Text Classification
PEFT
Safetensors
English
decision-model
system-one
lora
calibrated
classification
routing
jev
jev-like
typesafe
Instructions to use ait-hf/certus-jev-like-v0007 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use ait-hf/certus-jev-like-v0007 with PEFT:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
Invalid JSON:Unexpected token 'N', ..."acc@0.9": NaN
"... is not valid JSON
| { | |
| "latest": "v0007", | |
| "versions": { | |
| "v0007": { | |
| "version": "v0007", | |
| "parent": null, | |
| "kind": "lmhead", | |
| "backbone": "Qwen/Qwen2.5-1.5B-Instruct", | |
| "max_len": 1024, | |
| "created": "2026-09-17T15:58:07+00:00", | |
| "tasks": [ | |
| "ag_news", | |
| "banking77", | |
| "boolq", | |
| "clinc150", | |
| "commonsense_qa", | |
| "copa", | |
| "dbpedia", | |
| "emotion", | |
| "facts", | |
| "fits", | |
| "imdb", | |
| "jailbreak", | |
| "massive_intent", | |
| "mnli", | |
| "mrpc", | |
| "openbookqa", | |
| "paws", | |
| "qnli", | |
| "read", | |
| "rte", | |
| "sciq", | |
| "sst2", | |
| "swag", | |
| "tweet_emoji", | |
| "tweet_hate", | |
| "tweet_irony", | |
| "tweet_offensive", | |
| "tweet_sentiment", | |
| "yahoo", | |
| "yelp", | |
| "anli", | |
| "winogrande", | |
| "hellaswag", | |
| "race", | |
| "scitail", | |
| "qqp", | |
| "stsb", | |
| "toxic", | |
| "stance_abortion", | |
| "stance_atheism", | |
| "stance_feminist", | |
| "stance_hillary", | |
| "match", | |
| "goemo_soft", | |
| "reason", | |
| "formality", | |
| "politeness", | |
| "strategyqa", | |
| "vitaminc", | |
| "ruletaker", | |
| "proofwriter", | |
| "folio", | |
| "logiqa", | |
| "tracie", | |
| "temporal_nli", | |
| "piqa", | |
| "siqa", | |
| "clutrr", | |
| "gsm8k", | |
| "svamp", | |
| "aqua" | |
| ], | |
| "trained_on": [ | |
| "ag_news", | |
| "banking77", | |
| "boolq", | |
| "clinc150", | |
| "commonsense_qa", | |
| "copa", | |
| "dbpedia", | |
| "emotion", | |
| "facts", | |
| "fits", | |
| "imdb", | |
| "jailbreak", | |
| "massive_intent", | |
| "mnli", | |
| "mrpc", | |
| "openbookqa", | |
| "paws", | |
| "qnli", | |
| "read", | |
| "rte", | |
| "sciq", | |
| "sst2", | |
| "swag", | |
| "tweet_emoji", | |
| "tweet_hate", | |
| "tweet_irony", | |
| "tweet_offensive", | |
| "tweet_sentiment", | |
| "yahoo", | |
| "yelp", | |
| "anli", | |
| "winogrande", | |
| "hellaswag", | |
| "race", | |
| "scitail", | |
| "qqp", | |
| "stsb", | |
| "toxic", | |
| "stance_abortion", | |
| "stance_atheism", | |
| "stance_feminist", | |
| "stance_hillary", | |
| "match", | |
| "goemo_soft", | |
| "reason", | |
| "formality", | |
| "politeness", | |
| "strategyqa", | |
| "vitaminc", | |
| "ruletaker", | |
| "proofwriter", | |
| "folio", | |
| "logiqa", | |
| "tracie", | |
| "temporal_nli", | |
| "piqa", | |
| "siqa", | |
| "clutrr", | |
| "gsm8k", | |
| "svamp", | |
| "aqua" | |
| ], | |
| "holdout": [ | |
| "probe", | |
| "bbh", | |
| "cola", | |
| "wic", | |
| "subj", | |
| "spam", | |
| "counterfactual", | |
| "cb", | |
| "arc_challenge", | |
| "stance_climate", | |
| "trec", | |
| "sst5", | |
| "fin_sentiment", | |
| "arc_easy", | |
| "newsgroups" | |
| ], | |
| "steps": 12118, | |
| "train_examples": 158246, | |
| "args": { | |
| "cmd": "lmtrain", | |
| "lora_r": 16, | |
| "loss": "mix", | |
| "max_per_task": 3000, | |
| "epochs": 1, | |
| "lr": 0.0001, | |
| "anchor": 0.1 | |
| }, | |
| "metrics": { | |
| "ag_news": { | |
| "n": 300, | |
| "acc": 0.9233333333333333, | |
| "nll": 0.23956205062784391, | |
| "brier": 0.12588630912802798, | |
| "ece": 0.03565445333719247, | |
| "mean_conf": 0.9105748584866524, | |
| "cov@0.5": 0.9833333333333333, | |
| "acc@0.5": 0.9288135593220339, | |
| "cov@0.7": 0.88, | |
| "acc@0.7": 0.9545454545454546, | |
| "cov@0.9": 0.77, | |
| "acc@0.9": 0.9653679653679653 | |
| }, | |
| "boolq": { | |
| "n": 300, | |
| "acc": 0.8766666666666667, | |
| "nll": 0.33278360864483053, | |
| "brier": 0.19905847383131203, | |
| "ece": 0.048838321963946066, | |
| "mean_conf": 0.8610335459311803, | |
| "cov@0.5": 1.0, | |
| "acc@0.5": 0.8766666666666667, | |
| "cov@0.7": 0.8866666666666667, | |
| "acc@0.7": 0.9060150375939849, | |
| "cov@0.9": 0.4666666666666667, | |
| "acc@0.9": 0.9642857142857143 | |
| }, | |
| "commonsense_qa": { | |
| "n": 300, | |
| "acc": 0.7866666666666666, | |
| "nll": 0.5812667453454432, | |
| "brier": 0.2960317921716136, | |
| "ece": 0.05657371540864312, | |
| "mean_conf": 0.7944276158014933, | |
| "cov@0.5": 0.8933333333333333, | |
| "acc@0.5": 0.832089552238806, | |
| "cov@0.7": 0.7, | |
| "acc@0.7": 0.9047619047619048, | |
| "cov@0.9": 0.42333333333333334, | |
| "acc@0.9": 0.952755905511811 | |
| }, | |
| "copa": { | |
| "n": 200, | |
| "acc": 0.93, | |
| "nll": 0.17489093500636219, | |
| "brier": 0.10265215895968784, | |
| "ece": 0.03722041517496112, | |
| "mean_conf": 0.8977384361624717, | |
| "cov@0.5": 1.0, | |
| "acc@0.5": 0.93, | |
| "cov@0.7": 0.9, | |
| "acc@0.7": 0.9611111111111111, | |
| "cov@0.9": 0.69, | |
| "acc@0.9": 1.0 | |
| }, | |
| "dbpedia": { | |
| "n": 300, | |
| "acc": 0.97, | |
| "nll": 0.12029726431718998, | |
| "brier": 0.0467073057529959, | |
| "ece": 0.011912721196810366, | |
| "mean_conf": 0.9797261367241542, | |
| "cov@0.5": 1.0, | |
| "acc@0.5": 0.97, | |
| "cov@0.7": 0.9866666666666667, | |
| "acc@0.7": 0.9797297297297297, | |
| "cov@0.9": 0.9766666666666667, | |
| "acc@0.9": 0.9829351535836177 | |
| }, | |
| "emotion": { | |
| "n": 300, | |
| "acc": 0.7766666666666666, | |
| "nll": 0.6417595775959655, | |
| "brier": 0.31279347659514983, | |
| "ece": 0.07161758591731388, | |
| "mean_conf": 0.8046423467993736, | |
| "cov@0.5": 0.92, | |
| "acc@0.5": 0.8043478260869565, | |
| "cov@0.7": 0.7233333333333334, | |
| "acc@0.7": 0.9032258064516129, | |
| "cov@0.9": 0.4266666666666667, | |
| "acc@0.9": 0.9609375 | |
| }, | |
| "facts": { | |
| "n": 54, | |
| "acc": 0.9629629629629629, | |
| "nll": 0.10233185567308967, | |
| "brier": 0.0580309563229181, | |
| "ece": 0.03901768503365692, | |
| "mean_conf": 0.985795874286581, | |
| "cov@0.5": 1.0, | |
| "acc@0.5": 0.9629629629629629, | |
| "cov@0.7": 1.0, | |
| "acc@0.7": 0.9629629629629629, | |
| "cov@0.9": 0.9444444444444444, | |
| "acc@0.9": 1.0 | |
| }, | |
| "fits": { | |
| "n": 214, | |
| "acc": 0.8598130841121495, | |
| "nll": 0.4789074549575723, | |
| "brier": 0.09971697154134483, | |
| "ece": 0.08341867177285883, | |
| "mean_conf": 0.818978947456752, | |
| "cov@0.5": 1.0, | |
| "acc@0.5": 0.8598130841121495, | |
| "cov@0.7": 0.8037383177570093, | |
| "acc@0.7": 0.936046511627907, | |
| "cov@0.9": 0.3317757009345794, | |
| "acc@0.9": 1.0 | |
| }, | |
| "imdb": { | |
| "n": 300, | |
| "acc": 0.95, | |
| "nll": 0.1449115194526972, | |
| "brier": 0.07315853850730186, | |
| "ece": 0.028431474765141816, | |
| "mean_conf": 0.9752282838026682, | |
| "cov@0.5": 1.0, | |
| "acc@0.5": 0.95, | |
| "cov@0.7": 0.9833333333333333, | |
| "acc@0.7": 0.9627118644067797, | |
| "cov@0.9": 0.95, | |
| "acc@0.9": 0.9754385964912281 | |
| }, | |
| "jailbreak": { | |
| "n": 200, | |
| "acc": 0.98, | |
| "nll": 0.07703215111456595, | |
| "brier": 0.03552832502947578, | |
| "ece": 0.014975480735301977, | |
| "mean_conf": 0.972049820125103, | |
| "cov@0.5": 1.0, | |
| "acc@0.5": 0.98, | |
| "cov@0.7": 0.995, | |
| "acc@0.7": 0.9798994974874372, | |
| "cov@0.9": 0.965, | |
| "acc@0.9": 0.9896373056994818 | |
| }, | |
| "mnli": { | |
| "n": 300, | |
| "acc": 0.8466666666666667, | |
| "nll": 0.44322894987837685, | |
| "brier": 0.24040505319501904, | |
| "ece": 0.05213867117961251, | |
| "mean_conf": 0.8880125307043394, | |
| "cov@0.5": 0.9933333333333333, | |
| "acc@0.5": 0.8489932885906041, | |
| "cov@0.7": 0.9, | |
| "acc@0.7": 0.8814814814814815, | |
| "cov@0.9": 0.64, | |
| "acc@0.9": 0.9427083333333334 | |
| }, | |
| "mrpc": { | |
| "n": 200, | |
| "acc": 0.83, | |
| "nll": 0.3825738710855869, | |
| "brier": 0.2414001594036636, | |
| "ece": 0.0455596360564232, | |
| "mean_conf": 0.8177212104201317, | |
| "cov@0.5": 1.0, | |
| "acc@0.5": 0.83, | |
| "cov@0.7": 0.745, | |
| "acc@0.7": 0.9060402684563759, | |
| "cov@0.9": 0.415, | |
| "acc@0.9": 0.9518072289156626 | |
| }, | |
| "openbookqa": { | |
| "n": 300, | |
| "acc": 0.8166666666666667, | |
| "nll": 0.4884890429825752, | |
| "brier": 0.26006302091594946, | |
| "ece": 0.06033645391464233, | |
| "mean_conf": 0.8382209448019663, | |
| "cov@0.5": 0.9266666666666666, | |
| "acc@0.5": 0.8525179856115108, | |
| "cov@0.7": 0.7966666666666666, | |
| "acc@0.7": 0.899581589958159, | |
| "cov@0.9": 0.52, | |
| "acc@0.9": 0.9743589743589743 | |
| }, | |
| "paws": { | |
| "n": 300, | |
| "acc": 0.93, | |
| "nll": 0.2171823905014709, | |
| "brier": 0.11854569746905995, | |
| "ece": 0.028286268909772223, | |
| "mean_conf": 0.9089529289801915, | |
| "cov@0.5": 1.0, | |
| "acc@0.5": 0.93, | |
| "cov@0.7": 0.9166666666666666, | |
| "acc@0.7": 0.9490909090909091, | |
| "cov@0.9": 0.7366666666666667, | |
| "acc@0.9": 0.9638009049773756 | |
| }, | |
| "qnli": { | |
| "n": 300, | |
| "acc": 0.88, | |
| "nll": 0.29461164414824, | |
| "brier": 0.1746824483593742, | |
| "ece": 0.03399742662906641, | |
| "mean_conf": 0.9018590325117111, | |
| "cov@0.5": 1.0, | |
| "acc@0.5": 0.88, | |
| "cov@0.7": 0.92, | |
| "acc@0.7": 0.9166666666666666, | |
| "cov@0.9": 0.6933333333333334, | |
| "acc@0.9": 0.9423076923076923 | |
| }, | |
| "read": { | |
| "n": 300, | |
| "acc": 1.0, | |
| "nll": 0.013479419595217349, | |
| "brier": 0.0006464961621803141, | |
| "ece": 0.01327262739340459, | |
| "mean_conf": 0.9867273726065954, | |
| "cov@0.5": 1.0, | |
| "acc@0.5": 1.0, | |
| "cov@0.7": 1.0, | |
| "acc@0.7": 1.0, | |
| "cov@0.9": 0.9966666666666667, | |
| "acc@0.9": 1.0 | |
| }, | |
| "rte": { | |
| "n": 200, | |
| "acc": 0.875, | |
| "nll": 0.2619901953560894, | |
| "brier": 0.1655817686780098, | |
| "ece": 0.07393659174442292, | |
| "mean_conf": 0.8983567506074905, | |
| "cov@0.5": 1.0, | |
| "acc@0.5": 0.875, | |
| "cov@0.7": 0.915, | |
| "acc@0.7": 0.912568306010929, | |
| "cov@0.9": 0.69, | |
| "acc@0.9": 0.9855072463768116 | |
| }, | |
| "sciq": { | |
| "n": 300, | |
| "acc": 0.9833333333333333, | |
| "nll": 0.0542967460035165, | |
| "brier": 0.02836314450778487, | |
| "ece": 0.013889081676801088, | |
| "mean_conf": 0.9804451249043147, | |
| "cov@0.5": 0.9966666666666667, | |
| "acc@0.5": 0.9866220735785953, | |
| "cov@0.7": 0.99, | |
| "acc@0.7": 0.9865319865319865, | |
| "cov@0.9": 0.95, | |
| "acc@0.9": 0.9929824561403509 | |
| }, | |
| "sst2": { | |
| "n": 300, | |
| "acc": 0.94, | |
| "nll": 0.15217635479920968, | |
| "brier": 0.08669829778686115, | |
| "ece": 0.02306454201539363, | |
| "mean_conf": 0.9453726333379745, | |
| "cov@0.5": 1.0, | |
| "acc@0.5": 0.94, | |
| "cov@0.7": 0.9633333333333334, | |
| "acc@0.7": 0.9584775086505191, | |
| "cov@0.9": 0.82, | |
| "acc@0.9": 0.991869918699187 | |
| }, | |
| "swag": { | |
| "n": 300, | |
| "acc": 0.7666666666666667, | |
| "nll": 0.7234309196216375, | |
| "brier": 0.3695786167661231, | |
| "ece": 0.06823263516028721, | |
| "mean_conf": 0.7794082881013552, | |
| "cov@0.5": 0.91, | |
| "acc@0.5": 0.7875457875457875, | |
| "cov@0.7": 0.69, | |
| "acc@0.7": 0.8405797101449275, | |
| "cov@0.9": 0.3333333333333333, | |
| "acc@0.9": 0.9 | |
| }, | |
| "tweet_emoji": { | |
| "n": 300, | |
| "acc": 0.24333333333333335, | |
| "nll": 2.5063694445877984, | |
| "brier": 0.83829218239292, | |
| "ece": 0.08510932529966037, | |
| "mean_conf": 0.2803319871922334, | |
| "cov@0.5": 0.12, | |
| "acc@0.5": 0.8055555555555556, | |
| "cov@0.7": 0.07666666666666666, | |
| "acc@0.7": 0.9130434782608695, | |
| "cov@0.9": 0.0033333333333333335, | |
| "acc@0.9": 1.0 | |
| }, | |
| "tweet_hate": { | |
| "n": 300, | |
| "acc": 0.7166666666666667, | |
| "nll": 0.5309249597827629, | |
| "brier": 0.36006795343339115, | |
| "ece": 0.09840704739093784, | |
| "mean_conf": 0.8124431739250819, | |
| "cov@0.5": 1.0, | |
| "acc@0.5": 0.7166666666666667, | |
| "cov@0.7": 0.7866666666666666, | |
| "acc@0.7": 0.7966101694915254, | |
| "cov@0.9": 0.32666666666666666, | |
| "acc@0.9": 0.9285714285714286 | |
| }, | |
| "tweet_irony": { | |
| "n": 300, | |
| "acc": 0.71, | |
| "nll": 0.5534378644031082, | |
| "brier": 0.37644439644653505, | |
| "ece": 0.03676844378312428, | |
| "mean_conf": 0.7351771769920985, | |
| "cov@0.5": 1.0, | |
| "acc@0.5": 0.71, | |
| "cov@0.7": 0.5866666666666667, | |
| "acc@0.7": 0.8068181818181818, | |
| "cov@0.9": 0.12333333333333334, | |
| "acc@0.9": 0.972972972972973 | |
| }, | |
| "tweet_offensive": { | |
| "n": 300, | |
| "acc": 0.7866666666666666, | |
| "nll": 0.47620018437820133, | |
| "brier": 0.3128923872633037, | |
| "ece": 0.05815195361773175, | |
| "mean_conf": 0.8035398570696513, | |
| "cov@0.5": 1.0, | |
| "acc@0.5": 0.7866666666666666, | |
| "cov@0.7": 0.76, | |
| "acc@0.7": 0.8421052631578947, | |
| "cov@0.9": 0.3333333333333333, | |
| "acc@0.9": 0.93 | |
| }, | |
| "tweet_sentiment": { | |
| "n": 300, | |
| "acc": 0.7266666666666667, | |
| "nll": 0.6050564579947201, | |
| "brier": 0.36215817406899686, | |
| "ece": 0.07843278278907143, | |
| "mean_conf": 0.7284325797359149, | |
| "score_mae": 0.3644068883561219, | |
| "cov@0.5": 0.96, | |
| "acc@0.5": 0.7291666666666666, | |
| "cov@0.7": 0.5333333333333333, | |
| "acc@0.7": 0.875, | |
| "cov@0.9": 0.16666666666666666, | |
| "acc@0.9": 0.92 | |
| }, | |
| "yahoo": { | |
| "n": 300, | |
| "acc": 0.7166666666666667, | |
| "nll": 0.8738976731967112, | |
| "brier": 0.3950192633049044, | |
| "ece": 0.092816769828399, | |
| "mean_conf": 0.8022240548829238, | |
| "cov@0.5": 0.9133333333333333, | |
| "acc@0.5": 0.7627737226277372, | |
| "cov@0.7": 0.7466666666666667, | |
| "acc@0.7": 0.8348214285714286, | |
| "cov@0.9": 0.4166666666666667, | |
| "acc@0.9": 0.92 | |
| }, | |
| "yelp": { | |
| "n": 300, | |
| "acc": 0.71, | |
| "nll": 0.731893961859198, | |
| "brier": 0.42142868253511284, | |
| "ece": 0.09561944127082822, | |
| "mean_conf": 0.7473884936173757, | |
| "score_mae": 0.3743417001541093, | |
| "cov@0.5": 0.9533333333333334, | |
| "acc@0.5": 0.7237762237762237, | |
| "cov@0.7": 0.6266666666666667, | |
| "acc@0.7": 0.7712765957446809, | |
| "cov@0.9": 0.19, | |
| "acc@0.9": 0.9649122807017544 | |
| }, | |
| "anli": { | |
| "n": 300, | |
| "acc": 0.5366666666666666, | |
| "nll": 1.1646257930212216, | |
| "brier": 0.675594648318733, | |
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