kev-4b / result.json
jaredpalmer's picture
Kev-4B: real-document delta (round 8; documents-v1 locked test 0.804 -> 0.904)
957b91e verified
Raw History Blame
80.8 kB
{
"objective": -0.44946179013506016,
"paired_flip": {
"pairs": 80,
"flip_rate": 0.95,
"both_correct_rate": 0.95,
"invariant_pairs": 32,
"invariance_rate": 1.0,
"invariant_both_correct_rate": 0.9375
},
"unknowable": null,
"clean": {
"n": 1264,
"nll": 0.6168926722690661,
"acc": 0.872626582278481,
"ece": 0.08624432523402295,
"brier": 0.20582430898522214,
"mean_conf": 0.9579030816260836,
"confident_error_rate": 0.06724683544303797,
"coverage_at_0_9": 0.8734177215189873,
"accuracy_at_0_9": 0.9230072463768116,
"coverage_at_5pct_error": 0.807753164556962,
"coverage_at_1pct_error": 0.012658227848101266,
"aurc": 0.03488689793265612,
"error_rate_at_0_9": 0.0769927536231884,
"confidence_bias": 0.08527649934760262,
"top_bins": {
"0.9": {
"n": 1104,
"errors": 85,
"error_rate": 0.0769927536231884
},
"0.95": {
"n": 1060,
"errors": 68,
"error_rate": 0.06415094339622641
},
"0.99": {
"n": 970,
"errors": 35,
"error_rate": 0.03608247422680412
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.9857594936708861,
"confidence_cutoff": 0.9999853520719274
},
"0.8": {
"coverage": 0.8006329113924051,
"accuracy": 0.9515810276679841,
"confidence_cutoff": 0.9756593913753835
}
},
"score_mae": 0.42582366131690075,
"ranked_probability_score": 0.07949507614242349
},
"tasks": {
"agnews": {
"n": 80,
"nll": 1.088087841683712,
"acc": 0.8625,
"ece": 0.14149794590514259,
"brier": 0.268037735349122,
"mean_conf": 0.9830186623522476,
"confident_error_rate": 0.1125,
"coverage_at_0_9": 0.95,
"accuracy_at_0_9": 0.881578947368421,
"coverage_at_5pct_error": 0.5625,
"coverage_at_1pct_error": 0.475,
"aurc": 0.040719994570916664,
"error_rate_at_0_9": 0.11842105263157894,
"confidence_bias": 0.12051866235224751,
"top_bins": {
"0.9": {
"n": 76,
"errors": 9,
"error_rate": 0.11842105263157894
},
"0.95": {
"n": 75,
"errors": 9,
"error_rate": 0.12
},
"0.99": {
"n": 73,
"errors": 7,
"error_rate": 0.0958904109589041
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.975,
"confidence_cutoff": 0.9999781047633173
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.921875,
"confidence_cutoff": 0.9993162733876088
}
}
},
"agnews_yn": {
"n": 160,
"nll": 0.3684986515629499,
"acc": 0.925,
"ece": 0.07080036453142347,
"brier": 0.14191875012263128,
"mean_conf": 0.9904318711658459,
"confident_error_rate": 0.06875,
"coverage_at_0_9": 0.98125,
"accuracy_at_0_9": 0.9299363057324841,
"coverage_at_5pct_error": 0.9125,
"coverage_at_1pct_error": 0.5125,
"aurc": 0.015426883965016677,
"error_rate_at_0_9": 0.07006369426751592,
"confidence_bias": 0.06543187116584581,
"top_bins": {
"0.9": {
"n": 157,
"errors": 11,
"error_rate": 0.07006369426751592
},
"0.95": {
"n": 149,
"errors": 9,
"error_rate": 0.06040268456375839
},
"0.99": {
"n": 138,
"errors": 5,
"error_rate": 0.036231884057971016
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.9999283159732779
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.9765625,
"confidence_cutoff": 0.9980463005644982
}
}
},
"amazon": {
"n": 80,
"nll": 1.176018556239162,
"acc": 0.6125,
"ece": 0.18137689608782254,
"brier": 0.4977355567070353,
"mean_conf": 0.7938768960878225,
"confident_error_rate": 0.0625,
"coverage_at_0_9": 0.425,
"accuracy_at_0_9": 0.8529411764705882,
"coverage_at_5pct_error": 0.25,
"coverage_at_1pct_error": 0.2125,
"aurc": 0.1690225243329798,
"error_rate_at_0_9": 0.14705882352941177,
"confidence_bias": 0.18137689608782248,
"top_bins": {
"0.9": {
"n": 34,
"errors": 5,
"error_rate": 0.14705882352941177
},
"0.95": {
"n": 27,
"errors": 3,
"error_rate": 0.1111111111111111
},
"0.99": {
"n": 15,
"errors": 0,
"error_rate": 0.0
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.825,
"confidence_cutoff": 0.8506096822990515
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.71875,
"confidence_cutoff": 0.5751792299676172
}
},
"score_mae": 0.44938028819980486,
"ranked_probability_score": 0.07977985685011632
},
"banking77": {
"n": 80,
"nll": 0.4635284533347269,
"acc": 0.9125,
"ece": 0.06510758088814228,
"brier": 0.15688024282767815,
"mean_conf": 0.9528486541244575,
"confident_error_rate": 0.05,
"coverage_at_0_9": 0.85,
"accuracy_at_0_9": 0.9411764705882353,
"coverage_at_5pct_error": 0.8375,
"coverage_at_1pct_error": 0.5375,
"aurc": 0.019995786215425037,
"error_rate_at_0_9": 0.058823529411764705,
"confidence_bias": 0.04034865412445754,
"top_bins": {
"0.9": {
"n": 68,
"errors": 4,
"error_rate": 0.058823529411764705
},
"0.95": {
"n": 67,
"errors": 3,
"error_rate": 0.04477611940298507
},
"0.99": {
"n": 57,
"errors": 2,
"error_rate": 0.03508771929824561
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.9999568082541851
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.953125,
"confidence_cutoff": 0.9657829895649422
}
}
},
"boolq": {
"n": 80,
"nll": 0.5519322868596024,
"acc": 0.9125,
"ece": 0.0865069251642396,
"brier": 0.1559152293261062,
"mean_conf": 0.9810412667154444,
"confident_error_rate": 0.075,
"coverage_at_0_9": 0.95,
"accuracy_at_0_9": 0.9210526315789473,
"coverage_at_5pct_error": 0.75,
"coverage_at_1pct_error": 0.35,
"aurc": 0.0338245365853573,
"error_rate_at_0_9": 0.07894736842105263,
"confidence_bias": 0.06854126671544447,
"top_bins": {
"0.9": {
"n": 76,
"errors": 6,
"error_rate": 0.07894736842105263
},
"0.95": {
"n": 74,
"errors": 5,
"error_rate": 0.06756756756756757
},
"0.99": {
"n": 71,
"errors": 4,
"error_rate": 0.056338028169014086
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.975,
"confidence_cutoff": 0.9999555161966023
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.9375,
"confidence_cutoff": 0.9969850660718333
}
}
},
"composition_atom": {
"n": 16,
"nll": 5.587525980704396e-07,
"acc": 1.0,
"ece": 5.58752369261839e-07,
"brier": 1.0589627199968719e-12,
"mean_conf": 0.9999994412476307,
"confident_error_rate": 0.0,
"coverage_at_0_9": 1.0,
"accuracy_at_0_9": 1.0,
"coverage_at_5pct_error": 1.0,
"coverage_at_1pct_error": 1.0,
"aurc": 0.0,
"error_rate_at_0_9": 0.0,
"confidence_bias": -5.58752369261839e-07,
"top_bins": {
"0.9": {
"n": 16,
"errors": 0,
"error_rate": 0.0
},
"0.95": {
"n": 16,
"errors": 0,
"error_rate": 0.0
},
"0.99": {
"n": 16,
"errors": 0,
"error_rate": 0.0
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.9999997385055852
},
"0.8": {
"coverage": 0.8125,
"accuracy": 1.0,
"confidence_cutoff": 0.9999989170810404
}
}
},
"composition_conditional": {
"n": 16,
"nll": 0.5862268029006099,
"acc": 0.8125,
"ece": 0.17657065265426275,
"brier": 0.34248733847315155,
"mean_conf": 0.9890706526542627,
"confident_error_rate": 0.1875,
"coverage_at_0_9": 1.0,
"accuracy_at_0_9": 0.8125,
"coverage_at_5pct_error": 0.8125,
"coverage_at_1pct_error": 0.8125,
"aurc": 0.028385416666666666,
"error_rate_at_0_9": 0.1875,
"confidence_bias": 0.17657065265426275,
"top_bins": {
"0.9": {
"n": 16,
"errors": 3,
"error_rate": 0.1875
},
"0.95": {
"n": 16,
"errors": 3,
"error_rate": 0.1875
},
"0.99": {
"n": 12,
"errors": 0,
"error_rate": 0.0
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.9999546055940167
},
"0.8": {
"coverage": 0.8125,
"accuracy": 1.0,
"confidence_cutoff": 0.9595710587789154
}
}
},
"composition_conjunction": {
"n": 16,
"nll": 0.0014957885933607818,
"acc": 1.0,
"ece": 0.0014898847851706476,
"brier": 2.3490712686390572e-05,
"mean_conf": 0.9985101152148294,
"confident_error_rate": 0.0,
"coverage_at_0_9": 1.0,
"accuracy_at_0_9": 1.0,
"coverage_at_5pct_error": 1.0,
"coverage_at_1pct_error": 1.0,
"aurc": 0.0,
"error_rate_at_0_9": 0.0,
"confidence_bias": -0.0014898847851706476,
"top_bins": {
"0.9": {
"n": 16,
"errors": 0,
"error_rate": 0.0
},
"0.95": {
"n": 16,
"errors": 0,
"error_rate": 0.0
},
"0.99": {
"n": 16,
"errors": 0,
"error_rate": 0.0
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.9999950008268189
},
"0.8": {
"coverage": 0.8125,
"accuracy": 1.0,
"confidence_cutoff": 0.9999490590400107
}
}
},
"composition_disjunction": {
"n": 16,
"nll": 0.12174322044047148,
"acc": 0.9375,
"ece": 0.05359792559000376,
"brier": 0.09189231131503667,
"mean_conf": 0.9910773458368907,
"confident_error_rate": 0.0,
"coverage_at_0_9": 0.9375,
"accuracy_at_0_9": 1.0,
"coverage_at_5pct_error": 0.9375,
"coverage_at_1pct_error": 0.9375,
"aurc": 0.00390625,
"error_rate_at_0_9": 0.0,
"confidence_bias": 0.053577345836890666,
"top_bins": {
"0.9": {
"n": 15,
"errors": 0,
"error_rate": 0.0
},
"0.95": {
"n": 15,
"errors": 0,
"error_rate": 0.0
},
"0.99": {
"n": 15,
"errors": 0,
"error_rate": 0.0
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.9999988091175268
},
"0.8": {
"coverage": 0.8125,
"accuracy": 1.0,
"confidence_cutoff": 0.999961085481334
}
}
},
"composition_exception": {
"n": 16,
"nll": 2.455481704878314e-06,
"acc": 1.0,
"ece": 2.4554759838757434e-06,
"brier": 2.3014830474470046e-11,
"mean_conf": 0.9999975445240161,
"confident_error_rate": 0.0,
"coverage_at_0_9": 1.0,
"accuracy_at_0_9": 1.0,
"coverage_at_5pct_error": 1.0,
"coverage_at_1pct_error": 1.0,
"aurc": 0.0,
"error_rate_at_0_9": 0.0,
"confidence_bias": -2.4554759838757434e-06,
"top_bins": {
"0.9": {
"n": 16,
"errors": 0,
"error_rate": 0.0
},
"0.95": {
"n": 16,
"errors": 0,
"error_rate": 0.0
},
"0.99": {
"n": 16,
"errors": 0,
"error_rate": 0.0
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.9999989408444062
},
"0.8": {
"coverage": 0.8125,
"accuracy": 1.0,
"confidence_cutoff": 0.9999950638491678
}
}
},
"composition_negation": {
"n": 16,
"nll": 2.3543106879567546e-06,
"acc": 1.0,
"ece": 2.3542971585577277e-06,
"brier": 5.334216154583253e-11,
"mean_conf": 0.9999976457028414,
"confident_error_rate": 0.0,
"coverage_at_0_9": 1.0,
"accuracy_at_0_9": 1.0,
"coverage_at_5pct_error": 1.0,
"coverage_at_1pct_error": 1.0,
"aurc": 0.0,
"error_rate_at_0_9": 0.0,
"confidence_bias": -2.3542971585577277e-06,
"top_bins": {
"0.9": {
"n": 16,
"errors": 0,
"error_rate": 0.0
},
"0.95": {
"n": 16,
"errors": 0,
"error_rate": 0.0
},
"0.99": {
"n": 16,
"errors": 0,
"error_rate": 0.0
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.999999645056845
},
"0.8": {
"coverage": 0.8125,
"accuracy": 1.0,
"confidence_cutoff": 0.9999988154752283
}
}
},
"composition_nested_and": {
"n": 16,
"nll": 0.77960504564072,
"acc": 0.8125,
"ece": 0.1837522072127682,
"brier": 0.36330684634954047,
"mean_conf": 0.9962522072127682,
"confident_error_rate": 0.1875,
"coverage_at_0_9": 1.0,
"accuracy_at_0_9": 0.8125,
"coverage_at_5pct_error": 0.8125,
"coverage_at_1pct_error": 0.8125,
"aurc": 0.028385416666666666,
"error_rate_at_0_9": 0.1875,
"confidence_bias": 0.1837522072127682,
"top_bins": {
"0.9": {
"n": 16,
"errors": 3,
"error_rate": 0.1875
},
"0.95": {
"n": 16,
"errors": 3,
"error_rate": 0.1875
},
"0.99": {
"n": 12,
"errors": 0,
"error_rate": 0.0
}
},
"selective": {
"0.5": {
"coverage": 0.5625,
"accuracy": 1.0,
"confidence_cutoff": 0.99996807236974
},
"0.8": {
"coverage": 0.8125,
"accuracy": 1.0,
"confidence_cutoff": 0.9875134522207604
}
}
},
"composition_nested_or": {
"n": 16,
"nll": 1.093226828449568e-05,
"acc": 1.0,
"ece": 1.0932081188075315e-05,
"brier": 7.487674731318452e-10,
"mean_conf": 0.9999890679188119,
"confident_error_rate": 0.0,
"coverage_at_0_9": 1.0,
"accuracy_at_0_9": 1.0,
"coverage_at_5pct_error": 1.0,
"coverage_at_1pct_error": 1.0,
"aurc": 0.0,
"error_rate_at_0_9": 0.0,
"confidence_bias": -1.0932081188075315e-05,
"top_bins": {
"0.9": {
"n": 16,
"errors": 0,
"error_rate": 0.0
},
"0.95": {
"n": 16,
"errors": 0,
"error_rate": 0.0
},
"0.99": {
"n": 16,
"errors": 0,
"error_rate": 0.0
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.9999969424662678
},
"0.8": {
"coverage": 0.8125,
"accuracy": 1.0,
"confidence_cutoff": 0.9999925980083295
}
}
},
"contrastive_age_eligibility": {
"n": 24,
"nll": 5.006770668290524e-07,
"acc": 1.0,
"ece": 5.006768900583936e-07,
"brier": 9.244256634768012e-13,
"mean_conf": 0.9999994993231099,
"confident_error_rate": 0.0,
"coverage_at_0_9": 1.0,
"accuracy_at_0_9": 1.0,
"coverage_at_5pct_error": 1.0,
"coverage_at_1pct_error": 1.0,
"aurc": 0.0,
"error_rate_at_0_9": 0.0,
"confidence_bias": -5.006768900583936e-07,
"top_bins": {
"0.9": {
"n": 24,
"errors": 0,
"error_rate": 0.0
},
"0.95": {
"n": 24,
"errors": 0,
"error_rate": 0.0
},
"0.99": {
"n": 24,
"errors": 0,
"error_rate": 0.0
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.9999996360830347
},
"0.8": {
"coverage": 0.8333333333333334,
"accuracy": 1.0,
"confidence_cutoff": 0.9999994255795048
}
}
},
"contrastive_quantity_limit": {
"n": 24,
"nll": 1.3929967331016708e-05,
"acc": 1.0,
"ece": 1.3928931700823988e-05,
"brier": 4.132248138653341e-09,
"mean_conf": 0.9999860710682992,
"confident_error_rate": 0.0,
"coverage_at_0_9": 1.0,
"accuracy_at_0_9": 1.0,
"coverage_at_5pct_error": 1.0,
"coverage_at_1pct_error": 1.0,
"aurc": 0.0,
"error_rate_at_0_9": 0.0,
"confidence_bias": -1.3928931700823988e-05,
"top_bins": {
"0.9": {
"n": 24,
"errors": 0,
"error_rate": 0.0
},
"0.95": {
"n": 24,
"errors": 0,
"error_rate": 0.0
},
"0.99": {
"n": 24,
"errors": 0,
"error_rate": 0.0
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.999999877529739
},
"0.8": {
"coverage": 0.8333333333333334,
"accuracy": 1.0,
"confidence_cutoff": 0.9999994545316442
}
}
},
"contrastive_return_window": {
"n": 24,
"nll": 0.31056791234726155,
"acc": 0.9583333333333334,
"ece": 0.0640438652373011,
"brier": 0.09770288155198424,
"mean_conf": 0.9732028167534837,
"confident_error_rate": 0.041666666666666664,
"coverage_at_0_9": 0.9166666666666666,
"accuracy_at_0_9": 0.9545454545454546,
"coverage_at_5pct_error": 1.0,
"coverage_at_1pct_error": 0.5833333333333334,
"aurc": 0.021849827132965845,
"error_rate_at_0_9": 0.045454545454545456,
"confidence_bias": 0.014869483420150376,
"top_bins": {
"0.9": {
"n": 22,
"errors": 1,
"error_rate": 0.045454545454545456
},
"0.95": {
"n": 22,
"errors": 1,
"error_rate": 0.045454545454545456
},
"0.99": {
"n": 20,
"errors": 1,
"error_rate": 0.05
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.9999100215405365
},
"0.8": {
"coverage": 0.8333333333333334,
"accuracy": 0.95,
"confidence_cutoff": 0.990736211417129
}
}
},
"contrastive_spend_threshold": {
"n": 24,
"nll": 3.735462479764618e-08,
"acc": 1.0,
"ece": 3.7354620174845365e-08,
"brier": 2.3881922218447637e-15,
"mean_conf": 0.9999999626453798,
"confident_error_rate": 0.0,
"coverage_at_0_9": 1.0,
"accuracy_at_0_9": 1.0,
"coverage_at_5pct_error": 1.0,
"coverage_at_1pct_error": 1.0,
"aurc": 0.0,
"error_rate_at_0_9": 0.0,
"confidence_bias": -3.7354620174845365e-08,
"top_bins": {
"0.9": {
"n": 24,
"errors": 0,
"error_rate": 0.0
},
"0.95": {
"n": 24,
"errors": 0,
"error_rate": 0.0
},
"0.99": {
"n": 24,
"errors": 0,
"error_rate": 0.0
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.9999999653479973
},
"0.8": {
"coverage": 0.8333333333333334,
"accuracy": 1.0,
"confidence_cutoff": 0.9999999556227255
}
}
},
"dbpedia14": {
"n": 80,
"nll": 0.42304812389495156,
"acc": 0.975,
"ece": 0.02932681717155103,
"brier": 0.05385781169677199,
"mean_conf": 0.9944886376890493,
"confident_error_rate": 0.025,
"coverage_at_0_9": 0.9875,
"accuracy_at_0_9": 0.9746835443037974,
"coverage_at_5pct_error": 1.0,
"coverage_at_1pct_error": 0.1125,
"aurc": 0.027674600083788314,
"error_rate_at_0_9": 0.02531645569620253,
"confidence_bias": 0.019488637689049293,
"top_bins": {
"0.9": {
"n": 79,
"errors": 2,
"error_rate": 0.02531645569620253
},
"0.95": {
"n": 79,
"errors": 2,
"error_rate": 0.02531645569620253
},
"0.99": {
"n": 77,
"errors": 2,
"error_rate": 0.025974025974025976
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.975,
"confidence_cutoff": 0.9999999934143395
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.984375,
"confidence_cutoff": 0.9999999347799529
}
}
},
"imdb": {
"n": 80,
"nll": 0.3393769807278961,
"acc": 0.9625,
"ece": 0.0393599985606192,
"brier": 0.0752463437000028,
"mean_conf": 0.9934010979791104,
"confident_error_rate": 0.0375,
"coverage_at_0_9": 0.975,
"accuracy_at_0_9": 0.9615384615384616,
"coverage_at_5pct_error": 1.0,
"coverage_at_1pct_error": 0.3375,
"aurc": 0.016063430120988282,
"error_rate_at_0_9": 0.038461538461538464,
"confidence_bias": 0.030901097979110337,
"top_bins": {
"0.9": {
"n": 78,
"errors": 3,
"error_rate": 0.038461538461538464
},
"0.95": {
"n": 77,
"errors": 3,
"error_rate": 0.03896103896103896
},
"0.99": {
"n": 74,
"errors": 2,
"error_rate": 0.02702702702702703
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.975,
"confidence_cutoff": 0.999999701806285
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.984375,
"confidence_cutoff": 0.9999559709412794
}
}
},
"mnli": {
"n": 80,
"nll": 1.1504605172469486,
"acc": 0.9125,
"ece": 0.08443622134266553,
"brier": 0.16791837255349212,
"mean_conf": 0.9969362213426658,
"confident_error_rate": 0.075,
"coverage_at_0_9": 0.9875,
"accuracy_at_0_9": 0.9240506329113924,
"coverage_at_5pct_error": 0.8375,
"coverage_at_1pct_error": 0.1375,
"aurc": 0.04950172008707943,
"error_rate_at_0_9": 0.0759493670886076,
"confidence_bias": 0.08443622134266582,
"top_bins": {
"0.9": {
"n": 79,
"errors": 6,
"error_rate": 0.0759493670886076
},
"0.95": {
"n": 78,
"errors": 6,
"error_rate": 0.07692307692307693
},
"0.99": {
"n": 77,
"errors": 5,
"error_rate": 0.06493506493506493
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.95,
"confidence_cutoff": 0.9999999752595827
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.953125,
"confidence_cutoff": 0.9999923938776696
}
}
},
"sst5": {
"n": 80,
"nll": 1.6075716823764101,
"acc": 0.6125,
"ece": 0.28824579721934074,
"brier": 0.640125725434039,
"mean_conf": 0.878584840967417,
"confident_error_rate": 0.1875,
"coverage_at_0_9": 0.5875,
"accuracy_at_0_9": 0.6808510638297872,
"coverage_at_5pct_error": 0.0,
"coverage_at_1pct_error": 0.0,
"aurc": 0.3136211989261356,
"error_rate_at_0_9": 0.3191489361702128,
"confidence_bias": 0.2660848409674169,
"top_bins": {
"0.9": {
"n": 47,
"errors": 15,
"error_rate": 0.3191489361702128
},
"0.95": {
"n": 38,
"errors": 10,
"error_rate": 0.2631578947368421
},
"0.99": {
"n": 17,
"errors": 3,
"error_rate": 0.17647058823529413
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.75,
"confidence_cutoff": 0.9438309726342528
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.640625,
"confidence_cutoff": 0.7701640331718456
}
},
"score_mae": 0.4506116888085069,
"ranked_probability_score": 0.09071892097481096
},
"trec": {
"n": 80,
"nll": 0.5498752511376328,
"acc": 0.95,
"ece": 0.049752106930267104,
"brier": 0.09947315940143245,
"mean_conf": 0.9997521069302671,
"confident_error_rate": 0.05,
"coverage_at_0_9": 1.0,
"accuracy_at_0_9": 0.95,
"coverage_at_5pct_error": 1.0,
"coverage_at_1pct_error": 0.5875,
"aurc": 0.010228250702194944,
"error_rate_at_0_9": 0.05,
"confidence_bias": 0.049752106930267104,
"top_bins": {
"0.9": {
"n": 80,
"errors": 4,
"error_rate": 0.05
},
"0.95": {
"n": 80,
"errors": 4,
"error_rate": 0.05
},
"0.99": {
"n": 79,
"errors": 3,
"error_rate": 0.0379746835443038
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.9999999352563271
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.96875,
"confidence_cutoff": 0.9999986380425966
}
}
},
"yelp": {
"n": 80,
"nll": 0.964132890901699,
"acc": 0.6375,
"ece": 0.20879169675234072,
"brier": 0.4929403852546871,
"mean_conf": 0.8310000477468991,
"confident_error_rate": 0.125,
"coverage_at_0_9": 0.4875,
"accuracy_at_0_9": 0.7435897435897436,
"coverage_at_5pct_error": 0.2625,
"coverage_at_1pct_error": 0.25,
"aurc": 0.19143002309963925,
"error_rate_at_0_9": 0.2564102564102564,
"confidence_bias": 0.1935000477468991,
"top_bins": {
"0.9": {
"n": 39,
"errors": 10,
"error_rate": 0.2564102564102564
},
"0.95": {
"n": 28,
"errors": 5,
"error_rate": 0.17857142857142858
},
"0.99": {
"n": 19,
"errors": 0,
"error_rate": 0.0
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.75,
"confidence_cutoff": 0.8965825455533782
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.71875,
"confidence_cutoff": 0.6472665439576823
}
},
"score_mae": 0.3774790069423904,
"ranked_probability_score": 0.06798645060234317
},
"yelp_yn": {
"n": 80,
"nll": 0.30488218854102955,
"acc": 0.8875,
"ece": 0.07508091469896844,
"brier": 0.17120315623001298,
"mean_conf": 0.9621212064255577,
"confident_error_rate": 0.0375,
"coverage_at_0_9": 0.875,
"accuracy_at_0_9": 0.9571428571428572,
"coverage_at_5pct_error": 0.875,
"coverage_at_1pct_error": 0.6625,
"aurc": 0.015744398791700327,
"error_rate_at_0_9": 0.04285714285714286,
"confidence_bias": 0.0746212064255577,
"top_bins": {
"0.9": {
"n": 70,
"errors": 3,
"error_rate": 0.04285714285714286
},
"0.95": {
"n": 67,
"errors": 2,
"error_rate": 0.029850746268656716
},
"0.99": {
"n": 62,
"errors": 1,
"error_rate": 0.016129032258064516
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.9998813596426201
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.984375,
"confidence_cutoff": 0.9837482122145327
}
}
}
},
"variants": {
"clean": {
"n": 1264,
"nll": 0.6168926722690661,
"acc": 0.872626582278481,
"ece": 0.08624432523402295,
"brier": 0.20582430898522214,
"mean_conf": 0.9579030816260836,
"confident_error_rate": 0.06724683544303797,
"coverage_at_0_9": 0.8734177215189873,
"accuracy_at_0_9": 0.9230072463768116,
"coverage_at_5pct_error": 0.807753164556962,
"coverage_at_1pct_error": 0.012658227848101266,
"aurc": 0.03488689793265612,
"error_rate_at_0_9": 0.0769927536231884,
"confidence_bias": 0.08527649934760262,
"top_bins": {
"0.9": {
"n": 1104,
"errors": 85,
"error_rate": 0.0769927536231884
},
"0.95": {
"n": 1060,
"errors": 68,
"error_rate": 0.06415094339622641
},
"0.99": {
"n": 970,
"errors": 35,
"error_rate": 0.03608247422680412
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.9857594936708861,
"confidence_cutoff": 0.9999853520719274
},
"0.8": {
"coverage": 0.8006329113924051,
"accuracy": 0.9515810276679841,
"confidence_cutoff": 0.9756593913753835
}
},
"score_mae": 0.42582366131690075,
"ranked_probability_score": 0.07949507614242349
},
"none_absent": {
"n": 60,
"nll": 0.5750708488188147,
"acc": 0.8833333333333333,
"ece": 0.09672233307148694,
"brier": 0.1946567603170117,
"mean_conf": 0.9636866873975226,
"confident_error_rate": 0.05,
"coverage_at_0_9": 0.9,
"accuracy_at_0_9": 0.9444444444444444,
"coverage_at_5pct_error": 0.7333333333333333,
"coverage_at_1pct_error": 0.2,
"aurc": 0.04686992361578679,
"error_rate_at_0_9": 0.05555555555555555,
"confidence_bias": 0.08035335406418931,
"top_bins": {
"0.9": {
"n": 54,
"errors": 3,
"error_rate": 0.05555555555555555
},
"0.95": {
"n": 54,
"errors": 3,
"error_rate": 0.05555555555555555
},
"0.99": {
"n": 47,
"errors": 3,
"error_rate": 0.06382978723404255
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.9666666666666667,
"confidence_cutoff": 0.9998527746924852
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.9375,
"confidence_cutoff": 0.9877892246847566
}
}
},
"none_present": {
"n": 60,
"nll": 0.7256526534658846,
"acc": 0.9166666666666666,
"ece": 0.07485845385044373,
"brier": 0.13614155592450627,
"mean_conf": 0.9703975852828999,
"confident_error_rate": 0.05,
"coverage_at_0_9": 0.9166666666666666,
"accuracy_at_0_9": 0.9454545454545454,
"coverage_at_5pct_error": 0.75,
"coverage_at_1pct_error": 0.05,
"aurc": 0.05872786035794387,
"error_rate_at_0_9": 0.05454545454545454,
"confidence_bias": 0.05373091861623325,
"top_bins": {
"0.9": {
"n": 55,
"errors": 3,
"error_rate": 0.05454545454545454
},
"0.95": {
"n": 53,
"errors": 3,
"error_rate": 0.05660377358490566
},
"0.99": {
"n": 49,
"errors": 3,
"error_rate": 0.061224489795918366
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.9666666666666667,
"confidence_cutoff": 0.999700409676498
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.9375,
"confidence_cutoff": 0.9939915175771098
}
}
},
"permuted": {
"n": 84,
"nll": 0.44617124681813825,
"acc": 0.9523809523809523,
"ece": 0.04257200563999509,
"brier": 0.08180703209551511,
"mean_conf": 0.9869312935684673,
"confident_error_rate": 0.023809523809523808,
"coverage_at_0_9": 0.9523809523809523,
"accuracy_at_0_9": 0.975,
"coverage_at_5pct_error": 1.0,
"coverage_at_1pct_error": 0.05952380952380952,
"aurc": 0.03935129081916679,
"error_rate_at_0_9": 0.025,
"confidence_bias": 0.03455034118751499,
"top_bins": {
"0.9": {
"n": 80,
"errors": 2,
"error_rate": 0.025
},
"0.95": {
"n": 79,
"errors": 2,
"error_rate": 0.02531645569620253
},
"0.99": {
"n": 77,
"errors": 2,
"error_rate": 0.025974025974025976
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.9761904761904762,
"confidence_cutoff": 0.99999704787547
},
"0.8": {
"coverage": 0.8095238095238095,
"accuracy": 0.9705882352941176,
"confidence_cutoff": 0.9993851721771361
}
}
}
},
"heldout_tasks": {},
"permutation": {
"n": 60,
"mean_max_delta": 0.024041959134575408,
"flip_rate": 0.016666666666666666
},
"temperature": 2.732080513508791,
"calibrated_clean": {
"n": 1264,
"nll": 0.3515788273092323,
"acc": 0.872626582278481,
"ece": 0.02305460667741268,
"brier": 0.1813435470997088,
"mean_conf": 0.8871547347082455,
"confident_error_rate": 0.021360759493670885,
"coverage_at_0_9": 0.7001582278481012,
"accuracy_at_0_9": 0.9694915254237289,
"coverage_at_5pct_error": 0.7990506329113924,
"coverage_at_1pct_error": 0.011867088607594937,
"aurc": 0.03507879287066272,
"error_rate_at_0_9": 0.030508474576271188,
"confidence_bias": 0.014528152429764463,
"top_bins": {
"0.9": {
"n": 885,
"errors": 27,
"error_rate": 0.030508474576271188
},
"0.95": {
"n": 786,
"errors": 20,
"error_rate": 0.02544529262086514
},
"0.99": {
"n": 476,
"errors": 6,
"error_rate": 0.012605042016806723
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.9873417721518988,
"confidence_cutoff": 0.978302275330191
},
"0.8": {
"coverage": 0.8006329113924051,
"accuracy": 0.9496047430830039,
"confidence_cutoff": 0.7611815169166877
}
},
"score_mae": 0.4720223859631723,
"ranked_probability_score": 0.07130551407018675
},
"metric_policy": {
"version": 2,
"selective_ties": "whole_confidence_groups",
"coverage_at_error": "in-sample maximum over confidence thresholds; not a deployed error guarantee",
"aurc": "right-step integral over whole confidence groups",
"confident_error_rate": "high-confidence errors divided by all questions",
"error_rate_at_0_9": "errors divided by questions accepted at p_max >= 0.9",
"nll": "exact from logits when recorded; otherwise from floored probabilities",
"nll_floor": 1e-09,
"renormalize_returned_probabilities": true,
"raw_sums_outside_1e_5": 0,
"returned_zeros": 0
},
"coverage": {
"requested_records": 1204,
"requested_questions": 1468,
"evaluated_records": 1204,
"evaluated_questions": 1468,
"rejected_records": 0,
"truncated_records": 0
},
"latency_ms": {
"median": 49.6572095000829,
"p95": 136.3470733003851
},
"calibration": {
"inference_temperature": 1.0,
"additional_temperature": 2.732080513508791,
"logits_recorded": true
},
"transfer": {
"objective": -0.7354206605171923,
"paired_flip": {
"pairs": 64,
"flip_rate": 0.8125,
"both_correct_rate": 0.78125,
"invariant_pairs": 24,
"invariance_rate": 1.0,
"invariant_both_correct_rate": 0.9166666666666666
},
"unknowable": null,
"clean": {
"n": 656,
"nll": 0.8420064323719835,
"acc": 0.801829268292683,
"ece": 0.14524044074533254,
"brier": 0.3265035782727766,
"mean_conf": 0.9442720446627839,
"confident_error_rate": 0.10060975609756098,
"coverage_at_0_9": 0.8277439024390244,
"accuracy_at_0_9": 0.8784530386740331,
"coverage_at_5pct_error": 0.5259146341463414,
"coverage_at_1pct_error": 0.27439024390243905,
"aurc": 0.059246832389346436,
"error_rate_at_0_9": 0.12154696132596685,
"confidence_bias": 0.14244277637010094,
"top_bins": {
"0.9": {
"n": 543,
"errors": 66,
"error_rate": 0.12154696132596685
},
"0.95": {
"n": 509,
"errors": 51,
"error_rate": 0.10019646365422397
},
"0.99": {
"n": 444,
"errors": 34,
"error_rate": 0.07657657657657657
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.9573170731707317,
"confidence_cutoff": 0.9997165252969916
},
"0.8": {
"coverage": 0.8003048780487805,
"accuracy": 0.8914285714285715,
"confidence_cutoff": 0.926982780530237
}
},
"score_mae": 0.3868049169616327,
"ranked_probability_score": 0.1808253510701079
},
"tasks": {
"composition_held_and_or": {
"n": 32,
"nll": 0.21275731832987918,
"acc": 0.90625,
"ece": 0.08960640747049482,
"brier": 0.14806787785708828,
"mean_conf": 0.968119000247354,
"confident_error_rate": 0.03125,
"coverage_at_0_9": 0.84375,
"accuracy_at_0_9": 0.9629629629629629,
"coverage_at_5pct_error": 0.84375,
"coverage_at_1pct_error": 0.8125,
"aurc": 0.016607299648786718,
"error_rate_at_0_9": 0.037037037037037035,
"confidence_bias": 0.06186900024735398,
"top_bins": {
"0.9": {
"n": 27,
"errors": 1,
"error_rate": 0.037037037037037035
},
"0.95": {
"n": 26,
"errors": 0,
"error_rate": 0.0
},
"0.99": {
"n": 26,
"errors": 0,
"error_rate": 0.0
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.9999867426553156
},
"0.8": {
"coverage": 0.8125,
"accuracy": 1.0,
"confidence_cutoff": 0.9997005752724791
}
}
},
"composition_held_conditional": {
"n": 32,
"nll": 0.014373469714188625,
"acc": 1.0,
"ece": 0.01341902983845485,
"brier": 0.003340072727106961,
"mean_conf": 0.9865809701615452,
"confident_error_rate": 0.0,
"coverage_at_0_9": 0.96875,
"accuracy_at_0_9": 1.0,
"coverage_at_5pct_error": 1.0,
"coverage_at_1pct_error": 1.0,
"aurc": 0.0,
"error_rate_at_0_9": 0.0,
"confidence_bias": -0.013419029838454777,
"top_bins": {
"0.9": {
"n": 31,
"errors": 0,
"error_rate": 0.0
},
"0.95": {
"n": 30,
"errors": 0,
"error_rate": 0.0
},
"0.99": {
"n": 25,
"errors": 0,
"error_rate": 0.0
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.997536508908986
},
"0.8": {
"coverage": 0.84375,
"accuracy": 1.0,
"confidence_cutoff": 0.9860660764373641
}
}
},
"composition_held_or_not": {
"n": 32,
"nll": 0.39586312721931666,
"acc": 0.875,
"ece": 0.09422189894535778,
"brier": 0.1800316303783951,
"mean_conf": 0.969221898945358,
"confident_error_rate": 0.03125,
"coverage_at_0_9": 0.875,
"accuracy_at_0_9": 0.9642857142857143,
"coverage_at_5pct_error": 0.90625,
"coverage_at_1pct_error": 0.53125,
"aurc": 0.026035965425144192,
"error_rate_at_0_9": 0.03571428571428571,
"confidence_bias": 0.09422189894535804,
"top_bins": {
"0.9": {
"n": 28,
"errors": 1,
"error_rate": 0.03571428571428571
},
"0.95": {
"n": 27,
"errors": 1,
"error_rate": 0.037037037037037035
},
"0.99": {
"n": 24,
"errors": 1,
"error_rate": 0.041666666666666664
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.9998200130139856
},
"0.8": {
"coverage": 0.84375,
"accuracy": 0.9629629629629629,
"confidence_cutoff": 0.9864744883957841
}
}
},
"contrastive_authorization": {
"n": 40,
"nll": 2.626769435101001e-06,
"acc": 1.0,
"ece": 2.6267639215982186e-06,
"brier": 2.200791979309494e-11,
"mean_conf": 0.9999973732360784,
"confident_error_rate": 0.0,
"coverage_at_0_9": 1.0,
"accuracy_at_0_9": 1.0,
"coverage_at_5pct_error": 1.0,
"coverage_at_1pct_error": 1.0,
"aurc": 0.0,
"error_rate_at_0_9": 0.0,
"confidence_bias": -2.6267639215982186e-06,
"top_bins": {
"0.9": {
"n": 40,
"errors": 0,
"error_rate": 0.0
},
"0.95": {
"n": 40,
"errors": 0,
"error_rate": 0.0
},
"0.99": {
"n": 40,
"errors": 0,
"error_rate": 0.0
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.9999982121058788
},
"0.8": {
"coverage": 0.8,
"accuracy": 1.0,
"confidence_cutoff": 0.9999951777711299
}
}
},
"contrastive_deadline": {
"n": 40,
"nll": 1.6227537153922078,
"acc": 0.6,
"ece": 0.3704952209007848,
"brier": 0.721418824936752,
"mean_conf": 0.9704952209007848,
"confident_error_rate": 0.325,
"coverage_at_0_9": 0.9,
"accuracy_at_0_9": 0.6388888888888888,
"coverage_at_5pct_error": 0.575,
"coverage_at_1pct_error": 0.45,
"aurc": 0.12570899891487713,
"error_rate_at_0_9": 0.3611111111111111,
"confidence_bias": 0.3704952209007848,
"top_bins": {
"0.9": {
"n": 36,
"errors": 13,
"error_rate": 0.3611111111111111
},
"0.95": {
"n": 33,
"errors": 11,
"error_rate": 0.3333333333333333
},
"0.99": {
"n": 26,
"errors": 4,
"error_rate": 0.15384615384615385
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.95,
"confidence_cutoff": 0.9998875216084744
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.6875,
"confidence_cutoff": 0.9653250745881129
}
},
"score_mae": 0.3868049169616327,
"ranked_probability_score": 0.1808253510701079
},
"emotion": {
"n": 80,
"nll": 2.01845007225599,
"acc": 0.5875,
"ece": 0.3034439572619928,
"brier": 0.659342484681167,
"mean_conf": 0.8816687443113388,
"confident_error_rate": 0.1625,
"coverage_at_0_9": 0.6125,
"accuracy_at_0_9": 0.7346938775510204,
"coverage_at_5pct_error": 0.025,
"coverage_at_1pct_error": 0.025,
"aurc": 0.2725565889995515,
"error_rate_at_0_9": 0.2653061224489796,
"confidence_bias": 0.29416874431133877,
"top_bins": {
"0.9": {
"n": 49,
"errors": 13,
"error_rate": 0.2653061224489796
},
"0.95": {
"n": 43,
"errors": 10,
"error_rate": 0.23255813953488372
},
"0.99": {
"n": 30,
"errors": 8,
"error_rate": 0.26666666666666666
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.775,
"confidence_cutoff": 0.9654279207142605
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.625,
"confidence_cutoff": 0.7552159935350502
}
}
},
"mmlu": {
"n": 80,
"nll": 1.0623469179109404,
"acc": 0.7375,
"ece": 0.17148582929965572,
"brier": 0.4389275967782478,
"mean_conf": 0.8598028670228626,
"confident_error_rate": 0.0875,
"coverage_at_0_9": 0.625,
"accuracy_at_0_9": 0.86,
"coverage_at_5pct_error": 0.1125,
"coverage_at_1pct_error": 0.1125,
"aurc": 0.1331753286671519,
"error_rate_at_0_9": 0.14,
"confidence_bias": 0.12230286702286253,
"top_bins": {
"0.9": {
"n": 50,
"errors": 7,
"error_rate": 0.14
},
"0.95": {
"n": 43,
"errors": 4,
"error_rate": 0.09302325581395349
},
"0.99": {
"n": 33,
"errors": 3,
"error_rate": 0.09090909090909091
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.925,
"confidence_cutoff": 0.974014602758476
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.78125,
"confidence_cutoff": 0.6995644294224197
}
}
},
"paws": {
"n": 80,
"nll": 1.62106974555167,
"acc": 0.725,
"ece": 0.24858545944074148,
"brier": 0.47996204925896696,
"mean_conf": 0.9735854594407414,
"confident_error_rate": 0.225,
"coverage_at_0_9": 0.9375,
"accuracy_at_0_9": 0.76,
"coverage_at_5pct_error": 0.4,
"coverage_at_1pct_error": 0.1375,
"aurc": 0.1160986678934329,
"error_rate_at_0_9": 0.24,
"confidence_bias": 0.2485854594407414,
"top_bins": {
"0.9": {
"n": 75,
"errors": 18,
"error_rate": 0.24
},
"0.95": {
"n": 70,
"errors": 15,
"error_rate": 0.21428571428571427
},
"0.99": {
"n": 65,
"errors": 13,
"error_rate": 0.2
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.9,
"confidence_cutoff": 0.9999292199405727
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.8125,
"confidence_cutoff": 0.9935345534056593
}
}
},
"qnli": {
"n": 80,
"nll": 0.2861285544171043,
"acc": 0.925,
"ece": 0.06519801763745295,
"brier": 0.13858164311006516,
"mean_conf": 0.9633829066567101,
"confident_error_rate": 0.0375,
"coverage_at_0_9": 0.8875,
"accuracy_at_0_9": 0.9577464788732394,
"coverage_at_5pct_error": 0.8875,
"coverage_at_1pct_error": 0.575,
"aurc": 0.013965998776904765,
"error_rate_at_0_9": 0.04225352112676056,
"confidence_bias": 0.03838290665671007,
"top_bins": {
"0.9": {
"n": 71,
"errors": 3,
"error_rate": 0.04225352112676056
},
"0.95": {
"n": 70,
"errors": 3,
"error_rate": 0.04285714285714286
},
"0.99": {
"n": 64,
"errors": 1,
"error_rate": 0.015625
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.9999454840710632
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.984375,
"confidence_cutoff": 0.9905160244738724
}
}
},
"sciq": {
"n": 80,
"nll": 0.05712256491977856,
"acc": 0.9625,
"ece": 0.024095647099121015,
"brier": 0.04132271841446281,
"mean_conf": 0.9815817586969505,
"confident_error_rate": 0.0,
"coverage_at_0_9": 0.95,
"accuracy_at_0_9": 1.0,
"coverage_at_5pct_error": 1.0,
"coverage_at_1pct_error": 0.95,
"aurc": 0.0012680561790530144,
"error_rate_at_0_9": 0.0,
"confidence_bias": 0.0190817586969505,
"top_bins": {
"0.9": {
"n": 76,
"errors": 0,
"error_rate": 0.0
},
"0.95": {
"n": 74,
"errors": 0,
"error_rate": 0.0
},
"0.99": {
"n": 72,
"errors": 0,
"error_rate": 0.0
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.9999996614790427
},
"0.8": {
"coverage": 0.8,
"accuracy": 1.0,
"confidence_cutoff": 0.9998869569876149
}
}
},
"tweet_offensive": {
"n": 80,
"nll": 0.7987591532086051,
"acc": 0.725,
"ece": 0.2208875858819574,
"brier": 0.42590760472944245,
"mean_conf": 0.9281939852960915,
"confident_error_rate": 0.125,
"coverage_at_0_9": 0.75,
"accuracy_at_0_9": 0.8333333333333334,
"coverage_at_5pct_error": 0.3625,
"coverage_at_1pct_error": 0.15,
"aurc": 0.10808477691679863,
"error_rate_at_0_9": 0.16666666666666666,
"confidence_bias": 0.20319398529609156,
"top_bins": {
"0.9": {
"n": 60,
"errors": 10,
"error_rate": 0.16666666666666666
},
"0.95": {
"n": 53,
"errors": 7,
"error_rate": 0.1320754716981132
},
"0.99": {
"n": 39,
"errors": 4,
"error_rate": 0.10256410256410256
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.9,
"confidence_cutoff": 0.9898656520526313
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.828125,
"confidence_cutoff": 0.8874677287419479
}
}
}
},
"variants": {
"clean": {
"n": 656,
"nll": 0.8420064323719835,
"acc": 0.801829268292683,
"ece": 0.14524044074533254,
"brier": 0.3265035782727766,
"mean_conf": 0.9442720446627839,
"confident_error_rate": 0.10060975609756098,
"coverage_at_0_9": 0.8277439024390244,
"accuracy_at_0_9": 0.8784530386740331,
"coverage_at_5pct_error": 0.5259146341463414,
"coverage_at_1pct_error": 0.27439024390243905,
"aurc": 0.059246832389346436,
"error_rate_at_0_9": 0.12154696132596685,
"confidence_bias": 0.14244277637010094,
"top_bins": {
"0.9": {
"n": 543,
"errors": 66,
"error_rate": 0.12154696132596685
},
"0.95": {
"n": 509,
"errors": 51,
"error_rate": 0.10019646365422397
},
"0.99": {
"n": 444,
"errors": 34,
"error_rate": 0.07657657657657657
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.9573170731707317,
"confidence_cutoff": 0.9997165252969916
},
"0.8": {
"coverage": 0.8003048780487805,
"accuracy": 0.8914285714285715,
"confidence_cutoff": 0.926982780530237
}
},
"score_mae": 0.3868049169616327,
"ranked_probability_score": 0.1808253510701079
},
"none_absent": {
"n": 36,
"nll": 0.6045433705207882,
"acc": 0.8333333333333334,
"ece": 0.13280966055516136,
"brier": 0.2692087471452192,
"mean_conf": 0.9302829455612941,
"confident_error_rate": 0.08333333333333333,
"coverage_at_0_9": 0.8055555555555556,
"accuracy_at_0_9": 0.896551724137931,
"coverage_at_5pct_error": 0.25,
"coverage_at_1pct_error": 0.25,
"aurc": 0.0709278531457756,
"error_rate_at_0_9": 0.10344827586206896,
"confidence_bias": 0.09694961222796072,
"top_bins": {
"0.9": {
"n": 29,
"errors": 3,
"error_rate": 0.10344827586206896
},
"0.95": {
"n": 25,
"errors": 2,
"error_rate": 0.08
},
"0.99": {
"n": 17,
"errors": 1,
"error_rate": 0.058823529411764705
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.9444444444444444,
"confidence_cutoff": 0.9867735272600054
},
"0.8": {
"coverage": 0.8055555555555556,
"accuracy": 0.896551724137931,
"confidence_cutoff": 0.9021773367725505
}
}
},
"none_present": {
"n": 36,
"nll": 1.8636645679022996,
"acc": 0.6111111111111112,
"ece": 0.2968259055464007,
"brier": 0.6471666151139533,
"mean_conf": 0.9079370166575118,
"confident_error_rate": 0.2222222222222222,
"coverage_at_0_9": 0.6944444444444444,
"accuracy_at_0_9": 0.68,
"coverage_at_5pct_error": 0.3055555555555556,
"coverage_at_1pct_error": 0.3055555555555556,
"aurc": 0.1675614581367646,
"error_rate_at_0_9": 0.32,
"confidence_bias": 0.29682590554640065,
"top_bins": {
"0.9": {
"n": 25,
"errors": 8,
"error_rate": 0.32
},
"0.95": {
"n": 23,
"errors": 6,
"error_rate": 0.2608695652173913
},
"0.99": {
"n": 19,
"errors": 3,
"error_rate": 0.15789473684210525
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.8888888888888888,
"confidence_cutoff": 0.996923503041837
},
"0.8": {
"coverage": 0.8055555555555556,
"accuracy": 0.6551724137931034,
"confidence_cutoff": 0.7998003295333731
}
}
},
"permuted": {
"n": 36,
"nll": 0.9001924115234267,
"acc": 0.7777777777777778,
"ece": 0.16577047477357917,
"brier": 0.362691945174966,
"mean_conf": 0.9435482525513572,
"confident_error_rate": 0.05555555555555555,
"coverage_at_0_9": 0.7222222222222222,
"accuracy_at_0_9": 0.9230769230769231,
"coverage_at_5pct_error": 0.6944444444444444,
"coverage_at_1pct_error": 0.4444444444444444,
"aurc": 0.06003225907915171,
"error_rate_at_0_9": 0.07692307692307693,
"confidence_bias": 0.16577047477357942,
"top_bins": {
"0.9": {
"n": 26,
"errors": 2,
"error_rate": 0.07692307692307693
},
"0.95": {
"n": 26,
"errors": 2,
"error_rate": 0.07692307692307693
},
"0.99": {
"n": 24,
"errors": 1,
"error_rate": 0.041666666666666664
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.9444444444444444,
"confidence_cutoff": 0.9994163361463438
},
"0.8": {
"coverage": 0.8055555555555556,
"accuracy": 0.8620689655172413,
"confidence_cutoff": 0.8723240949648822
}
}
}
},
"heldout_tasks": {
"composition_held_and_or": {
"n": 32,
"nll": 0.21275731832987918,
"acc": 0.90625,
"ece": 0.08960640747049482,
"brier": 0.14806787785708828,
"mean_conf": 0.968119000247354,
"confident_error_rate": 0.03125,
"coverage_at_0_9": 0.84375,
"accuracy_at_0_9": 0.9629629629629629,
"coverage_at_5pct_error": 0.84375,
"coverage_at_1pct_error": 0.8125,
"aurc": 0.016607299648786718,
"error_rate_at_0_9": 0.037037037037037035,
"confidence_bias": 0.06186900024735398,
"top_bins": {
"0.9": {
"n": 27,
"errors": 1,
"error_rate": 0.037037037037037035
},
"0.95": {
"n": 26,
"errors": 0,
"error_rate": 0.0
},
"0.99": {
"n": 26,
"errors": 0,
"error_rate": 0.0
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.9999867426553156
},
"0.8": {
"coverage": 0.8125,
"accuracy": 1.0,
"confidence_cutoff": 0.9997005752724791
}
}
},
"composition_held_conditional": {
"n": 32,
"nll": 0.014373469714188625,
"acc": 1.0,
"ece": 0.01341902983845485,
"brier": 0.003340072727106961,
"mean_conf": 0.9865809701615452,
"confident_error_rate": 0.0,
"coverage_at_0_9": 0.96875,
"accuracy_at_0_9": 1.0,
"coverage_at_5pct_error": 1.0,
"coverage_at_1pct_error": 1.0,
"aurc": 0.0,
"error_rate_at_0_9": 0.0,
"confidence_bias": -0.013419029838454777,
"top_bins": {
"0.9": {
"n": 31,
"errors": 0,
"error_rate": 0.0
},
"0.95": {
"n": 30,
"errors": 0,
"error_rate": 0.0
},
"0.99": {
"n": 25,
"errors": 0,
"error_rate": 0.0
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.997536508908986
},
"0.8": {
"coverage": 0.84375,
"accuracy": 1.0,
"confidence_cutoff": 0.9860660764373641
}
}
},
"composition_held_or_not": {
"n": 32,
"nll": 0.39586312721931666,
"acc": 0.875,
"ece": 0.09422189894535778,
"brier": 0.1800316303783951,
"mean_conf": 0.969221898945358,
"confident_error_rate": 0.03125,
"coverage_at_0_9": 0.875,
"accuracy_at_0_9": 0.9642857142857143,
"coverage_at_5pct_error": 0.90625,
"coverage_at_1pct_error": 0.53125,
"aurc": 0.026035965425144192,
"error_rate_at_0_9": 0.03571428571428571,
"confidence_bias": 0.09422189894535804,
"top_bins": {
"0.9": {
"n": 28,
"errors": 1,
"error_rate": 0.03571428571428571
},
"0.95": {
"n": 27,
"errors": 1,
"error_rate": 0.037037037037037035
},
"0.99": {
"n": 24,
"errors": 1,
"error_rate": 0.041666666666666664
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.9998200130139856
},
"0.8": {
"coverage": 0.84375,
"accuracy": 0.9629629629629629,
"confidence_cutoff": 0.9864744883957841
}
}
},
"contrastive_authorization": {
"n": 40,
"nll": 2.626769435101001e-06,
"acc": 1.0,
"ece": 2.6267639215982186e-06,
"brier": 2.200791979309494e-11,
"mean_conf": 0.9999973732360784,
"confident_error_rate": 0.0,
"coverage_at_0_9": 1.0,
"accuracy_at_0_9": 1.0,
"coverage_at_5pct_error": 1.0,
"coverage_at_1pct_error": 1.0,
"aurc": 0.0,
"error_rate_at_0_9": 0.0,
"confidence_bias": -2.6267639215982186e-06,
"top_bins": {
"0.9": {
"n": 40,
"errors": 0,
"error_rate": 0.0
},
"0.95": {
"n": 40,
"errors": 0,
"error_rate": 0.0
},
"0.99": {
"n": 40,
"errors": 0,
"error_rate": 0.0
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.9999982121058788
},
"0.8": {
"coverage": 0.8,
"accuracy": 1.0,
"confidence_cutoff": 0.9999951777711299
}
}
},
"contrastive_deadline": {
"n": 40,
"nll": 1.6227537153922078,
"acc": 0.6,
"ece": 0.3704952209007848,
"brier": 0.721418824936752,
"mean_conf": 0.9704952209007848,
"confident_error_rate": 0.325,
"coverage_at_0_9": 0.9,
"accuracy_at_0_9": 0.6388888888888888,
"coverage_at_5pct_error": 0.575,
"coverage_at_1pct_error": 0.45,
"aurc": 0.12570899891487713,
"error_rate_at_0_9": 0.3611111111111111,
"confidence_bias": 0.3704952209007848,
"top_bins": {
"0.9": {
"n": 36,
"errors": 13,
"error_rate": 0.3611111111111111
},
"0.95": {
"n": 33,
"errors": 11,
"error_rate": 0.3333333333333333
},
"0.99": {
"n": 26,
"errors": 4,
"error_rate": 0.15384615384615385
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.95,
"confidence_cutoff": 0.9998875216084744
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.6875,
"confidence_cutoff": 0.9653250745881129
}
},
"score_mae": 0.3868049169616327,
"ranked_probability_score": 0.1808253510701079
},
"emotion": {
"n": 80,
"nll": 2.01845007225599,
"acc": 0.5875,
"ece": 0.3034439572619928,
"brier": 0.659342484681167,
"mean_conf": 0.8816687443113388,
"confident_error_rate": 0.1625,
"coverage_at_0_9": 0.6125,
"accuracy_at_0_9": 0.7346938775510204,
"coverage_at_5pct_error": 0.025,
"coverage_at_1pct_error": 0.025,
"aurc": 0.2725565889995515,
"error_rate_at_0_9": 0.2653061224489796,
"confidence_bias": 0.29416874431133877,
"top_bins": {
"0.9": {
"n": 49,
"errors": 13,
"error_rate": 0.2653061224489796
},
"0.95": {
"n": 43,
"errors": 10,
"error_rate": 0.23255813953488372
},
"0.99": {
"n": 30,
"errors": 8,
"error_rate": 0.26666666666666666
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.775,
"confidence_cutoff": 0.9654279207142605
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.625,
"confidence_cutoff": 0.7552159935350502
}
}
},
"mmlu": {
"n": 80,
"nll": 1.0623469179109404,
"acc": 0.7375,
"ece": 0.17148582929965572,
"brier": 0.4389275967782478,
"mean_conf": 0.8598028670228626,
"confident_error_rate": 0.0875,
"coverage_at_0_9": 0.625,
"accuracy_at_0_9": 0.86,
"coverage_at_5pct_error": 0.1125,
"coverage_at_1pct_error": 0.1125,
"aurc": 0.1331753286671519,
"error_rate_at_0_9": 0.14,
"confidence_bias": 0.12230286702286253,
"top_bins": {
"0.9": {
"n": 50,
"errors": 7,
"error_rate": 0.14
},
"0.95": {
"n": 43,
"errors": 4,
"error_rate": 0.09302325581395349
},
"0.99": {
"n": 33,
"errors": 3,
"error_rate": 0.09090909090909091
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.925,
"confidence_cutoff": 0.974014602758476
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.78125,
"confidence_cutoff": 0.6995644294224197
}
}
},
"paws": {
"n": 80,
"nll": 1.62106974555167,
"acc": 0.725,
"ece": 0.24858545944074148,
"brier": 0.47996204925896696,
"mean_conf": 0.9735854594407414,
"confident_error_rate": 0.225,
"coverage_at_0_9": 0.9375,
"accuracy_at_0_9": 0.76,
"coverage_at_5pct_error": 0.4,
"coverage_at_1pct_error": 0.1375,
"aurc": 0.1160986678934329,
"error_rate_at_0_9": 0.24,
"confidence_bias": 0.2485854594407414,
"top_bins": {
"0.9": {
"n": 75,
"errors": 18,
"error_rate": 0.24
},
"0.95": {
"n": 70,
"errors": 15,
"error_rate": 0.21428571428571427
},
"0.99": {
"n": 65,
"errors": 13,
"error_rate": 0.2
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.9,
"confidence_cutoff": 0.9999292199405727
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.8125,
"confidence_cutoff": 0.9935345534056593
}
}
},
"qnli": {
"n": 80,
"nll": 0.2861285544171043,
"acc": 0.925,
"ece": 0.06519801763745295,
"brier": 0.13858164311006516,
"mean_conf": 0.9633829066567101,
"confident_error_rate": 0.0375,
"coverage_at_0_9": 0.8875,
"accuracy_at_0_9": 0.9577464788732394,
"coverage_at_5pct_error": 0.8875,
"coverage_at_1pct_error": 0.575,
"aurc": 0.013965998776904765,
"error_rate_at_0_9": 0.04225352112676056,
"confidence_bias": 0.03838290665671007,
"top_bins": {
"0.9": {
"n": 71,
"errors": 3,
"error_rate": 0.04225352112676056
},
"0.95": {
"n": 70,
"errors": 3,
"error_rate": 0.04285714285714286
},
"0.99": {
"n": 64,
"errors": 1,
"error_rate": 0.015625
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.9999454840710632
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.984375,
"confidence_cutoff": 0.9905160244738724
}
}
},
"sciq": {
"n": 80,
"nll": 0.05712256491977856,
"acc": 0.9625,
"ece": 0.024095647099121015,
"brier": 0.04132271841446281,
"mean_conf": 0.9815817586969505,
"confident_error_rate": 0.0,
"coverage_at_0_9": 0.95,
"accuracy_at_0_9": 1.0,
"coverage_at_5pct_error": 1.0,
"coverage_at_1pct_error": 0.95,
"aurc": 0.0012680561790530144,
"error_rate_at_0_9": 0.0,
"confidence_bias": 0.0190817586969505,
"top_bins": {
"0.9": {
"n": 76,
"errors": 0,
"error_rate": 0.0
},
"0.95": {
"n": 74,
"errors": 0,
"error_rate": 0.0
},
"0.99": {
"n": 72,
"errors": 0,
"error_rate": 0.0
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 1.0,
"confidence_cutoff": 0.9999996614790427
},
"0.8": {
"coverage": 0.8,
"accuracy": 1.0,
"confidence_cutoff": 0.9998869569876149
}
}
},
"tweet_offensive": {
"n": 80,
"nll": 0.7987591532086051,
"acc": 0.725,
"ece": 0.2208875858819574,
"brier": 0.42590760472944245,
"mean_conf": 0.9281939852960915,
"confident_error_rate": 0.125,
"coverage_at_0_9": 0.75,
"accuracy_at_0_9": 0.8333333333333334,
"coverage_at_5pct_error": 0.3625,
"coverage_at_1pct_error": 0.15,
"aurc": 0.10808477691679863,
"error_rate_at_0_9": 0.16666666666666666,
"confidence_bias": 0.20319398529609156,
"top_bins": {
"0.9": {
"n": 60,
"errors": 10,
"error_rate": 0.16666666666666666
},
"0.95": {
"n": 53,
"errors": 7,
"error_rate": 0.1320754716981132
},
"0.99": {
"n": 39,
"errors": 4,
"error_rate": 0.10256410256410256
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.9,
"confidence_cutoff": 0.9898656520526313
},
"0.8": {
"coverage": 0.8,
"accuracy": 0.828125,
"confidence_cutoff": 0.8874677287419479
}
}
}
},
"permutation": {
"n": 36,
"mean_max_delta": 0.04771277529822956,
"flip_rate": 0.05555555555555555
},
"temperature": 2.732080513508791,
"calibrated_clean": {
"n": 656,
"nll": 0.4734830253813679,
"acc": 0.801829268292683,
"ece": 0.05261345517511798,
"brier": 0.26777059962010535,
"mean_conf": 0.850709804046946,
"confident_error_rate": 0.03048780487804878,
"coverage_at_0_9": 0.5838414634146342,
"accuracy_at_0_9": 0.9477806788511749,
"coverage_at_5pct_error": 0.5411585365853658,
"coverage_at_1pct_error": 0.3490853658536585,
"aurc": 0.05769454271433421,
"error_rate_at_0_9": 0.05221932114882506,
"confidence_bias": 0.04888053575426299,
"top_bins": {
"0.9": {
"n": 383,
"errors": 20,
"error_rate": 0.05221932114882506
},
"0.95": {
"n": 325,
"errors": 14,
"error_rate": 0.043076923076923075
},
"0.99": {
"n": 115,
"errors": 0,
"error_rate": 0.0
}
},
"selective": {
"0.5": {
"coverage": 0.5,
"accuracy": 0.9542682926829268,
"confidence_cutoff": 0.9487693566866638
},
"0.8": {
"coverage": 0.8003048780487805,
"accuracy": 0.8914285714285715,
"confidence_cutoff": 0.6847608977037521
}
},
"score_mae": 0.36649026598278567,
"ranked_probability_score": 0.1335905179824414
},
"metric_policy": {
"version": 2,
"selective_ties": "whole_confidence_groups",
"coverage_at_error": "in-sample maximum over confidence thresholds; not a deployed error guarantee",
"aurc": "right-step integral over whole confidence groups",
"confident_error_rate": "high-confidence errors divided by all questions",
"error_rate_at_0_9": "errors divided by questions accepted at p_max >= 0.9",
"nll": "exact from logits when recorded; otherwise from floored probabilities",
"nll_floor": 1e-09,
"renormalize_returned_probabilities": true,
"raw_sums_outside_1e_5": 0,
"returned_zeros": 0
},
"coverage": {
"requested_records": 764,
"requested_questions": 764,
"evaluated_records": 764,
"evaluated_questions": 764,
"rejected_records": 0,
"truncated_records": 0
},
"latency_ms": {
"median": 48.01533849990847,
"p95": 53.9990647502691
},
"calibration": {
"inference_temperature": 1.0,
"additional_temperature": 2.732080513508791,
"logits_recorded": true
},
"suite_sha256": "31677c2256b406222e7d94ffdc0a02a70ce05746b9efe307876024c4e77291d1"
},
"provenance": {
"config": {
"epochs": 1,
"seed": 2,
"lr": 2e-05,
"lora": 16,
"accum": 4,
"batch": 2,
"perm_kl": 0.0,
"perm_frac": 0.3,
"ord_w": 0.0,
"p_none": 0.1,
"p_none_distract": 0.12,
"p_distract": 0.15,
"p_none_pair": 0.25,
"synthetic_repeat": 1,
"public_frac": 1.0,
"head_lr": 0.0,
"weight_decay": 0.01,
"anchor_w": 0.0,
"label_smoothing": 0.0,
"brier_w": 0.0,
"focal_gamma": 0.0,
"dtype": "bf16",
"checkpointing": 1,
"replay": 2000,
"max_state": 7552,
"data": "evals/documents-v1/train.jsonl",
"base": "Qwen/Qwen3.5-4B-Base",
"base_revision": "1001bb4d826a52d1f399e183466143f4da7b741b",
"init_from": "jaredpalmer/kev-4b"
},
"config_sha256": "6fb0132214a793f590cce025ce669b85433bab47a63522c369c226f0fb34ff3c",
"suite_sha256": "a8f50e481b7d90b97da049e0ff6a01cee2f1ed204aed61a8265af0edbb5514d2",
"source_hashes": {
"kev/__init__.py": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
"kev/anchors.py": "6963eafdb276db5a6c94d939eae675c761555553b8d0f963ffd803448beaabbb",
"kev/api.py": "7bffacfb762c626b8bc2f670f350295af5ccb0883dbe90239c7d2f8e5ef56582",
"kev/autoresearch.py": "f7d7fabb9c0df7065bee3fec4aa4bee7028c5d1565847aefe2d74e3d7d40ed8a",
"kev/benchmark.py": "9c442efd8b6b852c574a646192c61ee91afa1306e3b2978bb6391ae1b91a3fa0",
"kev/calibrate.py": "c1eff4744fabd349e8abca86777a7aa0cbea44904c8223d3b61fca3d43741519",
"kev/checkpoint.py": "7cd4fbedfcfd11c2997490df2bd88eaa12af60e5ad60da2e5390e6df1ac1f626",
"kev/compare.py": "3606dbf98bb305d66420158498cb837304d2edb8dab01cdaf2ec42964bef3435",
"kev/composition.py": "f335ed17e18e0a544893db5e22b9a059e6ce1b2e14dbb863ac7d7bbf8f3e0536",
"kev/contrastive.py": "cbb979aa5d40265ad0e64695f94b281d91751fa405811ddfa8212fede111edcf",
"kev/data.py": "ef1be396e7218ba5c94f0f67de2ceff23a39656b57199cb3aa3192cde53e8320",
"kev/device.py": "d1677fd98ec0979c7284546306e34e0d09298ca4042fc39eb2b32a74f4e975c4",
"kev/evaluate.py": "999264f2837dcfbf2ec93601aa4745e701698ab850a43ad89324672a6604965c",
"kev/experiment.py": "644adedf43fbd10566830fa6094e16dd001b8cad29d9b9da82f0e0f245ca06b1",
"kev/jev.py": "acd4cc3f1844e438cc83a8d409c15ef78a5ef64d39ea10f583d75a6c7646b243",
"kev/metrics.py": "dba8d90550999edcd642581fb4da0367bd4b39d08471815184fa732d11e137b9",
"kev/mlx_model.py": "f582428796faf6bf962b772a69a6227ac3259ccbd3215c0c8b55ce28dbbd0909",
"kev/model.py": "387f281bc0b72da1620a8d2fcf508996fc30b9d8e342211ecd67c6d930f9cbaa",
"kev/plot.py": "0874bcff2885d8155a1cceade0de8a275a7163d3c3fd6aa0c294e8ccf5ff7e02",
"kev/predictors.py": "b2a66dd9f0f0a8026bc94603383bacfdd622e75d1c935173997175606626a9b3",
"kev/publish.py": "8abc9bcf4a01365697b05cf3c5ad0013462bd92d005f5616954e40ab1100c7aa",
"kev/serve.py": "c210b1f4598e64b49c399f73603ed372f4314c165ceda50e1340c0466ec1c735",
"kev/study_v3.py": "7891150aa623e4479c7c789d4dc4662f186132b37b7bac1e1f072b9e08ee13e3",
"kev/suite.py": "d524663fe2656d873c548a6216a2ddfebaf7299650f07ba31ae24e4c453398f1",
"kev/train.py": "68428ed43b3e362e52d4650dc5296ab88767061f7998a525715e1b306eeef474",
"kev/transfer_v9.py": "0902409742151250a28af1fd8f42258b70fcc161f3deed3ee35fe3f473f3c763",
"modal_app.py": "28318ef72dbeba7855f3c6b05339ee8c0f2e57562d21ede72352fba98d0e6ae3",
"pyproject.toml": "7c17fbe9efcadda3eb488b59adf1b6db5938cd33af4d3bd389ce4359b73fcc7d",
"uv.lock": "a9922dbb89acdef78299fd2b4a8c3f7f0fa1b2bc08b55595b6926fa785a9c466"
},
"git_commit": "ea271bf9dd0f2a280b1ef096a7d237388484620c",
"platform": "Linux-4.19.0-gvisor-x86_64-with-glibc2.36",
"torch": "2.8.0+cu128",
"device": "cuda",
"gpu": "NVIDIA H200",
"legacy_checkpoint": false,
"measured_checkpoint": {
"requested": "/runs/r8-small/00-trial-0/checkpoint",
"resolved": "/runs/r8-small/00-trial-0/checkpoint",
"head_sha256": "19fdcdfb65380b51e90458edeb7e8dd7554532f357379c4cda44152cbbcd4195",
"adapter_sha256": "c2c99077b58cd4a604304b743b7db5391187ef1d58e575f90c554c744aa23d65",
"inference_temperature": 1.0
}
},
"mechanism_checks": {
"n": 8,
"packed_max_delta": 0.0,
"sibling_max_delta": 0.0002613663673400879,
"tolerance": 0.001,
"passed": true
},
"gates": {
"passed": false,
"checks": {
"complete_coverage": true,
"isolation_and_packing": true,
"transfer_complete": true,
"heldout_pairs_at_least_70pct": true,
"transfer_confident_errors_below_10pct": false
},
"policy": "Research screening only: 0.001 isolation; 5pp task regression; 70% heldout pair correctness; <=10% confident errors; no automatic release."
},
"calibration_fit": {
"temperature": 2.732080513508791,
"aggregation": "micro",
"objective": "raw-logit NLL",
"split": "calibration",
"rows_sha256": "7c08bad532793a9c6ab113e0ad7b9b862bdf999641cca068858d73669a2b675f",
"suite_sha256": "a8f50e481b7d90b97da049e0ff6a01cee2f1ed204aed61a8265af0edbb5514d2",
"n": 1148
},
"wall_seconds": 2855.117294672,
"promotable": false,
"test_evaluated": false,
"training_resources": {
"wall_seconds": 2574.7955305576324,
"records_seen": 10179,
"requested_records": 7219,
"truncated_records": 0,
"rejected_records": 0,
"optimizer_steps": 903,
"forward_tokens": 6749150,
"peak_device_bytes": 39839947776,
"device": "cuda",
"dtype": "bf16",
"batch": 2,
"peak_rss_bytes": 31563161600
}
}