assay-0.6b / eval-dev-scaled.json
Berk's picture
Upload folder using huggingface_hub
c6d4f7d verified
Raw
History Blame Contribute Delete
23 kB
{
"overall": {
"count": 6113,
"accuracy": 0.705054801243252,
"brier": 0.39068303174557184,
"brier_soft": 0.36485200542432994,
"nll": 0.7435078762316807,
"nll_soft": 0.7539368565298866,
"ece": 0.030412426160708377,
"mean_confidence": 0.7254209476637835,
"confident_error_rate": 0.01930312448879437,
"score_mae": 0.6191286255856765,
"evidence_auc": 0.9963101774488741
},
"by_type": {
"bool": {
"count": 1898,
"accuracy": 0.8108535300316122,
"brier": 0.26805662687023524,
"brier_soft": 0.2639773107878006,
"nll": 0.4338549421061354,
"nll_soft": 0.43754843965694995,
"ece": 0.04707414445089357,
"mean_confidence": 0.8579276744825058,
"confident_error_rate": 0.038461538461538464,
"evidence_auc": 0.9915676170846216
},
"choice": {
"count": 3248,
"accuracy": 0.6736453201970444,
"brier": 0.4267776942434168,
"brier_soft": 0.4015465270646481,
"nll": 0.8669136499375315,
"nll_soft": 0.8772741819689498,
"ece": 0.045373296227665255,
"mean_confidence": 0.7086789911375205,
"confident_error_rate": 0.013854679802955665,
"evidence_auc": 0.9996868622897755
},
"score": {
"count": 967,
"accuracy": 0.6028955532574974,
"brier": 0.5101343788607614,
"brier_soft": 0.43959488456846546,
"nll": 0.9367853488001198,
"nll_soft": 0.9606644492897173,
"ece": 0.0857255052436744,
"mean_confidence": 0.5215741092929117,
"confident_error_rate": 0.0,
"score_mae": 0.6191286255856765
}
},
"by_source": {
"ag_news": {
"count": 100,
"accuracy": 0.9,
"brier": 0.17167430940678405,
"brier_soft": 0.17167430940678405,
"nll": 0.336887603212825,
"nll_soft": 0.336887603212825,
"ece": 0.07163243215848891,
"mean_confidence": 0.9219929393584567,
"confident_error_rate": 0.06
},
"amazon_polarity": {
"count": 100,
"accuracy": 0.94,
"brier": 0.08580480427527387,
"brier_soft": 0.08580480427527387,
"nll": 0.13534072911744766,
"nll_soft": 0.13534072911744766,
"ece": 0.060871109033524766,
"mean_confidence": 0.9416013850702707,
"confident_error_rate": 0.01
},
"amazon_stars": {
"count": 100,
"accuracy": 0.56,
"brier": 0.5696269202129539,
"brier_soft": 0.5696269202129539,
"nll": 1.0261049502969477,
"nll_soft": 1.0261049502969477,
"ece": 0.12194184749343116,
"mean_confidence": 0.47691471251232365,
"confident_error_rate": 0.0,
"score_mae": 0.614239567042899
},
"anli": {
"count": 100,
"accuracy": 0.43,
"brier": 0.8086471157013881,
"brier_soft": 0.8086471157013881,
"nll": 1.398779746391494,
"nll_soft": 1.398779746391494,
"ece": 0.31853672993302656,
"mean_confidence": 0.727838441783572,
"confident_error_rate": 0.09
},
"arc_challenge": {
"count": 100,
"accuracy": 0.66,
"brier": 0.46429933197227446,
"brier_soft": 0.46429933197227446,
"nll": 0.8642889474810811,
"nll_soft": 0.8642889474810811,
"ece": 0.15669435497659792,
"mean_confidence": 0.7235336333706962,
"confident_error_rate": 0.02
},
"arc_easy": {
"count": 100,
"accuracy": 0.85,
"brier": 0.1940937298338349,
"brier_soft": 0.1940937298338349,
"nll": 0.39064179191107024,
"nll_soft": 0.39064179191107024,
"ece": 0.07900940316304368,
"mean_confidence": 0.8062375951757056,
"confident_error_rate": 0.0
},
"banking77": {
"count": 100,
"accuracy": 0.67,
"brier": 0.4784721751139965,
"brier_soft": 0.4784721751139965,
"nll": 1.5601690451301173,
"nll_soft": 1.5601690451301173,
"ece": 0.12808546873118945,
"mean_confidence": 0.6846104644283264,
"confident_error_rate": 0.03
},
"boolq": {
"count": 125,
"accuracy": 0.664,
"brier": 0.5824374662242449,
"brier_soft": 0.5824374662242449,
"nll": 1.1200996870048703,
"nll_soft": 1.1200996870048703,
"ece": 0.25503892261697847,
"mean_confidence": 0.9009889255438389,
"confident_error_rate": 0.24,
"evidence_auc": 1.0
},
"cb": {
"count": 28,
"accuracy": 0.8928571428571429,
"brier": 0.11845201944614438,
"brier_soft": 0.11845201944614438,
"nll": 0.23775217633412454,
"nll_soft": 0.23775217633412454,
"ece": 0.1078101710685394,
"mean_confidence": 0.8733159887773345,
"confident_error_rate": 0.0
},
"civil_comments_severity": {
"count": 100,
"accuracy": 0.83,
"brier": 0.30853567636963153,
"brier_soft": 0.20466550090702357,
"nll": 0.6146090606073197,
"nll_soft": 0.7049566039180744,
"ece": 0.19732957498121775,
"mean_confidence": 0.652800302888791,
"confident_error_rate": 0.0,
"score_mae": 0.48844389755448875
},
"civil_comments_toxic": {
"count": 100,
"accuracy": 0.92,
"brier": 0.13107340592724387,
"brier_soft": 0.05364798668263418,
"nll": 0.234533996986214,
"nll_soft": 0.3046365805006745,
"ece": 0.06177327425323237,
"mean_confidence": 0.8792147122777147,
"confident_error_rate": 0.01
},
"clinc150": {
"count": 100,
"accuracy": 0.69,
"brier": 0.4673241163352339,
"brier_soft": 0.4673241163352339,
"nll": 1.7998103678930273,
"nll_soft": 1.7998103678930273,
"ece": 0.10405707152125332,
"mean_confidence": 0.7034346459910751,
"confident_error_rate": 0.01
},
"cola": {
"count": 100,
"accuracy": 0.64,
"brier": 0.45212164375689284,
"brier_soft": 0.45212164375689284,
"nll": 0.6450283149218293,
"nll_soft": 0.6450283149218293,
"ece": 0.11530711181948869,
"mean_confidence": 0.7540596079177964,
"confident_error_rate": 0.02
},
"commonsense_qa": {
"count": 100,
"accuracy": 0.68,
"brier": 0.44878207901084366,
"brier_soft": 0.44878207901084366,
"nll": 0.8815806784626246,
"nll_soft": 0.8815806784626246,
"ece": 0.06865873042756807,
"mean_confidence": 0.6821657773971803,
"confident_error_rate": 0.01
},
"cosmos_qa": {
"count": 120,
"accuracy": 0.5833333333333334,
"brier": 0.5723719210693715,
"brier_soft": 0.5723719210693715,
"nll": 1.0851163899122087,
"nll_soft": 1.0851163899122087,
"ece": 0.09618159223747698,
"mean_confidence": 0.662741275142061,
"confident_error_rate": 0.0,
"evidence_auc": 0.9953125
},
"dates": {
"count": 300,
"accuracy": 0.8466666666666667,
"brier": 0.1952099468621781,
"brier_soft": 0.1952099468621781,
"nll": 0.30503634674823765,
"nll_soft": 0.30503634674823765,
"ece": 0.043387396134385074,
"mean_confidence": 0.84625525258766,
"confident_error_rate": 0.0033333333333333335,
"score_mae": 0.3230317969202634
},
"dbpedia": {
"count": 100,
"accuracy": 1.0,
"brier": 0.0008420663170771253,
"brier_soft": 0.0008420663170771253,
"nll": 0.00918498596266742,
"nll_soft": 0.00918498596266742,
"ece": 0.008904030823745671,
"mean_confidence": 0.9910959691762545,
"confident_error_rate": 0.0
},
"dynasent": {
"count": 100,
"accuracy": 0.49,
"brier": 0.5884531231040632,
"brier_soft": 0.4423489537858375,
"nll": 0.9879611872627133,
"nll_soft": 1.0010951533157162,
"ece": 0.1554664898909139,
"mean_confidence": 0.5607612162644048,
"confident_error_rate": 0.0,
"score_mae": 0.6325307416076793
},
"enron_spam": {
"count": 100,
"accuracy": 0.95,
"brier": 0.0750898751455318,
"brier_soft": 0.0750898751455318,
"nll": 0.13481450114911914,
"nll_soft": 0.13481450114911914,
"ece": 0.058760900159834276,
"mean_confidence": 0.936686700660227,
"confident_error_rate": 0.01
},
"go_emotions": {
"count": 100,
"accuracy": 0.47,
"brier": 0.718367046561157,
"brier_soft": 0.28923457335271163,
"nll": 1.926955163826314,
"nll_soft": 2.2635551312922435,
"ece": 0.17175697839494763,
"mean_confidence": 0.33183864668198176,
"confident_error_rate": 0.0
},
"hellaswag": {
"count": 100,
"accuracy": 0.62,
"brier": 0.49074184637761903,
"brier_soft": 0.49074184637761903,
"nll": 0.9305013577650898,
"nll_soft": 0.9305013577650898,
"ece": 0.11862829019667494,
"mean_confidence": 0.6534043868116024,
"confident_error_rate": 0.0
},
"imdb": {
"count": 100,
"accuracy": 0.96,
"brier": 0.08795359522078826,
"brier_soft": 0.08795359522078826,
"nll": 0.1703674822113271,
"nll_soft": 0.1703674822113271,
"ece": 0.040475760842537414,
"mean_confidence": 0.940735768754548,
"confident_error_rate": 0.03
},
"ledgar": {
"count": 100,
"accuracy": 0.68,
"brier": 0.40614986096299754,
"brier_soft": 0.40614986096299754,
"nll": 1.4404445803485642,
"nll_soft": 1.4404445803485642,
"ece": 0.12459564932621359,
"mean_confidence": 0.675806081562592,
"confident_error_rate": 0.01
},
"liar": {
"count": 100,
"accuracy": 0.26,
"brier": 0.7933185274153484,
"brier_soft": 0.7933185274153484,
"nll": 1.6679028813048031,
"nll_soft": 1.6679028813048031,
"ece": 0.06507736504717265,
"mean_confidence": 0.24634068079277538,
"confident_error_rate": 0.0,
"score_mae": 1.2559342591277523
},
"measuring_hate_speech": {
"count": 100,
"accuracy": 0.81,
"brier": 0.3396697348224549,
"brier_soft": 0.19080407243559158,
"nll": 0.6206328985442651,
"nll_soft": 0.7308991184362474,
"ece": 0.17923612715118986,
"mean_confidence": 0.6307638728488102,
"confident_error_rate": 0.0,
"score_mae": 0.6545338061589748
},
"medqa": {
"count": 100,
"accuracy": 0.46,
"brier": 0.6830794095906169,
"brier_soft": 0.6830794095906169,
"nll": 1.260217965022958,
"nll_soft": 1.260217965022958,
"ece": 0.10410187965371252,
"mean_confidence": 0.40546563669920876,
"confident_error_rate": 0.0
},
"mnli": {
"count": 100,
"accuracy": 0.86,
"brier": 0.2461392504105252,
"brier_soft": 0.2461392504105252,
"nll": 0.4500251998903584,
"nll_soft": 0.4500251998903584,
"ece": 0.07792265817164262,
"mean_confidence": 0.809569663745306,
"confident_error_rate": 0.01
},
"mrpc": {
"count": 100,
"accuracy": 0.85,
"brier": 0.23254436799651235,
"brier_soft": 0.23254436799651235,
"nll": 0.37406467998561715,
"nll_soft": 0.37406467998561715,
"ece": 0.06513814925679627,
"mean_confidence": 0.8063140117596898,
"confident_error_rate": 0.0
},
"multirc": {
"count": 125,
"accuracy": 0.688,
"brier": 0.5150958140330812,
"brier_soft": 0.5150958140330812,
"nll": 0.9321397083694551,
"nll_soft": 0.9321397083694551,
"ece": 0.22299498214130758,
"mean_confidence": 0.8800483904643696,
"confident_error_rate": 0.176,
"evidence_auc": 0.9813333333333333
},
"openbookqa": {
"count": 100,
"accuracy": 0.65,
"brier": 0.4791117350116674,
"brier_soft": 0.4791117350116674,
"nll": 0.8580094565143226,
"nll_soft": 0.8580094565143226,
"ece": 0.11261566906175771,
"mean_confidence": 0.6988737716957278,
"confident_error_rate": 0.01
},
"piqa": {
"count": 100,
"accuracy": 0.62,
"brier": 0.4606743696961655,
"brier_soft": 0.4606743696961655,
"nll": 0.6937551993329675,
"nll_soft": 0.6937551993329675,
"ece": 0.11593196583580467,
"mean_confidence": 0.7223726310067928,
"confident_error_rate": 0.04
},
"policy_application": {
"count": 150,
"accuracy": 0.8,
"brier": 0.25790714562174005,
"brier_soft": 0.25790714562174005,
"nll": 0.41907410837426357,
"nll_soft": 0.41907410837426357,
"ece": 0.05254626318981812,
"mean_confidence": 0.8000413443765387,
"confident_error_rate": 0.013333333333333334,
"evidence_auc": 0.9849574885546108
},
"policy_hard": {
"count": 300,
"accuracy": 0.7166666666666667,
"brier": 0.36013972381824627,
"brier_soft": 0.36013972381824627,
"nll": 0.5704760559630674,
"nll_soft": 0.5704760559630674,
"ece": 0.06747979684035946,
"mean_confidence": 0.7642620234200053,
"confident_error_rate": 0.006666666666666667,
"evidence_auc": 0.9403935185185185
},
"qqp": {
"count": 100,
"accuracy": 0.87,
"brier": 0.21255833780443303,
"brier_soft": 0.21255833780443303,
"nll": 0.3375497168485568,
"nll_soft": 0.3375497168485568,
"ece": 0.08248226236243893,
"mean_confidence": 0.8207414940051179,
"confident_error_rate": 0.01
},
"race": {
"count": 125,
"accuracy": 0.608,
"brier": 0.491455314176186,
"brier_soft": 0.491455314176186,
"nll": 0.9626818782840941,
"nll_soft": 0.9626818782840941,
"ece": 0.14182781184836327,
"mean_confidence": 0.7493741312243011,
"confident_error_rate": 0.016,
"evidence_auc": 0.9938666666666667
},
"rotten_tomatoes": {
"count": 100,
"accuracy": 0.9,
"brier": 0.14275234295049224,
"brier_soft": 0.14275234295049224,
"nll": 0.23282286234383792,
"nll_soft": 0.23282286234383792,
"ece": 0.051450218466265296,
"mean_confidence": 0.9054416516058115,
"confident_error_rate": 0.01
},
"rte": {
"count": 100,
"accuracy": 0.82,
"brier": 0.2653727111837063,
"brier_soft": 0.2653727111837063,
"nll": 0.4042521882397484,
"nll_soft": 0.4042521882397484,
"ece": 0.0661314421326466,
"mean_confidence": 0.8619884639516752,
"confident_error_rate": 0.03
},
"scotus": {
"count": 100,
"accuracy": 0.23,
"brier": 0.8951972916507671,
"brier_soft": 0.8951972916507671,
"nll": 2.4117270185815007,
"nll_soft": 2.4117270185815007,
"ece": 0.07217207065841522,
"mean_confidence": 0.1915051363038614,
"confident_error_rate": 0.0
},
"shp": {
"count": 100,
"accuracy": 0.45,
"brier": 0.5093176162653404,
"brier_soft": 0.11894177950737726,
"nll": 0.7026835810861257,
"nll_soft": 0.702593694000663,
"ece": 0.1111520075280236,
"mean_confidence": 0.5543252050630872,
"confident_error_rate": 0.0
},
"sms_spam": {
"count": 100,
"accuracy": 0.98,
"brier": 0.02870347214535624,
"brier_soft": 0.02870347214535624,
"nll": 0.06499826507213281,
"nll_soft": 0.06499826507213281,
"ece": 0.03372488679107602,
"mean_confidence": 0.9658248068090167,
"confident_error_rate": 0.01
},
"snli": {
"count": 100,
"accuracy": 0.85,
"brier": 0.22331515795857343,
"brier_soft": 0.22331515795857343,
"nll": 0.39539320777824905,
"nll_soft": 0.39539320777824905,
"ece": 0.0926695947746054,
"mean_confidence": 0.8633797733330062,
"confident_error_rate": 0.0
},
"social_iqa": {
"count": 100,
"accuracy": 0.65,
"brier": 0.474283631912417,
"brier_soft": 0.474283631912417,
"nll": 0.8302148480877927,
"nll_soft": 0.8302148480877927,
"ece": 0.11975901245282002,
"mean_confidence": 0.7186295344419724,
"confident_error_rate": 0.03
},
"sst2": {
"count": 100,
"accuracy": 0.91,
"brier": 0.15220591437374925,
"brier_soft": 0.15220591437374925,
"nll": 0.27066277966821617,
"nll_soft": 0.27066277966821617,
"ece": 0.0584594702815044,
"mean_confidence": 0.9584594702815042,
"confident_error_rate": 0.05
},
"sst5": {
"count": 100,
"accuracy": 0.58,
"brier": 0.5692131000511924,
"brier_soft": 0.5692131000511924,
"nll": 1.0482270625207641,
"nll_soft": 1.0482270625207641,
"ece": 0.14522475165356238,
"mean_confidence": 0.45230109896773846,
"confident_error_rate": 0.0,
"score_mae": 0.579621455718889
},
"stance_abortion": {
"count": 60,
"accuracy": 0.6166666666666667,
"brier": 0.5206953339555322,
"brier_soft": 0.5206953339555322,
"nll": 0.8491090429716367,
"nll_soft": 0.8491090429716367,
"ece": 0.17060325898737938,
"mean_confidence": 0.6450970316412057,
"confident_error_rate": 0.0
},
"stance_atheism": {
"count": 60,
"accuracy": 0.7166666666666667,
"brier": 0.36611641733676126,
"brier_soft": 0.36611641733676126,
"nll": 0.6162604565119774,
"nll_soft": 0.6162604565119774,
"ece": 0.16375666437063566,
"mean_confidence": 0.7601322048943361,
"confident_error_rate": 0.016666666666666666
},
"stance_feminist": {
"count": 60,
"accuracy": 0.6,
"brier": 0.4934844463221146,
"brier_soft": 0.4934844463221146,
"nll": 0.7795586115289036,
"nll_soft": 0.7795586115289036,
"ece": 0.14911099146600104,
"mean_confidence": 0.6214280468288923,
"confident_error_rate": 0.0
},
"stance_hillary": {
"count": 60,
"accuracy": 0.65,
"brier": 0.47389946504890085,
"brier_soft": 0.47389946504890085,
"nll": 0.8025726614249472,
"nll_soft": 0.8025726614249472,
"ece": 0.0704082089812596,
"mean_confidence": 0.6720211955303614,
"confident_error_rate": 0.0
},
"stsb": {
"count": 100,
"accuracy": 0.5,
"brier": 0.6192029968172934,
"brier_soft": 0.3359260941784888,
"nll": 1.1508243053734646,
"nll_soft": 1.1679874778521313,
"ece": 0.11060553235669754,
"mean_confidence": 0.47404663542874836,
"confident_error_rate": 0.0,
"score_mae": 0.646867863215795
},
"subjectivity": {
"count": 100,
"accuracy": 0.92,
"brier": 0.09541205703283434,
"brier_soft": 0.09541205703283434,
"nll": 0.15057303108214104,
"nll_soft": 0.15057303108214104,
"ece": 0.04798439182160856,
"mean_confidence": 0.9302849687736618,
"confident_error_rate": 0.0
},
"swag": {
"count": 100,
"accuracy": 0.58,
"brier": 0.5463578569460535,
"brier_soft": 0.5463578569460535,
"nll": 0.9887063359616937,
"nll_soft": 0.9887063359616937,
"ece": 0.08753140963152978,
"mean_confidence": 0.6505128614902675,
"confident_error_rate": 0.0
},
"trec": {
"count": 100,
"accuracy": 0.95,
"brier": 0.08204722818910742,
"brier_soft": 0.08204722818910742,
"nll": 0.17559393951295343,
"nll_soft": 0.17559393951295343,
"ece": 0.02264209411714494,
"mean_confidence": 0.9500299020554932,
"confident_error_rate": 0.01
},
"tweet_hate": {
"count": 100,
"accuracy": 0.51,
"brier": 0.5928009007159826,
"brier_soft": 0.5928009007159826,
"nll": 0.8151179633209827,
"nll_soft": 0.8151179633209827,
"ece": 0.21335525395842544,
"mean_confidence": 0.7233552539584255,
"confident_error_rate": 0.0
},
"tweet_sentiment": {
"count": 100,
"accuracy": 0.69,
"brier": 0.43698091004984074,
"brier_soft": 0.43698091004984074,
"nll": 0.7345815927827489,
"nll_soft": 0.7345815927827489,
"ece": 0.13993783321704267,
"mean_confidence": 0.5500621667829574,
"confident_error_rate": 0.0,
"score_mae": 0.3860652139710619
},
"vitaminc": {
"count": 100,
"accuracy": 0.71,
"brier": 0.40905484004391957,
"brier_soft": 0.40905484004391957,
"nll": 0.7271544604990626,
"nll_soft": 0.7271544604990626,
"ece": 0.10385044249306388,
"mean_confidence": 0.672572792332177,
"confident_error_rate": 0.01
},
"wic": {
"count": 100,
"accuracy": 0.65,
"brier": 0.43751322905741524,
"brier_soft": 0.43751322905741524,
"nll": 0.6263084664151242,
"nll_soft": 0.6263084664151242,
"ece": 0.05545881046082848,
"mean_confidence": 0.6287045484026507,
"confident_error_rate": 0.0
},
"winogrande": {
"count": 100,
"accuracy": 0.49,
"brier": 0.6104376541011685,
"brier_soft": 0.6104376541011685,
"nll": 0.8506372185576656,
"nll_soft": 0.8506372185576656,
"ece": 0.2290845274269612,
"mean_confidence": 0.7190845274269612,
"confident_error_rate": 0.05
},
"yelp": {
"count": 100,
"accuracy": 0.57,
"brier": 0.5254606229663639,
"brier_soft": 0.5254606229663639,
"nll": 0.8989841552777672,
"nll_soft": 0.8989841552777672,
"ece": 0.10490958010393049,
"mean_confidence": 0.5356457346476723,
"confident_error_rate": 0.0,
"score_mae": 0.5123057010793745
}
},
"reliability": [
{
"bin": "0.0-0.1",
"count": 3,
"confidence": 0.06146846781302175,
"accuracy": 0.0
},
{
"bin": "0.1-0.2",
"count": 97,
"confidence": 0.16869521945608792,
"accuracy": 0.23711340206185566
},
{
"bin": "0.2-0.3",
"count": 171,
"confidence": 0.24612851557121382,
"accuracy": 0.25146198830409355
},
{
"bin": "0.3-0.4",
"count": 293,
"confidence": 0.3580441095895981,
"accuracy": 0.4129692832764505
},
{
"bin": "0.4-0.5",
"count": 590,
"confidence": 0.4550973981822978,
"accuracy": 0.4745762711864407
},
{
"bin": "0.5-0.6",
"count": 775,
"confidence": 0.5489073426772118,
"accuracy": 0.52
},
{
"bin": "0.6-0.7",
"count": 690,
"confidence": 0.6466276273117183,
"accuracy": 0.6260869565217392
},
{
"bin": "0.7-0.8",
"count": 714,
"confidence": 0.753869082660997,
"accuracy": 0.6988795518207283
},
{
"bin": "0.8-0.9",
"count": 818,
"confidence": 0.8513946637045477,
"accuracy": 0.812958435207824
},
{
"bin": "0.9-1.0",
"count": 1962,
"confidence": 0.9664467037858544,
"accuracy": 0.9398572884811417
}
],
"seconds": 16.7630455493927,
"model": "runs/assay-0.6b-v4",
"data": "data/v4/dev.jsonl"
}