assay-8b / eval-dev.json
Berk's picture
Upload folder using huggingface_hub
bf0a3f2 verified
Raw History Blame Contribute Delete
23 kB
Invalid JSON:Unexpected token 'N', ..."fidence": NaN, "... is not valid JSON
{
"overall": {
"count": 6113,
"accuracy": 0.8081138557173237,
"brier": 0.26832227363299765,
"brier_soft": 0.24630130870612255,
"nll": 0.505385205242332,
"nll_soft": 0.523684859731946,
"ece": 0.03634856478866526,
"mean_confidence": 0.8375686736383623,
"confident_error_rate": 0.03140847374447898,
"score_mae": 0.485172839677863,
"evidence_auc": 0.9938195273334924
},
"by_type": {
"bool": {
"count": 1898,
"accuracy": 0.8730242360379347,
"brier": 0.18502372315079466,
"brier_soft": 0.18166443929411372,
"nll": 0.293633727648158,
"nll_soft": 0.2986379499634176,
"ece": 0.04287967945534256,
"mean_confidence": 0.9132292502672847,
"confident_error_rate": 0.033192834562697573,
"evidence_auc": 0.993037902210008
},
"choice": {
"count": 3248,
"accuracy": 0.8075738916256158,
"brier": 0.27162731616245755,
"brier_soft": 0.2490854051600207,
"nll": 0.5523529039003323,
"nll_soft": 0.5704940630171196,
"ece": 0.05672168252811685,
"mean_confidence": 0.8598830180546172,
"confident_error_rate": 0.03940886699507389,
"evidence_auc": 0.9943635212159595
},
"score": {
"count": 967,
"accuracy": 0.6825232678386763,
"brier": 0.42071717609373765,
"brier_soft": 0.3638173716448313,
"nll": 0.763247893176724,
"nll_soft": 0.8081758033414839,
"ece": 0.07701368480022007,
"mean_confidence": 0.6141139010368198,
"confident_error_rate": 0.001034126163391934,
"score_mae": 0.485172839677863
}
},
"by_source": {
"ag_news": {
"count": 100,
"accuracy": 0.89,
"brier": 0.17744726851892056,
"brier_soft": 0.17744726851892056,
"nll": 0.33952497205533755,
"nll_soft": 0.33952497205533755,
"ece": 0.08231704690785716,
"mean_confidence": 0.9545400192391296,
"confident_error_rate": 0.05
},
"amazon_polarity": {
"count": 100,
"accuracy": 0.97,
"brier": 0.06681896606224931,
"brier_soft": 0.06681896606224931,
"nll": 0.11474157606024799,
"nll_soft": 0.11474157606024799,
"ece": 0.04592720580103715,
"mean_confidence": 0.9684370974150603,
"confident_error_rate": 0.01
},
"amazon_stars": {
"count": 100,
"accuracy": 0.58,
"brier": 0.513726379766378,
"brier_soft": 0.513726379766378,
"nll": 0.8877784154246966,
"nll_soft": 0.8877784154246966,
"ece": 0.07482866258617463,
"mean_confidence": 0.5826355888936225,
"confident_error_rate": 0.01,
"score_mae": 0.5120021688214367
},
"anli": {
"count": 100,
"accuracy": 0.63,
"brier": 0.5701719988732347,
"brier_soft": 0.5701719988732347,
"nll": 1.0697121018694993,
"nll_soft": 1.0697121018694993,
"ece": 0.21497286575145572,
"mean_confidence": 0.8324542993352486,
"confident_error_rate": 0.13
},
"arc_challenge": {
"count": 100,
"accuracy": 0.94,
"brier": 0.10599146992155316,
"brier_soft": 0.10599146992155316,
"nll": 0.19019848146359147,
"nll_soft": 0.19019848146359147,
"ece": 0.060081904951066994,
"mean_confidence": 0.9680451934575867,
"confident_error_rate": 0.02
},
"arc_easy": {
"count": 100,
"accuracy": 0.97,
"brier": 0.04437057638950536,
"brier_soft": 0.04437057638950536,
"nll": 0.10036992791451768,
"nll_soft": 0.10036992791451768,
"ece": 0.0319046333779032,
"mean_confidence": 0.9737156977945386,
"confident_error_rate": 0.0
},
"banking77": {
"count": 100,
"accuracy": 0.75,
"brier": 0.3398126842344269,
"brier_soft": 0.3398126842344269,
"nll": 0.8138418054666235,
"nll_soft": 0.8138418054666235,
"ece": 0.10284948389955295,
"mean_confidence": 0.8351027846874414,
"confident_error_rate": 0.02
},
"boolq": {
"count": 125,
"accuracy": 0.824,
"brier": 0.2450309380139414,
"brier_soft": 0.2450309380139414,
"nll": 0.3832584543059262,
"nll_soft": 0.3832584543059262,
"ece": 0.08305327395905993,
"mean_confidence": 0.8318427620613265,
"confident_error_rate": 0.024,
"evidence_auc": 1.0
},
"cb": {
"count": 28,
"accuracy": 1.0,
"brier": 0.012525034629445196,
"brier_soft": 0.012525034629445196,
"nll": 0.052362560175484685,
"nll_soft": 0.052362560175484685,
"ece": 0.04811603778085669,
"mean_confidence": 0.9518839622191433,
"confident_error_rate": 0.0
},
"civil_comments_severity": {
"count": 100,
"accuracy": 0.86,
"brier": 0.23187375352715037,
"brier_soft": 0.17771031506273136,
"nll": 0.47878826513277256,
"nll_soft": 0.6466024107213819,
"ece": 0.1323208998113436,
"mean_confidence": 0.7884055630186311,
"confident_error_rate": 0.0,
"score_mae": 0.32065261707897563
},
"civil_comments_toxic": {
"count": 100,
"accuracy": 0.94,
"brier": 0.10944319163588359,
"brier_soft": 0.04568398403607942,
"nll": 0.19590720265259998,
"nll_soft": 0.29088734219622764,
"ece": 0.06555426270198156,
"mean_confidence": 0.9010713536348429,
"confident_error_rate": 0.02
},
"clinc150": {
"count": 100,
"accuracy": 0.86,
"brier": 0.22210552087365046,
"brier_soft": 0.22210552087365046,
"nll": 0.6395453706356091,
"nll_soft": 0.6395453706356091,
"ece": 0.11099497317528545,
"mean_confidence": 0.9251752116271217,
"confident_error_rate": 0.07
},
"cola": {
"count": 100,
"accuracy": 0.82,
"brier": 0.259117219091911,
"brier_soft": 0.259117219091911,
"nll": 0.40935600764726915,
"nll_soft": 0.40935600764726915,
"ece": 0.08932037436110461,
"mean_confidence": 0.8750779518376584,
"confident_error_rate": 0.06
},
"commonsense_qa": {
"count": 100,
"accuracy": 0.85,
"brier": 0.21088569401090138,
"brier_soft": 0.21088569401090138,
"nll": 0.3965346936975742,
"nll_soft": 0.3965346936975742,
"ece": 0.07310374823833152,
"mean_confidence": 0.9136859527085365,
"confident_error_rate": 0.05
},
"cosmos_qa": {
"count": 120,
"accuracy": 0.75,
"brier": 0.3841359793377875,
"brier_soft": 0.3841359793377875,
"nll": 0.7882912921850803,
"nll_soft": 0.7882912921850803,
"ece": 0.14439795786405063,
"mean_confidence": 0.8702594151182701,
"confident_error_rate": 0.08333333333333333,
"evidence_auc": 0.999375
},
"dates": {
"count": 300,
"accuracy": 0.9133333333333333,
"brier": 0.12682090218682965,
"brier_soft": 0.12682090218682965,
"nll": 0.20972857100463424,
"nll_soft": 0.20972857100463424,
"ece": 0.022666054970448136,
"mean_confidence": 0.9010661321285901,
"confident_error_rate": 0.016666666666666666,
"score_mae": 0.22207703752612915
},
"dbpedia": {
"count": 100,
"accuracy": 0.99,
"brier": 0.005118529799186151,
"brier_soft": 0.005118529799186151,
"nll": 0.009824460705460551,
"nll_soft": 0.009824460705460551,
"ece": 0.007555830713154134,
"mean_confidence": 0.9922426538540887,
"confident_error_rate": 0.0
},
"dynasent": {
"count": 100,
"accuracy": 0.72,
"brier": 0.3964167951058033,
"brier_soft": 0.27899306375845145,
"nll": 0.6748527018027392,
"nll_soft": 0.738852701627455,
"ece": 0.13431695655660056,
"mean_confidence": 0.6383355955935446,
"confident_error_rate": 0.0,
"score_mae": 0.45075000945645066
},
"enron_spam": {
"count": 100,
"accuracy": 0.98,
"brier": 0.04102532628851713,
"brier_soft": 0.04102532628851713,
"nll": 0.0898814377234004,
"nll_soft": 0.0898814377234004,
"ece": 0.0173370851081312,
"mean_confidence": 0.9860527259793832,
"confident_error_rate": 0.02
},
"go_emotions": {
"count": 100,
"accuracy": 0.59,
"brier": 0.6037759399411283,
"brier_soft": 0.24043395414551444,
"nll": 1.4698625936544292,
"nll_soft": 2.0367941435838968,
"ece": 0.19190927347525633,
"mean_confidence": 0.4642116066087375,
"confident_error_rate": 0.0
},
"hellaswag": {
"count": 100,
"accuracy": 0.93,
"brier": 0.11090716468636642,
"brier_soft": 0.11090716468636642,
"nll": 0.2050347391855065,
"nll_soft": 0.2050347391855065,
"ece": 0.05729168206322114,
"mean_confidence": 0.9446148727839713,
"confident_error_rate": 0.01
},
"imdb": {
"count": 100,
"accuracy": 0.94,
"brier": 0.07627635078317603,
"brier_soft": 0.07627635078317603,
"nll": 0.14854959274335647,
"nll_soft": 0.14854959274335647,
"ece": 0.04784298973029209,
"mean_confidence": 0.9738336965806963,
"confident_error_rate": 0.02
},
"ledgar": {
"count": 100,
"accuracy": 0.78,
"brier": 0.3408363523310183,
"brier_soft": 0.3408363523310183,
"nll": 0.7893043506756048,
"nll_soft": 0.7893043506756048,
"ece": 0.11682861577561969,
"mean_confidence": 0.8561558831040632,
"confident_error_rate": 0.05
},
"liar": {
"count": 100,
"accuracy": 0.32,
"brier": 0.7419574626836368,
"brier_soft": 0.7419574626836368,
"nll": 1.491062320585033,
"nll_soft": 1.491062320585033,
"ece": 0.0781747414321995,
"mean_confidence": 0.32746267464577467,
"confident_error_rate": 0.0,
"score_mae": 1.0138855311286923
},
"measuring_hate_speech": {
"count": 100,
"accuracy": 0.86,
"brier": 0.2815976144439547,
"brier_soft": 0.1480667816419444,
"nll": 0.5342900214990065,
"nll_soft": 0.6664983532839511,
"ece": 0.17104543438427827,
"mean_confidence": 0.6889545656157217,
"confident_error_rate": 0.0,
"score_mae": 0.5597911792807024
},
"medqa": {
"count": 100,
"accuracy": 0.65,
"brier": 0.4757799375152343,
"brier_soft": 0.4757799375152343,
"nll": 0.9227869245729243,
"nll_soft": 0.9227869245729243,
"ece": 0.12644466791999856,
"mean_confidence": 0.76931472502784,
"confident_error_rate": 0.05
},
"mnli": {
"count": 100,
"accuracy": 0.93,
"brier": 0.0996316035037227,
"brier_soft": 0.0996316035037227,
"nll": 0.19154369357221818,
"nll_soft": 0.19154369357221818,
"ece": 0.04375298064064905,
"mean_confidence": 0.9138691136500888,
"confident_error_rate": 0.01
},
"mrpc": {
"count": 100,
"accuracy": 0.81,
"brier": 0.24199403452777526,
"brier_soft": 0.24199403452777526,
"nll": 0.3648608292269973,
"nll_soft": 0.3648608292269973,
"ece": 0.07234249682670134,
"mean_confidence": 0.8719535628687496,
"confident_error_rate": 0.02
},
"multirc": {
"count": 125,
"accuracy": 0.712,
"brier": 0.3503515136663073,
"brier_soft": 0.3503515136663073,
"nll": 0.49143203629023763,
"nll_soft": 0.49143203629023763,
"ece": 0.14635532511730132,
"mean_confidence": 0.8244143309088223,
"confident_error_rate": 0.016,
"evidence_auc": 0.9816
},
"openbookqa": {
"count": 100,
"accuracy": 0.89,
"brier": 0.17270474379906137,
"brier_soft": 0.17270474379906137,
"nll": 0.31487342081140474,
"nll_soft": 0.31487342081140474,
"ece": 0.0706087790568628,
"mean_confidence": 0.9002089284314065,
"confident_error_rate": 0.02
},
"piqa": {
"count": 100,
"accuracy": 0.84,
"brier": 0.22901713881739658,
"brier_soft": 0.22901713881739658,
"nll": 0.3914267480993911,
"nll_soft": 0.3914267480993911,
"ece": 0.09250240078656738,
"mean_confidence": 0.8972098554800523,
"confident_error_rate": 0.05
},
"policy_application": {
"count": 150,
"accuracy": 0.9066666666666666,
"brier": 0.1202855020589476,
"brier_soft": 0.1202855020589476,
"nll": 0.17614015484592835,
"nll_soft": 0.17614015484592835,
"ece": 0.06743290575220404,
"mean_confidence": 0.9566756649191206,
"confident_error_rate": 0.013333333333333334,
"evidence_auc": 1.0
},
"policy_hard": {
"count": 300,
"accuracy": 0.87,
"brier": 0.20656161280894106,
"brier_soft": 0.20656161280894106,
"nll": 0.35075682790318247,
"nll_soft": 0.35075682790318247,
"ece": 0.07365686249726952,
"mean_confidence": 0.9254342343056455,
"confident_error_rate": 0.05333333333333334,
"evidence_auc": 0.9759837962962963
},
"qqp": {
"count": 100,
"accuracy": 0.91,
"brier": 0.14255690249181868,
"brier_soft": 0.14255690249181868,
"nll": 0.22598062142518732,
"nll_soft": 0.22598062142518732,
"ece": 0.05481505613728288,
"mean_confidence": 0.8876121401144598,
"confident_error_rate": 0.0
},
"race": {
"count": 125,
"accuracy": 0.712,
"brier": 0.3546762617536465,
"brier_soft": 0.3546762617536465,
"nll": 0.6863510995706414,
"nll_soft": 0.6863510995706414,
"ece": 0.1374830827190989,
"mean_confidence": 0.8452280203211845,
"confident_error_rate": 0.032,
"evidence_auc": 0.9816
},
"rotten_tomatoes": {
"count": 100,
"accuracy": 0.95,
"brier": 0.07396981420351864,
"brier_soft": 0.07396981420351864,
"nll": 0.11963696118574361,
"nll_soft": 0.11963696118574361,
"ece": 0.04639630588091059,
"mean_confidence": 0.9517830907375209,
"confident_error_rate": 0.01
},
"rte": {
"count": 100,
"accuracy": 0.91,
"brier": 0.1434888267368668,
"brier_soft": 0.1434888267368668,
"nll": 0.2490209554286854,
"nll_soft": 0.2490209554286854,
"ece": 0.058570730504756724,
"mean_confidence": 0.9568197067803338,
"confident_error_rate": 0.05
},
"scotus": {
"count": 100,
"accuracy": 0.2,
"brier": 0.8886954446327406,
"brier_soft": 0.8886954446327406,
"nll": 2.419535738172022,
"nll_soft": 2.419535738172022,
"ece": 0.07677489821988327,
"mean_confidence": 0.26455679810075017,
"confident_error_rate": 0.0
},
"shp": {
"count": 100,
"accuracy": 0.59,
"brier": 0.4767881507616933,
"brier_soft": 0.10796886719815929,
"nll": 0.6694358409882295,
"nll_soft": 0.6917291391720062,
"ece": 0.06946449609206626,
"mean_confidence": 0.5484305322637995,
"confident_error_rate": 0.0
},
"sms_spam": {
"count": 100,
"accuracy": 0.99,
"brier": 0.01965210244272633,
"brier_soft": 0.01965210244272633,
"nll": 0.04081128588729513,
"nll_soft": 0.04081128588729513,
"ece": 0.006474000923922583,
"mean_confidence": 0.9920199980802447,
"confident_error_rate": 0.01
},
"snli": {
"count": 100,
"accuracy": 0.95,
"brier": 0.08146867312596515,
"brier_soft": 0.08146867312596515,
"nll": 0.158465964646708,
"nll_soft": 0.158465964646708,
"ece": 0.028524302433964217,
"mean_confidence": 0.9484107171835535,
"confident_error_rate": 0.01
},
"social_iqa": {
"count": 100,
"accuracy": 0.84,
"brier": 0.2614318560423284,
"brier_soft": 0.2614318560423284,
"nll": 0.5328960290627591,
"nll_soft": 0.5328960290627591,
"ece": 0.08443231200903581,
"mean_confidence": 0.8928271961877579,
"confident_error_rate": 0.06
},
"sst2": {
"count": 100,
"accuracy": 0.97,
"brier": 0.05705390850807199,
"brier_soft": 0.05705390850807199,
"nll": 0.12873286798535566,
"nll_soft": 0.12873286798535566,
"ece": 0.03444267451074121,
"mean_confidence": 0.973252100448412,
"confident_error_rate": 0.02
},
"sst5": {
"count": 100,
"accuracy": 0.67,
"brier": 0.4731484379764573,
"brier_soft": 0.4731484379764573,
"nll": 0.820745620437561,
"nll_soft": 0.820745620437561,
"ece": 0.133823772664781,
"mean_confidence": 0.5465827882093774,
"confident_error_rate": 0.0,
"score_mae": 0.42073229181882404
},
"stance_abortion": {
"count": 60,
"accuracy": 0.6333333333333333,
"brier": 0.5461372518947913,
"brier_soft": 0.5461372518947913,
"nll": 0.9076919478704142,
"nll_soft": 0.9076919478704142,
"ece": 0.27791953126303576,
"mean_confidence": 0.8731201720022546,
"confident_error_rate": 0.13333333333333333
},
"stance_atheism": {
"count": 60,
"accuracy": 0.7666666666666667,
"brier": 0.3807376010727825,
"brier_soft": 0.3807376010727825,
"nll": 0.6894866431293326,
"nll_soft": 0.6894866431293326,
"ece": 0.1623851166899183,
"mean_confidence": 0.8907779015958398,
"confident_error_rate": 0.11666666666666667
},
"stance_feminist": {
"count": 60,
"accuracy": 0.7166666666666667,
"brier": 0.3819212632872141,
"brier_soft": 0.3819212632872141,
"nll": 0.6580171893898042,
"nll_soft": 0.6580171893898042,
"ece": 0.13298127336044635,
"mean_confidence": 0.825324515184345,
"confident_error_rate": 0.05
},
"stance_hillary": {
"count": 60,
"accuracy": 0.6833333333333333,
"brier": 0.45702756655176746,
"brier_soft": 0.45702756655176746,
"nll": 0.7477193618494712,
"nll_soft": 0.7477193618494712,
"ece": 0.1903802570948809,
"mean_confidence": 0.8185082158591793,
"confident_error_rate": 0.03333333333333333
},
"stsb": {
"count": 100,
"accuracy": 0.67,
"brier": 0.4637369660396809,
"brier_soft": 0.21863385963253795,
"nll": 0.8565117839821994,
"nll_soft": 0.9269421980771559,
"ece": 0.10975654106260692,
"mean_confidence": 0.5983604068227878,
"confident_error_rate": 0.0,
"score_mae": 0.4717016493911864
},
"subjectivity": {
"count": 100,
"accuracy": 0.95,
"brier": 0.06213683667359613,
"brier_soft": 0.06213683667359613,
"nll": 0.09836556526336807,
"nll_soft": 0.09836556526336807,
"ece": 0.037214204902439964,
"mean_confidence": 0.965239654729141,
"confident_error_rate": 0.01
},
"swag": {
"count": 100,
"accuracy": 0.82,
"brier": 0.261763729502724,
"brier_soft": 0.261763729502724,
"nll": 0.5414241498614379,
"nll_soft": 0.5414241498614379,
"ece": 0.07772512379591902,
"mean_confidence": 0.8475851911820763,
"confident_error_rate": 0.05
},
"trec": {
"count": 100,
"accuracy": 0.97,
"brier": 0.06072142112442041,
"brier_soft": 0.06072142112442041,
"nll": 0.1440798856068137,
"nll_soft": 0.1440798856068137,
"ece": 0.02690207486651098,
"mean_confidence": 0.9736191389408069,
"confident_error_rate": 0.03
},
"tweet_hate": {
"count": 100,
"accuracy": 0.59,
"brier": 0.6465587241335488,
"brier_soft": 0.6465587241335488,
"nll": 1.033942009148757,
"nll_soft": 1.033942009148757,
"ece": 0.26985585995709155,
"mean_confidence": 0.8472034199650343,
"confident_error_rate": 0.2
},
"tweet_sentiment": {
"count": 100,
"accuracy": 0.64,
"brier": 0.4223186571536932,
"brier_soft": 0.4223186571536932,
"nll": 0.7004327844815618,
"nll_soft": 0.7004327844815618,
"ece": 0.07372919978481107,
"mean_confidence": 0.6227698543011895,
"confident_error_rate": 0.0,
"score_mae": 0.3842789231307415
},
"vitaminc": {
"count": 100,
"accuracy": 0.82,
"brier": 0.29574730745541433,
"brier_soft": 0.29574730745541433,
"nll": 0.5826839900533985,
"nll_soft": 0.5826839900533985,
"ece": 0.11659560936407634,
"mean_confidence": 0.9001589414913586,
"confident_error_rate": 0.06
},
"wic": {
"count": 100,
"accuracy": 0.76,
"brier": 0.33426080682454734,
"brier_soft": 0.33426080682454734,
"nll": 0.5083526804189769,
"nll_soft": 0.5083526804189769,
"ece": 0.06690578964005471,
"mean_confidence": 0.8040500963252548,
"confident_error_rate": 0.03
},
"winogrande": {
"count": 100,
"accuracy": 0.84,
"brier": 0.25538046579627915,
"brier_soft": 0.25538046579627915,
"nll": 0.45847041026936064,
"nll_soft": 0.45847041026936064,
"ece": 0.08929165536123829,
"mean_confidence": 0.9104076795837307,
"confident_error_rate": 0.07
},
"yelp": {
"count": 100,
"accuracy": 0.69,
"brier": 0.4207442539736879,
"brier_soft": 0.4207442539736879,
"nll": 0.7108912277650302,
"nll_soft": 0.7108912277650302,
"ece": 0.09729612455914759,
"mean_confidence": 0.629268115548149,
"confident_error_rate": 0.0,
"score_mae": 0.4090353744354196
}
},
"reliability": [
{
"bin": "0.0-0.1",
"count": 0,
"confidence": NaN,
"accuracy": NaN
},
{
"bin": "0.1-0.2",
"count": 5,
"confidence": 0.19399414131767895,
"accuracy": 0.2
},
{
"bin": "0.2-0.3",
"count": 150,
"confidence": 0.2521147949419595,
"accuracy": 0.22666666666666666
},
{
"bin": "0.3-0.4",
"count": 99,
"confidence": 0.3545488043431464,
"accuracy": 0.3939393939393939
},
{
"bin": "0.4-0.5",
"count": 348,
"confidence": 0.464996527886961,
"accuracy": 0.4942528735632184
},
{
"bin": "0.5-0.6",
"count": 484,
"confidence": 0.5522991218018702,
"accuracy": 0.5516528925619835
},
{
"bin": "0.6-0.7",
"count": 425,
"confidence": 0.6444857209509922,
"accuracy": 0.6494117647058824
},
{
"bin": "0.7-0.8",
"count": 432,
"confidence": 0.748695643337274,
"accuracy": 0.7013888888888888
},
{
"bin": "0.8-0.9",
"count": 547,
"confidence": 0.8524781590758739,
"accuracy": 0.7623400365630713
},
{
"bin": "0.9-1.0",
"count": 3623,
"confidence": 0.980786561241046,
"accuracy": 0.9470052442727022
}
],
"seconds": 110.56856632232666,
"model": "runs/assay-8b",
"data": "data/v4/dev.jsonl"
}