{ "model": "decider-35b-a3b v1", "temperature": 1.075, "protocol": "public regression set rebuilt on this machine: eval half of data/mixture_full.pkl, 95 tasks (67 in-task / 28 held-out), state-first layout, max_ctx 1536, large label sets sub-sampled to 10 options; metrics at the stored temperature", "aggregate": { "in_task": { "acc": 0.8551758035695551, "nll": 0.3571210244530074, "ece": 0.026005523425337858 }, "heldout": { "acc": 0.8104967349952829, "nll": 0.4970387108931333, "ece": 0.06886512604372556 } }, "results": { "clinc_oos": { "n": 1500, "heldout": false, "acc": 0.9826666666666667, "nll": 0.06116773560643196, "brier": 0.026913650333881378, "ece": 0.004699912309646655, "aurc": 0.001413522036819675, "acc_at_80": 0.9975, "acc_at_50": 1.0, "chance": 0.1, "mean_conf": 0.9831148982048035 }, "banking77": { "n": 1500, "heldout": false, "acc": 0.9866666666666667, "nll": 0.051965903490781784, "brier": 0.022627051919698715, "ece": 0.016074508627255804, "aurc": 0.0006460488654478452, "acc_at_80": 0.9991666666666666, "acc_at_50": 1.0, "chance": 0.1, "mean_conf": 0.9768534898757935 }, "massive_intent": { "n": 1500, "heldout": false, "acc": 0.9633333333333334, "nll": 0.11785730719566345, "brier": 0.0557381696999073, "ece": 0.008312105695406588, "aurc": 0.0031118976074550235, "acc_at_80": 0.9966666666666667, "acc_at_50": 0.9986666666666667, "chance": 0.1, "mean_conf": 0.9660524129867554 }, "massive_scenario": { "n": 1500, "heldout": true, "acc": 0.7993333333333333, "nll": 0.5332828760147095, "brier": 0.271218866109848, "ece": 0.02829863039652506, "aurc": 0.055478553769578394, "acc_at_80": 0.8808333333333334, "acc_at_50": 0.9733333333333334, "chance": 0.1, "mean_conf": 0.7986482977867126 }, "bitext_support": { "n": 3000, "heldout": false, "acc": 0.9993333333333333, "nll": 0.0021056807599961758, "brier": 0.0011287310626357794, "ece": 0.0003376175860563954, "aurc": 1.1120011870401867e-06, "acc_at_80": 1.0, "acc_at_50": 1.0, "chance": 0.09999999999999998, "mean_conf": 0.9992170333862305 }, "support_tickets": { "n": 4500, "heldout": false, "acc": 0.5933333333333334, "nll": 0.9494668245315552, "brier": 0.5020924210548401, "ece": 0.017903674913777236, "aurc": 0.20277115689216718, "acc_at_80": 0.6583333333333333, "acc_at_50": 0.7777777777777778, "chance": 0.22777777777777777, "mean_conf": 0.5856716632843018 }, "ag_news": { "n": 1500, "heldout": false, "acc": 0.9346666666666666, "nll": 0.20106011629104614, "brier": 0.10288789123296738, "ece": 0.010400939603646572, "aurc": 0.013618430266727854, "acc_at_80": 0.9783333333333334, "acc_at_50": 0.9893333333333333, "chance": 0.25, "mean_conf": 0.9317083358764648 }, "dbpedia": { "n": 1500, "heldout": false, "acc": 0.9926666666666667, "nll": 0.019056648015975952, "brier": 0.010244570672512054, "ece": 0.00390036821365361, "aurc": 6.964876547762933e-05, "acc_at_80": 1.0, "acc_at_50": 1.0, "chance": 0.1, "mean_conf": 0.9953445792198181 }, "yahoo_topics": { "n": 1500, "heldout": false, "acc": 0.7726666666666666, "nll": 0.6962489485740662, "brier": 0.3215087354183197, "ece": 0.04092799503604572, "aurc": 0.07648607099774656, "acc_at_80": 0.86, "acc_at_50": 0.944, "chance": 0.1, "mean_conf": 0.7425376176834106 }, "newsgroups": { "n": 1462, "heldout": false, "acc": 0.8502051983584131, "nll": 0.449008584022522, "brier": 0.21066278219223022, "ece": 0.03997525807199984, "aurc": 0.026273657246117587, "acc_at_80": 0.9435897435897436, "acc_at_50": 0.9931600547195623, "chance": 0.09999999999999999, "mean_conf": 0.88435298204422 }, "bbc_news": { "n": 1000, "heldout": true, "acc": 0.944, "nll": 0.13256792724132538, "brier": 0.07240951806306839, "ece": 0.027219559907913193, "aurc": 0.004171691057266529, "acc_at_80": 0.995, "acc_at_50": 1.0, "chance": 0.20000000000000004, "mean_conf": 0.9385547637939453 }, "trec": { "n": 500, "heldout": true, "acc": 0.832, "nll": 0.587404727935791, "brier": 0.28857845067977905, "ece": 0.1598434355854988, "aurc": 0.06672534257121955, "acc_at_80": 0.8925, "acc_at_50": 0.952, "chance": 0.16666666666666663, "mean_conf": 0.6734781265258789 }, "student_questions": { "n": 1500, "heldout": true, "acc": 0.954, "nll": 0.2031065672636032, "brier": 0.08712532371282578, "ece": 0.08987796316544214, "aurc": 0.006595183463977914, "acc_at_80": 0.9916666666666667, "acc_at_50": 0.9933333333333333, "chance": 0.25, "mean_conf": 0.865302562713623 }, "dolly_category": { "n": 1500, "heldout": true, "acc": 0.354, "nll": 1.631442666053772, "brier": 0.7210286259651184, "ece": 0.09806547661622367, "aurc": 0.4519247410276184, "acc_at_80": 0.38666666666666666, "acc_at_50": 0.47333333333333333, "chance": 0.125, "mean_conf": 0.4256460666656494 }, "imdb": { "n": 1500, "heldout": false, "acc": 0.9706666666666667, "nll": 0.0796746090054512, "brier": 0.04415109381079674, "ece": 0.009556351860364288, "aurc": 0.0021247781519913296, "acc_at_80": 0.9966666666666667, "acc_at_50": 1.0, "chance": 0.5, "mean_conf": 0.9738101959228516 }, "sst2": { "n": 872, "heldout": false, "acc": 0.963302752293578, "nll": 0.1075686514377594, "brier": 0.058069903403520584, "ece": 0.007435061174248355, "aurc": 0.004894615707237302, "acc_at_80": 0.9914040114613181, "acc_at_50": 0.9977064220183486, "chance": 0.5, "mean_conf": 0.9640254974365234 }, "sst5": { "n": 1500, "heldout": false, "acc": 0.6326666666666667, "nll": 0.8465693593025208, "brier": 0.5005199313163757, "ece": 0.02862738460302352, "aurc": 0.30424582658146127, "acc_at_80": 0.6608333333333334, "acc_at_50": 0.6973333333333334, "chance": 0.2, "mean_conf": 0.6309818625450134 }, "yelp": { "n": 1500, "heldout": false, "acc": 0.7266666666666667, "nll": 0.6343568563461304, "brier": 0.37920209765434265, "ece": 0.04076567333936691, "aurc": 0.13746089140338316, "acc_at_80": 0.7716666666666666, "acc_at_50": 0.8533333333333334, "chance": 0.2, "mean_conf": 0.739836573600769 }, "amazon_stars": { "n": 1500, "heldout": false, "acc": 0.6213333333333333, "nll": 0.8520724177360535, "brier": 0.4818972945213318, "ece": 0.03010182730356851, "aurc": 0.21266833331300722, "acc_at_80": 0.6741666666666667, "acc_at_50": 0.7693333333333333, "chance": 0.2, "mean_conf": 0.6432384252548218 }, "emotion": { "n": 1500, "heldout": false, "acc": 0.9086666666666666, "nll": 0.22119809687137604, "brier": 0.12285951524972916, "ece": 0.015565859278043073, "aurc": 0.012805207153182863, "acc_at_80": 0.9808333333333333, "acc_at_50": 0.9973333333333333, "chance": 0.16666666666666666, "mean_conf": 0.9207584857940674 }, "go_emotions": { "n": 1500, "heldout": false, "acc": 0.794, "nll": 0.5889915227890015, "brier": 0.28999069333076477, "ece": 0.029260090112686165, "aurc": 0.0672639072365525, "acc_at_80": 0.8775, "acc_at_50": 0.9533333333333334, "chance": 0.1, "mean_conf": 0.7891288995742798 }, "tweet_sentiment": { "n": 1500, "heldout": false, "acc": 0.7393333333333333, "nll": 0.5619461536407471, "brier": 0.3484695255756378, "ece": 0.053492017388343804, "aurc": 0.12272191307348365, "acc_at_80": 0.8075, "acc_at_50": 0.8733333333333333, "chance": 0.3333333333333333, "mean_conf": 0.706974446773529 }, "tweet_emotion": { "n": 1421, "heldout": false, "acc": 0.8648838845883181, "nll": 0.3760232925415039, "brier": 0.19416743516921997, "ece": 0.048255335898738254, "aurc": 0.027839586844617643, "acc_at_80": 0.9481090589270009, "acc_at_50": 0.9887323943661972, "chance": 0.25, "mean_conf": 0.8190691471099854 }, "tweet_irony": { "n": 784, "heldout": true, "acc": 0.860969387755102, "nll": 0.3990391194820404, "brier": 0.24129782617092133, "ece": 0.12924721418898932, "aurc": 0.04448957010495625, "acc_at_80": 0.9202551834130781, "acc_at_50": 0.9642857142857143, "chance": 0.5, "mean_conf": 0.7329258322715759 }, "fin_sentiment": { "n": 1500, "heldout": true, "acc": 0.8386666666666667, "nll": 0.46592089533805847, "brier": 0.27144962549209595, "ece": 0.13573047741254168, "aurc": 0.06709094165414199, "acc_at_80": 0.8941666666666667, "acc_at_50": 0.9466666666666667, "chance": 0.3333333333333333, "mean_conf": 0.7034342288970947 }, "cr_reviews": { "n": 753, "heldout": true, "acc": 0.9136786188579017, "nll": 0.1997925043106079, "brier": 0.12444894015789032, "ece": 0.032485922019320164, "aurc": 0.013022305207380291, "acc_at_80": 0.978405315614618, "acc_at_50": 0.9973404255319149, "chance": 0.5, "mean_conf": 0.940420389175415 }, "counterfactual": { "n": 1500, "heldout": false, "acc": 0.948, "nll": 0.12409600615501404, "brier": 0.07306990027427673, "ece": 0.015566750446955315, "aurc": 0.005129710883211171, "acc_at_80": 0.995, "acc_at_50": 0.9986666666666667, "chance": 0.5, "mean_conf": 0.9607836008071899 }, "subjectivity": { "n": 1500, "heldout": false, "acc": 0.9773333333333334, "nll": 0.06512857228517532, "brier": 0.03518040478229523, "ece": 0.006610139727592426, "aurc": 0.001447138121234917, "acc_at_80": 0.9983333333333333, "acc_at_50": 1.0, "chance": 0.5, "mean_conf": 0.9769946336746216 }, "tweet_offensive": { "n": 860, "heldout": false, "acc": 0.8511627906976744, "nll": 0.3344406485557556, "brier": 0.20971718430519104, "ece": 0.039765768203624464, "aurc": 0.041883052711596785, "acc_at_80": 0.9171511627906976, "acc_at_50": 0.9767441860465116, "chance": 0.5, "mean_conf": 0.8272612690925598 }, "tweet_hate": { "n": 1500, "heldout": false, "acc": 0.564, "nll": 1.0489171743392944, "brier": 0.6417430639266968, "ece": 0.2539481555223465, "aurc": 0.3877638717389759, "acc_at_80": 0.5816666666666667, "acc_at_50": 0.5893333333333334, "chance": 0.5, "mean_conf": 0.8179481625556946 }, "hate_offensive": { "n": 1500, "heldout": false, "acc": 0.9266666666666666, "nll": 0.2252429574728012, "brier": 0.11920014768838882, "ece": 0.018018441379070264, "aurc": 0.016734557157267283, "acc_at_80": 0.9741666666666666, "acc_at_50": 0.9906666666666667, "chance": 0.3333333333333333, "mean_conf": 0.9164168238639832 }, "civil_comments": { "n": 7500, "heldout": false, "acc": 0.9409333333333333, "nll": 0.14164941012859344, "brier": 0.08587079495191574, "ece": 0.0033977080663044872, "aurc": 0.0068072070084911175, "acc_at_80": 0.9895, "acc_at_50": 0.9994666666666666, "chance": 0.5, "mean_conf": 0.9395306706428528 }, "toxic_chat": { "n": 3000, "heldout": false, "acc": 0.9843333333333333, "nll": 0.04290607571601868, "brier": 0.023861009627580643, "ece": 0.005654305239518452, "aurc": 0.0006420751251156756, "acc_at_80": 0.9995833333333334, "acc_at_50": 1.0, "chance": 0.5, "mean_conf": 0.9809242486953735 }, "sms_spam": { "n": 1000, "heldout": false, "acc": 0.994, "nll": 0.02838769368827343, "brier": 0.01269171480089426, "ece": 0.0056210076212883115, "aurc": 0.00042434280645942466, "acc_at_80": 0.99875, "acc_at_50": 1.0, "chance": 0.5, "mean_conf": 0.9934377670288086 }, "enron_spam": { "n": 1500, "heldout": false, "acc": 0.9953333333333333, "nll": 0.014212104491889477, "brier": 0.008566728793084621, "ece": 0.004383029421170538, "aurc": 6.272064980121389e-05, "acc_at_80": 1.0, "acc_at_50": 1.0, "chance": 0.5, "mean_conf": 0.994971513748169 }, "insincere_questions": { "n": 1500, "heldout": false, "acc": 0.958, "nll": 0.09950008988380432, "brier": 0.058815646916627884, "ece": 0.009067946950594569, "aurc": 0.0033202849523762314, "acc_at_80": 0.9966666666666667, "acc_at_50": 1.0, "chance": 0.5, "mean_conf": 0.9590474963188171 }, "ade": { "n": 1500, "heldout": true, "acc": 0.8373333333333334, "nll": 0.3693406283855438, "brier": 0.23190657794475555, "ece": 0.035113215565681456, "aurc": 0.054497040404324716, "acc_at_80": 0.8941666666666667, "acc_at_50": 0.96, "chance": 0.5, "mean_conf": 0.807280421257019 }, "snli": { "n": 1476, "heldout": false, "acc": 0.9376693766937669, "nll": 0.18385177850723267, "brier": 0.0963604748249054, "ece": 0.02269113342451853, "aurc": 0.011467612685230727, "acc_at_80": 0.9856054191363252, "acc_at_50": 0.9932249322493225, "chance": 0.3333333333333333, "mean_conf": 0.9178707599639893 }, "mnli": { "n": 1500, "heldout": false, "acc": 0.92, "nll": 0.22414781153202057, "brier": 0.12338652461767197, "ece": 0.017153067986170414, "aurc": 0.01603407033360699, "acc_at_80": 0.9716666666666667, "acc_at_50": 0.992, "chance": 0.3333333333333333, "mean_conf": 0.9121871590614319 }, "rte": { "n": 277, "heldout": false, "acc": 0.9350180505415162, "nll": 0.18287278711795807, "brier": 0.10617374628782272, "ece": 0.017879047118369462, "aurc": 0.014183728145915892, "acc_at_80": 0.9774774774774775, "acc_at_50": 0.9927536231884058, "chance": 0.5, "mean_conf": 0.9323904514312744 }, "qnli": { "n": 1500, "heldout": false, "acc": 0.9693333333333334, "nll": 0.10291172564029694, "brier": 0.05302723869681358, "ece": 0.025760468522707608, "aurc": 0.0035364855733933526, "acc_at_80": 0.9975, "acc_at_50": 0.9986666666666667, "chance": 0.5, "mean_conf": 0.9482638239860535 }, "qqp": { "n": 1500, "heldout": false, "acc": 0.8553333333333333, "nll": 0.29866960644721985, "brier": 0.19174186885356903, "ece": 0.02773328121503195, "aurc": 0.033885104827278134, "acc_at_80": 0.9275, "acc_at_50": 0.9826666666666667, "chance": 0.5, "mean_conf": 0.8796607851982117 }, "mrpc": { "n": 408, "heldout": false, "acc": 0.8872549019607843, "nll": 0.26749035716056824, "brier": 0.16417920589447021, "ece": 0.022229443724248905, "aurc": 0.027313885803315112, "acc_at_80": 0.941717791411043, "acc_at_50": 0.9852941176470589, "chance": 0.5, "mean_conf": 0.8898838758468628 }, "paws": { "n": 1500, "heldout": true, "acc": 0.7293333333333333, "nll": 0.7380470633506775, "brier": 0.4195193648338318, "ece": 0.16848981821537015, "aurc": 0.15006823722693508, "acc_at_80": 0.7791666666666667, "acc_at_50": 0.8613333333333333, "chance": 0.5, "mean_conf": 0.8978231549263 }, "cola": { "n": 1043, "heldout": false, "acc": 0.8609779482262704, "nll": 0.30430471897125244, "brier": 0.1895570456981659, "ece": 0.03202069451459189, "aurc": 0.035469170008069956, "acc_at_80": 0.9268585131894485, "acc_at_50": 0.975095785440613, "chance": 0.5, "mean_conf": 0.8630536794662476 }, "boolq": { "n": 1500, "heldout": false, "acc": 0.9206666666666666, "nll": 0.21292415261268616, "brier": 0.12108734250068665, "ece": 0.015688150127728763, "aurc": 0.01887893970259577, "acc_at_80": 0.965, "acc_at_50": 0.988, "chance": 0.5, "mean_conf": 0.9252172112464905 }, "strategyqa": { "n": 687, "heldout": true, "acc": 0.7394468704512372, "nll": 0.518520712852478, "brier": 0.34887009859085083, "ece": 0.03629209233510271, "aurc": 0.13807672950510763, "acc_at_80": 0.78, "acc_at_50": 0.8604651162790697, "chance": 0.5, "mean_conf": 0.7302948236465454 }, "pubmedqa": { "n": 500, "heldout": true, "acc": 0.82, "nll": 0.5464581251144409, "brier": 0.29492902755737305, "ece": 0.07814770770072936, "aurc": 0.07736585822989323, "acc_at_80": 0.8725, "acc_at_50": 0.916, "chance": 0.33333333333333326, "mean_conf": 0.7438270449638367 }, "arc": { "n": 1172, "heldout": false, "acc": 0.9641638225255973, "nll": 0.11465426534414291, "brier": 0.052921112626791, "ece": 0.028441500261985424, "aurc": 0.0038676297457262325, "acc_at_80": 0.9936034115138592, "acc_at_50": 0.9982935153583617, "chance": 0.25015642775881686, "mean_conf": 0.9453142881393433 }, "commonsense_qa": { "n": 1221, "heldout": false, "acc": 0.8705978705978706, "nll": 0.33728107810020447, "brier": 0.18371696770191193, "ece": 0.022902015874270598, "aurc": 0.027533759986903508, "acc_at_80": 0.9437052200614124, "acc_at_50": 0.9836065573770492, "chance": 0.19999999999999998, "mean_conf": 0.8542661666870117 }, "qasc": { "n": 926, "heldout": false, "acc": 0.9146868250539957, "nll": 0.28406572341918945, "brier": 0.13141772150993347, "ece": 0.05652497216383276, "aurc": 0.011926056294752855, "acc_at_80": 0.9811066126855601, "acc_at_50": 0.9978401727861771, "chance": 0.125, "mean_conf": 0.8592483401298523 }, "openbookqa": { "n": 500, "heldout": false, "acc": 0.962, "nll": 0.15028874576091766, "brier": 0.062103498727083206, "ece": 0.029689819455146767, "aurc": 0.008756976491078847, "acc_at_80": 0.9825, "acc_at_50": 0.996, "chance": 0.25, "mean_conf": 0.9473608136177063 }, "sciq": { "n": 1000, "heldout": true, "acc": 0.993, "nll": 0.026743656024336815, "brier": 0.011477932333946228, "ece": 0.010730246603488931, "aurc": 0.00012297224385520662, "acc_at_80": 1.0, "acc_at_50": 1.0, "chance": 0.25, "mean_conf": 0.9845147132873535 }, "hellaswag": { "n": 1500, "heldout": false, "acc": 0.9693333333333334, "nll": 0.07776311039924622, "brier": 0.042344722896814346, "ece": 0.006844995915889716, "aurc": 0.0013723910741853661, "acc_at_80": 1.0, "acc_at_50": 1.0, "chance": 0.25, "mean_conf": 0.9741500616073608 }, "piqa": { "n": 1500, "heldout": false, "acc": 0.954, "nll": 0.12870272994041443, "brier": 0.07193071395158768, "ece": 0.014045794884363829, "aurc": 0.006066841189670484, "acc_at_80": 0.9891666666666666, "acc_at_50": 0.9986666666666667, "chance": 0.5, "mean_conf": 0.9444655179977417 }, "social_iqa": { "n": 1500, "heldout": true, "acc": 0.8233333333333334, "nll": 0.4479636251926422, "brier": 0.2568584680557251, "ece": 0.02492147314548492, "aurc": 0.06027574211898331, "acc_at_80": 0.8875, "acc_at_50": 0.9493333333333334, "chance": 0.3333333333333333, "mean_conf": 0.817057192325592 }, "winogrande": { "n": 1267, "heldout": false, "acc": 0.8918705603788477, "nll": 0.2955634295940399, "brier": 0.16731061041355133, "ece": 0.0350758349603805, "aurc": 0.03663538162242224, "acc_at_80": 0.9447731755424064, "acc_at_50": 0.973186119873817, "chance": 0.5, "mean_conf": 0.9254278540611267 }, "race": { "n": 1500, "heldout": false, "acc": 0.932, "nll": 0.229837566614151, "brier": 0.10741978138685226, "ece": 0.012891520102818818, "aurc": 0.015083615590388144, "acc_at_80": 0.9783333333333334, "acc_at_50": 0.9906666666666667, "chance": 0.25, "mean_conf": 0.935739278793335 }, "mmlu": { "n": 1500, "heldout": false, "acc": 0.82, "nll": 0.49843254685401917, "brier": 0.24768584966659546, "ece": 0.02976374606291451, "aurc": 0.05049327310892201, "acc_at_80": 0.91, "acc_at_50": 0.9693333333333334, "chance": 0.25, "mean_conf": 0.8007211685180664 }, "medqa": { "n": 1273, "heldout": false, "acc": 0.8546739984289081, "nll": 0.39887696504592896, "brier": 0.20918008685112, "ece": 0.019769610706877737, "aurc": 0.034844860161640345, "acc_at_80": 0.9322200392927309, "acc_at_50": 0.9874213836477987, "chance": 0.25, "mean_conf": 0.8520532846450806 }, "truthfulqa": { "n": 817, "heldout": true, "acc": 0.7539779681762546, "nll": 0.8089373111724854, "brier": 0.364557683467865, "ece": 0.06832761250919638, "aurc": 0.08947353158858118, "acc_at_80": 0.8425076452599388, "acc_at_50": 0.9387254901960784, "chance": 0.22622350449767833, "mean_conf": 0.696648895740509 }, "fin_phrasebank": { "n": 970, "heldout": true, "acc": 0.7587628865979381, "nll": 0.6080690026283264, "brier": 0.3605556786060333, "ece": 0.10978183436025048, "aurc": 0.11749813303878813, "acc_at_80": 0.8195876288659794, "acc_at_50": 0.8886597938144329, "chance": 0.33333333333333326, "mean_conf": 0.6539795398712158 }, "bias_in_bios": { "n": 3000, "heldout": false, "acc": 0.9666666666666667, "nll": 0.09920930117368698, "brier": 0.04930334910750389, "ece": 0.008911347289880108, "aurc": 0.00193519783058256, "acc_at_80": 0.9991666666666666, "acc_at_50": 1.0, "chance": 0.30000000000000004, "mean_conf": 0.9638564586639404 }, "helpsteer2": { "n": 5190, "heldout": false, "acc": 0.6163776493256262, "nll": 0.8915571570396423, "brier": 0.49822765588760376, "ece": 0.01934157278037023, "aurc": 0.2413207825095569, "acc_at_80": 0.6763005780346821, "acc_at_50": 0.7533718689788054, "chance": 0.2, "mean_conf": 0.620047390460968 }, "helpsteer3_pref": { "n": 1176, "heldout": false, "acc": 0.5518707482993197, "nll": 1.2033027410507202, "brier": 0.5932223796844482, "ece": 0.025830757785208366, "aurc": 0.30366389562151924, "acc_at_80": 0.6068012752391073, "acc_at_50": 0.6768707482993197, "chance": 0.14285714285714282, "mean_conf": 0.5695160031318665 }, "hate_speech_scales": { "n": 7500, "heldout": false, "acc": 0.5805333333333333, "nll": 0.9507390856742859, "brier": 0.528562068939209, "ece": 0.013830039529005684, "aurc": 0.2502365025510708, "acc_at_80": 0.6266666666666667, "acc_at_50": 0.7202666666666667, "chance": 0.22666666666666674, "mean_conf": 0.5702805519104004 }, "liar2": { "n": 1500, "heldout": false, "acc": 0.422, "nll": 1.3505219221115112, "brier": 0.6785846948623657, "ece": 0.028518199036518737, "aurc": 0.4162147525556497, "acc_at_80": 0.4708333333333333, "acc_at_50": 0.5653333333333334, "chance": 0.16666666666666666, "mean_conf": 0.41971758008003235 }, "prosocial_safety": { "n": 1500, "heldout": false, "acc": 0.528, "nll": 1.1013150215148926, "brier": 0.5662647485733032, "ece": 0.030879737019538868, "aurc": 0.2518870991484317, "acc_at_80": 0.5991666666666666, "acc_at_50": 0.7213333333333334, "chance": 0.2, "mean_conf": 0.518919050693512 }, "ultrafeedback_pref": { "n": 1500, "heldout": false, "acc": 0.784, "nll": 0.43619513511657715, "brier": 0.28585085272789, "ece": 0.03089568722248076, "aurc": 0.08515379420314682, "acc_at_80": 0.8475, "acc_at_50": 0.9266666666666666, "chance": 0.5, "mean_conf": 0.8054375648498535 }, "shp": { "n": 1500, "heldout": false, "acc": 0.79, "nll": 0.44603705406188965, "brier": 0.2889350950717926, "ece": 0.02012235975265503, "aurc": 0.09319282571857365, "acc_at_80": 0.8491666666666666, "acc_at_50": 0.9146666666666666, "chance": 0.5, "mean_conf": 0.7964972257614136 }, "hh_rlhf": { "n": 1488, "heldout": false, "acc": 0.6901881720430108, "nll": 0.5672697424888611, "brier": 0.38868722319602966, "ece": 0.018854505592776898, "aurc": 0.18054136093942436, "acc_at_80": 0.7361344537815127, "acc_at_50": 0.8077956989247311, "chance": 0.5, "mean_conf": 0.7015084028244019 }, "arena_pref": { "n": 1500, "heldout": true, "acc": 0.5206666666666667, "nll": 1.0640077590942383, "brier": 0.6215369701385498, "ece": 0.1206609118382136, "aurc": 0.36246136582814387, "acc_at_80": 0.55, "acc_at_50": 0.616, "chance": 0.3333333333333333, "mean_conf": 0.6390127539634705 }, "reward_bench": { "n": 1500, "heldout": true, "acc": 0.9186666666666666, "nll": 0.2031487673521042, "brier": 0.12078241258859634, "ece": 0.023855606953302997, "aurc": 0.014145065893525021, "acc_at_80": 0.9758333333333333, "acc_at_50": 0.9946666666666667, "chance": 0.5, "mean_conf": 0.8953665494918823 }, "glaive_tools": { "n": 1348, "heldout": false, "acc": 0.9532640949554896, "nll": 0.14300261437892914, "brier": 0.07691621780395508, "ece": 0.02094891802228167, "aurc": 0.007086222936904486, "acc_at_80": 0.9860853432282004, "acc_at_50": 0.9985163204747775, "chance": 0.16666666666666666, "mean_conf": 0.9427018165588379 }, "toolace": { "n": 1000, "heldout": false, "acc": 0.94, "nll": 0.1773465871810913, "brier": 0.08758451044559479, "ece": 0.019288902848959, "aurc": 0.01419978829962143, "acc_at_80": 0.98125, "acc_at_50": 0.992, "chance": 0.12470555555555554, "mean_conf": 0.9342852830886841 }, "hermes_tools": { "n": 1500, "heldout": true, "acc": 0.7986666666666666, "nll": 0.36825039982795715, "brier": 0.23031076788902283, "ece": 0.08474178238709767, "aurc": 0.04541348669345317, "acc_at_80": 0.8966666666666666, "acc_at_50": 0.988, "chance": 0.125, "mean_conf": 0.8443251848220825 }, "copa": { "n": 100, "heldout": false, "acc": 1.0, "nll": 0.018447600305080414, "brier": 0.004432467743754387, "ece": 0.017155210971832275, "aurc": 0.0, "acc_at_80": 1.0, "acc_at_50": 1.0, "chance": 0.5, "mean_conf": 0.9828447699546814 }, "wic": { "n": 638, "heldout": false, "acc": 0.7727272727272727, "nll": 0.47851547598838806, "brier": 0.3126711845397949, "ece": 0.06492637840557994, "aurc": 0.10600177937132382, "acc_at_80": 0.8352941176470589, "acc_at_50": 0.8996865203761756, "chance": 0.5, "mean_conf": 0.828840970993042 }, "multirc": { "n": 1500, "heldout": false, "acc": 0.918, "nll": 0.23172627389431, "brier": 0.1296291947364807, "ece": 0.02276274232069647, "aurc": 0.02589494647653243, "acc_at_80": 0.965, "acc_at_50": 0.9773333333333334, "chance": 0.5, "mean_conf": 0.9249215722084045 }, "cb": { "n": 56, "heldout": true, "acc": 0.8928571428571429, "nll": 0.2884705662727356, "brier": 0.15287914872169495, "ece": 0.08375836323414529, "aurc": 0.01340165852858295, "acc_at_80": 0.9777777777777777, "acc_at_50": 1.0, "chance": 0.3333333333333333, "mean_conf": 0.8508859276771545 }, "fever": { "n": 1500, "heldout": false, "acc": 0.91, "nll": 0.2639821767807007, "brier": 0.1403927505016327, "ece": 0.01887864359219866, "aurc": 0.021236299620246823, "acc_at_80": 0.9666666666666667, "acc_at_50": 0.9866666666666667, "chance": 0.3333333333333333, "mean_conf": 0.911332368850708 }, "wiki_qa": { "n": 879, "heldout": false, "acc": 0.9089874857792947, "nll": 0.22839467227458954, "brier": 0.13368310034275055, "ece": 0.023650864081984878, "aurc": 0.020796820711007552, "acc_at_80": 0.9644381223328592, "acc_at_50": 0.9886363636363636, "chance": 0.5, "mean_conf": 0.8948045372962952 }, "msmarco_rel": { "n": 1446, "heldout": false, "acc": 0.6970954356846473, "nll": 0.5717816352844238, "brier": 0.39096301794052124, "ece": 0.03819479437784535, "aurc": 0.18340211744146934, "acc_at_80": 0.7303370786516854, "acc_at_50": 0.8091286307053942, "chance": 0.5, "mean_conf": 0.7234166860580444 }, "medmcqa": { "n": 1500, "heldout": false, "acc": 0.742, "nll": 0.6534839272499084, "brier": 0.3494548797607422, "ece": 0.04476275533437729, "aurc": 0.09236420121984344, "acc_at_80": 0.8175, "acc_at_50": 0.932, "chance": 0.25, "mean_conf": 0.7632542848587036 }, "quality": { "n": 1500, "heldout": true, "acc": 0.632, "nll": 0.9736621379852295, "brier": 0.5085250735282898, "ece": 0.09598391598463062, "aurc": 0.20000924342798884, "acc_at_80": 0.69, "acc_at_50": 0.7893333333333333, "chance": 0.25, "mean_conf": 0.726018488407135 }, "xstory_cloze": { "n": 1500, "heldout": true, "acc": 0.9946666666666667, "nll": 0.026280736550688744, "brier": 0.011265838518738747, "ece": 0.015819201707839965, "aurc": 8.187136167601649e-05, "acc_at_80": 1.0, "acc_at_50": 1.0, "chance": 0.5, "mean_conf": 0.9801904559135437 }, "abstain_probe": { "n": 1620, "heldout": true, "acc": 0.6222222222222222, "nll": 1.1009931564331055, "brier": 0.5079091191291809, "ece": 0.08518773355969675, "aurc": 0.17190129595658887, "acc_at_80": 0.7106481481481481, "acc_at_50": 0.8222222222222222, "chance": 0.17897217323143252, "mean_conf": 0.7074099779129028 }, "agenttraj": { "n": 1500, "heldout": false, "acc": 0.9366666666666666, "nll": 0.15657173097133636, "brier": 0.08615637570619583, "ece": 0.018042015492916074, "aurc": 0.004964706283705984, "acc_at_80": 0.9958333333333333, "acc_at_50": 0.9986666666666667, "chance": 0.2, "mean_conf": 0.9253047108650208 }, "mind2web": { "n": 1500, "heldout": false, "acc": 0.8853333333333333, "nll": 0.33396658301353455, "brier": 0.1709548383951187, "ece": 0.015519337852795898, "aurc": 0.02253901936947198, "acc_at_80": 0.9558333333333333, "acc_at_50": 0.9933333333333333, "chance": 0.16666666666666666, "mean_conf": 0.885744035243988 }, "synth": { "n": 300, "heldout": false, "acc": 0.8466666666666667, "nll": 0.39028388261795044, "brier": 0.21442179381847382, "ece": 0.03632553676764172, "aurc": 0.041584943277947255, "acc_at_80": 0.9166666666666666, "acc_at_50": 0.9733333333333334, "chance": 0.37149999999999994, "mean_conf": 0.8786032199859619 }, "offtopic_probe": { "n": 1620, "heldout": true, "acc": 0.8697530864197531, "nll": 0.3856513202190399, "brier": 0.17581190168857574, "ece": 0.037777107972421745, "aurc": 0.018382871739502517, "acc_at_80": 0.9683641975308642, "acc_at_50": 0.9950617283950617, "chance": 0.17979423868312755, "mean_conf": 0.8545409440994263 }, "hwu64": { "n": 1076, "heldout": true, "acc": 0.974907063197026, "nll": 0.08065392076969147, "brier": 0.04049574211239815, "ece": 0.021740955629534923, "aurc": 0.0012811690911756525, "acc_at_80": 1.0, "acc_at_50": 1.0, "chance": 0.09999999999999999, "mean_conf": 0.9563130140304565 }, "dbpedia_l2": { "n": 1500, "heldout": true, "acc": 0.9606666666666667, "nll": 0.11009299755096436, "brier": 0.060155414044857025, "ece": 0.01014547139406203, "aurc": 0.003270819231754314, "acc_at_80": 0.9958333333333333, "acc_at_50": 1.0, "chance": 0.1, "mean_conf": 0.9609081149101257 }, "dbpedia_l3": { "n": 1500, "heldout": true, "acc": 0.992, "nll": 0.02752424031496048, "brier": 0.013588163070380688, "ece": 0.0035614574154217704, "aurc": 0.000210942320122308, "acc_at_80": 1.0, "acc_at_50": 1.0, "chance": 0.1, "mean_conf": 0.9927933216094971 }, "quality_full": { "n": 600, "heldout": true, "acc": 0.565, "nll": 1.071710467338562, "brier": 0.5663425922393799, "ece": 0.11241838062802949, "aurc": 0.2527098290509578, "acc_at_80": 0.6270833333333333, "acc_at_50": 0.7366666666666667, "chance": 0.25, "mean_conf": 0.6741220951080322 } }, "other_sets": { "general_validation_847": { "acc": 0.8996, "nll": 0.3285, "ece": 0.0442 }, "typesafe_102": { "acc": 0.8627, "nll": 0.3415, "ece": 0.065, "tv_to_reference": 0.1648 }, "openjev_5252": { "acc": 0.6828, "macro_f1": 0.8567, "nll": 0.7523, "ece": 0.0491 }, "mind2web_1770": { "acc": 0.8955, "nll": 0.3159, "ece": 0.0571 }, "jevbench_public_items": { "easy": 1.0, "standard": 0.9722, "hard": 0.6757 }, "bespoke_public_suite": { "macro": 0.7737, "micro": 0.7866, "macro_untrained": 0.7435 }, "miniwob_live_22x8": { "sampled": 0.8636, "sampled_held_out": 0.7917, "greedy": 0.9716, "greedy_held_out": 0.9792 }, "zero_shot_games_win_rate": { "sampled_all": 0.2415, "greedy_all": 0.3718 } } }