }
        },
        {
          "threshold": 0.9,
          "public": {
            "n": 231,
            "escalation": 0.3722943722943723,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7222222222222222,
              "hard": 0.6666666666666666
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.19318410594301483,
            "calibration": 64.0628980959527,
            "p50_s": 0.5851256638765335,
            "p95_s": 1.940097665041685,
            "cost_usd_per_1000": 0.037031249914879126,
            "axes": {
              "intelligence": 75.30864197530866,
              "calibration": 64.0628980959527,
              "speed": 79.44927260136613,
              "cost": 52.942948869161874
            },
            "jevbench_score": 67.11774590005872
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5346534653465347,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9246575342465754,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8217821782178217,
            "ece_hard": 0.17169416210383293,
            "calibration": 72.8375837896167,
            "p50_s": 1.191568100452423,
            "p95_s": 1.6761263757944103,
            "cost_usd_per_1000": 0.04351168906441206,
            "axes": {
              "intelligence": 81.5983620292405,
              "calibration": 72.8375837896167,
              "speed": 76.99574371565896,
              "cost": 50.84182172982169
            },
            "jevbench_score": 69.45143097681591
          }
        },
        {
          "threshold": 0.91,
          "public": {
            "n": 231,
            "escalation": 0.3939393939393939,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.6666666666666666
            },
            "accuracy": 0.7575757575757576,
            "ece_hard": 0.1976938912266406,
            "calibration": 63.61191956759013,
            "p50_s": 0.5868345886468888,
            "p95_s": 2.0335648261010646,
            "cost_usd_per_1000": 0.03789519441607082,
            "axes": {
              "intelligence": 75.84876543209876,
              "calibration": 63.61191956759013,
              "speed": 79.23226274874801,
              "cost": 52.64247581513339
            },
            "jevbench_score": 66.97787207609471
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5445544554455446,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9383561643835616,
              "hard": 0.6513761467889908
            },
            "accuracy": 0.8283828382838284,
            "ece_hard": 0.17252166692786117,
            "calibration": 72.75483330721389,
            "p50_s": 1.19361043125391,
            "p95_s": 1.6761263757944103,
            "cost_usd_per_1000": 0.04390687951941261,
            "axes": {
              "intelligence": 81.98192367307612,
              "calibration": 72.75483330721389,
              "speed": 76.9883063418751,
              "cost": 50.724022818767544
            },
            "jevbench_score": 69.4711682877671
          }
        },
        {
          "threshold": 0.92,
          "public": {
            "n": 231,
            "escalation": 0.4155844155844156,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.1754529502257165,
            "calibration": 68.2052311482305,
            "p50_s": 0.6046394348144531,
            "p95_s": 2.0335648261010646,
            "cost_usd_per_1000": 0.038759138917262514,
            "axes": {
              "intelligence": 75.47339005672339,
              "calibration": 68.2052311482305,
              "speed": 79.10245509956073,
              "cost": 52.348776397272346
            },
            "jevbench_score": 67.9480519503336
          },
          "heldout": {
            "n": 303,
            "escalation": 0.570957095709571,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.1583341130008429,
            "calibration": 74.17358869991571,
            "p50_s": 1.2012724593281745,
            "p95_s": 1.6761263757944103,
            "cost_usd_per_1000": 0.04496072073274743,
            "axes": {
              "intelligence": 82.4489338527921,
              "calibration": 74.17358869991571,
              "speed": 76.96051719294101,
              "cost": 50.4150020656879
            },
            "jevbench_score": 69.79358804458593
          }
        },
        {
          "threshold": 0.93,
          "public": {
            "n": 231,
            "escalation": 0.43722943722943725,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7361111111111112,
              "hard": 0.6576576576576577
            },
            "accuracy": 0.7532467532467533,
            "ece_hard": 0.17236925550981208,
            "calibration": 69.73363298736028,
            "p50_s": 0.635255092382431,
            "p95_s": 2.0335648261010646,
            "cost_usd_per_1000": 0.039623083418454205,
            "axes": {
              "intelligence": 75.47339005672339,
              "calibration": 69.73363298736028,
              "speed": 78.8879382341092,
              "cost": 52.06155193698216
            },
            "jevbench_score": 68.1853330795369
          },
          "heldout": {
            "n": 303,
            "escalation": 0.5874587458745875,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6605504587155964
            },
            "accuracy": 0.834983498349835,
            "ece_hard": 0.15650951136991914,
            "calibration": 74.35604886300808,
            "p50_s": 1.2014862462878226,
            "p95_s": 1.6836474224925038,
            "cost_usd_per_1000": 0.04561937149108169,
            "axes": {
              "intelligence": 82.4489338527921,
              "calibration": 74.35604886300808,
              "speed": 76.94030046495251,
              "cost": 50.22552107189203
            },
            "jevbench_score": 69.7661760177022
          }
        },
        {
          "threshold": 0.94,
          "public": {
            "n": 231,
            "escalation": 0.4588744588744589,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.6666666666666666
            },
            "accuracy": 0.7619047619047619,
            "ece_hard": 0.16197735739070235,
            "calibration": 70.77282279927125,
            "p50_s": 0.7952923119068146,
            "p95_s": 2.0335648261010646,
            "cost_usd_per_1000": 0.040487027919645896,
            "axes": {
              "intelligence": 76.3888888888889,
              "calibration": 70.77282279927125,
              "speed": 77.91215194426294,
              "cost": 51.78052308529474
            },
            "jevbench_score": 68.3387586989018
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6204620462046204,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9383561643835616,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8382838283828383,
            "ece_hard": 0.13379515545319137,
            "calibration": 76.62748445468085,
            "p50_s": 1.208825373649597,
            "p95_s": 1.6931800834834574,
            "cost_usd_per_1000": 0.04693667300775021,
            "axes": {
              "intelligence": 82.80761174647063,
              "calibration": 76.62748445468085,
              "speed": 76.88933281268109,
              "cost": 49.854630926730664
            },
            "jevbench_score": 70.22740266574647
          }
        },
        {
          "threshold": 0.95,
          "public": {
            "n": 231,
            "escalation": 0.47186147186147187,
            "tiers": {
              "easy": 1.0,
              "standard": 0.75,
              "hard": 0.6666666666666666
            },
            "accuracy": 0.7619047619047619,
            "ece_hard": 0.15523890570199117,
            "calibration": 71.44666796814238,
            "p50_s": 1.006430798768997,
            "p95_s": 2.0335648261010646,
            "cost_usd_per_1000": 0.04100539462036091,
            "axes": {
              "intelligence": 76.3888888888889,
              "calibration": 71.44666796814238,
              "speed": 76.88958060000337,
              "cost": 51.614770127869086
            },
            "jevbench_score": 68.22026711380315
          },
          "heldout": {
            "n": 303,
            "escalation": 0.636963696369637,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "judge": 0.9452054794520548,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8448844884488449,
            "ece_hard": 0.1159123254360167,
            "calibration": 78.41576745639833,
            "p50_s": 1.2121592849493026,
            "p95_s": 1.741218657046555,
            "cost_usd_per_1000": 0.04759532376608447,
            "axes": {
              "intelligence": 83.27462192618658,
              "calibration": 78.41576745639833,
              "speed": 76.75586995590467,
              "cost": 49.67307143667196
            },
            "jevbench_score": 70.63780084486055
          }
        },
        {
          "threshold": 0.96,
          "public": {
            "n": 231,
            "escalation": 0.5064935064935064,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.12706212532914785,
            "calibration": 74.71478746708522,
            "p50_s": 1.1265588864684104,
            "p95_s": 2.0335648261010646,
            "cost_usd_per_1000": 0.04238770582226761,
            "axes": {
              "intelligence": 77.67976309642977,
              "calibration": 74.71478746708522,
              "speed": 76.3998808087127,
              "cost": 51.182802652063216
            },
            "jevbench_score": 69.02124686044213
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6501650165016502,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.10513114879707297,
            "calibration": 79.4938851202927,
            "p50_s": 1.215047726035118,
            "p95_s": 1.741218657046555,
            "cost_usd_per_1000": 0.04812224437275188,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 79.4938851202927,
              "speed": 76.74553351067064,
              "cost": 49.52962377414834
            },
            "jevbench_score": 71.13035719605142
          }
        },
        {
          "threshold": 0.97,
          "public": {
            "n": 231,
            "escalation": 0.5194805194805194,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7638888888888888,
              "hard": 0.6846846846846847
            },
            "accuracy": 0.7748917748917749,
            "ece_hard": 0.12706212532914785,
            "calibration": 74.71478746708522,
            "p50_s": 1.151884862780571,
            "p95_s": 2.0335648261010646,
            "cost_usd_per_1000": 0.04290607252298263,
            "axes": {
              "intelligence": 77.67976309642977,
              "calibration": 74.71478746708522,
              "speed": 76.30332907435763,
              "cost": 51.02443712495685
            },
            "jevbench_score": 68.94599470548826
          },
          "heldout": {
            "n": 303,
            "escalation": 0.66996699669967,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9383561643835616,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8448844884488449,
            "ece_hard": 0.11222001820740891,
            "calibration": 78.7849981792591,
            "p50_s": 1.217183382809162,
            "p95_s": 1.7423106856644144,
            "cost_usd_per_1000": 0.04891262528275299,
            "axes": {
              "intelligence": 84.24950777093545,
              "calibration": 78.7849981792591,
              "speed": 76.73518385156936,
              "cost": 49.31737080118342
            },
            "jevbench_score": 70.79479666889846
          }
        },
        {
          "threshold": 0.98,
          "public": {
            "n": 231,
            "escalation": 0.5670995670995671,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7777777777777778,
              "hard": 0.7027027027027027
            },
            "accuracy": 0.7878787878787878,
            "ece_hard": 0.105515823508132,
            "calibration": 76.8694176491868,
            "p50_s": 1.1843002676963805,
            "p95_s": 2.0335648261010646,
            "cost_usd_per_1000": 0.04480675042560436,
            "axes": {
              "intelligence": 78.97063730397065,
              "calibration": 76.8694176491868,
              "speed": 76.18280151126547,
              "cost": 50.45969655433579
            },
            "jevbench_score": 69.50326424518421
          },
          "heldout": {
            "n": 303,
            "escalation": 0.6864686468646864,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9383561643835616,
              "hard": 0.6880733944954128
            },
            "accuracy": 0.8448844884488449,
            "ece_hard": 0.10395036046667869,
            "calibration": 79.61196395333212,
            "p50_s": 1.2191806599497794,
            "p95_s": 1.802198813855648,
            "cost_usd_per_1000": 0.04957127604108725,
            "axes": {
              "intelligence": 84.24950777093545,
              "calibration": 79.61196395333212,
              "speed": 76.58129235713635,
              "cost": 49.14309704623859
            },
            "jevbench_score": 70.88147247466505
          }
        },
        {
          "threshold": 0.99,
          "public": {
            "n": 231,
            "escalation": 0.6320346320346321,
            "tiers": {
              "easy": 1.0,
              "standard": 0.7916666666666666,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.7965367965367965,
            "ece_hard": 0.09306579428755425,
            "calibration": 78.11442057124458,
            "p50_s": 1.200592117011547,
            "p95_s": 2.0335648261010646,
            "cost_usd_per_1000": 0.047398583929179436,
            "axes": {
              "intelligence": 79.88613613613613,
              "calibration": 78.11442057124458,
              "speed": 76.12346491085671,
              "cost": 49.72703899087235
            },
            "jevbench_score": 69.71535526564571
          },
          "heldout": {
            "n": 303,
            "escalation": 0.7326732673267327,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6788990825688074
            },
            "accuracy": 0.8448844884488449,
            "ece_hard": 0.10878229951295179,
            "calibration": 79.12877004870481,
            "p50_s": 1.2278619349002837,
            "p95_s": 1.802198813855648,
            "cost_usd_per_1000": 0.05141549816442318,
            "axes": {
              "intelligence": 84.16605923505509,
              "calibration": 79.12877004870481,
              "speed": 76.55047764527006,
              "cost": 48.66717855888121
            },
            "jevbench_score": 70.5771099696399
          }
        },
        {
          "threshold": 1.0,
          "public": {
            "n": 231,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8194444444444444,
              "hard": 0.7117117117117117
            },
            "accuracy": 0.8051948051948052,
            "ece_hard": 0.09203203203203206,
            "calibration": 78.2177967967968,
            "p50_s": 1.226769672334194,
            "p95_s": 2.0335648261010646,
            "cost_usd_per_1000": 0.06208564044943819,
            "axes": {
              "intelligence": 80.9663830497164,
              "calibration": 78.2177967967968,
              "speed": 76.02978947569241,
              "cost": 46.21026503561948
            },
            "jevbench_score": 68.68045145419504
          },
          "heldout": {
            "n": 303,
            "escalation": 1.0,
            "tiers": {
              "easy": 1.0,
              "standard": 0.8333333333333334,
              "judge": 0.9452054794520548,
              "hard": 0.6972477064220184
            },
            "accuracy": 0.8514851485148515,
            "ece_hard": 0.08064220183486236,
            "calibration": 81.94277981651376,
            "p50_s": 1.2545109555125236,
            "p95_s": 1.8302100747823713,
            "cost_usd_per_1000": 0.06208564044943819,
            "axes": {
              "intelligence": 84.71651795065142,
              "calibration": 81.94277981651376,
              "speed": 76.39024599996569,
              "cost": 46.21026503561948
            },
            "jevbench_score": 70.3580492090166
          }
        }
      ]
    }
  ],
  "best_of_n": [
    {
      "system": "openjev-razorback16",
      "n": 2,
      "changed_probability_items": 314,
      "changed_label_items": 5,
      "sample_hashes": [
        [
          "52e35047d92056590932f7dfcb892a4eb7007a79f7009861dbbd6cdd0ca3f37e",
          "2192f674dcb75ac721b6d8eef6df42fe7fb16345aec9e55ac0446312de380e2c",
          "292745cf9274a9515a6514aee9f0e56eead1a47564e9b53dc3bde79c5a8d4649"
        ],
        [
          "d89ebe9738c36786b0736715d1dd6329d5be3e33ceee5c2a217a4a04654281bf",
          "de21565d2b89d4fbb9b882ff3b7780c973a6407d1dfda5ee233a00104d652ae2",
          "292745cf9274a9515a6514aee9f0e56eead1a47564e9b53dc3bde79c5a8d4649"
        ]
      ],
      "tiers": {
        "easy": 1.0,
        "standard": 0.8020833333333334,
        "judge": 0.9178082191780822,
        "hard": 0.6227272727272727
      },
      "accuracy": 0.7865168539325843,
      "ece_hard": 0.20970901755212665,
      "calibration": 61.57829793626705,
      "p50_s": 0.6461449950933457,
      "p95_s": 1.079701918363571,
      "cost_usd_per_1000": 0.1312091011235955,
      "axes": {
        "intelligence": 80.83878165213783,
        "calibration": 61.57829793626705,
        "speed": 81.56366142274575,
        "cost": 36.461081191797454
      },
      "jevbench_score": 62.028806363523834
    }
  ]
}
