fev-4b / evaluation /benchmarks /fev /report.json
murabcd's picture
feat: add compiled serving shared training and benchmarks
5adf069 verified
Raw History Blame Contribute Delete
18.2 kB
{
"overall": {
"questions": 908,
"answered": 908,
"errors": 0,
"correct": 783,
"accuracyAllQuestions": 0.8623348017621145,
"brierAnswered": 0.19616500539754675,
"nllAnswered": 0.374025080065555,
"ece10Answered": 0.04207503699664424,
"confidentWrongAt09": 26,
"coverageByFixedThreshold": [
{
"threshold": 0.5,
"accepted": 889,
"coverage": 0.9790748898678414,
"errorRate": 0.12373453318335208
},
{
"threshold": 0.7,
"accepted": 819,
"coverage": 0.9019823788546255,
"errorRate": 0.08424908424908426
},
{
"threshold": 0.8,
"accepted": 767,
"coverage": 0.8447136563876652,
"errorRate": 0.06649282920469361
},
{
"threshold": 0.9,
"accepted": 676,
"coverage": 0.7444933920704846,
"errorRate": 0.038461538461538464
},
{
"threshold": 0.95,
"accepted": 567,
"coverage": 0.6244493392070485,
"errorRate": 0.012345679012345678
},
{
"threshold": 0.99,
"accepted": 0,
"coverage": 0.0,
"errorRate": null
}
],
"coverageInterpretation": "Observed on this dataset; not a future error guarantee. Thresholds not tuned here."
},
"byType": {
"choice": {
"questions": 492,
"answered": 492,
"errors": 0,
"correct": 400,
"accuracyAllQuestions": 0.8130081300813008,
"brierAnswered": 0.2615263089500927,
"nllAnswered": 0.5247360934156637,
"ece10Answered": 0.06533461933177653,
"confidentWrongAt09": 20,
"coverageByFixedThreshold": [
{
"threshold": 0.5,
"accepted": 473,
"coverage": 0.9613821138211383,
"errorRate": 0.16279069767441862
},
{
"threshold": 0.7,
"accepted": 424,
"coverage": 0.8617886178861789,
"errorRate": 0.10377358490566038
},
{
"threshold": 0.8,
"accepted": 386,
"coverage": 0.7845528455284553,
"errorRate": 0.08031088082901554
},
{
"threshold": 0.9,
"accepted": 331,
"coverage": 0.6727642276422764,
"errorRate": 0.06042296072507553
},
{
"threshold": 0.95,
"accepted": 267,
"coverage": 0.5426829268292683,
"errorRate": 0.026217228464419477
},
{
"threshold": 0.99,
"accepted": 0,
"coverage": 0.0,
"errorRate": null
}
],
"coverageInterpretation": "Observed on this dataset; not a future error guarantee. Thresholds not tuned here."
},
"noul": {
"questions": 328,
"answered": 328,
"errors": 0,
"correct": 298,
"accuracyAllQuestions": 0.9085365853658537,
"brierAnswered": 0.13871514597249474,
"nllAnswered": 0.22139737153892355,
"ece10Answered": 0.04994271263817423,
"confidentWrongAt09": 5,
"coverageByFixedThreshold": [
{
"threshold": 0.5,
"accepted": 328,
"coverage": 1.0,
"errorRate": 0.09146341463414634
},
{
"threshold": 0.7,
"accepted": 309,
"coverage": 0.9420731707317073,
"errorRate": 0.07766990291262135
},
{
"threshold": 0.8,
"accepted": 296,
"coverage": 0.9024390243902439,
"errorRate": 0.06418918918918919
},
{
"threshold": 0.9,
"accepted": 261,
"coverage": 0.7957317073170732,
"errorRate": 0.019157088122605363
},
{
"threshold": 0.95,
"accepted": 220,
"coverage": 0.6707317073170732,
"errorRate": 0.0
},
{
"threshold": 0.99,
"accepted": 0,
"coverage": 0.0,
"errorRate": null
}
],
"coverageInterpretation": "Observed on this dataset; not a future error guarantee. Thresholds not tuned here."
},
"score": {
"questions": 88,
"answered": 88,
"errors": 0,
"correct": 85,
"accuracyAllQuestions": 0.9659090909090909,
"brierAnswered": 0.04486719339259727,
"nllAnswered": 0.10029860084375529,
"ece10Answered": 0.03799778408573792,
"confidentWrongAt09": 1,
"coverageByFixedThreshold": [
{
"threshold": 0.5,
"accepted": 88,
"coverage": 1.0,
"errorRate": 0.03409090909090909
},
{
"threshold": 0.7,
"accepted": 86,
"coverage": 0.9772727272727273,
"errorRate": 0.011627906976744186
},
{
"threshold": 0.8,
"accepted": 85,
"coverage": 0.9659090909090909,
"errorRate": 0.011764705882352941
},
{
"threshold": 0.9,
"accepted": 84,
"coverage": 0.9545454545454546,
"errorRate": 0.011904761904761904
},
{
"threshold": 0.95,
"accepted": 80,
"coverage": 0.9090909090909091,
"errorRate": 0.0
},
{
"threshold": 0.99,
"accepted": 0,
"coverage": 0.0,
"errorRate": null
}
],
"coverageInterpretation": "Observed on this dataset; not a future error guarantee. Thresholds not tuned here."
}
},
"bySource": {
"authored-russian-typed": {
"questions": 144,
"answered": 144,
"errors": 0,
"correct": 144,
"accuracyAllQuestions": 1.0,
"brierAnswered": 0.0009998268084272204,
"nllAnswered": 0.024466212500916604,
"ece10Answered": 0.024139216454452272,
"confidentWrongAt09": 0,
"coverageByFixedThreshold": [
{
"threshold": 0.5,
"accepted": 144,
"coverage": 1.0,
"errorRate": 0.0
},
{
"threshold": 0.7,
"accepted": 144,
"coverage": 1.0,
"errorRate": 0.0
},
{
"threshold": 0.8,
"accepted": 144,
"coverage": 1.0,
"errorRate": 0.0
},
{
"threshold": 0.9,
"accepted": 144,
"coverage": 1.0,
"errorRate": 0.0
},
{
"threshold": 0.95,
"accepted": 144,
"coverage": 1.0,
"errorRate": 0.0
},
{
"threshold": 0.99,
"accepted": 0,
"coverage": 0.0,
"errorRate": null
}
],
"coverageInterpretation": "Observed on this dataset; not a future error guarantee. Thresholds not tuned here."
},
"composition_holdout": {
"questions": 96,
"answered": 96,
"errors": 0,
"correct": 84,
"accuracyAllQuestions": 0.875,
"brierAnswered": 0.18821988619559113,
"nllAnswered": 0.31506340814867745,
"ece10Answered": 0.08715274769631735,
"confidentWrongAt09": 9,
"coverageByFixedThreshold": [
{
"threshold": 0.5,
"accepted": 96,
"coverage": 1.0,
"errorRate": 0.125
},
{
"threshold": 0.7,
"accepted": 92,
"coverage": 0.9583333333333334,
"errorRate": 0.09782608695652174
},
{
"threshold": 0.8,
"accepted": 92,
"coverage": 0.9583333333333334,
"errorRate": 0.09782608695652174
},
{
"threshold": 0.9,
"accepted": 92,
"coverage": 0.9583333333333334,
"errorRate": 0.09782608695652174
},
{
"threshold": 0.95,
"accepted": 86,
"coverage": 0.8958333333333334,
"errorRate": 0.03488372093023256
},
{
"threshold": 0.99,
"accepted": 0,
"coverage": 0.0,
"errorRate": null
}
],
"coverageInterpretation": "Observed on this dataset; not a future error guarantee. Thresholds not tuned here."
},
"emotion": {
"questions": 116,
"answered": 116,
"errors": 0,
"correct": 69,
"accuracyAllQuestions": 0.5948275862068966,
"brierAnswered": 0.5245559470753833,
"nllAnswered": 1.0208149336604613,
"ece10Answered": 0.12016921458494689,
"confidentWrongAt09": 2,
"coverageByFixedThreshold": [
{
"threshold": 0.5,
"accepted": 101,
"coverage": 0.8706896551724138,
"errorRate": 0.3564356435643564
},
{
"threshold": 0.7,
"accepted": 70,
"coverage": 0.603448275862069,
"errorRate": 0.22857142857142856
},
{
"threshold": 0.8,
"accepted": 44,
"coverage": 0.3793103448275862,
"errorRate": 0.18181818181818182
},
{
"threshold": 0.9,
"accepted": 8,
"coverage": 0.06896551724137931,
"errorRate": 0.25
},
{
"threshold": 0.95,
"accepted": 0,
"coverage": 0.0,
"errorRate": null
},
{
"threshold": 0.99,
"accepted": 0,
"coverage": 0.0,
"errorRate": null
}
],
"coverageInterpretation": "Observed on this dataset; not a future error guarantee. Thresholds not tuned here."
},
"legacy_holdout": {
"questions": 80,
"answered": 80,
"errors": 0,
"correct": 77,
"accuracyAllQuestions": 0.9625,
"brierAnswered": 0.04910351545555701,
"nllAnswered": 0.10416551178163372,
"ece10Answered": 0.03574970703743059,
"confidentWrongAt09": 1,
"coverageByFixedThreshold": [
{
"threshold": 0.5,
"accepted": 80,
"coverage": 1.0,
"errorRate": 0.0375
},
{
"threshold": 0.7,
"accepted": 78,
"coverage": 0.975,
"errorRate": 0.01282051282051282
},
{
"threshold": 0.8,
"accepted": 77,
"coverage": 0.9625,
"errorRate": 0.012987012987012988
},
{
"threshold": 0.9,
"accepted": 76,
"coverage": 0.95,
"errorRate": 0.013157894736842105
},
{
"threshold": 0.95,
"accepted": 72,
"coverage": 0.9,
"errorRate": 0.0
},
{
"threshold": 0.99,
"accepted": 0,
"coverage": 0.0,
"errorRate": null
}
],
"coverageInterpretation": "Observed on this dataset; not a future error guarantee. Thresholds not tuned here."
},
"mmlu": {
"questions": 116,
"answered": 116,
"errors": 0,
"correct": 86,
"accuracyAllQuestions": 0.7413793103448276,
"brierAnswered": 0.39416899029285185,
"nllAnswered": 0.8394104030580065,
"ece10Answered": 0.12528513793721022,
"confidentWrongAt09": 9,
"coverageByFixedThreshold": [
{
"threshold": 0.5,
"accepted": 112,
"coverage": 0.9655172413793104,
"errorRate": 0.23214285714285715
},
{
"threshold": 0.7,
"accepted": 100,
"coverage": 0.8620689655172413,
"errorRate": 0.18
},
{
"threshold": 0.8,
"accepted": 91,
"coverage": 0.7844827586206896,
"errorRate": 0.14285714285714285
},
{
"threshold": 0.9,
"accepted": 77,
"coverage": 0.6637931034482759,
"errorRate": 0.11688311688311688
},
{
"threshold": 0.95,
"accepted": 42,
"coverage": 0.3620689655172414,
"errorRate": 0.09523809523809523
},
{
"threshold": 0.99,
"accepted": 0,
"coverage": 0.0,
"errorRate": null
}
],
"coverageInterpretation": "Observed on this dataset; not a future error guarantee. Thresholds not tuned here."
},
"paws": {
"questions": 80,
"answered": 80,
"errors": 0,
"correct": 68,
"accuracyAllQuestions": 0.85,
"brierAnswered": 0.20695251414059662,
"nllAnswered": 0.3140944708626177,
"ece10Answered": 0.08749262200436604,
"confidentWrongAt09": 2,
"coverageByFixedThreshold": [
{
"threshold": 0.5,
"accepted": 80,
"coverage": 1.0,
"errorRate": 0.15
},
{
"threshold": 0.7,
"accepted": 75,
"coverage": 0.9375,
"errorRate": 0.12
},
{
"threshold": 0.8,
"accepted": 73,
"coverage": 0.9125,
"errorRate": 0.0958904109589041
},
{
"threshold": 0.9,
"accepted": 65,
"coverage": 0.8125,
"errorRate": 0.03076923076923077
},
{
"threshold": 0.95,
"accepted": 58,
"coverage": 0.725,
"errorRate": 0.0
},
{
"threshold": 0.99,
"accepted": 0,
"coverage": 0.0,
"errorRate": null
}
],
"coverageInterpretation": "Observed on this dataset; not a future error guarantee. Thresholds not tuned here."
},
"qnli": {
"questions": 80,
"answered": 80,
"errors": 0,
"correct": 74,
"accuracyAllQuestions": 0.925,
"brierAnswered": 0.1185264487594759,
"nllAnswered": 0.19157792439378024,
"ece10Answered": 0.07130364771118254,
"confidentWrongAt09": 1,
"coverageByFixedThreshold": [
{
"threshold": 0.5,
"accepted": 80,
"coverage": 1.0,
"errorRate": 0.075
},
{
"threshold": 0.7,
"accepted": 79,
"coverage": 0.9875,
"errorRate": 0.0759493670886076
},
{
"threshold": 0.8,
"accepted": 77,
"coverage": 0.9625,
"errorRate": 0.06493506493506493
},
{
"threshold": 0.9,
"accepted": 71,
"coverage": 0.8875,
"errorRate": 0.014084507042253521
},
{
"threshold": 0.95,
"accepted": 60,
"coverage": 0.75,
"errorRate": 0.0
},
{
"threshold": 0.99,
"accepted": 0,
"coverage": 0.0,
"errorRate": null
}
],
"coverageInterpretation": "Observed on this dataset; not a future error guarantee. Thresholds not tuned here."
},
"sciq": {
"questions": 116,
"answered": 116,
"errors": 0,
"correct": 113,
"accuracyAllQuestions": 0.9741379310344828,
"brierAnswered": 0.03409531064541125,
"nllAnswered": 0.09114362656929587,
"ece10Answered": 0.05454464085684041,
"confidentWrongAt09": 0,
"coverageByFixedThreshold": [
{
"threshold": 0.5,
"accepted": 116,
"coverage": 1.0,
"errorRate": 0.02586206896551724
},
{
"threshold": 0.7,
"accepted": 114,
"coverage": 0.9827586206896551,
"errorRate": 0.008771929824561403
},
{
"threshold": 0.8,
"accepted": 111,
"coverage": 0.9568965517241379,
"errorRate": 0.009009009009009009
},
{
"threshold": 0.9,
"accepted": 106,
"coverage": 0.9137931034482759,
"errorRate": 0.0
},
{
"threshold": 0.95,
"accepted": 91,
"coverage": 0.7844827586206896,
"errorRate": 0.0
},
{
"threshold": 0.99,
"accepted": 0,
"coverage": 0.0,
"errorRate": null
}
],
"coverageInterpretation": "Observed on this dataset; not a future error guarantee. Thresholds not tuned here."
},
"tweet_offensive": {
"questions": 80,
"answered": 80,
"errors": 0,
"correct": 68,
"accuracyAllQuestions": 0.85,
"brierAnswered": 0.24263742159686036,
"nllAnswered": 0.38374648265869776,
"ece10Answered": 0.05576197181938556,
"confidentWrongAt09": 2,
"coverageByFixedThreshold": [
{
"threshold": 0.5,
"accepted": 80,
"coverage": 1.0,
"errorRate": 0.15
},
{
"threshold": 0.7,
"accepted": 67,
"coverage": 0.8375,
"errorRate": 0.13432835820895522
},
{
"threshold": 0.8,
"accepted": 58,
"coverage": 0.725,
"errorRate": 0.1206896551724138
},
{
"threshold": 0.9,
"accepted": 37,
"coverage": 0.4625,
"errorRate": 0.05405405405405406
},
{
"threshold": 0.95,
"accepted": 14,
"coverage": 0.175,
"errorRate": 0.0
},
{
"threshold": 0.99,
"accepted": 0,
"coverage": 0.0,
"errorRate": null
}
],
"coverageInterpretation": "Observed on this dataset; not a future error guarantee. Thresholds not tuned here."
}
},
"provenance": {
"revision": "3ef077cd7cc3c97d696c18150358ab4de3a6884e",
"codeZipSha256": "b3b7808d7c2cbe2ce26d4b31ee0dde2b3e894c6776537931b61cd173ef526f8e",
"execution": "reference BF16 backbone, FP32 shared adapter unmerged",
"dataSha256": "9266d6ea1ce83c9755a60cf48c7469b0fa3264c229e96f4142d683bada8fef91",
"gpu": "NVIDIA A10G",
"torch": "2.14.0+cu130",
"questionIsolation": false
},
"servedModels": [
"fev-4b"
],
"records": 812,
"startedUtc": null,
"wallLatencyMs": {
"median": 86.00620499998968,
"p95": 102.34360900000183
},
"latencyMeaning": "Sequential wall time including client overhead/cold calls; not model-only time or throughput"
}