Text Classification
Transformers
Safetensors
themis
feature-extraction
decision-model
structured-prediction
probabilities
text-only
custom_code
lora
Instructions to use lothnic/themis-0.8b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use lothnic/themis-0.8b with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="lothnic/themis-0.8b", trust_remote_code=True)# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("lothnic/themis-0.8b", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download evaluation.json from lothnic/themis-0.8b: direct link, hf CLI and curl.
- Browser
- Download file 285 kB
-
https://huggingface.co/lothnic/themis-0.8b/resolve/main/evaluation.json
- Command line
-
hf download hf://lothnic/themis-0.8b/evaluation.json
-
curl -L -o evaluation.json https://huggingface.co/lothnic/themis-0.8b/resolve/main/evaluation.json
285 kB
| { | |
| "selected_step": 4153, | |
| "mixture_test": { | |
| "test_completed": true, | |
| "calibration_completed": true, | |
| "raw": { | |
| "overall": { | |
| "count": 3693, | |
| "soft_ce": 0.7085598693044783, | |
| "kl": 0.3931482496012985, | |
| "brier": 0.09769070277607729, | |
| "argmax_agreement": 0.7733549959382616, | |
| "hard_count": 2134, | |
| "hard_ece": 0.042129272019540774, | |
| "hard_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.1280767528435369, | |
| "reference_agreement": 0.0 | |
| }, | |
| { | |
| "count": 18, | |
| "confidence": 0.18404859928386386, | |
| "reference_agreement": 0.2222222222222222 | |
| }, | |
| { | |
| "count": 23, | |
| "confidence": 0.23661101358223402, | |
| "reference_agreement": 0.2608695652173913 | |
| }, | |
| { | |
| "count": 37, | |
| "confidence": 0.30428753988952256, | |
| "reference_agreement": 0.1891891891891892 | |
| }, | |
| { | |
| "count": 36, | |
| "confidence": 0.36932558263805926, | |
| "reference_agreement": 0.3888888888888889 | |
| }, | |
| { | |
| "count": 57, | |
| "confidence": 0.43265722650360866, | |
| "reference_agreement": 0.3333333333333333 | |
| }, | |
| { | |
| "count": 71, | |
| "confidence": 0.5035452847115158, | |
| "reference_agreement": 0.5070422535211268 | |
| }, | |
| { | |
| "count": 93, | |
| "confidence": 0.5702882440958308, | |
| "reference_agreement": 0.5053763440860215 | |
| }, | |
| { | |
| "count": 113, | |
| "confidence": 0.6289013423061501, | |
| "reference_agreement": 0.5398230088495575 | |
| }, | |
| { | |
| "count": 88, | |
| "confidence": 0.7035225652548067, | |
| "reference_agreement": 0.5909090909090909 | |
| }, | |
| { | |
| "count": 97, | |
| "confidence": 0.7663997989026462, | |
| "reference_agreement": 0.6804123711340206 | |
| }, | |
| { | |
| "count": 133, | |
| "confidence": 0.8331041320580328, | |
| "reference_agreement": 0.7218045112781954 | |
| }, | |
| { | |
| "count": 213, | |
| "confidence": 0.9010564345576307, | |
| "reference_agreement": 0.812206572769953 | |
| }, | |
| { | |
| "count": 1154, | |
| "confidence": 0.9892346259941478, | |
| "reference_agreement": 0.9809358752166378 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.1280767528435369, | |
| "reference_agreement": 0.0 | |
| }, | |
| { | |
| "count": 22, | |
| "confidence": 0.18189946160649148, | |
| "reference_agreement": 0.253859649122807 | |
| }, | |
| { | |
| "count": 52, | |
| "confidence": 0.24099144225648178, | |
| "reference_agreement": 0.2604555167055167 | |
| }, | |
| { | |
| "count": 105, | |
| "confidence": 0.30435695062773516, | |
| "reference_agreement": 0.2666363084654525 | |
| }, | |
| { | |
| "count": 151, | |
| "confidence": 0.36784610221152053, | |
| "reference_agreement": 0.38072070275124964 | |
| }, | |
| { | |
| "count": 219, | |
| "confidence": 0.4348046806054027, | |
| "reference_agreement": 0.4029960976805746 | |
| }, | |
| { | |
| "count": 268, | |
| "confidence": 0.5012982178117764, | |
| "reference_agreement": 0.4966141654778031 | |
| }, | |
| { | |
| "count": 287, | |
| "confidence": 0.5665963085542071, | |
| "reference_agreement": 0.5549424985680554 | |
| }, | |
| { | |
| "count": 284, | |
| "confidence": 0.6310971171485777, | |
| "reference_agreement": 0.600541924578161 | |
| }, | |
| { | |
| "count": 280, | |
| "confidence": 0.7030994468429518, | |
| "reference_agreement": 0.6497546304223978 | |
| }, | |
| { | |
| "count": 218, | |
| "confidence": 0.7682645359325981, | |
| "reference_agreement": 0.7226513752826121 | |
| }, | |
| { | |
| "count": 230, | |
| "confidence": 0.8322149342184884, | |
| "reference_agreement": 0.7612036827968656 | |
| }, | |
| { | |
| "count": 324, | |
| "confidence": 0.8996811349428281, | |
| "reference_agreement": 0.8247895057612304 | |
| }, | |
| { | |
| "count": 1252, | |
| "confidence": 0.9876585496182678, | |
| "reference_agreement": 0.9778121922719432 | |
| } | |
| ], | |
| "expected_score_mae": 0.4570759707537796 | |
| }, | |
| "type": { | |
| "choice": { | |
| "count": 2526, | |
| "soft_ce": 0.6822833143719118, | |
| "kl": 0.4189869815862902, | |
| "brier": 0.10139614023942027, | |
| "argmax_agreement": 0.7862232779097387, | |
| "hard_count": 1737, | |
| "hard_ece": 0.04277428653676444, | |
| "hard_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.1280767528435369, | |
| "reference_agreement": 0.0 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.17932821619602474, | |
| "reference_agreement": 0.4 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.2380902472918557, | |
| "reference_agreement": 0.25 | |
| }, | |
| { | |
| "count": 14, | |
| "confidence": 0.3081997411534075, | |
| "reference_agreement": 0.2857142857142857 | |
| }, | |
| { | |
| "count": 24, | |
| "confidence": 0.3697200232466156, | |
| "reference_agreement": 0.4166666666666667 | |
| }, | |
| { | |
| "count": 40, | |
| "confidence": 0.43214316524587604, | |
| "reference_agreement": 0.3 | |
| }, | |
| { | |
| "count": 58, | |
| "confidence": 0.5047682692169494, | |
| "reference_agreement": 0.5344827586206896 | |
| }, | |
| { | |
| "count": 76, | |
| "confidence": 0.5702475474241634, | |
| "reference_agreement": 0.5131578947368421 | |
| }, | |
| { | |
| "count": 85, | |
| "confidence": 0.6294861640993207, | |
| "reference_agreement": 0.5411764705882353 | |
| }, | |
| { | |
| "count": 61, | |
| "confidence": 0.7034878822257229, | |
| "reference_agreement": 0.6229508196721312 | |
| }, | |
| { | |
| "count": 73, | |
| "confidence": 0.7662886786794736, | |
| "reference_agreement": 0.6712328767123288 | |
| }, | |
| { | |
| "count": 109, | |
| "confidence": 0.8327800034747108, | |
| "reference_agreement": 0.7155963302752294 | |
| }, | |
| { | |
| "count": 163, | |
| "confidence": 0.9005930750387896, | |
| "reference_agreement": 0.7852760736196319 | |
| }, | |
| { | |
| "count": 1024, | |
| "confidence": 0.9905297995078783, | |
| "reference_agreement": 0.9814453125 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.1280767528435369, | |
| "reference_agreement": 0.0 | |
| }, | |
| { | |
| "count": 9, | |
| "confidence": 0.1761727165792652, | |
| "reference_agreement": 0.39832358674463936 | |
| }, | |
| { | |
| "count": 20, | |
| "confidence": 0.23727536848341457, | |
| "reference_agreement": 0.23968434343434342 | |
| }, | |
| { | |
| "count": 56, | |
| "confidence": 0.30649961126616326, | |
| "reference_agreement": 0.2928895108131916 | |
| }, | |
| { | |
| "count": 112, | |
| "confidence": 0.36821444135421544, | |
| "reference_agreement": 0.393456101968026 | |
| }, | |
| { | |
| "count": 148, | |
| "confidence": 0.43446487817770657, | |
| "reference_agreement": 0.4016674390496405 | |
| }, | |
| { | |
| "count": 173, | |
| "confidence": 0.4989247303895505, | |
| "reference_agreement": 0.5024153201745094 | |
| }, | |
| { | |
| "count": 161, | |
| "confidence": 0.5682084517346793, | |
| "reference_agreement": 0.5282341373438668 | |
| }, | |
| { | |
| "count": 170, | |
| "confidence": 0.6297812369278754, | |
| "reference_agreement": 0.5908322297566935 | |
| }, | |
| { | |
| "count": 148, | |
| "confidence": 0.700524650342172, | |
| "reference_agreement": 0.6783159155834284 | |
| }, | |
| { | |
| "count": 123, | |
| "confidence": 0.7663341138612425, | |
| "reference_agreement": 0.708765336806816 | |
| }, | |
| { | |
| "count": 150, | |
| "confidence": 0.8331362507431996, | |
| "reference_agreement": 0.7423155758796159 | |
| }, | |
| { | |
| "count": 207, | |
| "confidence": 0.8989791587743893, | |
| "reference_agreement": 0.7958650265103496 | |
| }, | |
| { | |
| "count": 1048, | |
| "confidence": 0.9898586616987579, | |
| "reference_agreement": 0.9796660513168818 | |
| } | |
| ] | |
| }, | |
| "noul": { | |
| "count": 582, | |
| "soft_ce": 0.485984791408039, | |
| "kl": 0.1677006591643438, | |
| "brier": 0.056889637384882515, | |
| "argmax_agreement": 0.8316151202749141, | |
| "hard_count": 154, | |
| "hard_ece": 0.05817309278238439, | |
| "hard_reliability": [ | |
| { | |
| "count": 2, | |
| "confidence": 0.5156046866868782, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.5744020664194579, | |
| "reference_agreement": 0.8 | |
| }, | |
| { | |
| "count": 15, | |
| "confidence": 0.6251505169037502, | |
| "reference_agreement": 0.4666666666666667 | |
| }, | |
| { | |
| "count": 15, | |
| "confidence": 0.7097643525488307, | |
| "reference_agreement": 0.5333333333333333 | |
| }, | |
| { | |
| "count": 11, | |
| "confidence": 0.7837242799754484, | |
| "reference_agreement": 0.7272727272727273 | |
| }, | |
| { | |
| "count": 10, | |
| "confidence": 0.833779143408664, | |
| "reference_agreement": 0.9 | |
| }, | |
| { | |
| "count": 22, | |
| "confidence": 0.9027589227901665, | |
| "reference_agreement": 0.9090909090909091 | |
| }, | |
| { | |
| "count": 74, | |
| "confidence": 0.9777466873130052, | |
| "reference_agreement": 0.9594594594594594 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 34, | |
| "confidence": 0.5192844401029223, | |
| "reference_agreement": 0.502892126954275 | |
| }, | |
| { | |
| "count": 55, | |
| "confidence": 0.5665664402627255, | |
| "reference_agreement": 0.6365357818181818 | |
| }, | |
| { | |
| "count": 72, | |
| "confidence": 0.6353817301417451, | |
| "reference_agreement": 0.617865484172874 | |
| }, | |
| { | |
| "count": 84, | |
| "confidence": 0.7075900367197564, | |
| "reference_agreement": 0.6229389882371539 | |
| }, | |
| { | |
| "count": 58, | |
| "confidence": 0.7769928207174944, | |
| "reference_agreement": 0.7633095172413793 | |
| }, | |
| { | |
| "count": 55, | |
| "confidence": 0.829995783859167, | |
| "reference_agreement": 0.8141728722666914 | |
| }, | |
| { | |
| "count": 83, | |
| "confidence": 0.9004798674802651, | |
| "reference_agreement": 0.8669205460521514 | |
| }, | |
| { | |
| "count": 141, | |
| "confidence": 0.975388672803986, | |
| "reference_agreement": 0.9554196875487998 | |
| } | |
| ] | |
| }, | |
| "score": { | |
| "count": 585, | |
| "soft_ce": 1.043454353228223, | |
| "kl": 0.5058693789008174, | |
| "brier": 0.12228264299021577, | |
| "argmax_agreement": 0.6598290598290598, | |
| "hard_count": 243, | |
| "hard_ece": 0.07115621447701632, | |
| "hard_reliability": [ | |
| { | |
| "count": 13, | |
| "confidence": 0.18586413124072504, | |
| "reference_agreement": 0.15384615384615385 | |
| }, | |
| { | |
| "count": 19, | |
| "confidence": 0.2362995959591558, | |
| "reference_agreement": 0.2631578947368421 | |
| }, | |
| { | |
| "count": 23, | |
| "confidence": 0.3019061999897666, | |
| "reference_agreement": 0.13043478260869565 | |
| }, | |
| { | |
| "count": 12, | |
| "confidence": 0.3685367014209464, | |
| "reference_agreement": 0.3333333333333333 | |
| }, | |
| { | |
| "count": 17, | |
| "confidence": 0.4338667824041559, | |
| "reference_agreement": 0.4117647058823529 | |
| }, | |
| { | |
| "count": 11, | |
| "confidence": 0.49490420241461824, | |
| "reference_agreement": 0.36363636363636365 | |
| }, | |
| { | |
| "count": 12, | |
| "confidence": 0.5688318970482136, | |
| "reference_agreement": 0.3333333333333333 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.6294053829689576, | |
| "reference_agreement": 0.6153846153846154 | |
| }, | |
| { | |
| "count": 12, | |
| "confidence": 0.6958966365351196, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.7523646054019367, | |
| "reference_agreement": 0.6923076923076923 | |
| }, | |
| { | |
| "count": 14, | |
| "confidence": 0.8351455536348746, | |
| "reference_agreement": 0.6428571428571429 | |
| }, | |
| { | |
| "count": 28, | |
| "confidence": 0.9024161795738924, | |
| "reference_agreement": 0.8928571428571429 | |
| }, | |
| { | |
| "count": 56, | |
| "confidence": 0.9807319435717284, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 13, | |
| "confidence": 0.18586413124072504, | |
| "reference_agreement": 0.15384615384615385 | |
| }, | |
| { | |
| "count": 32, | |
| "confidence": 0.24331398836464874, | |
| "reference_agreement": 0.2734375 | |
| }, | |
| { | |
| "count": 49, | |
| "confidence": 0.3019081956123887, | |
| "reference_agreement": 0.23663264863946495 | |
| }, | |
| { | |
| "count": 39, | |
| "confidence": 0.3667883077504478, | |
| "reference_agreement": 0.34414724859025103 | |
| }, | |
| { | |
| "count": 71, | |
| "confidence": 0.43551300115891045, | |
| "reference_agreement": 0.4057656959535077 | |
| }, | |
| { | |
| "count": 61, | |
| "confidence": 0.49800447627318833, | |
| "reference_agreement": 0.47666251871173404 | |
| }, | |
| { | |
| "count": 71, | |
| "confidence": 0.5629637410045656, | |
| "reference_agreement": 0.5523004644601318 | |
| }, | |
| { | |
| "count": 42, | |
| "confidence": 0.6290782481488474, | |
| "reference_agreement": 0.610145539550307 | |
| }, | |
| { | |
| "count": 48, | |
| "confidence": 0.7031798704359478, | |
| "reference_agreement": 0.6086180416667305 | |
| }, | |
| { | |
| "count": 37, | |
| "confidence": 0.7609997088313216, | |
| "reference_agreement": 0.7050786860640831 | |
| }, | |
| { | |
| "count": 25, | |
| "confidence": 0.8315691658607272, | |
| "reference_agreement": 0.7580001074667474 | |
| }, | |
| { | |
| "count": 34, | |
| "confidence": 0.9020050839504612, | |
| "reference_agreement": 0.8980392369608144 | |
| }, | |
| { | |
| "count": 63, | |
| "confidence": 0.978521012641448, | |
| "reference_agreement": 0.9970899523809524 | |
| } | |
| ], | |
| "expected_score_mae": 0.4570759707537796 | |
| } | |
| }, | |
| "category": { | |
| "engineering": { | |
| "count": 500, | |
| "soft_ce": 0.0170732927832887, | |
| "kl": 0.0170732927832887, | |
| "brier": 0.004504996059548485, | |
| "argmax_agreement": 0.996, | |
| "hard_count": 500, | |
| "hard_ece": 0.005887712376320884, | |
| "hard_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.48051708584209724, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.5901215718541692, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.659498582567833, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.7592606819949799, | |
| "reference_agreement": 0.75 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.809986801374795, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 6, | |
| "confidence": 0.9033714425633134, | |
| "reference_agreement": 0.8333333333333334 | |
| }, | |
| { | |
| "count": 485, | |
| "confidence": 0.9982748543344034, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.48051708584209724, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.5901215718541692, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.659498582567833, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.7592606819949799, | |
| "reference_agreement": 0.75 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.809986801374795, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 6, | |
| "confidence": 0.9033714425633134, | |
| "reference_agreement": 0.8333333333333334 | |
| }, | |
| { | |
| "count": 485, | |
| "confidence": 0.9982748543344034, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "expected_score_mae": 0.36947776287918127 | |
| }, | |
| "data_analytics": { | |
| "count": 500, | |
| "soft_ce": 0.63641646085155, | |
| "kl": 0.6331406095589392, | |
| "brier": 0.15179326704736298, | |
| "argmax_agreement": 0.76, | |
| "hard_count": 497, | |
| "hard_ece": 0.05635174490474885, | |
| "hard_reliability": [ | |
| { | |
| "count": 8, | |
| "confidence": 0.18512452516415256, | |
| "reference_agreement": 0.125 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.23685294357226974, | |
| "reference_agreement": 0.23076923076923078 | |
| }, | |
| { | |
| "count": 16, | |
| "confidence": 0.310619358628449, | |
| "reference_agreement": 0.125 | |
| }, | |
| { | |
| "count": 15, | |
| "confidence": 0.36840624755576634, | |
| "reference_agreement": 0.3333333333333333 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.4338411624493362, | |
| "reference_agreement": 0.3076923076923077 | |
| }, | |
| { | |
| "count": 14, | |
| "confidence": 0.49562565013910687, | |
| "reference_agreement": 0.42857142857142855 | |
| }, | |
| { | |
| "count": 19, | |
| "confidence": 0.5716282587437927, | |
| "reference_agreement": 0.47368421052631576 | |
| }, | |
| { | |
| "count": 18, | |
| "confidence": 0.6307835105473234, | |
| "reference_agreement": 0.4444444444444444 | |
| }, | |
| { | |
| "count": 15, | |
| "confidence": 0.7034512348597252, | |
| "reference_agreement": 0.5333333333333333 | |
| }, | |
| { | |
| "count": 25, | |
| "confidence": 0.7610956537573322, | |
| "reference_agreement": 0.64 | |
| }, | |
| { | |
| "count": 27, | |
| "confidence": 0.8287917395783113, | |
| "reference_agreement": 0.7037037037037037 | |
| }, | |
| { | |
| "count": 60, | |
| "confidence": 0.9017458338366022, | |
| "reference_agreement": 0.8 | |
| }, | |
| { | |
| "count": 254, | |
| "confidence": 0.9885657799728477, | |
| "reference_agreement": 0.984251968503937 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 8, | |
| "confidence": 0.18512452516415256, | |
| "reference_agreement": 0.125 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.23685294357226974, | |
| "reference_agreement": 0.23076923076923078 | |
| }, | |
| { | |
| "count": 16, | |
| "confidence": 0.310619358628449, | |
| "reference_agreement": 0.125 | |
| }, | |
| { | |
| "count": 15, | |
| "confidence": 0.36840624755576634, | |
| "reference_agreement": 0.3333333333333333 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.4338411624493362, | |
| "reference_agreement": 0.3076923076923077 | |
| }, | |
| { | |
| "count": 14, | |
| "confidence": 0.49562565013910687, | |
| "reference_agreement": 0.42857142857142855 | |
| }, | |
| { | |
| "count": 22, | |
| "confidence": 0.5710235531343882, | |
| "reference_agreement": 0.4762625909090909 | |
| }, | |
| { | |
| "count": 18, | |
| "confidence": 0.6307835105473234, | |
| "reference_agreement": 0.4444444444444444 | |
| }, | |
| { | |
| "count": 15, | |
| "confidence": 0.7034512348597252, | |
| "reference_agreement": 0.5333333333333333 | |
| }, | |
| { | |
| "count": 25, | |
| "confidence": 0.7610956537573322, | |
| "reference_agreement": 0.64 | |
| }, | |
| { | |
| "count": 27, | |
| "confidence": 0.8287917395783113, | |
| "reference_agreement": 0.7037037037037037 | |
| }, | |
| { | |
| "count": 60, | |
| "confidence": 0.9017458338366022, | |
| "reference_agreement": 0.8 | |
| }, | |
| { | |
| "count": 254, | |
| "confidence": 0.9885657799728477, | |
| "reference_agreement": 0.984251968503937 | |
| } | |
| ], | |
| "expected_score_mae": 0.8379162320369495 | |
| }, | |
| "finance": { | |
| "count": 500, | |
| "soft_ce": 0.8325307227564824, | |
| "kl": 0.21741036887290283, | |
| "brier": 0.05805591006171185, | |
| "argmax_agreement": 0.766, | |
| "hard_count": 52, | |
| "hard_ece": 0.12560551004414863, | |
| "hard_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.42545552219647026, | |
| "reference_agreement": 0.0 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.5063873523524167, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.5575393887409873, | |
| "reference_agreement": 0.3333333333333333 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.6185993089535619, | |
| "reference_agreement": 0.6666666666666666 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.7072795840269844, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.7583805784749291, | |
| "reference_agreement": 0.0 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.8432613843014515, | |
| "reference_agreement": 0.6 | |
| }, | |
| { | |
| "count": 10, | |
| "confidence": 0.8980962253086776, | |
| "reference_agreement": 0.9 | |
| }, | |
| { | |
| "count": 21, | |
| "confidence": 0.9891833973182879, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 11, | |
| "confidence": 0.32509882113799443, | |
| "reference_agreement": 0.44772725303034394 | |
| }, | |
| { | |
| "count": 31, | |
| "confidence": 0.36165303383874403, | |
| "reference_agreement": 0.32344085419356344 | |
| }, | |
| { | |
| "count": 56, | |
| "confidence": 0.433194585459043, | |
| "reference_agreement": 0.39091664392857783 | |
| }, | |
| { | |
| "count": 52, | |
| "confidence": 0.49251118240718983, | |
| "reference_agreement": 0.5019289031468974 | |
| }, | |
| { | |
| "count": 50, | |
| "confidence": 0.5634722409257146, | |
| "reference_agreement": 0.6018555810889367 | |
| }, | |
| { | |
| "count": 65, | |
| "confidence": 0.6301825914444824, | |
| "reference_agreement": 0.6561282074359387 | |
| }, | |
| { | |
| "count": 68, | |
| "confidence": 0.7056494781490086, | |
| "reference_agreement": 0.627431364951034 | |
| }, | |
| { | |
| "count": 37, | |
| "confidence": 0.7683118932263894, | |
| "reference_agreement": 0.6799459059550426 | |
| }, | |
| { | |
| "count": 34, | |
| "confidence": 0.8290161206378067, | |
| "reference_agreement": 0.7909373143137849 | |
| }, | |
| { | |
| "count": 35, | |
| "confidence": 0.8969496853528575, | |
| "reference_agreement": 0.9005142873333625 | |
| }, | |
| { | |
| "count": 61, | |
| "confidence": 0.9760249311137575, | |
| "reference_agreement": 0.9830546393442623 | |
| } | |
| ], | |
| "expected_score_mae": 0.28921449751489353 | |
| }, | |
| "trust_safety": { | |
| "count": 500, | |
| "soft_ce": 0.6965650575760396, | |
| "kl": 0.3262561593110357, | |
| "brier": 0.09241847396917179, | |
| "argmax_agreement": 0.734, | |
| "hard_count": 222, | |
| "hard_ece": 0.06416689376484794, | |
| "hard_reliability": [ | |
| { | |
| "count": 2, | |
| "confidence": 0.37375993751238135, | |
| "reference_agreement": 0.0 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.43472235444626844, | |
| "reference_agreement": 0.4 | |
| }, | |
| { | |
| "count": 10, | |
| "confidence": 0.502873413716155, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 11, | |
| "confidence": 0.5716600619610657, | |
| "reference_agreement": 0.8181818181818182 | |
| }, | |
| { | |
| "count": 14, | |
| "confidence": 0.6273743231263287, | |
| "reference_agreement": 0.5714285714285714 | |
| }, | |
| { | |
| "count": 14, | |
| "confidence": 0.7048754950230958, | |
| "reference_agreement": 0.6428571428571429 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.772673527518938, | |
| "reference_agreement": 0.625 | |
| }, | |
| { | |
| "count": 23, | |
| "confidence": 0.8352234500546492, | |
| "reference_agreement": 0.6956521739130435 | |
| }, | |
| { | |
| "count": 22, | |
| "confidence": 0.9039014670840353, | |
| "reference_agreement": 0.8181818181818182 | |
| }, | |
| { | |
| "count": 113, | |
| "confidence": 0.9792441416955855, | |
| "reference_agreement": 0.9557522123893806 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 6, | |
| "confidence": 0.23458907659811615, | |
| "reference_agreement": 0.2075 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.29972115715656333, | |
| "reference_agreement": 0.255416625 | |
| }, | |
| { | |
| "count": 17, | |
| "confidence": 0.36836999088901834, | |
| "reference_agreement": 0.33265160656977494 | |
| }, | |
| { | |
| "count": 24, | |
| "confidence": 0.4353651177707092, | |
| "reference_agreement": 0.40927912136242695 | |
| }, | |
| { | |
| "count": 42, | |
| "confidence": 0.5034541101303811, | |
| "reference_agreement": 0.4637698182486976 | |
| }, | |
| { | |
| "count": 44, | |
| "confidence": 0.5639370342777291, | |
| "reference_agreement": 0.5822456558441558 | |
| }, | |
| { | |
| "count": 43, | |
| "confidence": 0.6301712982399027, | |
| "reference_agreement": 0.5623823154308876 | |
| }, | |
| { | |
| "count": 45, | |
| "confidence": 0.7009662006930144, | |
| "reference_agreement": 0.625547008811918 | |
| }, | |
| { | |
| "count": 25, | |
| "confidence": 0.7682502104322542, | |
| "reference_agreement": 0.6588631578947368 | |
| }, | |
| { | |
| "count": 42, | |
| "confidence": 0.8340236494740164, | |
| "reference_agreement": 0.7355623967695999 | |
| }, | |
| { | |
| "count": 53, | |
| "confidence": 0.9011086418913816, | |
| "reference_agreement": 0.8135774190795747 | |
| }, | |
| { | |
| "count": 151, | |
| "confidence": 0.9780184864854932, | |
| "reference_agreement": 0.9430664742453473 | |
| } | |
| ], | |
| "expected_score_mae": 0.3245526679121535 | |
| }, | |
| "documents_meetings": { | |
| "count": 500, | |
| "soft_ce": 0.9479271825455599, | |
| "kl": 0.27931837942071347, | |
| "brier": 0.06632900701852151, | |
| "argmax_agreement": 0.754, | |
| "hard_count": 111, | |
| "hard_ece": 0.07985648898540725, | |
| "hard_reliability": [ | |
| { | |
| "count": 4, | |
| "confidence": 0.5112290740361165, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.5755079266886977, | |
| "reference_agreement": 0.625 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.6215870747073032, | |
| "reference_agreement": 0.75 | |
| }, | |
| { | |
| "count": 7, | |
| "confidence": 0.7132942799377675, | |
| "reference_agreement": 0.5714285714285714 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.7689218976142511, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.8325792906268336, | |
| "reference_agreement": 0.7692307692307693 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.894684750793525, | |
| "reference_agreement": 0.8461538461538461 | |
| }, | |
| { | |
| "count": 54, | |
| "confidence": 0.980788268448271, | |
| "reference_agreement": 0.9444444444444444 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 16, | |
| "confidence": 0.2529896903034424, | |
| "reference_agreement": 0.2572032828282828 | |
| }, | |
| { | |
| "count": 26, | |
| "confidence": 0.30085803531102356, | |
| "reference_agreement": 0.2784615384615385 | |
| }, | |
| { | |
| "count": 37, | |
| "confidence": 0.3672361246048308, | |
| "reference_agreement": 0.373009828009828 | |
| }, | |
| { | |
| "count": 42, | |
| "confidence": 0.43667169969021885, | |
| "reference_agreement": 0.49312530062530063 | |
| }, | |
| { | |
| "count": 64, | |
| "confidence": 0.5041356739419488, | |
| "reference_agreement": 0.576640625 | |
| }, | |
| { | |
| "count": 57, | |
| "confidence": 0.5696819547588704, | |
| "reference_agreement": 0.6160136452241716 | |
| }, | |
| { | |
| "count": 52, | |
| "confidence": 0.6318176118679493, | |
| "reference_agreement": 0.6767307692307691 | |
| }, | |
| { | |
| "count": 51, | |
| "confidence": 0.7024724227358164, | |
| "reference_agreement": 0.7055555555555556 | |
| }, | |
| { | |
| "count": 38, | |
| "confidence": 0.7733050801429199, | |
| "reference_agreement": 0.7889473684210526 | |
| }, | |
| { | |
| "count": 33, | |
| "confidence": 0.8353726880577852, | |
| "reference_agreement": 0.8224242424242424 | |
| }, | |
| { | |
| "count": 30, | |
| "confidence": 0.8930073021992985, | |
| "reference_agreement": 0.8578333333333333 | |
| }, | |
| { | |
| "count": 54, | |
| "confidence": 0.980788268448271, | |
| "reference_agreement": 0.9444444444444444 | |
| } | |
| ], | |
| "expected_score_mae": 0.3935315866553138 | |
| }, | |
| "customer_support": { | |
| "count": 500, | |
| "soft_ce": 1.1372885709258729, | |
| "kl": 0.5544979078550764, | |
| "brier": 0.11033544189723725, | |
| "argmax_agreement": 0.706, | |
| "hard_count": 142, | |
| "hard_ece": 0.14171122927377042, | |
| "hard_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.1280767528435369, | |
| "reference_agreement": 0.0 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.17932821619602474, | |
| "reference_agreement": 0.4 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.22071972996391087, | |
| "reference_agreement": 0.0 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.3112827985653901, | |
| "reference_agreement": 0.0 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.37505887333787874, | |
| "reference_agreement": 0.3333333333333333 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.4293526333096114, | |
| "reference_agreement": 0.25 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.49253722456655336, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 11, | |
| "confidence": 0.5647034564825082, | |
| "reference_agreement": 0.18181818181818182 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.6399711185141979, | |
| "reference_agreement": 0.75 | |
| }, | |
| { | |
| "count": 7, | |
| "confidence": 0.6905290585463988, | |
| "reference_agreement": 0.5714285714285714 | |
| }, | |
| { | |
| "count": 10, | |
| "confidence": 0.7733585610196265, | |
| "reference_agreement": 0.6 | |
| }, | |
| { | |
| "count": 17, | |
| "confidence": 0.8359032378172329, | |
| "reference_agreement": 0.7647058823529411 | |
| }, | |
| { | |
| "count": 20, | |
| "confidence": 0.9086037470245399, | |
| "reference_agreement": 0.6 | |
| }, | |
| { | |
| "count": 51, | |
| "confidence": 0.9778779954883188, | |
| "reference_agreement": 0.9411764705882353 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.1280767528435369, | |
| "reference_agreement": 0.0 | |
| }, | |
| { | |
| "count": 9, | |
| "confidence": 0.1761727165792652, | |
| "reference_agreement": 0.39832358674463936 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.23185648880822557, | |
| "reference_agreement": 0.2729292929292929 | |
| }, | |
| { | |
| "count": 25, | |
| "confidence": 0.3010096491709431, | |
| "reference_agreement": 0.27153918422154916 | |
| }, | |
| { | |
| "count": 33, | |
| "confidence": 0.3716936308219563, | |
| "reference_agreement": 0.43249653598146726 | |
| }, | |
| { | |
| "count": 46, | |
| "confidence": 0.43566624910724644, | |
| "reference_agreement": 0.3784143440302738 | |
| }, | |
| { | |
| "count": 49, | |
| "confidence": 0.5004958652365038, | |
| "reference_agreement": 0.464408579758434 | |
| }, | |
| { | |
| "count": 64, | |
| "confidence": 0.5647801490500414, | |
| "reference_agreement": 0.4939270455676706 | |
| }, | |
| { | |
| "count": 35, | |
| "confidence": 0.6338884106064454, | |
| "reference_agreement": 0.6524762 | |
| }, | |
| { | |
| "count": 49, | |
| "confidence": 0.7014723835777643, | |
| "reference_agreement": 0.6855101955782364 | |
| }, | |
| { | |
| "count": 34, | |
| "confidence": 0.7717612201235851, | |
| "reference_agreement": 0.7027941176470588 | |
| }, | |
| { | |
| "count": 37, | |
| "confidence": 0.8313773086286068, | |
| "reference_agreement": 0.763963945945946 | |
| }, | |
| { | |
| "count": 47, | |
| "confidence": 0.9031494358129605, | |
| "reference_agreement": 0.7396099361702129 | |
| }, | |
| { | |
| "count": 63, | |
| "confidence": 0.9737046850235944, | |
| "reference_agreement": 0.9396507939418092 | |
| } | |
| ], | |
| "expected_score_mae": 0.33143847468388904 | |
| }, | |
| "ai_agents_evals": { | |
| "count": 500, | |
| "soft_ce": 0.765946732434316, | |
| "kl": 0.6764210789434673, | |
| "brier": 0.18685146874516365, | |
| "argmax_agreement": 0.68, | |
| "hard_count": 417, | |
| "hard_ece": 0.06936429979471131, | |
| "hard_reliability": [ | |
| { | |
| "count": 5, | |
| "confidence": 0.187047500963241, | |
| "reference_agreement": 0.2 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.23585635105072375, | |
| "reference_agreement": 0.25 | |
| }, | |
| { | |
| "count": 19, | |
| "confidence": 0.2982191389855985, | |
| "reference_agreement": 0.2631578947368421 | |
| }, | |
| { | |
| "count": 14, | |
| "confidence": 0.36932960679831744, | |
| "reference_agreement": 0.5714285714285714 | |
| }, | |
| { | |
| "count": 27, | |
| "confidence": 0.43134028318033907, | |
| "reference_agreement": 0.3333333333333333 | |
| }, | |
| { | |
| "count": 32, | |
| "confidence": 0.5068791830358712, | |
| "reference_agreement": 0.4375 | |
| }, | |
| { | |
| "count": 33, | |
| "confidence": 0.5698085895150488, | |
| "reference_agreement": 0.5151515151515151 | |
| }, | |
| { | |
| "count": 53, | |
| "confidence": 0.6282809191581149, | |
| "reference_agreement": 0.49056603773584906 | |
| }, | |
| { | |
| "count": 34, | |
| "confidence": 0.7055160692185535, | |
| "reference_agreement": 0.6176470588235294 | |
| }, | |
| { | |
| "count": 33, | |
| "confidence": 0.765969600593059, | |
| "reference_agreement": 0.8181818181818182 | |
| }, | |
| { | |
| "count": 28, | |
| "confidence": 0.8332225392168197, | |
| "reference_agreement": 0.7857142857142857 | |
| }, | |
| { | |
| "count": 54, | |
| "confidence": 0.8969179427292381, | |
| "reference_agreement": 0.8703703703703703 | |
| }, | |
| { | |
| "count": 77, | |
| "confidence": 0.9715351814332892, | |
| "reference_agreement": 0.922077922077922 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 5, | |
| "confidence": 0.187047500963241, | |
| "reference_agreement": 0.2 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.23585635105072375, | |
| "reference_agreement": 0.25 | |
| }, | |
| { | |
| "count": 19, | |
| "confidence": 0.2982191389855985, | |
| "reference_agreement": 0.2631578947368421 | |
| }, | |
| { | |
| "count": 16, | |
| "confidence": 0.3728244454729145, | |
| "reference_agreement": 0.5458333125 | |
| }, | |
| { | |
| "count": 35, | |
| "confidence": 0.43292344830072604, | |
| "reference_agreement": 0.35496548479120027 | |
| }, | |
| { | |
| "count": 41, | |
| "confidence": 0.5085266662477907, | |
| "reference_agreement": 0.45982781975131765 | |
| }, | |
| { | |
| "count": 42, | |
| "confidence": 0.5678684243563111, | |
| "reference_agreement": 0.5322624638888933 | |
| }, | |
| { | |
| "count": 58, | |
| "confidence": 0.6299378167372339, | |
| "reference_agreement": 0.5120080436781644 | |
| }, | |
| { | |
| "count": 45, | |
| "confidence": 0.7054146769488767, | |
| "reference_agreement": 0.6565114530755077 | |
| }, | |
| { | |
| "count": 44, | |
| "confidence": 0.7651372249377204, | |
| "reference_agreement": 0.8189414169069195 | |
| }, | |
| { | |
| "count": 37, | |
| "confidence": 0.833874270098686, | |
| "reference_agreement": 0.8076943700618164 | |
| }, | |
| { | |
| "count": 65, | |
| "confidence": 0.8966887344775478, | |
| "reference_agreement": 0.8630389169038999 | |
| }, | |
| { | |
| "count": 85, | |
| "confidence": 0.9707936989016759, | |
| "reference_agreement": 0.9253352246481347 | |
| } | |
| ], | |
| "expected_score_mae": 0.8450261299297381 | |
| }, | |
| "legal": { | |
| "count": 122, | |
| "soft_ce": 0.5668266819917146, | |
| "kl": 0.5668266819917146, | |
| "brier": 0.13410281322654918, | |
| "argmax_agreement": 0.819672131147541, | |
| "hard_count": 122, | |
| "hard_ece": 0.07370299961080379, | |
| "hard_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.25539450758217525, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.3631581357093971, | |
| "reference_agreement": 0.0 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.4544914341376851, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.503085478379179, | |
| "reference_agreement": 0.3333333333333333 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.5760999183430778, | |
| "reference_agreement": 0.4 | |
| }, | |
| { | |
| "count": 6, | |
| "confidence": 0.6285356936618459, | |
| "reference_agreement": 0.6666666666666666 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.6943533513117489, | |
| "reference_agreement": 0.6666666666666666 | |
| }, | |
| { | |
| "count": 9, | |
| "confidence": 0.7758294858466038, | |
| "reference_agreement": 0.6666666666666666 | |
| }, | |
| { | |
| "count": 7, | |
| "confidence": 0.8221451030950648, | |
| "reference_agreement": 0.42857142857142855 | |
| }, | |
| { | |
| "count": 12, | |
| "confidence": 0.9086579271812519, | |
| "reference_agreement": 0.75 | |
| }, | |
| { | |
| "count": 72, | |
| "confidence": 0.9849048761433361, | |
| "reference_agreement": 0.9861111111111112 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.25539450758217525, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.3631581357093971, | |
| "reference_agreement": 0.0 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.4544914341376851, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.503085478379179, | |
| "reference_agreement": 0.3333333333333333 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.5760999183430778, | |
| "reference_agreement": 0.4 | |
| }, | |
| { | |
| "count": 6, | |
| "confidence": 0.6285356936618459, | |
| "reference_agreement": 0.6666666666666666 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.6943533513117489, | |
| "reference_agreement": 0.6666666666666666 | |
| }, | |
| { | |
| "count": 9, | |
| "confidence": 0.7758294858466038, | |
| "reference_agreement": 0.6666666666666666 | |
| }, | |
| { | |
| "count": 7, | |
| "confidence": 0.8221451030950648, | |
| "reference_agreement": 0.42857142857142855 | |
| }, | |
| { | |
| "count": 12, | |
| "confidence": 0.9086579271812519, | |
| "reference_agreement": 0.75 | |
| }, | |
| { | |
| "count": 72, | |
| "confidence": 0.9849048761433361, | |
| "reference_agreement": 0.9861111111111112 | |
| } | |
| ], | |
| "expected_score_mae": 0.05627741100384848 | |
| }, | |
| "sales_commerce": { | |
| "count": 71, | |
| "soft_ce": 0.43217932678724524, | |
| "kl": 0.43217932678724524, | |
| "brier": 0.13052027801486862, | |
| "argmax_agreement": 0.8169014084507042, | |
| "hard_count": 71, | |
| "hard_ece": 0.07210090880407366, | |
| "hard_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.43246792381509247, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.5125808974731219, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.5624424423010923, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 6, | |
| "confidence": 0.6350879180799406, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.6908680440851511, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.7547308258492205, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 11, | |
| "confidence": 0.8418109162556351, | |
| "reference_agreement": 0.7272727272727273 | |
| }, | |
| { | |
| "count": 16, | |
| "confidence": 0.8995504132439553, | |
| "reference_agreement": 0.875 | |
| }, | |
| { | |
| "count": 27, | |
| "confidence": 0.9753556391806691, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.43246792381509247, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.5125808974731219, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.5624424423010923, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 6, | |
| "confidence": 0.6350879180799406, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.6908680440851511, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.7547308258492205, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 11, | |
| "confidence": 0.8418109162556351, | |
| "reference_agreement": 0.7272727272727273 | |
| }, | |
| { | |
| "count": 16, | |
| "confidence": 0.8995504132439553, | |
| "reference_agreement": 0.875 | |
| }, | |
| { | |
| "count": 27, | |
| "confidence": 0.9753556391806691, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "expected_score_mae": 0.3227189172274408 | |
| } | |
| } | |
| }, | |
| "calibrated": { | |
| "overall": { | |
| "count": 3693, | |
| "soft_ce": 0.7041168734088186, | |
| "kl": 0.3887052537056387, | |
| "brier": 0.09690042536340486, | |
| "argmax_agreement": 0.7733549959382616, | |
| "hard_count": 2134, | |
| "hard_ece": 0.022770969448581948, | |
| "hard_reliability": [ | |
| { | |
| "count": 3, | |
| "confidence": 0.11589315469434829, | |
| "reference_agreement": 0.3333333333333333 | |
| }, | |
| { | |
| "count": 17, | |
| "confidence": 0.17569618187345318, | |
| "reference_agreement": 0.17647058823529413 | |
| }, | |
| { | |
| "count": 26, | |
| "confidence": 0.23574174336686576, | |
| "reference_agreement": 0.23076923076923078 | |
| }, | |
| { | |
| "count": 43, | |
| "confidence": 0.30201610783522903, | |
| "reference_agreement": 0.23255813953488372 | |
| }, | |
| { | |
| "count": 51, | |
| "confidence": 0.3728587574318181, | |
| "reference_agreement": 0.35294117647058826 | |
| }, | |
| { | |
| "count": 55, | |
| "confidence": 0.43468960041354515, | |
| "reference_agreement": 0.36363636363636365 | |
| }, | |
| { | |
| "count": 78, | |
| "confidence": 0.5068967125125762, | |
| "reference_agreement": 0.47435897435897434 | |
| }, | |
| { | |
| "count": 116, | |
| "confidence": 0.5692509240339776, | |
| "reference_agreement": 0.5689655172413793 | |
| }, | |
| { | |
| "count": 92, | |
| "confidence": 0.6274691893699693, | |
| "reference_agreement": 0.5760869565217391 | |
| }, | |
| { | |
| "count": 113, | |
| "confidence": 0.6976255782232683, | |
| "reference_agreement": 0.584070796460177 | |
| }, | |
| { | |
| "count": 125, | |
| "confidence": 0.7655885050647548, | |
| "reference_agreement": 0.72 | |
| }, | |
| { | |
| "count": 153, | |
| "confidence": 0.8348620973385892, | |
| "reference_agreement": 0.7777777777777778 | |
| }, | |
| { | |
| "count": 193, | |
| "confidence": 0.9005488041523733, | |
| "reference_agreement": 0.8860103626943006 | |
| }, | |
| { | |
| "count": 1069, | |
| "confidence": 0.9873898699630395, | |
| "reference_agreement": 0.9850327408793265 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 3, | |
| "confidence": 0.11589315469434829, | |
| "reference_agreement": 0.3333333333333333 | |
| }, | |
| { | |
| "count": 23, | |
| "confidence": 0.1712254393277906, | |
| "reference_agreement": 0.22601507061461293 | |
| }, | |
| { | |
| "count": 65, | |
| "confidence": 0.241401549839449, | |
| "reference_agreement": 0.27101087801087803 | |
| }, | |
| { | |
| "count": 136, | |
| "confidence": 0.3047942264115045, | |
| "reference_agreement": 0.30327285409683113 | |
| }, | |
| { | |
| "count": 180, | |
| "confidence": 0.3704360020830201, | |
| "reference_agreement": 0.3727716890584122 | |
| }, | |
| { | |
| "count": 239, | |
| "confidence": 0.4341484282824121, | |
| "reference_agreement": 0.4200372081322403 | |
| }, | |
| { | |
| "count": 268, | |
| "confidence": 0.5028656676116453, | |
| "reference_agreement": 0.5155282699000787 | |
| }, | |
| { | |
| "count": 335, | |
| "confidence": 0.5660902452493901, | |
| "reference_agreement": 0.600639823533436 | |
| }, | |
| { | |
| "count": 269, | |
| "confidence": 0.631949793983103, | |
| "reference_agreement": 0.6359665011640041 | |
| }, | |
| { | |
| "count": 261, | |
| "confidence": 0.6984239785753936, | |
| "reference_agreement": 0.6471423835974844 | |
| }, | |
| { | |
| "count": 249, | |
| "confidence": 0.7657109724234291, | |
| "reference_agreement": 0.7478915785725628 | |
| }, | |
| { | |
| "count": 253, | |
| "confidence": 0.8344639775274048, | |
| "reference_agreement": 0.8022606606356278 | |
| }, | |
| { | |
| "count": 261, | |
| "confidence": 0.8995167793570855, | |
| "reference_agreement": 0.8815173885724905 | |
| }, | |
| { | |
| "count": 1151, | |
| "confidence": 0.9856462873311037, | |
| "reference_agreement": 0.9822842533704442 | |
| } | |
| ], | |
| "expected_score_mae": 0.4584616360574015 | |
| }, | |
| "type": { | |
| "choice": { | |
| "count": 2526, | |
| "soft_ce": 0.6766963060796009, | |
| "kl": 0.4133999732939792, | |
| "brier": 0.10042181389472693, | |
| "argmax_agreement": 0.7862232779097387, | |
| "hard_count": 1737, | |
| "hard_ece": 0.024066863233766642, | |
| "hard_reliability": [ | |
| { | |
| "count": 3, | |
| "confidence": 0.11589315469434829, | |
| "reference_agreement": 0.3333333333333333 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.1466965963178435, | |
| "reference_agreement": 0.25 | |
| }, | |
| { | |
| "count": 7, | |
| "confidence": 0.23979741242633804, | |
| "reference_agreement": 0.14285714285714285 | |
| }, | |
| { | |
| "count": 20, | |
| "confidence": 0.30543179732871933, | |
| "reference_agreement": 0.35 | |
| }, | |
| { | |
| "count": 39, | |
| "confidence": 0.3752333136919975, | |
| "reference_agreement": 0.358974358974359 | |
| }, | |
| { | |
| "count": 37, | |
| "confidence": 0.43632325318545506, | |
| "reference_agreement": 0.35135135135135137 | |
| }, | |
| { | |
| "count": 64, | |
| "confidence": 0.5078595631087047, | |
| "reference_agreement": 0.484375 | |
| }, | |
| { | |
| "count": 91, | |
| "confidence": 0.5663438578130047, | |
| "reference_agreement": 0.6043956043956044 | |
| }, | |
| { | |
| "count": 72, | |
| "confidence": 0.6259376203313807, | |
| "reference_agreement": 0.5555555555555556 | |
| }, | |
| { | |
| "count": 87, | |
| "confidence": 0.6985076075501826, | |
| "reference_agreement": 0.6091954022988506 | |
| }, | |
| { | |
| "count": 98, | |
| "confidence": 0.7672216909611733, | |
| "reference_agreement": 0.7142857142857143 | |
| }, | |
| { | |
| "count": 126, | |
| "confidence": 0.835107717990711, | |
| "reference_agreement": 0.7777777777777778 | |
| }, | |
| { | |
| "count": 140, | |
| "confidence": 0.8998423906655577, | |
| "reference_agreement": 0.8857142857142857 | |
| }, | |
| { | |
| "count": 949, | |
| "confidence": 0.988617468252103, | |
| "reference_agreement": 0.9852476290832455 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 3, | |
| "confidence": 0.11589315469434829, | |
| "reference_agreement": 0.3333333333333333 | |
| }, | |
| { | |
| "count": 10, | |
| "confidence": 0.15381363979618545, | |
| "reference_agreement": 0.3198346624136098 | |
| }, | |
| { | |
| "count": 31, | |
| "confidence": 0.2398905686918626, | |
| "reference_agreement": 0.2732486151840991 | |
| }, | |
| { | |
| "count": 88, | |
| "confidence": 0.3066439829194413, | |
| "reference_agreement": 0.33710350424812785 | |
| }, | |
| { | |
| "count": 140, | |
| "confidence": 0.37159211827431626, | |
| "reference_agreement": 0.3838011523963886 | |
| }, | |
| { | |
| "count": 167, | |
| "confidence": 0.4341350320260209, | |
| "reference_agreement": 0.42457801395752337 | |
| }, | |
| { | |
| "count": 166, | |
| "confidence": 0.5007513721327872, | |
| "reference_agreement": 0.5253523924620044 | |
| }, | |
| { | |
| "count": 197, | |
| "confidence": 0.565477477433576, | |
| "reference_agreement": 0.619517122506086 | |
| }, | |
| { | |
| "count": 158, | |
| "confidence": 0.6298800441075835, | |
| "reference_agreement": 0.6306406317730678 | |
| }, | |
| { | |
| "count": 141, | |
| "confidence": 0.6982422404036815, | |
| "reference_agreement": 0.6697869686413617 | |
| }, | |
| { | |
| "count": 136, | |
| "confidence": 0.7667611071607225, | |
| "reference_agreement": 0.7399642556669485 | |
| }, | |
| { | |
| "count": 165, | |
| "confidence": 0.8340530433682095, | |
| "reference_agreement": 0.7888326080745547 | |
| }, | |
| { | |
| "count": 164, | |
| "confidence": 0.899220153771901, | |
| "reference_agreement": 0.8851424152139722 | |
| }, | |
| { | |
| "count": 960, | |
| "confidence": 0.988268968121057, | |
| "reference_agreement": 0.9841545132135424 | |
| } | |
| ] | |
| }, | |
| "noul": { | |
| "count": 582, | |
| "soft_ce": 0.4827658039249084, | |
| "kl": 0.16448167168121322, | |
| "brier": 0.05629811292264301, | |
| "argmax_agreement": 0.8316151202749141, | |
| "hard_count": 154, | |
| "hard_ece": 0.03838079417551199, | |
| "hard_reliability": [ | |
| { | |
| "count": 2, | |
| "confidence": 0.51409214953238, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 12, | |
| "confidence": 0.5848970391247416, | |
| "reference_agreement": 0.5833333333333334 | |
| }, | |
| { | |
| "count": 10, | |
| "confidence": 0.6345947956878246, | |
| "reference_agreement": 0.6 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.6959874383006549, | |
| "reference_agreement": 0.46153846153846156 | |
| }, | |
| { | |
| "count": 14, | |
| "confidence": 0.7675695442215852, | |
| "reference_agreement": 0.7857142857142857 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.8339093290833637, | |
| "reference_agreement": 0.9230769230769231 | |
| }, | |
| { | |
| "count": 25, | |
| "confidence": 0.9051654333633907, | |
| "reference_agreement": 0.88 | |
| }, | |
| { | |
| "count": 65, | |
| "confidence": 0.9758087375812551, | |
| "reference_agreement": 0.9692307692307692 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 34, | |
| "confidence": 0.5174138851791591, | |
| "reference_agreement": 0.502892126954275 | |
| }, | |
| { | |
| "count": 71, | |
| "confidence": 0.5685861678053349, | |
| "reference_agreement": 0.6089361690140845 | |
| }, | |
| { | |
| "count": 72, | |
| "confidence": 0.6374148978709203, | |
| "reference_agreement": 0.6503378173406389 | |
| }, | |
| { | |
| "count": 72, | |
| "confidence": 0.6973135426818078, | |
| "reference_agreement": 0.6177620419978036 | |
| }, | |
| { | |
| "count": 76, | |
| "confidence": 0.7668883954141004, | |
| "reference_agreement": 0.7746528812652387 | |
| }, | |
| { | |
| "count": 63, | |
| "confidence": 0.8361374834836659, | |
| "reference_agreement": 0.8580618729922205 | |
| }, | |
| { | |
| "count": 65, | |
| "confidence": 0.899478685155311, | |
| "reference_agreement": 0.8626053588050548 | |
| }, | |
| { | |
| "count": 129, | |
| "confidence": 0.9701079851807889, | |
| "reference_agreement": 0.9612726817393857 | |
| } | |
| ] | |
| }, | |
| "score": { | |
| "count": 585, | |
| "soft_ce": 1.0427334127476895, | |
| "kl": 0.505148438420284, | |
| "brier": 0.12208934572306966, | |
| "argmax_agreement": 0.6598290598290598, | |
| "hard_count": 243, | |
| "hard_ece": 0.0736454437457963, | |
| "hard_reliability": [ | |
| { | |
| "count": 13, | |
| "confidence": 0.18461913127517923, | |
| "reference_agreement": 0.15384615384615385 | |
| }, | |
| { | |
| "count": 19, | |
| "confidence": 0.23424754950284965, | |
| "reference_agreement": 0.2631578947368421 | |
| }, | |
| { | |
| "count": 23, | |
| "confidence": 0.299045943058281, | |
| "reference_agreement": 0.13043478260869565 | |
| }, | |
| { | |
| "count": 12, | |
| "confidence": 0.365141449586235, | |
| "reference_agreement": 0.3333333333333333 | |
| }, | |
| { | |
| "count": 18, | |
| "confidence": 0.43133153638239685, | |
| "reference_agreement": 0.3888888888888889 | |
| }, | |
| { | |
| "count": 12, | |
| "confidence": 0.5005622698299229, | |
| "reference_agreement": 0.4166666666666667 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.5751578198046974, | |
| "reference_agreement": 0.3076923076923077 | |
| }, | |
| { | |
| "count": 10, | |
| "confidence": 0.6313708801299527, | |
| "reference_agreement": 0.7 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.6933609064965334, | |
| "reference_agreement": 0.5384615384615384 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.7511433692151679, | |
| "reference_agreement": 0.6923076923076923 | |
| }, | |
| { | |
| "count": 14, | |
| "confidence": 0.8335362248493442, | |
| "reference_agreement": 0.6428571428571429 | |
| }, | |
| { | |
| "count": 28, | |
| "confidence": 0.8999588812194718, | |
| "reference_agreement": 0.8928571428571429 | |
| }, | |
| { | |
| "count": 55, | |
| "confidence": 0.9798950122993066, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 13, | |
| "confidence": 0.18461913127517923, | |
| "reference_agreement": 0.15384615384615385 | |
| }, | |
| { | |
| "count": 34, | |
| "confidence": 0.24277920912107187, | |
| "reference_agreement": 0.26897058823529413 | |
| }, | |
| { | |
| "count": 48, | |
| "confidence": 0.30140300614695376, | |
| "reference_agreement": 0.24124999548612047 | |
| }, | |
| { | |
| "count": 40, | |
| "confidence": 0.3663895954134836, | |
| "reference_agreement": 0.3341685673754948 | |
| }, | |
| { | |
| "count": 72, | |
| "confidence": 0.4341795001548752, | |
| "reference_agreement": 0.40950506128748676 | |
| }, | |
| { | |
| "count": 68, | |
| "confidence": 0.5007529272027481, | |
| "reference_agreement": 0.49786392453063255 | |
| }, | |
| { | |
| "count": 67, | |
| "confidence": 0.5652470326858571, | |
| "reference_agreement": 0.5363432798507779 | |
| }, | |
| { | |
| "count": 39, | |
| "confidence": 0.6302455119423146, | |
| "reference_agreement": 0.6310114396011891 | |
| }, | |
| { | |
| "count": 48, | |
| "confidence": 0.7006234882951765, | |
| "reference_agreement": 0.6246944274306163 | |
| }, | |
| { | |
| "count": 37, | |
| "confidence": 0.759432527246053, | |
| "reference_agreement": 0.7220606842622975 | |
| }, | |
| { | |
| "count": 25, | |
| "confidence": 0.8329589079683152, | |
| "reference_agreement": 0.7502667524000977 | |
| }, | |
| { | |
| "count": 32, | |
| "confidence": 0.9011143643285106, | |
| "reference_agreement": 0.9013541875 | |
| }, | |
| { | |
| "count": 62, | |
| "confidence": 0.9773667295736088, | |
| "reference_agreement": 0.9970430161290323 | |
| } | |
| ], | |
| "expected_score_mae": 0.4584616360574015 | |
| } | |
| }, | |
| "category": { | |
| "engineering": { | |
| "count": 500, | |
| "soft_ce": 0.018681013106648606, | |
| "kl": 0.018681013106648606, | |
| "brier": 0.004596240452886235, | |
| "argmax_agreement": 0.996, | |
| "hard_count": 500, | |
| "hard_ece": 0.010272557015768891, | |
| "hard_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.4716738957978698, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.5539038973137703, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.655163400891637, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.7052527420032781, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.7571008671839193, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.8521442972732137, | |
| "reference_agreement": 0.6666666666666666 | |
| }, | |
| { | |
| "count": 9, | |
| "confidence": 0.9071717975027496, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 479, | |
| "confidence": 0.9978224823124803, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.4716738957978698, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.5539038973137703, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.655163400891637, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.7052527420032781, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.7571008671839193, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.8521442972732137, | |
| "reference_agreement": 0.6666666666666666 | |
| }, | |
| { | |
| "count": 9, | |
| "confidence": 0.9071717975027496, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 479, | |
| "confidence": 0.9978224823124803, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "expected_score_mae": 0.3754904932299786 | |
| }, | |
| "data_analytics": { | |
| "count": 500, | |
| "soft_ce": 0.6222487807440032, | |
| "kl": 0.6189729294513925, | |
| "brier": 0.1492023277961967, | |
| "argmax_agreement": 0.76, | |
| "hard_count": 497, | |
| "hard_ece": 0.04324263356987873, | |
| "hard_reliability": [ | |
| { | |
| "count": 8, | |
| "confidence": 0.1836431426040265, | |
| "reference_agreement": 0.125 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.2326095606931366, | |
| "reference_agreement": 0.23076923076923078 | |
| }, | |
| { | |
| "count": 21, | |
| "confidence": 0.3080856226638128, | |
| "reference_agreement": 0.19047619047619047 | |
| }, | |
| { | |
| "count": 11, | |
| "confidence": 0.37224859620757544, | |
| "reference_agreement": 0.36363636363636365 | |
| }, | |
| { | |
| "count": 18, | |
| "confidence": 0.43216064330256254, | |
| "reference_agreement": 0.2777777777777778 | |
| }, | |
| { | |
| "count": 16, | |
| "confidence": 0.49955516847278475, | |
| "reference_agreement": 0.375 | |
| }, | |
| { | |
| "count": 20, | |
| "confidence": 0.5648218776742052, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 14, | |
| "confidence": 0.6284579234052629, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 29, | |
| "confidence": 0.7007100933753049, | |
| "reference_agreement": 0.5517241379310345 | |
| }, | |
| { | |
| "count": 25, | |
| "confidence": 0.7611781134778828, | |
| "reference_agreement": 0.68 | |
| }, | |
| { | |
| "count": 42, | |
| "confidence": 0.8391754153900324, | |
| "reference_agreement": 0.7857142857142857 | |
| }, | |
| { | |
| "count": 45, | |
| "confidence": 0.9013655316115832, | |
| "reference_agreement": 0.8888888888888888 | |
| }, | |
| { | |
| "count": 235, | |
| "confidence": 0.9854872248925048, | |
| "reference_agreement": 0.9914893617021276 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 8, | |
| "confidence": 0.1836431426040265, | |
| "reference_agreement": 0.125 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.2326095606931366, | |
| "reference_agreement": 0.23076923076923078 | |
| }, | |
| { | |
| "count": 21, | |
| "confidence": 0.3080856226638128, | |
| "reference_agreement": 0.19047619047619047 | |
| }, | |
| { | |
| "count": 11, | |
| "confidence": 0.37224859620757544, | |
| "reference_agreement": 0.36363636363636365 | |
| }, | |
| { | |
| "count": 18, | |
| "confidence": 0.43216064330256254, | |
| "reference_agreement": 0.2777777777777778 | |
| }, | |
| { | |
| "count": 16, | |
| "confidence": 0.49955516847278475, | |
| "reference_agreement": 0.375 | |
| }, | |
| { | |
| "count": 23, | |
| "confidence": 0.56429092950471, | |
| "reference_agreement": 0.49903378260869563 | |
| }, | |
| { | |
| "count": 14, | |
| "confidence": 0.6284579234052629, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 29, | |
| "confidence": 0.7007100933753049, | |
| "reference_agreement": 0.5517241379310345 | |
| }, | |
| { | |
| "count": 25, | |
| "confidence": 0.7611781134778828, | |
| "reference_agreement": 0.68 | |
| }, | |
| { | |
| "count": 42, | |
| "confidence": 0.8391754153900324, | |
| "reference_agreement": 0.7857142857142857 | |
| }, | |
| { | |
| "count": 45, | |
| "confidence": 0.9013655316115832, | |
| "reference_agreement": 0.8888888888888888 | |
| }, | |
| { | |
| "count": 235, | |
| "confidence": 0.9854872248925048, | |
| "reference_agreement": 0.9914893617021276 | |
| } | |
| ], | |
| "expected_score_mae": 0.8394948703521851 | |
| }, | |
| "finance": { | |
| "count": 500, | |
| "soft_ce": 0.8372534729882183, | |
| "kl": 0.22213311910463876, | |
| "brier": 0.05824555646969622, | |
| "argmax_agreement": 0.766, | |
| "hard_count": 52, | |
| "hard_ece": 0.11310128402928836, | |
| "hard_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.3723071041294397, | |
| "reference_agreement": 0.0 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.50016902311118, | |
| "reference_agreement": 0.6 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.5753408310146032, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.6182583123935925, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.6819092006332838, | |
| "reference_agreement": 0.3333333333333333 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.7665259528880326, | |
| "reference_agreement": 0.4 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.838982843566272, | |
| "reference_agreement": 0.75 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.881833000901765, | |
| "reference_agreement": 0.875 | |
| }, | |
| { | |
| "count": 21, | |
| "confidence": 0.9797645091294379, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 16, | |
| "confidence": 0.3226339567135692, | |
| "reference_agreement": 0.3984374629166975 | |
| }, | |
| { | |
| "count": 41, | |
| "confidence": 0.36674248561146494, | |
| "reference_agreement": 0.33682928918700217 | |
| }, | |
| { | |
| "count": 62, | |
| "confidence": 0.4340519346364484, | |
| "reference_agreement": 0.4111594596595161 | |
| }, | |
| { | |
| "count": 48, | |
| "confidence": 0.49924896849347133, | |
| "reference_agreement": 0.5386290065109846 | |
| }, | |
| { | |
| "count": 70, | |
| "confidence": 0.5686484601862719, | |
| "reference_agreement": 0.655761905714329 | |
| }, | |
| { | |
| "count": 50, | |
| "confidence": 0.6308002075172696, | |
| "reference_agreement": 0.6414333730000463 | |
| }, | |
| { | |
| "count": 54, | |
| "confidence": 0.6999272500653496, | |
| "reference_agreement": 0.6493579925926575 | |
| }, | |
| { | |
| "count": 46, | |
| "confidence": 0.7648365922391855, | |
| "reference_agreement": 0.7116637471812303 | |
| }, | |
| { | |
| "count": 32, | |
| "confidence": 0.8315695075811502, | |
| "reference_agreement": 0.8268750565625763 | |
| }, | |
| { | |
| "count": 22, | |
| "confidence": 0.8916310587032179, | |
| "reference_agreement": 0.9127121363636364 | |
| }, | |
| { | |
| "count": 59, | |
| "confidence": 0.9675218038967256, | |
| "reference_agreement": 0.9836666610169491 | |
| } | |
| ], | |
| "expected_score_mae": 0.29112017853517996 | |
| }, | |
| "trust_safety": { | |
| "count": 500, | |
| "soft_ce": 0.6856993182154376, | |
| "kl": 0.31539041995043376, | |
| "brier": 0.09066598215826954, | |
| "argmax_agreement": 0.734, | |
| "hard_count": 222, | |
| "hard_ece": 0.06329846877237999, | |
| "hard_reliability": [ | |
| { | |
| "count": 2, | |
| "confidence": 0.3683034743483865, | |
| "reference_agreement": 0.0 | |
| }, | |
| { | |
| "count": 7, | |
| "confidence": 0.43137594222756087, | |
| "reference_agreement": 0.2857142857142857 | |
| }, | |
| { | |
| "count": 9, | |
| "confidence": 0.505779039854673, | |
| "reference_agreement": 0.6666666666666666 | |
| }, | |
| { | |
| "count": 16, | |
| "confidence": 0.569920504948867, | |
| "reference_agreement": 0.75 | |
| }, | |
| { | |
| "count": 14, | |
| "confidence": 0.6316407404385947, | |
| "reference_agreement": 0.6428571428571429 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.6972827104351492, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 18, | |
| "confidence": 0.7672982199470547, | |
| "reference_agreement": 0.6666666666666666 | |
| }, | |
| { | |
| "count": 19, | |
| "confidence": 0.826724451152989, | |
| "reference_agreement": 0.6842105263157895 | |
| }, | |
| { | |
| "count": 25, | |
| "confidence": 0.9010283785718083, | |
| "reference_agreement": 0.84 | |
| }, | |
| { | |
| "count": 104, | |
| "confidence": 0.9729483427736801, | |
| "reference_agreement": 0.9711538461538461 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 9, | |
| "confidence": 0.2361890508436565, | |
| "reference_agreement": 0.27388888888888885 | |
| }, | |
| { | |
| "count": 7, | |
| "confidence": 0.30342299595800304, | |
| "reference_agreement": 0.2961904285714286 | |
| }, | |
| { | |
| "count": 18, | |
| "confidence": 0.3674761849264621, | |
| "reference_agreement": 0.3014857858344078 | |
| }, | |
| { | |
| "count": 33, | |
| "confidence": 0.4359383368744807, | |
| "reference_agreement": 0.3778090549302529 | |
| }, | |
| { | |
| "count": 35, | |
| "confidence": 0.5047182741304667, | |
| "reference_agreement": 0.517333303803201 | |
| }, | |
| { | |
| "count": 55, | |
| "confidence": 0.5629326069104805, | |
| "reference_agreement": 0.5935795651642476 | |
| }, | |
| { | |
| "count": 49, | |
| "confidence": 0.6337639434256919, | |
| "reference_agreement": 0.6102933127493159 | |
| }, | |
| { | |
| "count": 29, | |
| "confidence": 0.693334781004934, | |
| "reference_agreement": 0.5768357275211178 | |
| }, | |
| { | |
| "count": 40, | |
| "confidence": 0.7684317409650803, | |
| "reference_agreement": 0.7117894730881641 | |
| }, | |
| { | |
| "count": 42, | |
| "confidence": 0.8344109799487145, | |
| "reference_agreement": 0.7692592592237804 | |
| }, | |
| { | |
| "count": 44, | |
| "confidence": 0.8999478793240552, | |
| "reference_agreement": 0.8112662345983765 | |
| }, | |
| { | |
| "count": 139, | |
| "confidence": 0.9715298963628789, | |
| "reference_agreement": 0.9553096231010606 | |
| } | |
| ], | |
| "expected_score_mae": 0.3249617918461017 | |
| }, | |
| "documents_meetings": { | |
| "count": 500, | |
| "soft_ce": 0.9505308054596932, | |
| "kl": 0.2819220023348468, | |
| "brier": 0.06778096624550085, | |
| "argmax_agreement": 0.754, | |
| "hard_count": 111, | |
| "hard_ece": 0.0745149993383762, | |
| "hard_reliability": [ | |
| { | |
| "count": 7, | |
| "confidence": 0.5130857536757218, | |
| "reference_agreement": 0.8571428571428571 | |
| }, | |
| { | |
| "count": 9, | |
| "confidence": 0.5759649564141678, | |
| "reference_agreement": 0.6666666666666666 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.631365854228681, | |
| "reference_agreement": 0.8 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.7057283821613531, | |
| "reference_agreement": 0.375 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.7734135275347481, | |
| "reference_agreement": 0.75 | |
| }, | |
| { | |
| "count": 14, | |
| "confidence": 0.8276341762810223, | |
| "reference_agreement": 0.7857142857142857 | |
| }, | |
| { | |
| "count": 11, | |
| "confidence": 0.9061937668671157, | |
| "reference_agreement": 0.9090909090909091 | |
| }, | |
| { | |
| "count": 49, | |
| "confidence": 0.974518301452977, | |
| "reference_agreement": 0.9591836734693877 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 20, | |
| "confidence": 0.2507030605824935, | |
| "reference_agreement": 0.2815126262626263 | |
| }, | |
| { | |
| "count": 38, | |
| "confidence": 0.3027780535641847, | |
| "reference_agreement": 0.30187799043062197 | |
| }, | |
| { | |
| "count": 37, | |
| "confidence": 0.36910116911685614, | |
| "reference_agreement": 0.4304395304395305 | |
| }, | |
| { | |
| "count": 46, | |
| "confidence": 0.43197305120456336, | |
| "reference_agreement": 0.5305434782608696 | |
| }, | |
| { | |
| "count": 70, | |
| "confidence": 0.4998801989425534, | |
| "reference_agreement": 0.5903253968253969 | |
| }, | |
| { | |
| "count": 63, | |
| "confidence": 0.564395576933704, | |
| "reference_agreement": 0.65 | |
| }, | |
| { | |
| "count": 52, | |
| "confidence": 0.6360817173907356, | |
| "reference_agreement": 0.7249679487179487 | |
| }, | |
| { | |
| "count": 41, | |
| "confidence": 0.6999872254915769, | |
| "reference_agreement": 0.672560975609756 | |
| }, | |
| { | |
| "count": 34, | |
| "confidence": 0.769121243337486, | |
| "reference_agreement": 0.8225 | |
| }, | |
| { | |
| "count": 34, | |
| "confidence": 0.8294780729236917, | |
| "reference_agreement": 0.8451470588235294 | |
| }, | |
| { | |
| "count": 16, | |
| "confidence": 0.9032976162782315, | |
| "reference_agreement": 0.8896875 | |
| }, | |
| { | |
| "count": 49, | |
| "confidence": 0.974518301452977, | |
| "reference_agreement": 0.9591836734693877 | |
| } | |
| ], | |
| "expected_score_mae": 0.39489489482681317 | |
| }, | |
| "customer_support": { | |
| "count": 500, | |
| "soft_ce": 1.1285135288404535, | |
| "kl": 0.545722865769657, | |
| "brier": 0.108362788973766, | |
| "argmax_agreement": 0.706, | |
| "hard_count": 142, | |
| "hard_ece": 0.11241881164831904, | |
| "hard_reliability": [ | |
| { | |
| "count": 3, | |
| "confidence": 0.11589315469434829, | |
| "reference_agreement": 0.3333333333333333 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.1466965963178435, | |
| "reference_agreement": 0.25 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.23363389271036505, | |
| "reference_agreement": 0.0 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.3018620938804334, | |
| "reference_agreement": 0.3333333333333333 | |
| }, | |
| { | |
| "count": 9, | |
| "confidence": 0.37797570812443015, | |
| "reference_agreement": 0.2222222222222222 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.4272157242978048, | |
| "reference_agreement": 0.0 | |
| }, | |
| { | |
| "count": 7, | |
| "confidence": 0.5005016740966861, | |
| "reference_agreement": 0.14285714285714285 | |
| }, | |
| { | |
| "count": 7, | |
| "confidence": 0.5675968327842555, | |
| "reference_agreement": 0.8571428571428571 | |
| }, | |
| { | |
| "count": 7, | |
| "confidence": 0.6248700358768576, | |
| "reference_agreement": 0.5714285714285714 | |
| }, | |
| { | |
| "count": 9, | |
| "confidence": 0.7018524259315515, | |
| "reference_agreement": 0.5555555555555556 | |
| }, | |
| { | |
| "count": 18, | |
| "confidence": 0.763652193538776, | |
| "reference_agreement": 0.7222222222222222 | |
| }, | |
| { | |
| "count": 15, | |
| "confidence": 0.8335790279408464, | |
| "reference_agreement": 0.6666666666666666 | |
| }, | |
| { | |
| "count": 16, | |
| "confidence": 0.9023386004425975, | |
| "reference_agreement": 0.8125 | |
| }, | |
| { | |
| "count": 39, | |
| "confidence": 0.9678176556415846, | |
| "reference_agreement": 0.9487179487179487 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 3, | |
| "confidence": 0.11589315469434829, | |
| "reference_agreement": 0.3333333333333333 | |
| }, | |
| { | |
| "count": 10, | |
| "confidence": 0.15381363979618545, | |
| "reference_agreement": 0.3198346624136098 | |
| }, | |
| { | |
| "count": 12, | |
| "confidence": 0.24077671068363551, | |
| "reference_agreement": 0.29337121212121214 | |
| }, | |
| { | |
| "count": 35, | |
| "confidence": 0.3022639463465406, | |
| "reference_agreement": 0.3521546318325211 | |
| }, | |
| { | |
| "count": 42, | |
| "confidence": 0.37365140372838623, | |
| "reference_agreement": 0.35323562863250324 | |
| }, | |
| { | |
| "count": 45, | |
| "confidence": 0.4350034398300646, | |
| "reference_agreement": 0.36927072142944645 | |
| }, | |
| { | |
| "count": 55, | |
| "confidence": 0.5024000185598814, | |
| "reference_agreement": 0.4825757636363636 | |
| }, | |
| { | |
| "count": 55, | |
| "confidence": 0.5652814585293939, | |
| "reference_agreement": 0.631175707569653 | |
| }, | |
| { | |
| "count": 47, | |
| "confidence": 0.6319760416224046, | |
| "reference_agreement": 0.6904964592198635 | |
| }, | |
| { | |
| "count": 40, | |
| "confidence": 0.7024876007617367, | |
| "reference_agreement": 0.669458325 | |
| }, | |
| { | |
| "count": 43, | |
| "confidence": 0.766737205353825, | |
| "reference_agreement": 0.7386433953488373 | |
| }, | |
| { | |
| "count": 33, | |
| "confidence": 0.83741488958767, | |
| "reference_agreement": 0.7505555454545454 | |
| }, | |
| { | |
| "count": 37, | |
| "confidence": 0.8973418194210278, | |
| "reference_agreement": 0.8589099459459459 | |
| }, | |
| { | |
| "count": 43, | |
| "confidence": 0.965788577174672, | |
| "reference_agreement": 0.9501550236821856 | |
| } | |
| ], | |
| "expected_score_mae": 0.33319003384682117 | |
| }, | |
| "ai_agents_evals": { | |
| "count": 500, | |
| "soft_ce": 0.7625932921761905, | |
| "kl": 0.6730676386853419, | |
| "brier": 0.18645192181998924, | |
| "argmax_agreement": 0.68, | |
| "hard_count": 417, | |
| "hard_ece": 0.052463098512104685, | |
| "hard_reliability": [ | |
| { | |
| "count": 5, | |
| "confidence": 0.18618071314902357, | |
| "reference_agreement": 0.2 | |
| }, | |
| { | |
| "count": 10, | |
| "confidence": 0.23838633417547514, | |
| "reference_agreement": 0.2 | |
| }, | |
| { | |
| "count": 18, | |
| "confidence": 0.295781111577869, | |
| "reference_agreement": 0.2777777777777778 | |
| }, | |
| { | |
| "count": 26, | |
| "confidence": 0.37139215520169777, | |
| "reference_agreement": 0.4230769230769231 | |
| }, | |
| { | |
| "count": 22, | |
| "confidence": 0.43633042832674923, | |
| "reference_agreement": 0.45454545454545453 | |
| }, | |
| { | |
| "count": 29, | |
| "confidence": 0.5119118632329336, | |
| "reference_agreement": 0.4482758620689655 | |
| }, | |
| { | |
| "count": 51, | |
| "confidence": 0.5699148465657553, | |
| "reference_agreement": 0.47058823529411764 | |
| }, | |
| { | |
| "count": 38, | |
| "confidence": 0.6258474222785992, | |
| "reference_agreement": 0.5263157894736842 | |
| }, | |
| { | |
| "count": 42, | |
| "confidence": 0.692690594223072, | |
| "reference_agreement": 0.7380952380952381 | |
| }, | |
| { | |
| "count": 35, | |
| "confidence": 0.7681140161954323, | |
| "reference_agreement": 0.7714285714285715 | |
| }, | |
| { | |
| "count": 40, | |
| "confidence": 0.8344200795661016, | |
| "reference_agreement": 0.85 | |
| }, | |
| { | |
| "count": 46, | |
| "confidence": 0.9006389466100536, | |
| "reference_agreement": 0.9347826086956522 | |
| }, | |
| { | |
| "count": 55, | |
| "confidence": 0.9717353590779876, | |
| "reference_agreement": 0.8909090909090909 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 5, | |
| "confidence": 0.18618071314902357, | |
| "reference_agreement": 0.2 | |
| }, | |
| { | |
| "count": 10, | |
| "confidence": 0.23838633417547514, | |
| "reference_agreement": 0.2 | |
| }, | |
| { | |
| "count": 18, | |
| "confidence": 0.295781111577869, | |
| "reference_agreement": 0.2777777777777778 | |
| }, | |
| { | |
| "count": 29, | |
| "confidence": 0.3733951639465118, | |
| "reference_agreement": 0.41724137931034483 | |
| }, | |
| { | |
| "count": 30, | |
| "confidence": 0.4336998105448617, | |
| "reference_agreement": 0.44690416558973367 | |
| }, | |
| { | |
| "count": 39, | |
| "confidence": 0.5120708414698647, | |
| "reference_agreement": 0.4701608617898467 | |
| }, | |
| { | |
| "count": 58, | |
| "confidence": 0.5690122989604566, | |
| "reference_agreement": 0.4917532841954055 | |
| }, | |
| { | |
| "count": 46, | |
| "confidence": 0.6283615036372431, | |
| "reference_agreement": 0.5640713243854648 | |
| }, | |
| { | |
| "count": 54, | |
| "confidence": 0.6932351995199476, | |
| "reference_agreement": 0.7547641003856951 | |
| }, | |
| { | |
| "count": 45, | |
| "confidence": 0.7641095557632885, | |
| "reference_agreement": 0.7842272393489996 | |
| }, | |
| { | |
| "count": 51, | |
| "confidence": 0.8318454353186426, | |
| "reference_agreement": 0.8372494792826007 | |
| }, | |
| { | |
| "count": 55, | |
| "confidence": 0.9002777292404353, | |
| "reference_agreement": 0.9324725290016627 | |
| }, | |
| { | |
| "count": 60, | |
| "confidence": 0.9709295090707568, | |
| "reference_agreement": 0.8988023166666667 | |
| } | |
| ], | |
| "expected_score_mae": 0.8456565717140646 | |
| }, | |
| "legal": { | |
| "count": 122, | |
| "soft_ce": 0.5436294554804777, | |
| "kl": 0.5436294554804777, | |
| "brier": 0.1304449623060641, | |
| "argmax_agreement": 0.819672131147541, | |
| "hard_count": 122, | |
| "hard_ece": 0.08307026110171992, | |
| "hard_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.2542299113522521, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.28724827093183936, | |
| "reference_agreement": 0.0 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.377085304774584, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.4441052741464433, | |
| "reference_agreement": 0.3333333333333333 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.5174342366971163, | |
| "reference_agreement": 0.0 | |
| }, | |
| { | |
| "count": 7, | |
| "confidence": 0.5644377124854338, | |
| "reference_agreement": 0.5714285714285714 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.6251477859811808, | |
| "reference_agreement": 0.8 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.7044969749942575, | |
| "reference_agreement": 0.25 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.7587080210898536, | |
| "reference_agreement": 0.75 | |
| }, | |
| { | |
| "count": 6, | |
| "confidence": 0.8354103639312468, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.8963652039349991, | |
| "reference_agreement": 0.7692307692307693 | |
| }, | |
| { | |
| "count": 66, | |
| "confidence": 0.9815239804604637, | |
| "reference_agreement": 0.9848484848484849 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.2542299113522521, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.28724827093183936, | |
| "reference_agreement": 0.0 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.377085304774584, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.4441052741464433, | |
| "reference_agreement": 0.3333333333333333 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.5174342366971163, | |
| "reference_agreement": 0.0 | |
| }, | |
| { | |
| "count": 7, | |
| "confidence": 0.5644377124854338, | |
| "reference_agreement": 0.5714285714285714 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.6251477859811808, | |
| "reference_agreement": 0.8 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.7044969749942575, | |
| "reference_agreement": 0.25 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.7587080210898536, | |
| "reference_agreement": 0.75 | |
| }, | |
| { | |
| "count": 6, | |
| "confidence": 0.8354103639312468, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.8963652039349991, | |
| "reference_agreement": 0.7692307692307693 | |
| }, | |
| { | |
| "count": 66, | |
| "confidence": 0.9815239804604637, | |
| "reference_agreement": 0.9848484848484849 | |
| } | |
| ], | |
| "expected_score_mae": 0.05800823336689319 | |
| }, | |
| "sales_commerce": { | |
| "count": 71, | |
| "soft_ce": 0.43972836851867453, | |
| "kl": 0.43972836851867453, | |
| "brier": 0.13079004940228145, | |
| "argmax_agreement": 0.8169014084507042, | |
| "hard_count": 71, | |
| "hard_ece": 0.08143885493164209, | |
| "hard_reliability": [ | |
| { | |
| "count": 2, | |
| "confidence": 0.4480862145923521, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.5225530044071978, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.5799241321545268, | |
| "reference_agreement": 0.6666666666666666 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.6273970582753347, | |
| "reference_agreement": 0.2 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.6962808034900051, | |
| "reference_agreement": 0.75 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.7775016660973879, | |
| "reference_agreement": 0.75 | |
| }, | |
| { | |
| "count": 10, | |
| "confidence": 0.8388575355152714, | |
| "reference_agreement": 0.7 | |
| }, | |
| { | |
| "count": 20, | |
| "confidence": 0.9005931196007729, | |
| "reference_agreement": 0.9 | |
| }, | |
| { | |
| "count": 21, | |
| "confidence": 0.9756813796187571, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 2, | |
| "confidence": 0.4480862145923521, | |
| "reference_agreement": 1.0 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.5225530044071978, | |
| "reference_agreement": 0.5 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.5799241321545268, | |
| "reference_agreement": 0.6666666666666666 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.6273970582753347, | |
| "reference_agreement": 0.2 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.6962808034900051, | |
| "reference_agreement": 0.75 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.7775016660973879, | |
| "reference_agreement": 0.75 | |
| }, | |
| { | |
| "count": 10, | |
| "confidence": 0.8388575355152714, | |
| "reference_agreement": 0.7 | |
| }, | |
| { | |
| "count": 20, | |
| "confidence": 0.9005931196007729, | |
| "reference_agreement": 0.9 | |
| }, | |
| { | |
| "count": 21, | |
| "confidence": 0.9756813796187571, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "expected_score_mae": 0.3234410160549905 | |
| } | |
| } | |
| }, | |
| "permutation": { | |
| "count": 256, | |
| "completed": true, | |
| "mean_total_variation": 0.061152504018688186, | |
| "answer_flip_rate": 0.0625 | |
| } | |
| }, | |
| "typed_decisions": { | |
| "dataset": "LocalLLaMA/typed-decisions", | |
| "revision": "7189f46b02248bd2569df7325c9df8e3b24e90a7", | |
| "config": "all", | |
| "split": "test", | |
| "cases": 400, | |
| "decisions": 2000, | |
| "errors": 0, | |
| "raw": { | |
| "overall": { | |
| "count": 2000, | |
| "soft_ce": 0.8982348703026427, | |
| "kl": 0.13087631467831382, | |
| "brier": 0.03733508375955404, | |
| "argmax_agreement": 0.7055, | |
| "hard_count": 2, | |
| "hard_ece": 0.02813636220158644, | |
| "hard_reliability": [ | |
| { | |
| "count": 2, | |
| "confidence": 0.9718636377984136, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 24, | |
| "confidence": 0.31520772849577633, | |
| "reference_agreement": 0.3355554526389121 | |
| }, | |
| { | |
| "count": 171, | |
| "confidence": 0.3746159687360105, | |
| "reference_agreement": 0.38106237192013953 | |
| }, | |
| { | |
| "count": 368, | |
| "confidence": 0.43486926682677546, | |
| "reference_agreement": 0.41427729467341934 | |
| }, | |
| { | |
| "count": 330, | |
| "confidence": 0.5005758970577506, | |
| "reference_agreement": 0.4898888885960213 | |
| }, | |
| { | |
| "count": 259, | |
| "confidence": 0.5661637493278858, | |
| "reference_agreement": 0.5401029315058599 | |
| }, | |
| { | |
| "count": 208, | |
| "confidence": 0.6334207148716826, | |
| "reference_agreement": 0.5813301291346679 | |
| }, | |
| { | |
| "count": 176, | |
| "confidence": 0.6976026942523854, | |
| "reference_agreement": 0.6650378634451258 | |
| }, | |
| { | |
| "count": 117, | |
| "confidence": 0.765488790351476, | |
| "reference_agreement": 0.6715926028234322 | |
| }, | |
| { | |
| "count": 95, | |
| "confidence": 0.8268994900267613, | |
| "reference_agreement": 0.7595845223159148 | |
| }, | |
| { | |
| "count": 90, | |
| "confidence": 0.8962419341009388, | |
| "reference_agreement": 0.9119985310000607 | |
| }, | |
| { | |
| "count": 162, | |
| "confidence": 0.9675863551773324, | |
| "reference_agreement": 0.9661111104013173 | |
| } | |
| ], | |
| "expected_score_mae": 0.2689357269785638, | |
| "gold_label_correct": 1409, | |
| "gold_label_accuracy": 0.7045, | |
| "gold_label_ece_15bin_all_decisions": 0.10329466050980009, | |
| "full_vector_brier": 0.07467016751910809 | |
| }, | |
| "type": { | |
| "choice": { | |
| "count": 600, | |
| "soft_ce": 1.0297958099292934, | |
| "kl": 0.1660012130824713, | |
| "brier": 0.041920794479682215, | |
| "argmax_agreement": 0.6883333333333334, | |
| "hard_count": 1, | |
| "hard_ece": 0.023186746014468573, | |
| "hard_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.9768132539855314, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 14, | |
| "confidence": 0.3173165797051884, | |
| "reference_agreement": 0.39047612547625926 | |
| }, | |
| { | |
| "count": 114, | |
| "confidence": 0.3727881473417713, | |
| "reference_agreement": 0.3832163580409846 | |
| }, | |
| { | |
| "count": 160, | |
| "confidence": 0.4341875923805457, | |
| "reference_agreement": 0.4184011179583752 | |
| }, | |
| { | |
| "count": 92, | |
| "confidence": 0.4936694315907819, | |
| "reference_agreement": 0.511159424456586 | |
| }, | |
| { | |
| "count": 48, | |
| "confidence": 0.5673671375615373, | |
| "reference_agreement": 0.5801388408334563 | |
| }, | |
| { | |
| "count": 31, | |
| "confidence": 0.6339963551108706, | |
| "reference_agreement": 0.6433333275269537 | |
| }, | |
| { | |
| "count": 28, | |
| "confidence": 0.6907448914335091, | |
| "reference_agreement": 0.7217737262976213 | |
| }, | |
| { | |
| "count": 22, | |
| "confidence": 0.764159840829608, | |
| "reference_agreement": 0.6959089121213682 | |
| }, | |
| { | |
| "count": 32, | |
| "confidence": 0.8290876216067908, | |
| "reference_agreement": 0.7640788558334829 | |
| }, | |
| { | |
| "count": 33, | |
| "confidence": 0.8944038265429061, | |
| "reference_agreement": 0.9230363914142908 | |
| }, | |
| { | |
| "count": 26, | |
| "confidence": 0.9583538062949253, | |
| "reference_agreement": 0.955179537115826 | |
| } | |
| ], | |
| "gold_label_correct": 413, | |
| "gold_label_accuracy": 0.6883333333333334, | |
| "gold_label_ece_15bin_all_decisions": 0.1452815073319075, | |
| "full_vector_brier": 0.08384158895936443 | |
| }, | |
| "noul": { | |
| "count": 600, | |
| "soft_ce": 0.5376753319725679, | |
| "kl": 0.08395308862000342, | |
| "brier": 0.034802117110535095, | |
| "argmax_agreement": 0.7666666666666667, | |
| "hard_count": 1, | |
| "hard_ece": 0.033085978388704196, | |
| "hard_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.9669140216112958, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 59, | |
| "confidence": 0.5179912574843223, | |
| "reference_agreement": 0.48372877966101696 | |
| }, | |
| { | |
| "count": 86, | |
| "confidence": 0.5678122996718532, | |
| "reference_agreement": 0.525968976744186 | |
| }, | |
| { | |
| "count": 85, | |
| "confidence": 0.6369483441744728, | |
| "reference_agreement": 0.5698431176470588 | |
| }, | |
| { | |
| "count": 85, | |
| "confidence": 0.6995096580475858, | |
| "reference_agreement": 0.6567059176470588 | |
| }, | |
| { | |
| "count": 63, | |
| "confidence": 0.7673512554565463, | |
| "reference_agreement": 0.6198413174603175 | |
| }, | |
| { | |
| "count": 47, | |
| "confidence": 0.8295192389350612, | |
| "reference_agreement": 0.740141914893617 | |
| }, | |
| { | |
| "count": 54, | |
| "confidence": 0.8971869226053684, | |
| "reference_agreement": 0.9035740740740741 | |
| }, | |
| { | |
| "count": 121, | |
| "confidence": 0.9707946773144384, | |
| "reference_agreement": 0.9677850826446281 | |
| } | |
| ], | |
| "gold_label_correct": 459, | |
| "gold_label_accuracy": 0.765, | |
| "gold_label_ece_15bin_all_decisions": 0.037528508953695645, | |
| "full_vector_brier": 0.06960423422107019 | |
| }, | |
| "score": { | |
| "count": 800, | |
| "soft_ce": 1.0699838193302107, | |
| "kl": 0.1397250604189285, | |
| "brier": 0.03579552570622214, | |
| "argmax_agreement": 0.6725, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 10, | |
| "confidence": 0.3122553368025993, | |
| "reference_agreement": 0.25866651066662605 | |
| }, | |
| { | |
| "count": 57, | |
| "confidence": 0.3782716115244891, | |
| "reference_agreement": 0.3767543996784493 | |
| }, | |
| { | |
| "count": 208, | |
| "confidence": 0.4353936317854138, | |
| "reference_agreement": 0.41110512291576096 | |
| }, | |
| { | |
| "count": 179, | |
| "confidence": 0.4983853303415126, | |
| "reference_agreement": 0.4809869731099504 | |
| }, | |
| { | |
| "count": 125, | |
| "confidence": 0.564567445609514, | |
| "reference_agreement": 0.5344533032000944 | |
| }, | |
| { | |
| "count": 92, | |
| "confidence": 0.6299675264135088, | |
| "reference_agreement": 0.5710507468116885 | |
| }, | |
| { | |
| "count": 63, | |
| "confidence": 0.6980777189561393, | |
| "reference_agreement": 0.6510634385715672 | |
| }, | |
| { | |
| "count": 32, | |
| "confidence": 0.7627357149721534, | |
| "reference_agreement": 0.7567604832397332 | |
| }, | |
| { | |
| "count": 16, | |
| "confidence": 0.8148277144485708, | |
| "reference_agreement": 0.8077085145837775 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.8994513241595642, | |
| "reference_agreement": 0.9422222911112911 | |
| }, | |
| { | |
| "count": 15, | |
| "confidence": 0.9577089746675174, | |
| "reference_agreement": 0.9715557946667946 | |
| } | |
| ], | |
| "expected_score_mae": 0.2689357269785638, | |
| "gold_label_correct": 537, | |
| "gold_label_accuracy": 0.67125, | |
| "gold_label_ece_15bin_all_decisions": 0.13471575955048368, | |
| "full_vector_brier": 0.07159105141244428 | |
| } | |
| }, | |
| "category": { | |
| "agent_trace_observability": { | |
| "count": 500, | |
| "soft_ce": 0.97776378147771, | |
| "kl": 0.09929350853248653, | |
| "brier": 0.029319985421551766, | |
| "argmax_agreement": 0.666, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.3271961322725437, | |
| "reference_agreement": 0.333333 | |
| }, | |
| { | |
| "count": 35, | |
| "confidence": 0.3798205422614706, | |
| "reference_agreement": 0.40077146666672475 | |
| }, | |
| { | |
| "count": 132, | |
| "confidence": 0.43641602107268646, | |
| "reference_agreement": 0.4047222168687381 | |
| }, | |
| { | |
| "count": 117, | |
| "confidence": 0.5006302500044424, | |
| "reference_agreement": 0.47911679880348107 | |
| }, | |
| { | |
| "count": 76, | |
| "confidence": 0.5690619634091041, | |
| "reference_agreement": 0.5512718920614565 | |
| }, | |
| { | |
| "count": 45, | |
| "confidence": 0.6338679776529896, | |
| "reference_agreement": 0.6111852223703935 | |
| }, | |
| { | |
| "count": 25, | |
| "confidence": 0.6938113959359317, | |
| "reference_agreement": 0.6235998789334686 | |
| }, | |
| { | |
| "count": 14, | |
| "confidence": 0.7711383973508009, | |
| "reference_agreement": 0.6864285047620653 | |
| }, | |
| { | |
| "count": 32, | |
| "confidence": 0.823789261655095, | |
| "reference_agreement": 0.7322917248959386 | |
| }, | |
| { | |
| "count": 23, | |
| "confidence": 0.8940903067075735, | |
| "reference_agreement": 0.8727536086956522 | |
| } | |
| ], | |
| "expected_score_mae": 0.20094214035170185, | |
| "gold_label_correct": 335, | |
| "gold_label_accuracy": 0.67, | |
| "gold_label_ece_15bin_all_decisions": 0.11802699803796707, | |
| "full_vector_brier": 0.05863997084310353 | |
| }, | |
| "customer_service": { | |
| "count": 500, | |
| "soft_ce": 0.9356140291801783, | |
| "kl": 0.19845939117069544, | |
| "brier": 0.054488558914342955, | |
| "argmax_agreement": 0.694, | |
| "hard_count": 1, | |
| "hard_ece": 0.023186746014468573, | |
| "hard_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.9768132539855314, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 10, | |
| "confidence": 0.31477128374516633, | |
| "reference_agreement": 0.4056665940000813 | |
| }, | |
| { | |
| "count": 39, | |
| "confidence": 0.3723859508926986, | |
| "reference_agreement": 0.45632472794882123 | |
| }, | |
| { | |
| "count": 73, | |
| "confidence": 0.4380748853548461, | |
| "reference_agreement": 0.3939339658448251 | |
| }, | |
| { | |
| "count": 81, | |
| "confidence": 0.5011240542197034, | |
| "reference_agreement": 0.5185185261729083 | |
| }, | |
| { | |
| "count": 80, | |
| "confidence": 0.5649588987676203, | |
| "reference_agreement": 0.5116249845417362 | |
| }, | |
| { | |
| "count": 69, | |
| "confidence": 0.6279948891492104, | |
| "reference_agreement": 0.5734783022222739 | |
| }, | |
| { | |
| "count": 46, | |
| "confidence": 0.6947774859534929, | |
| "reference_agreement": 0.7216593691232294 | |
| }, | |
| { | |
| "count": 33, | |
| "confidence": 0.7624282639003352, | |
| "reference_agreement": 0.6597979875758164 | |
| }, | |
| { | |
| "count": 22, | |
| "confidence": 0.8310417874707298, | |
| "reference_agreement": 0.8232055630304752 | |
| }, | |
| { | |
| "count": 21, | |
| "confidence": 0.8956622165551549, | |
| "reference_agreement": 0.913333472222457 | |
| }, | |
| { | |
| "count": 26, | |
| "confidence": 0.9583538062949253, | |
| "reference_agreement": 0.955179537115826 | |
| } | |
| ], | |
| "expected_score_mae": 0.3528748230925414, | |
| "gold_label_correct": 347, | |
| "gold_label_accuracy": 0.694, | |
| "gold_label_ece_15bin_all_decisions": 0.09884340864299247, | |
| "full_vector_brier": 0.10897711782868591 | |
| }, | |
| "invoice_processing": { | |
| "count": 500, | |
| "soft_ce": 0.6654727615892404, | |
| "kl": 0.09052528592434582, | |
| "brier": 0.02417431701033401, | |
| "argmax_agreement": 0.84, | |
| "hard_count": 1, | |
| "hard_ece": 0.033085978388704196, | |
| "hard_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.9669140216112958, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 2, | |
| "confidence": 0.3278949544267834, | |
| "reference_agreement": 0.5716665 | |
| }, | |
| { | |
| "count": 37, | |
| "confidence": 0.36518717835723197, | |
| "reference_agreement": 0.3640449954955256 | |
| }, | |
| { | |
| "count": 44, | |
| "confidence": 0.43272176571282106, | |
| "reference_agreement": 0.4239439440863979 | |
| }, | |
| { | |
| "count": 47, | |
| "confidence": 0.4990750370635605, | |
| "reference_agreement": 0.4812765950355347 | |
| }, | |
| { | |
| "count": 40, | |
| "confidence": 0.5636676327793726, | |
| "reference_agreement": 0.5589167148334007 | |
| }, | |
| { | |
| "count": 44, | |
| "confidence": 0.6359292707198466, | |
| "reference_agreement": 0.618181796969778 | |
| }, | |
| { | |
| "count": 53, | |
| "confidence": 0.6993117889365471, | |
| "reference_agreement": 0.6881194986793073 | |
| }, | |
| { | |
| "count": 34, | |
| "confidence": 0.7613192737634586, | |
| "reference_agreement": 0.7343039374609032 | |
| }, | |
| { | |
| "count": 21, | |
| "confidence": 0.8299096395763272, | |
| "reference_agreement": 0.8130160017462573 | |
| }, | |
| { | |
| "count": 43, | |
| "confidence": 0.8979274834748605, | |
| "reference_agreement": 0.9520123691472993 | |
| }, | |
| { | |
| "count": 135, | |
| "confidence": 0.9695963375504574, | |
| "reference_agreement": 0.9691999920000142 | |
| } | |
| ], | |
| "expected_score_mae": 0.21560838991268416, | |
| "gold_label_correct": 417, | |
| "gold_label_accuracy": 0.834, | |
| "gold_label_ece_15bin_all_decisions": 0.11985107384860202, | |
| "full_vector_brier": 0.04834863402066802 | |
| }, | |
| "security_incidents": { | |
| "count": 500, | |
| "soft_ce": 1.0140889089634417, | |
| "kl": 0.13522707308572743, | |
| "brier": 0.041357473691987466, | |
| "argmax_agreement": 0.622, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 11, | |
| "confidence": 0.31220787321098703, | |
| "reference_agreement": 0.2290908112120979 | |
| }, | |
| { | |
| "count": 60, | |
| "confidence": 0.37884389984455846, | |
| "reference_agreement": 0.33113891736116685 | |
| }, | |
| { | |
| "count": 119, | |
| "confidence": 0.4319811015831166, | |
| "reference_agreement": 0.43378150224093404 | |
| }, | |
| { | |
| "count": 85, | |
| "confidence": 0.5008086075853485, | |
| "reference_agreement": 0.48219608458828284 | |
| }, | |
| { | |
| "count": 63, | |
| "confidence": 0.5657822959404127, | |
| "reference_agreement": 0.550846477883684 | |
| }, | |
| { | |
| "count": 50, | |
| "confidence": 0.6382982887191337, | |
| "reference_agreement": 0.5328665986667214 | |
| }, | |
| { | |
| "count": 52, | |
| "confidence": 0.7001826946639205, | |
| "reference_agreement": 0.6113462035256458 | |
| }, | |
| { | |
| "count": 36, | |
| "confidence": 0.7700350803206342, | |
| "reference_agreement": 0.6174074444444444 | |
| }, | |
| { | |
| "count": 20, | |
| "confidence": 0.8241586712060176, | |
| "reference_agreement": 0.6771668 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.8926362259110124, | |
| "reference_agreement": 0.63 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.9362850057480346, | |
| "reference_agreement": 0.833333 | |
| } | |
| ], | |
| "expected_score_mae": 0.3063175545573279, | |
| "gold_label_correct": 310, | |
| "gold_label_accuracy": 0.62, | |
| "gold_label_ece_15bin_all_decisions": 0.11599525503936776, | |
| "full_vector_brier": 0.08271494738397493 | |
| } | |
| }, | |
| "question": { | |
| "agent_trace_observability/action": { | |
| "count": 100, | |
| "soft_ce": 1.1235396454195041, | |
| "kl": 0.08949577063715862, | |
| "brier": 0.023420285987952504, | |
| "argmax_agreement": 0.66, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.3271961322725437, | |
| "reference_agreement": 0.333333 | |
| }, | |
| { | |
| "count": 28, | |
| "confidence": 0.37758519376271876, | |
| "reference_agreement": 0.4010834071429083 | |
| }, | |
| { | |
| "count": 34, | |
| "confidence": 0.42300368726206095, | |
| "reference_agreement": 0.40872541411767294 | |
| }, | |
| { | |
| "count": 14, | |
| "confidence": 0.508725847017595, | |
| "reference_agreement": 0.6019047511905369 | |
| }, | |
| { | |
| "count": 23, | |
| "confidence": 0.5700440548082534, | |
| "reference_agreement": 0.6007246056522724 | |
| } | |
| ], | |
| "gold_label_correct": 66, | |
| "gold_label_accuracy": 0.66, | |
| "gold_label_ece_15bin_all_decisions": 0.21139510221170185, | |
| "full_vector_brier": 0.04684057197590501 | |
| }, | |
| "agent_trace_observability/needs_review": { | |
| "count": 100, | |
| "soft_ce": 0.5772198756410069, | |
| "kl": 0.06175400802011981, | |
| "brier": 0.026948573243994925, | |
| "argmax_agreement": 0.78, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 17, | |
| "confidence": 0.522037312516128, | |
| "reference_agreement": 0.48039217647058824 | |
| }, | |
| { | |
| "count": 27, | |
| "confidence": 0.5740099433811946, | |
| "reference_agreement": 0.5532098148148148 | |
| }, | |
| { | |
| "count": 19, | |
| "confidence": 0.6307027904464286, | |
| "reference_agreement": 0.6412281052631579 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.679178699175393, | |
| "reference_agreement": 0.766667 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.831497587641693, | |
| "reference_agreement": 0.8541025384615385 | |
| }, | |
| { | |
| "count": 23, | |
| "confidence": 0.8940903067075735, | |
| "reference_agreement": 0.8727536086956522 | |
| } | |
| ], | |
| "gold_label_correct": 78, | |
| "gold_label_accuracy": 0.78, | |
| "gold_label_ece_15bin_all_decisions": 0.09591019804659835, | |
| "full_vector_brier": 0.05389714648798985 | |
| }, | |
| "agent_trace_observability/outcome": { | |
| "count": 100, | |
| "soft_ce": 1.0935064791897204, | |
| "kl": 0.16872011458553096, | |
| "brier": 0.04551726407182359, | |
| "argmax_agreement": 0.62, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.39948630465030277, | |
| "reference_agreement": 0.233333 | |
| }, | |
| { | |
| "count": 36, | |
| "confidence": 0.44371195558609283, | |
| "reference_agreement": 0.36223152500002964 | |
| }, | |
| { | |
| "count": 29, | |
| "confidence": 0.4869204497761252, | |
| "reference_agreement": 0.42333332505753857 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.5457545962932366, | |
| "reference_agreement": 0.75 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.6334661880424128, | |
| "reference_agreement": 0.8091667499999999 | |
| }, | |
| { | |
| "count": 6, | |
| "confidence": 0.68759444755407, | |
| "reference_agreement": 0.6505555205556461 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.7680981282943802, | |
| "reference_agreement": 0.6516665095834904 | |
| }, | |
| { | |
| "count": 15, | |
| "confidence": 0.820754732086627, | |
| "reference_agreement": 0.6195556666667333 | |
| } | |
| ], | |
| "gold_label_correct": 60, | |
| "gold_label_accuracy": 0.6, | |
| "gold_label_ece_15bin_all_decisions": 0.08832517707815522, | |
| "full_vector_brier": 0.09103452814364718 | |
| }, | |
| "agent_trace_observability/risk": { | |
| "count": 100, | |
| "soft_ce": 0.9829069466566531, | |
| "kl": 0.09053683824790124, | |
| "brier": 0.027227209135250532, | |
| "argmax_agreement": 0.67, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 6, | |
| "confidence": 0.3869745415241738, | |
| "reference_agreement": 0.4272221555556555 | |
| }, | |
| { | |
| "count": 15, | |
| "confidence": 0.4430243807991401, | |
| "reference_agreement": 0.4377777200001155 | |
| }, | |
| { | |
| "count": 20, | |
| "confidence": 0.5064388102385512, | |
| "reference_agreement": 0.552666578333445 | |
| }, | |
| { | |
| "count": 22, | |
| "confidence": 0.5633028160410002, | |
| "reference_agreement": 0.5042424242424954 | |
| }, | |
| { | |
| "count": 15, | |
| "confidence": 0.6350598264314197, | |
| "reference_agreement": 0.5333333022222356 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.6937211677482574, | |
| "reference_agreement": 0.5712818941026444 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.780801733899054, | |
| "reference_agreement": 0.7526666713334713 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.810116688080407, | |
| "reference_agreement": 0.7591667991672592 | |
| } | |
| ], | |
| "expected_score_mae": 0.1887612567569762, | |
| "gold_label_correct": 69, | |
| "gold_label_accuracy": 0.69, | |
| "gold_label_ece_15bin_all_decisions": 0.14607924787983295, | |
| "full_vector_brier": 0.054454418270501063 | |
| }, | |
| "agent_trace_observability/urgency": { | |
| "count": 100, | |
| "soft_ce": 1.111645960481666, | |
| "kl": 0.08596081117172201, | |
| "brier": 0.023486594668737287, | |
| "argmax_agreement": 0.6, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 47, | |
| "confidence": 0.43842113407655536, | |
| "reference_agreement": 0.42382272014190947 | |
| }, | |
| { | |
| "count": 37, | |
| "confidence": 0.49533713057352974, | |
| "reference_agreement": 0.4360360527027635 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.5670036460048613, | |
| "reference_agreement": 0.43333317777784447 | |
| }, | |
| { | |
| "count": 7, | |
| "confidence": 0.6401348324659201, | |
| "reference_agreement": 0.5833334961905962 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.7044328666342266, | |
| "reference_agreement": 0.6986664453336919 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.7471438670609017, | |
| "reference_agreement": 0.6333336333336334 | |
| } | |
| ], | |
| "expected_score_mae": 0.21312302394642757, | |
| "gold_label_correct": 62, | |
| "gold_label_accuracy": 0.62, | |
| "gold_label_ece_15bin_all_decisions": 0.12615469901673237, | |
| "full_vector_brier": 0.046973189337474575 | |
| }, | |
| "customer_service/action": { | |
| "count": 100, | |
| "soft_ce": 1.241760340801668, | |
| "kl": 0.275902444840478, | |
| "brier": 0.06755224071529659, | |
| "argmax_agreement": 0.6, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 9, | |
| "confidence": 0.31273256683149947, | |
| "reference_agreement": 0.3525925488889793 | |
| }, | |
| { | |
| "count": 34, | |
| "confidence": 0.37221056069924124, | |
| "reference_agreement": 0.4573528766667779 | |
| }, | |
| { | |
| "count": 25, | |
| "confidence": 0.4324976531209652, | |
| "reference_agreement": 0.4009538457334028 | |
| }, | |
| { | |
| "count": 20, | |
| "confidence": 0.49707265548386304, | |
| "reference_agreement": 0.5388333921667305 | |
| }, | |
| { | |
| "count": 9, | |
| "confidence": 0.5563524243492388, | |
| "reference_agreement": 0.6407407485186634 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.6089655400408842, | |
| "reference_agreement": 0.35 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.705852717684706, | |
| "reference_agreement": 0.7800003916668916 | |
| } | |
| ], | |
| "gold_label_correct": 61, | |
| "gold_label_accuracy": 0.61, | |
| "gold_label_ece_15bin_all_decisions": 0.18966441682569232, | |
| "full_vector_brier": 0.13510448143059317 | |
| }, | |
| "customer_service/category": { | |
| "count": 100, | |
| "soft_ce": 0.5646570684297757, | |
| "kl": 0.15423518549593282, | |
| "brier": 0.03216723408432829, | |
| "argmax_agreement": 0.93, | |
| "hard_count": 1, | |
| "hard_ece": 0.023186746014468573, | |
| "hard_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.9768132539855314, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 3, | |
| "confidence": 0.4430349798534358, | |
| "reference_agreement": 0.6166666055560389 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.5046243895746633, | |
| "reference_agreement": 0.635333516000116 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.5798365858143383, | |
| "reference_agreement": 0.5683333691670058 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.6384560218456447, | |
| "reference_agreement": 0.6099999795834395 | |
| }, | |
| { | |
| "count": 9, | |
| "confidence": 0.6915068535481631, | |
| "reference_agreement": 0.8281108069998411 | |
| }, | |
| { | |
| "count": 9, | |
| "confidence": 0.7596657412667888, | |
| "reference_agreement": 0.6937035451853623 | |
| }, | |
| { | |
| "count": 15, | |
| "confidence": 0.8332816589849125, | |
| "reference_agreement": 0.8847014257780302 | |
| }, | |
| { | |
| "count": 21, | |
| "confidence": 0.8956622165551549, | |
| "reference_agreement": 0.913333472222457 | |
| }, | |
| { | |
| "count": 26, | |
| "confidence": 0.9583538062949253, | |
| "reference_agreement": 0.955179537115826 | |
| } | |
| ], | |
| "gold_label_correct": 94, | |
| "gold_label_accuracy": 0.94, | |
| "gold_label_ece_15bin_all_decisions": 0.1407358753162401, | |
| "full_vector_brier": 0.06433446816865658 | |
| }, | |
| "customer_service/churn_risk": { | |
| "count": 100, | |
| "soft_ce": 1.0723716037197997, | |
| "kl": 0.18195307128399665, | |
| "brier": 0.05156803196362559, | |
| "argmax_agreement": 0.71, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.3331197359681683, | |
| "reference_agreement": 0.883333 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.3735786042082082, | |
| "reference_agreement": 0.4493333166667167 | |
| }, | |
| { | |
| "count": 31, | |
| "confidence": 0.4406830914886085, | |
| "reference_agreement": 0.388172083225866 | |
| }, | |
| { | |
| "count": 26, | |
| "confidence": 0.5011742997082412, | |
| "reference_agreement": 0.578589826794943 | |
| }, | |
| { | |
| "count": 18, | |
| "confidence": 0.5633032673902467, | |
| "reference_agreement": 0.5179629694445509 | |
| }, | |
| { | |
| "count": 17, | |
| "confidence": 0.6284474784336418, | |
| "reference_agreement": 0.6143137843137941 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.6870135499018379, | |
| "reference_agreement": 0.6716668416668417 | |
| } | |
| ], | |
| "expected_score_mae": 0.3151828379933619, | |
| "gold_label_correct": 71, | |
| "gold_label_accuracy": 0.71, | |
| "gold_label_ece_15bin_all_decisions": 0.19910186568229626, | |
| "full_vector_brier": 0.10313606392725118 | |
| }, | |
| "customer_service/needs_human": { | |
| "count": 100, | |
| "soft_ce": 0.6761560528212277, | |
| "kl": 0.12704364399222592, | |
| "brier": 0.05613679930099221, | |
| "argmax_agreement": 0.66, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 8, | |
| "confidence": 0.517557176152255, | |
| "reference_agreement": 0.482499875 | |
| }, | |
| { | |
| "count": 22, | |
| "confidence": 0.5656107740630231, | |
| "reference_agreement": 0.5101515 | |
| }, | |
| { | |
| "count": 20, | |
| "confidence": 0.6310079557436046, | |
| "reference_agreement": 0.5293334 | |
| }, | |
| { | |
| "count": 20, | |
| "confidence": 0.7003291402466889, | |
| "reference_agreement": 0.7098333 | |
| }, | |
| { | |
| "count": 23, | |
| "confidence": 0.7643885662708242, | |
| "reference_agreement": 0.6455073043478261 | |
| }, | |
| { | |
| "count": 7, | |
| "confidence": 0.8262420627974808, | |
| "reference_agreement": 0.6914287142857143 | |
| } | |
| ], | |
| "gold_label_correct": 65, | |
| "gold_label_accuracy": 0.65, | |
| "gold_label_ece_15bin_all_decisions": 0.08754395103445267, | |
| "full_vector_brier": 0.11227359860198442 | |
| }, | |
| "customer_service/urgency": { | |
| "count": 100, | |
| "soft_ce": 1.1231250801284207, | |
| "kl": 0.25316261024084386, | |
| "brier": 0.06501848850747206, | |
| "argmax_agreement": 0.57, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 14, | |
| "confidence": 0.4411960376551762, | |
| "reference_agreement": 0.34642849761908573 | |
| }, | |
| { | |
| "count": 22, | |
| "confidence": 0.4979765514824134, | |
| "reference_agreement": 0.41560594090917574 | |
| }, | |
| { | |
| "count": 27, | |
| "confidence": 0.5661962183925248, | |
| "reference_agreement": 0.45716044814818446 | |
| }, | |
| { | |
| "count": 23, | |
| "confidence": 0.6222290168802378, | |
| "reference_agreement": 0.5786956818841255 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.6879913332169492, | |
| "reference_agreement": 0.664871788461732 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.7422040130810093, | |
| "reference_agreement": 0.6833336833336833 | |
| } | |
| ], | |
| "expected_score_mae": 0.39056680819172096, | |
| "gold_label_correct": 56, | |
| "gold_label_accuracy": 0.56, | |
| "gold_label_ece_15bin_all_decisions": 0.12422167823236911, | |
| "full_vector_brier": 0.13003697701494413 | |
| }, | |
| "invoice_processing/discrepancy_severity": { | |
| "count": 100, | |
| "soft_ce": 0.7813166885573835, | |
| "kl": 0.13707332422163884, | |
| "brier": 0.03045788400272809, | |
| "argmax_agreement": 0.83, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 10, | |
| "confidence": 0.36318909440456576, | |
| "reference_agreement": 0.452666601666755 | |
| }, | |
| { | |
| "count": 15, | |
| "confidence": 0.41585765000740066, | |
| "reference_agreement": 0.4002355722088945 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.5029107001361107, | |
| "reference_agreement": 0.46666675555575554 | |
| }, | |
| { | |
| "count": 7, | |
| "confidence": 0.554937459938247, | |
| "reference_agreement": 0.5833334000001142 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.6405068280987012, | |
| "reference_agreement": 0.7933334066669266 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.7045803972407967, | |
| "reference_agreement": 0.7338461728206614 | |
| }, | |
| { | |
| "count": 18, | |
| "confidence": 0.7675469747476337, | |
| "reference_agreement": 0.7801667003890337 | |
| }, | |
| { | |
| "count": 11, | |
| "confidence": 0.8164401230878163, | |
| "reference_agreement": 0.8336366139397898 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.8994513241595642, | |
| "reference_agreement": 0.9422222911112911 | |
| }, | |
| { | |
| "count": 15, | |
| "confidence": 0.9577089746675174, | |
| "reference_agreement": 0.9715557946667946 | |
| } | |
| ], | |
| "expected_score_mae": 0.27761394944700535, | |
| "gold_label_correct": 83, | |
| "gold_label_accuracy": 0.83, | |
| "gold_label_ece_15bin_all_decisions": 0.1551419518932857, | |
| "full_vector_brier": 0.06091576800545618 | |
| }, | |
| "invoice_processing/disposition": { | |
| "count": 100, | |
| "soft_ce": 0.9672103205660691, | |
| "kl": 0.14375101661084821, | |
| "brier": 0.03838214719887722, | |
| "argmax_agreement": 0.74, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 2, | |
| "confidence": 0.3278949544267834, | |
| "reference_agreement": 0.5716665 | |
| }, | |
| { | |
| "count": 24, | |
| "confidence": 0.3638647878856312, | |
| "reference_agreement": 0.3302638513888964 | |
| }, | |
| { | |
| "count": 16, | |
| "confidence": 0.4371119558468517, | |
| "reference_agreement": 0.42291669833338374 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.48657462908745097, | |
| "reference_agreement": 0.5753333066666932 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.5743529947838498, | |
| "reference_agreement": 0.39799984333333 | |
| }, | |
| { | |
| "count": 18, | |
| "confidence": 0.6335226967478499, | |
| "reference_agreement": 0.637592573148225 | |
| }, | |
| { | |
| "count": 11, | |
| "confidence": 0.6890930143191779, | |
| "reference_agreement": 0.6630302878788333 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.7659479600990471, | |
| "reference_agreement": 0.7706664166667834 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.8601290126721075, | |
| "reference_agreement": 0.9433335 | |
| }, | |
| { | |
| "count": 12, | |
| "confidence": 0.8922016440214707, | |
| "reference_agreement": 0.9400165 | |
| } | |
| ], | |
| "gold_label_correct": 74, | |
| "gold_label_accuracy": 0.74, | |
| "gold_label_ece_15bin_all_decisions": 0.20816706463754298, | |
| "full_vector_brier": 0.07676429439775444 | |
| }, | |
| "invoice_processing/duplicate": { | |
| "count": 100, | |
| "soft_ce": 0.2334091092156495, | |
| "kl": 0.02585605705240466, | |
| "brier": 0.007688562652478144, | |
| "argmax_agreement": 0.94, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 9, | |
| "confidence": 0.5190740869546441, | |
| "reference_agreement": 0.5159257777777778 | |
| }, | |
| { | |
| "count": 6, | |
| "confidence": 0.5672429607854125, | |
| "reference_agreement": 0.5161113333333334 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.6224593312018546, | |
| "reference_agreement": 0.046667 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.679178699175393, | |
| "reference_agreement": 0.75 | |
| }, | |
| { | |
| "count": 7, | |
| "confidence": 0.9192141605617763, | |
| "reference_agreement": 0.9795238571428572 | |
| }, | |
| { | |
| "count": 76, | |
| "confidence": 0.973002201351445, | |
| "reference_agreement": 0.9698990789473684 | |
| } | |
| ], | |
| "gold_label_correct": 94, | |
| "gold_label_accuracy": 0.94, | |
| "gold_label_ece_15bin_all_decisions": 0.05485489658079937, | |
| "full_vector_brier": 0.015377125304956288 | |
| }, | |
| "invoice_processing/matches_order": { | |
| "count": 100, | |
| "soft_ce": 0.3306428558838697, | |
| "kl": 0.07295218240515576, | |
| "brier": 0.025035670669917, | |
| "argmax_agreement": 0.91, | |
| "hard_count": 1, | |
| "hard_ece": 0.033085978388704196, | |
| "hard_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.9669140216112958, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 2, | |
| "confidence": 0.5, | |
| "reference_agreement": 0.25 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.5467381519846138, | |
| "reference_agreement": 0.05 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.6494972618666175, | |
| "reference_agreement": 0.742916625 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.6945122010594892, | |
| "reference_agreement": 0.7448718461538462 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.7602322944976581, | |
| "reference_agreement": 0.49416675 | |
| }, | |
| { | |
| "count": 7, | |
| "confidence": 0.8444382467004503, | |
| "reference_agreement": 0.7571428571428571 | |
| }, | |
| { | |
| "count": 21, | |
| "confidence": 0.8938861411785824, | |
| "reference_agreement": 0.951095238095238 | |
| }, | |
| { | |
| "count": 44, | |
| "confidence": 0.9677659919679358, | |
| "reference_agreement": 0.9671893636363635 | |
| } | |
| ], | |
| "gold_label_correct": 91, | |
| "gold_label_accuracy": 0.91, | |
| "gold_label_ece_15bin_all_decisions": 0.10098650283026388, | |
| "full_vector_brier": 0.050071341339834 | |
| }, | |
| "invoice_processing/urgency": { | |
| "count": 100, | |
| "soft_ce": 1.0147848337232301, | |
| "kl": 0.07299384933168163, | |
| "brier": 0.01930732052766958, | |
| "argmax_agreement": 0.78, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 3, | |
| "confidence": 0.38242658197225876, | |
| "reference_agreement": 0.33888879444446113 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.44677704982334543, | |
| "reference_agreement": 0.4525640602564577 | |
| }, | |
| { | |
| "count": 28, | |
| "confidence": 0.49440195405535564, | |
| "reference_agreement": 0.47142861309533574 | |
| }, | |
| { | |
| "count": 21, | |
| "confidence": 0.5638182000471827, | |
| "reference_agreement": 0.6255555988889798 | |
| }, | |
| { | |
| "count": 12, | |
| "confidence": 0.629708983631971, | |
| "reference_agreement": 0.4805554763889625 | |
| }, | |
| { | |
| "count": 15, | |
| "confidence": 0.7077412786031287, | |
| "reference_agreement": 0.6135777344445011 | |
| }, | |
| { | |
| "count": 7, | |
| "confidence": 0.7426201120020457, | |
| "reference_agreement": 0.7276191690477404 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.8159353248895248, | |
| "reference_agreement": 0.7166662833337166 | |
| } | |
| ], | |
| "expected_score_mae": 0.15360283037836298, | |
| "gold_label_correct": 75, | |
| "gold_label_accuracy": 0.75, | |
| "gold_label_ece_15bin_all_decisions": 0.1846883809213806, | |
| "full_vector_brier": 0.03861464105533916 | |
| }, | |
| "security_incidents/credential_compromise": { | |
| "count": 100, | |
| "soft_ce": 0.7435202424681325, | |
| "kl": 0.13032283941349765, | |
| "brier": 0.056534706032330906, | |
| "argmax_agreement": 0.56, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 13, | |
| "confidence": 0.5180136079658565, | |
| "reference_agreement": 0.5041024615384615 | |
| }, | |
| { | |
| "count": 16, | |
| "confidence": 0.5611483436625656, | |
| "reference_agreement": 0.5185416875 | |
| }, | |
| { | |
| "count": 18, | |
| "confidence": 0.6424031158653717, | |
| "reference_agreement": 0.4575924444444444 | |
| }, | |
| { | |
| "count": 24, | |
| "confidence": 0.7033728698546223, | |
| "reference_agreement": 0.54125 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.7727795187245017, | |
| "reference_agreement": 0.5805127692307692 | |
| }, | |
| { | |
| "count": 12, | |
| "confidence": 0.8229402454540159, | |
| "reference_agreement": 0.61611125 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.8926362259110124, | |
| "reference_agreement": 0.63 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.9362850057480346, | |
| "reference_agreement": 0.833333 | |
| } | |
| ], | |
| "gold_label_correct": 56, | |
| "gold_label_accuracy": 0.56, | |
| "gold_label_ece_15bin_all_decisions": 0.12394694920782158, | |
| "full_vector_brier": 0.11306941206466181 | |
| }, | |
| "security_incidents/disposition": { | |
| "count": 100, | |
| "soft_ce": 1.1881010051690235, | |
| "kl": 0.1639027463248791, | |
| "brier": 0.04448559481981512, | |
| "argmax_agreement": 0.58, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 2, | |
| "confidence": 0.32242648663151624, | |
| "reference_agreement": 0.4083334083334083 | |
| }, | |
| { | |
| "count": 27, | |
| "confidence": 0.3754838182935608, | |
| "reference_agreement": 0.32395059913580926 | |
| }, | |
| { | |
| "count": 46, | |
| "confidence": 0.43432437938573537, | |
| "reference_agreement": 0.46449275565219045 | |
| }, | |
| { | |
| "count": 19, | |
| "confidence": 0.4882781369268498, | |
| "reference_agreement": 0.49964906052637453 | |
| }, | |
| { | |
| "count": 6, | |
| "confidence": 0.5630952682918294, | |
| "reference_agreement": 0.5416665000001667 | |
| } | |
| ], | |
| "gold_label_correct": 58, | |
| "gold_label_accuracy": 0.58, | |
| "gold_label_ece_15bin_all_decisions": 0.2085843245755816, | |
| "full_vector_brier": 0.08897118963963024 | |
| }, | |
| "security_incidents/severity": { | |
| "count": 100, | |
| "soft_ce": 1.315743899027136, | |
| "kl": 0.16019039234495527, | |
| "brier": 0.03374204583723859, | |
| "argmax_agreement": 0.62, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 9, | |
| "confidence": 0.30993707022864725, | |
| "reference_agreement": 0.1892591229629178 | |
| }, | |
| { | |
| "count": 11, | |
| "confidence": 0.37361903832007515, | |
| "reference_agreement": 0.35666686181831636 | |
| }, | |
| { | |
| "count": 29, | |
| "confidence": 0.4358135451699136, | |
| "reference_agreement": 0.367356292413834 | |
| }, | |
| { | |
| "count": 26, | |
| "confidence": 0.4949142252274759, | |
| "reference_agreement": 0.4523077201282927 | |
| }, | |
| { | |
| "count": 16, | |
| "confidence": 0.5669241476967354, | |
| "reference_agreement": 0.5614581968751906 | |
| }, | |
| { | |
| "count": 9, | |
| "confidence": 0.629883142448191, | |
| "reference_agreement": 0.5296296370372297 | |
| } | |
| ], | |
| "expected_score_mae": 0.3280770725235342, | |
| "gold_label_correct": 61, | |
| "gold_label_accuracy": 0.61, | |
| "gold_label_ece_15bin_all_decisions": 0.17433526899513643, | |
| "full_vector_brier": 0.06748409167447718 | |
| }, | |
| "security_incidents/true_positive": { | |
| "count": 100, | |
| "soft_ce": 0.6651038558055207, | |
| "kl": 0.08578980083661669, | |
| "brier": 0.03646839076349738, | |
| "argmax_agreement": 0.75, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 10, | |
| "confidence": 0.5140548783434865, | |
| "reference_agreement": 0.4816668 | |
| }, | |
| { | |
| "count": 14, | |
| "confidence": 0.5686844897001768, | |
| "reference_agreement": 0.5449999285714285 | |
| }, | |
| { | |
| "count": 19, | |
| "confidence": 0.6397580847244457, | |
| "reference_agreement": 0.6021052105263158 | |
| }, | |
| { | |
| "count": 26, | |
| "confidence": 0.699375893864459, | |
| "reference_agreement": 0.6705129230769231 | |
| }, | |
| { | |
| "count": 23, | |
| "confidence": 0.7684838760054046, | |
| "reference_agreement": 0.6382609565217391 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.8259863098340201, | |
| "reference_agreement": 0.768750125 | |
| } | |
| ], | |
| "gold_label_correct": 75, | |
| "gold_label_accuracy": 0.75, | |
| "gold_label_ece_15bin_all_decisions": 0.0755676945059552, | |
| "full_vector_brier": 0.07293678152699476 | |
| }, | |
| "security_incidents/urgency": { | |
| "count": 100, | |
| "soft_ce": 1.1579755423473963, | |
| "kl": 0.13592958650868842, | |
| "brier": 0.035556631007055334, | |
| "argmax_agreement": 0.6, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 22, | |
| "confidence": 0.3855800670557517, | |
| "reference_agreement": 0.327196972045531 | |
| }, | |
| { | |
| "count": 44, | |
| "confidence": 0.42700538242544434, | |
| "reference_agreement": 0.44545453469702745 | |
| }, | |
| { | |
| "count": 17, | |
| "confidence": 0.5028795000140648, | |
| "reference_agreement": 0.49196084215690095 | |
| }, | |
| { | |
| "count": 11, | |
| "confidence": 0.5686336651767027, | |
| "reference_agreement": 0.5948483596970949 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.6318266146454532, | |
| "reference_agreement": 0.55000005000025 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.6723890027684984, | |
| "reference_agreement": 0.6833332916667916 | |
| } | |
| ], | |
| "expected_score_mae": 0.2845580365911216, | |
| "gold_label_correct": 60, | |
| "gold_label_accuracy": 0.6, | |
| "gold_label_ece_15bin_all_decisions": 0.19018518367205345, | |
| "full_vector_brier": 0.07111326201411067 | |
| } | |
| } | |
| }, | |
| "calibrated": { | |
| "overall": { | |
| "count": 2000, | |
| "soft_ce": 0.8996057207086053, | |
| "kl": 0.13224716508427645, | |
| "brier": 0.0371886634007063, | |
| "argmax_agreement": 0.7055, | |
| "hard_count": 2, | |
| "hard_ece": 0.04532655734322799, | |
| "hard_reliability": [ | |
| { | |
| "count": 2, | |
| "confidence": 0.954673442656772, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.26431766017833624, | |
| "reference_agreement": 0.6433336433336433 | |
| }, | |
| { | |
| "count": 40, | |
| "confidence": 0.3177876741133899, | |
| "reference_agreement": 0.3488332323333685 | |
| }, | |
| { | |
| "count": 214, | |
| "confidence": 0.3738574970766125, | |
| "reference_agreement": 0.39616281869943265 | |
| }, | |
| { | |
| "count": 379, | |
| "confidence": 0.4335478747419467, | |
| "reference_agreement": 0.421979419893986 | |
| }, | |
| { | |
| "count": 296, | |
| "confidence": 0.5011488512826869, | |
| "reference_agreement": 0.5069932456870009 | |
| }, | |
| { | |
| "count": 266, | |
| "confidence": 0.5645507022164814, | |
| "reference_agreement": 0.5461152577318915 | |
| }, | |
| { | |
| "count": 223, | |
| "confidence": 0.633536195077047, | |
| "reference_agreement": 0.5981748920314267 | |
| }, | |
| { | |
| "count": 156, | |
| "confidence": 0.6977244202652548, | |
| "reference_agreement": 0.6617542448932456 | |
| }, | |
| { | |
| "count": 130, | |
| "confidence": 0.7643242189776432, | |
| "reference_agreement": 0.6995359706949515 | |
| }, | |
| { | |
| "count": 92, | |
| "confidence": 0.8331337292292074, | |
| "reference_agreement": 0.8546781770653425 | |
| }, | |
| { | |
| "count": 68, | |
| "confidence": 0.9005759800850643, | |
| "reference_agreement": 0.9235195591667292 | |
| }, | |
| { | |
| "count": 135, | |
| "confidence": 0.9612556801725451, | |
| "reference_agreement": 0.9694123619383392 | |
| } | |
| ], | |
| "expected_score_mae": 0.26946470447726134, | |
| "gold_label_correct": 1409, | |
| "gold_label_accuracy": 0.7045, | |
| "gold_label_ece_15bin_all_decisions": 0.11873688877234255, | |
| "full_vector_brier": 0.0743773268014126 | |
| }, | |
| "type": { | |
| "choice": { | |
| "count": 600, | |
| "soft_ce": 1.0381506231326942, | |
| "kl": 0.17435602628587193, | |
| "brier": 0.042938132074843774, | |
| "argmax_agreement": 0.6883333333333334, | |
| "hard_count": 1, | |
| "hard_ece": 0.04531176280353044, | |
| "hard_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.9546882371964696, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.26431766017833624, | |
| "reference_agreement": 0.6433336433336433 | |
| }, | |
| { | |
| "count": 28, | |
| "confidence": 0.3194104476415337, | |
| "reference_agreement": 0.3671427644048106 | |
| }, | |
| { | |
| "count": 151, | |
| "confidence": 0.37119215731679844, | |
| "reference_agreement": 0.40550005966892083 | |
| }, | |
| { | |
| "count": 171, | |
| "confidence": 0.43196031154385833, | |
| "reference_agreement": 0.43263354161798406 | |
| }, | |
| { | |
| "count": 56, | |
| "confidence": 0.4968234850515549, | |
| "reference_agreement": 0.5974404757738895 | |
| }, | |
| { | |
| "count": 41, | |
| "confidence": 0.5598861924502044, | |
| "reference_agreement": 0.5814633723578526 | |
| }, | |
| { | |
| "count": 38, | |
| "confidence": 0.6300906961195497, | |
| "reference_agreement": 0.7054297802543781 | |
| }, | |
| { | |
| "count": 20, | |
| "confidence": 0.7021830670140048, | |
| "reference_agreement": 0.6884998090001994 | |
| }, | |
| { | |
| "count": 30, | |
| "confidence": 0.7641036360974187, | |
| "reference_agreement": 0.7616667017779263 | |
| }, | |
| { | |
| "count": 32, | |
| "confidence": 0.8347770460980283, | |
| "reference_agreement": 0.9085641953126645 | |
| }, | |
| { | |
| "count": 21, | |
| "confidence": 0.90318181459874, | |
| "reference_agreement": 0.9307778106351233 | |
| }, | |
| { | |
| "count": 11, | |
| "confidence": 0.949274918346995, | |
| "reference_agreement": 0.972878994697626 | |
| } | |
| ], | |
| "gold_label_correct": 413, | |
| "gold_label_accuracy": 0.6883333333333334, | |
| "gold_label_ece_15bin_all_decisions": 0.1767793119406733, | |
| "full_vector_brier": 0.08587626414968755 | |
| }, | |
| "noul": { | |
| "count": 600, | |
| "soft_ce": 0.5343593764491412, | |
| "kl": 0.08063713309657684, | |
| "brier": 0.03351564472605923, | |
| "argmax_agreement": 0.7666666666666667, | |
| "hard_count": 1, | |
| "hard_ece": 0.04534135188292543, | |
| "hard_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.9546586481170746, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 59, | |
| "confidence": 0.5162463602685387, | |
| "reference_agreement": 0.48372877966101696 | |
| }, | |
| { | |
| "count": 102, | |
| "confidence": 0.566982612511053, | |
| "reference_agreement": 0.5379411666666667 | |
| }, | |
| { | |
| "count": 92, | |
| "confidence": 0.638635665544844, | |
| "reference_agreement": 0.5872825978260869 | |
| }, | |
| { | |
| "count": 76, | |
| "confidence": 0.6952965001408001, | |
| "reference_agreement": 0.6477193421052632 | |
| }, | |
| { | |
| "count": 69, | |
| "confidence": 0.7631561753342164, | |
| "reference_agreement": 0.6479227681159421 | |
| }, | |
| { | |
| "count": 48, | |
| "confidence": 0.8360191336961122, | |
| "reference_agreement": 0.8227708958333334 | |
| }, | |
| { | |
| "count": 44, | |
| "confidence": 0.8983448122025038, | |
| "reference_agreement": 0.91658325 | |
| }, | |
| { | |
| "count": 110, | |
| "confidence": 0.9631203976587833, | |
| "reference_agreement": 0.9687787545454546 | |
| } | |
| ], | |
| "gold_label_correct": 459, | |
| "gold_label_accuracy": 0.765, | |
| "gold_label_ece_15bin_all_decisions": 0.03628697257339877, | |
| "full_vector_brier": 0.06703128945211846 | |
| }, | |
| "score": { | |
| "count": 800, | |
| "soft_ce": 1.0696318020851365, | |
| "kl": 0.13937304317385457, | |
| "brier": 0.03563132590108849, | |
| "argmax_agreement": 0.6725, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 12, | |
| "confidence": 0.31400120254772085, | |
| "reference_agreement": 0.306110990833337 | |
| }, | |
| { | |
| "count": 63, | |
| "confidence": 0.38024585110410336, | |
| "reference_agreement": 0.3737830824074847 | |
| }, | |
| { | |
| "count": 208, | |
| "confidence": 0.43485303487114435, | |
| "reference_agreement": 0.41322050251512227 | |
| }, | |
| { | |
| "count": 181, | |
| "confidence": 0.49756579867925116, | |
| "reference_agreement": 0.48659301701665447 | |
| }, | |
| { | |
| "count": 123, | |
| "confidence": 0.5640888327073031, | |
| "reference_agreement": 0.5411110673984649 | |
| }, | |
| { | |
| "count": 93, | |
| "confidence": 0.6298993959087413, | |
| "reference_agreement": 0.5651254868101266 | |
| }, | |
| { | |
| "count": 60, | |
| "confidence": 0.6993135701733142, | |
| "reference_agreement": 0.670616600389039 | |
| }, | |
| { | |
| "count": 31, | |
| "confidence": 0.7671375253583909, | |
| "reference_agreement": 0.7542904560324492 | |
| }, | |
| { | |
| "count": 12, | |
| "confidence": 0.8172099330447323, | |
| "reference_agreement": 0.8386112533338538 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.9150589341002214, | |
| "reference_agreement": 0.9744443333333334 | |
| }, | |
| { | |
| "count": 14, | |
| "confidence": 0.9560177842150351, | |
| "reference_agreement": 0.9716669228572801 | |
| } | |
| ], | |
| "expected_score_mae": 0.26946470447726134, | |
| "gold_label_correct": 537, | |
| "gold_label_accuracy": 0.67125, | |
| "gold_label_ece_15bin_all_decisions": 0.1383301153500044, | |
| "full_vector_brier": 0.07126265180217697 | |
| } | |
| }, | |
| "category": { | |
| "agent_trace_observability": { | |
| "count": 500, | |
| "soft_ce": 0.9784239666090253, | |
| "kl": 0.09995369366380179, | |
| "brier": 0.02902756320294822, | |
| "argmax_agreement": 0.666, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.320696328577158, | |
| "reference_agreement": 0.333333 | |
| }, | |
| { | |
| "count": 56, | |
| "confidence": 0.3777104214271337, | |
| "reference_agreement": 0.4022678604167104 | |
| }, | |
| { | |
| "count": 142, | |
| "confidence": 0.4351345221705775, | |
| "reference_agreement": 0.4108685441315153 | |
| }, | |
| { | |
| "count": 101, | |
| "confidence": 0.5017886292643352, | |
| "reference_agreement": 0.5098679828713507 | |
| }, | |
| { | |
| "count": 69, | |
| "confidence": 0.5647063184371532, | |
| "reference_agreement": 0.5609178477778174 | |
| }, | |
| { | |
| "count": 46, | |
| "confidence": 0.6323688610153608, | |
| "reference_agreement": 0.6025362419565561 | |
| }, | |
| { | |
| "count": 25, | |
| "confidence": 0.7011952059687334, | |
| "reference_agreement": 0.6249331570668304 | |
| }, | |
| { | |
| "count": 25, | |
| "confidence": 0.7712895410262108, | |
| "reference_agreement": 0.684133418933419 | |
| }, | |
| { | |
| "count": 21, | |
| "confidence": 0.8322538044396943, | |
| "reference_agreement": 0.8557143673016929 | |
| }, | |
| { | |
| "count": 14, | |
| "confidence": 0.8840899517188067, | |
| "reference_agreement": 0.8664284285714287 | |
| } | |
| ], | |
| "expected_score_mae": 0.20048818990062078, | |
| "gold_label_correct": 335, | |
| "gold_label_accuracy": 0.67, | |
| "gold_label_ece_15bin_all_decisions": 0.13395749510739433, | |
| "full_vector_brier": 0.05805512640589644 | |
| }, | |
| "customer_service": { | |
| "count": 500, | |
| "soft_ce": 0.9395046654141255, | |
| "kl": 0.20235002740464264, | |
| "brier": 0.054900227765937, | |
| "argmax_agreement": 0.694, | |
| "hard_count": 1, | |
| "hard_ece": 0.04531176280353044, | |
| "hard_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.9546882371964696, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.26431766017833624, | |
| "reference_agreement": 0.6433336433336433 | |
| }, | |
| { | |
| "count": 16, | |
| "confidence": 0.3153945397919026, | |
| "reference_agreement": 0.4254165366667425 | |
| }, | |
| { | |
| "count": 43, | |
| "confidence": 0.3676812200975334, | |
| "reference_agreement": 0.4629575986047603 | |
| }, | |
| { | |
| "count": 81, | |
| "confidence": 0.43653206317486204, | |
| "reference_agreement": 0.40526751485604134 | |
| }, | |
| { | |
| "count": 73, | |
| "confidence": 0.5004255499809467, | |
| "reference_agreement": 0.5462557171690167 | |
| }, | |
| { | |
| "count": 85, | |
| "confidence": 0.5652857404557898, | |
| "reference_agreement": 0.5123529096471258 | |
| }, | |
| { | |
| "count": 71, | |
| "confidence": 0.6289827242548214, | |
| "reference_agreement": 0.5991033191502455 | |
| }, | |
| { | |
| "count": 40, | |
| "confidence": 0.6933075112774083, | |
| "reference_agreement": 0.6937499738334586 | |
| }, | |
| { | |
| "count": 35, | |
| "confidence": 0.757544894325504, | |
| "reference_agreement": 0.7550476496191563 | |
| }, | |
| { | |
| "count": 24, | |
| "confidence": 0.8298230320463706, | |
| "reference_agreement": 0.858494010416886 | |
| }, | |
| { | |
| "count": 20, | |
| "confidence": 0.9042490371859675, | |
| "reference_agreement": 0.9288167011668795 | |
| }, | |
| { | |
| "count": 11, | |
| "confidence": 0.949274918346995, | |
| "reference_agreement": 0.972878994697626 | |
| } | |
| ], | |
| "expected_score_mae": 0.3540890427112495, | |
| "gold_label_correct": 347, | |
| "gold_label_accuracy": 0.694, | |
| "gold_label_ece_15bin_all_decisions": 0.11718544849042345, | |
| "full_vector_brier": 0.109800455531874 | |
| }, | |
| "invoice_processing": { | |
| "count": 500, | |
| "soft_ce": 0.6684132719468862, | |
| "kl": 0.09346579628199163, | |
| "brier": 0.024514530073744333, | |
| "argmax_agreement": 0.84, | |
| "hard_count": 1, | |
| "hard_ece": 0.04534135188292543, | |
| "hard_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.9546586481170746, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 10, | |
| "confidence": 0.3284781191962668, | |
| "reference_agreement": 0.39399997833337835 | |
| }, | |
| { | |
| "count": 38, | |
| "confidence": 0.3695643829541523, | |
| "reference_agreement": 0.35955257149123854 | |
| }, | |
| { | |
| "count": 38, | |
| "confidence": 0.43180381052982364, | |
| "reference_agreement": 0.45737369490706775 | |
| }, | |
| { | |
| "count": 49, | |
| "confidence": 0.4995394302233789, | |
| "reference_agreement": 0.4748979573470118 | |
| }, | |
| { | |
| "count": 48, | |
| "confidence": 0.5630772128542549, | |
| "reference_agreement": 0.5724305864584053 | |
| }, | |
| { | |
| "count": 48, | |
| "confidence": 0.633751143134781, | |
| "reference_agreement": 0.6486805458333972 | |
| }, | |
| { | |
| "count": 46, | |
| "confidence": 0.7006481123389033, | |
| "reference_agreement": 0.71297823347834 | |
| }, | |
| { | |
| "count": 30, | |
| "confidence": 0.7644638654220844, | |
| "reference_agreement": 0.7463223660112589 | |
| }, | |
| { | |
| "count": 37, | |
| "confidence": 0.8368844632918799, | |
| "reference_agreement": 0.8846810628829918 | |
| }, | |
| { | |
| "count": 32, | |
| "confidence": 0.905262180250512, | |
| "reference_agreement": 0.961760375 | |
| }, | |
| { | |
| "count": 124, | |
| "confidence": 0.9623184896893279, | |
| "reference_agreement": 0.9691048380645316 | |
| } | |
| ], | |
| "expected_score_mae": 0.2172820819264362, | |
| "gold_label_correct": 417, | |
| "gold_label_accuracy": 0.834, | |
| "gold_label_ece_15bin_all_decisions": 0.1349665198192152, | |
| "full_vector_brier": 0.049029060147488666 | |
| }, | |
| "security_incidents": { | |
| "count": 500, | |
| "soft_ce": 1.012080978864384, | |
| "kl": 0.13321914298666976, | |
| "brier": 0.04031233256019564, | |
| "argmax_agreement": 0.622, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 13, | |
| "confidence": 0.31228590825579433, | |
| "reference_agreement": 0.2210255325640828 | |
| }, | |
| { | |
| "count": 77, | |
| "confidence": 0.3766231397145957, | |
| "reference_agreement": 0.372489202099624 | |
| }, | |
| { | |
| "count": 118, | |
| "confidence": 0.4301516988277852, | |
| "reference_agreement": 0.43542370985879325 | |
| }, | |
| { | |
| "count": 73, | |
| "confidence": 0.5020672766359284, | |
| "reference_agreement": 0.48529681082197323 | |
| }, | |
| { | |
| "count": 64, | |
| "confidence": 0.5645118228386581, | |
| "reference_agreement": 0.5552603373438221 | |
| }, | |
| { | |
| "count": 58, | |
| "confidence": 0.6398582000502253, | |
| "reference_agreement": 0.5517815850575183 | |
| }, | |
| { | |
| "count": 45, | |
| "confidence": 0.6967336842994563, | |
| "reference_agreement": 0.601407457407413 | |
| }, | |
| { | |
| "count": 40, | |
| "confidence": 0.7657980669345792, | |
| "reference_agreement": 0.6255000500000001 | |
| }, | |
| { | |
| "count": 10, | |
| "confidence": 0.8290495284941051, | |
| "reference_agreement": 0.7323335 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.9042684049926732, | |
| "reference_agreement": 0.6583330000000001 | |
| } | |
| ], | |
| "expected_score_mae": 0.30599950337073883, | |
| "gold_label_correct": 310, | |
| "gold_label_accuracy": 0.62, | |
| "gold_label_ece_15bin_all_decisions": 0.10104896950536107, | |
| "full_vector_brier": 0.08062466512039128 | |
| } | |
| }, | |
| "question": { | |
| "agent_trace_observability/action": { | |
| "count": 100, | |
| "soft_ce": 1.1300319363326001, | |
| "kl": 0.09598806155025466, | |
| "brier": 0.02483876810455199, | |
| "argmax_agreement": 0.66, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.320696328577158, | |
| "reference_agreement": 0.333333 | |
| }, | |
| { | |
| "count": 45, | |
| "confidence": 0.37494667517257485, | |
| "reference_agreement": 0.4043777937037419 | |
| }, | |
| { | |
| "count": 20, | |
| "confidence": 0.42036053533497303, | |
| "reference_agreement": 0.4256666106667256 | |
| }, | |
| { | |
| "count": 22, | |
| "confidence": 0.5017129711343226, | |
| "reference_agreement": 0.6168181568182417 | |
| }, | |
| { | |
| "count": 12, | |
| "confidence": 0.5458754881908042, | |
| "reference_agreement": 0.5908332955556567 | |
| } | |
| ], | |
| "gold_label_correct": 66, | |
| "gold_label_accuracy": 0.66, | |
| "gold_label_ece_15bin_all_decisions": 0.23452694015867082, | |
| "full_vector_brier": 0.04967753620910398 | |
| }, | |
| "agent_trace_observability/needs_review": { | |
| "count": 100, | |
| "soft_ce": 0.5772502686786852, | |
| "kl": 0.061784401057798144, | |
| "brier": 0.027046496253035113, | |
| "argmax_agreement": 0.78, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 17, | |
| "confidence": 0.5199000755681038, | |
| "reference_agreement": 0.48039217647058824 | |
| }, | |
| { | |
| "count": 32, | |
| "confidence": 0.5717013250980697, | |
| "reference_agreement": 0.57124996875 | |
| }, | |
| { | |
| "count": 15, | |
| "confidence": 0.6285397565767751, | |
| "reference_agreement": 0.6404444666666667 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.7878123338263531, | |
| "reference_agreement": 0.9075 | |
| }, | |
| { | |
| "count": 18, | |
| "confidence": 0.8368480740637315, | |
| "reference_agreement": 0.8564815555555555 | |
| }, | |
| { | |
| "count": 14, | |
| "confidence": 0.8840899517188067, | |
| "reference_agreement": 0.8664284285714287 | |
| } | |
| ], | |
| "gold_label_correct": 78, | |
| "gold_label_accuracy": 0.78, | |
| "gold_label_ece_15bin_all_decisions": 0.10847385971036504, | |
| "full_vector_brier": 0.05409299250607023 | |
| }, | |
| "agent_trace_observability/outcome": { | |
| "count": 100, | |
| "soft_ce": 1.0909319011321876, | |
| "kl": 0.1661455365279982, | |
| "brier": 0.04300572982539011, | |
| "argmax_agreement": 0.62, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 5, | |
| "confidence": 0.3938691946389984, | |
| "reference_agreement": 0.3533333066666934 | |
| }, | |
| { | |
| "count": 58, | |
| "confidence": 0.4374378411470648, | |
| "reference_agreement": 0.38236207597705485 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.4803700853513563, | |
| "reference_agreement": 0.58916684666676 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.5793429761885015, | |
| "reference_agreement": 0.7744446666666667 | |
| }, | |
| { | |
| "count": 7, | |
| "confidence": 0.635342607275984, | |
| "reference_agreement": 0.6880951604762682 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.7121878766387506, | |
| "reference_agreement": 0.6516665095834904 | |
| }, | |
| { | |
| "count": 15, | |
| "confidence": 0.7635113875345624, | |
| "reference_agreement": 0.6195556666667333 | |
| } | |
| ], | |
| "gold_label_correct": 60, | |
| "gold_label_accuracy": 0.6, | |
| "gold_label_ece_15bin_all_decisions": 0.10083659412693492, | |
| "full_vector_brier": 0.08601145965078022 | |
| }, | |
| "agent_trace_observability/risk": { | |
| "count": 100, | |
| "soft_ce": 0.9828391693041487, | |
| "kl": 0.09046906089539679, | |
| "brier": 0.026974569027456388, | |
| "argmax_agreement": 0.67, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 6, | |
| "confidence": 0.3849728739931042, | |
| "reference_agreement": 0.4272221555556555 | |
| }, | |
| { | |
| "count": 15, | |
| "confidence": 0.44017390916712973, | |
| "reference_agreement": 0.4377777200001155 | |
| }, | |
| { | |
| "count": 22, | |
| "confidence": 0.5047424360225681, | |
| "reference_agreement": 0.541060543181922 | |
| }, | |
| { | |
| "count": 20, | |
| "confidence": 0.5613336073178117, | |
| "reference_agreement": 0.5121666475000758 | |
| }, | |
| { | |
| "count": 17, | |
| "confidence": 0.6336701385816399, | |
| "reference_agreement": 0.5417646784313843 | |
| }, | |
| { | |
| "count": 12, | |
| "confidence": 0.6951222762738744, | |
| "reference_agreement": 0.5763887186111981 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.7875525659292162, | |
| "reference_agreement": 0.7093333680001679 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.8046881866954707, | |
| "reference_agreement": 0.8511112377785178 | |
| } | |
| ], | |
| "expected_score_mae": 0.18766299038600726, | |
| "gold_label_correct": 69, | |
| "gold_label_accuracy": 0.69, | |
| "gold_label_ece_15bin_all_decisions": 0.12744205611487303, | |
| "full_vector_brier": 0.053949138054912776 | |
| }, | |
| "agent_trace_observability/urgency": { | |
| "count": 100, | |
| "soft_ce": 1.1110665575975052, | |
| "kl": 0.08538140828756115, | |
| "brier": 0.023272252804307492, | |
| "argmax_agreement": 0.6, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 49, | |
| "confidence": 0.43689567382624167, | |
| "reference_agreement": 0.4303333642177499 | |
| }, | |
| { | |
| "count": 36, | |
| "confidence": 0.4938569714495298, | |
| "reference_agreement": 0.43055556898154956 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.5775433179069762, | |
| "reference_agreement": 0.38333300000000003 | |
| }, | |
| { | |
| "count": 7, | |
| "confidence": 0.6344400930336004, | |
| "reference_agreement": 0.5833334961905962 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.6981819641643676, | |
| "reference_agreement": 0.6986664453336919 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.740555547685341, | |
| "reference_agreement": 0.6333336333336334 | |
| } | |
| ], | |
| "expected_score_mae": 0.2133133894152343, | |
| "gold_label_correct": 62, | |
| "gold_label_accuracy": 0.62, | |
| "gold_label_ece_15bin_all_decisions": 0.13295801626402656, | |
| "full_vector_brier": 0.046544505608614985 | |
| }, | |
| "customer_service/action": { | |
| "count": 100, | |
| "soft_ce": 1.2561721269415909, | |
| "kl": 0.290314230980401, | |
| "brier": 0.06932695222424835, | |
| "argmax_agreement": 0.6, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.26431766017833624, | |
| "reference_agreement": 0.6433336433336433 | |
| }, | |
| { | |
| "count": 15, | |
| "confidence": 0.3143181069990199, | |
| "reference_agreement": 0.3948887724445253 | |
| }, | |
| { | |
| "count": 38, | |
| "confidence": 0.3671960078421094, | |
| "reference_agreement": 0.46475026728081864 | |
| }, | |
| { | |
| "count": 27, | |
| "confidence": 0.43092514659511294, | |
| "reference_agreement": 0.4196297262963243 | |
| }, | |
| { | |
| "count": 15, | |
| "confidence": 0.49345382078770295, | |
| "reference_agreement": 0.6222222582223413 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.5467833623082197, | |
| "reference_agreement": 0.37499980000020006 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.6432513672126315, | |
| "reference_agreement": 0.7800003916668916 | |
| } | |
| ], | |
| "gold_label_correct": 61, | |
| "gold_label_accuracy": 0.61, | |
| "gold_label_ece_15bin_all_decisions": 0.20837740157143791, | |
| "full_vector_brier": 0.1386539044484967 | |
| }, | |
| "customer_service/category": { | |
| "count": 100, | |
| "soft_ce": 0.5762908772818797, | |
| "kl": 0.16586899434803676, | |
| "brier": 0.034944317406019984, | |
| "argmax_agreement": 0.93, | |
| "hard_count": 1, | |
| "hard_ece": 0.04531176280353044, | |
| "hard_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.9546882371964696, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 5, | |
| "confidence": 0.4322684416135483, | |
| "reference_agreement": 0.6660000793337393 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.4905168094943096, | |
| "reference_agreement": 0.5655556666666667 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.5612844306710459, | |
| "reference_agreement": 0.6383332712502996 | |
| }, | |
| { | |
| "count": 12, | |
| "confidence": 0.6268957032862555, | |
| "reference_agreement": 0.7177498577498188 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.6937005013196476, | |
| "reference_agreement": 0.7020831275002684 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.7640632842535814, | |
| "reference_agreement": 0.8997435425643682 | |
| }, | |
| { | |
| "count": 20, | |
| "confidence": 0.8328563184532323, | |
| "reference_agreement": 0.8911928125002632 | |
| }, | |
| { | |
| "count": 20, | |
| "confidence": 0.9042490371859675, | |
| "reference_agreement": 0.9288167011668795 | |
| }, | |
| { | |
| "count": 11, | |
| "confidence": 0.949274918346995, | |
| "reference_agreement": 0.972878994697626 | |
| } | |
| ], | |
| "gold_label_correct": 94, | |
| "gold_label_accuracy": 0.94, | |
| "gold_label_ece_15bin_all_decisions": 0.1768752555819122, | |
| "full_vector_brier": 0.06988863481203997 | |
| }, | |
| "customer_service/churn_risk": { | |
| "count": 100, | |
| "soft_ce": 1.0730591179793425, | |
| "kl": 0.18264058554353962, | |
| "brier": 0.051583714603065454, | |
| "argmax_agreement": 0.71, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.3315410316851427, | |
| "reference_agreement": 0.883333 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.3713688332387563, | |
| "reference_agreement": 0.4493333166667167 | |
| }, | |
| { | |
| "count": 31, | |
| "confidence": 0.4375064676665284, | |
| "reference_agreement": 0.388172083225866 | |
| }, | |
| { | |
| "count": 27, | |
| "confidence": 0.49821156690152874, | |
| "reference_agreement": 0.5818519443210562 | |
| }, | |
| { | |
| "count": 19, | |
| "confidence": 0.5633747625283594, | |
| "reference_agreement": 0.5187718885966044 | |
| }, | |
| { | |
| "count": 15, | |
| "confidence": 0.6252985881937501, | |
| "reference_agreement": 0.6162223266667289 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.6801812993683634, | |
| "reference_agreement": 0.6716668416668417 | |
| } | |
| ], | |
| "expected_score_mae": 0.31676493780927045, | |
| "gold_label_correct": 71, | |
| "gold_label_accuracy": 0.71, | |
| "gold_label_ece_15bin_all_decisions": 0.20353240088435612, | |
| "full_vector_brier": 0.10316742920613091 | |
| }, | |
| "customer_service/needs_human": { | |
| "count": 100, | |
| "soft_ce": 0.6710381093325837, | |
| "kl": 0.12192570050358188, | |
| "brier": 0.054199941449838425, | |
| "argmax_agreement": 0.66, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 8, | |
| "confidence": 0.5158550697220626, | |
| "reference_agreement": 0.482499875 | |
| }, | |
| { | |
| "count": 28, | |
| "confidence": 0.5674903989336381, | |
| "reference_agreement": 0.5160714285714285 | |
| }, | |
| { | |
| "count": 18, | |
| "confidence": 0.6357804167556367, | |
| "reference_agreement": 0.5612963333333334 | |
| }, | |
| { | |
| "count": 21, | |
| "confidence": 0.6961004807233757, | |
| "reference_agreement": 0.6815873333333333 | |
| }, | |
| { | |
| "count": 21, | |
| "confidence": 0.7545551168362051, | |
| "reference_agreement": 0.6688889523809524 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.8146566000120619, | |
| "reference_agreement": 0.695 | |
| } | |
| ], | |
| "gold_label_correct": 65, | |
| "gold_label_accuracy": 0.65, | |
| "gold_label_ece_15bin_all_decisions": 0.058501302775174596, | |
| "full_vector_brier": 0.10839988289967685 | |
| }, | |
| "customer_service/urgency": { | |
| "count": 100, | |
| "soft_ce": 1.1209630955352308, | |
| "kl": 0.251000625647654, | |
| "brier": 0.06444621314651275, | |
| "argmax_agreement": 0.57, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 18, | |
| "confidence": 0.44444863629809206, | |
| "reference_agreement": 0.3407406175926695 | |
| }, | |
| { | |
| "count": 20, | |
| "confidence": 0.5039577272096432, | |
| "reference_agreement": 0.4638332491667292 | |
| }, | |
| { | |
| "count": 28, | |
| "confidence": 0.5668426468063085, | |
| "reference_agreement": 0.4780952023809791 | |
| }, | |
| { | |
| "count": 24, | |
| "confidence": 0.6260414968218451, | |
| "reference_agreement": 0.5423611534722869 | |
| }, | |
| { | |
| "count": 9, | |
| "confidence": 0.6893581940679483, | |
| "reference_agreement": 0.7196295833336129 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.7355911525357738, | |
| "reference_agreement": 0.6833336833336833 | |
| } | |
| ], | |
| "expected_score_mae": 0.39141314761322865, | |
| "gold_label_correct": 56, | |
| "gold_label_accuracy": 0.56, | |
| "gold_label_ece_15bin_all_decisions": 0.09986013285263563, | |
| "full_vector_brier": 0.1288924262930255 | |
| }, | |
| "invoice_processing/discrepancy_severity": { | |
| "count": 100, | |
| "soft_ce": 0.7824188222345687, | |
| "kl": 0.13817545789882418, | |
| "brier": 0.030670028432809596, | |
| "argmax_agreement": 0.83, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 2, | |
| "confidence": 0.33286669301517746, | |
| "reference_agreement": 0.5433333916668917 | |
| }, | |
| { | |
| "count": 11, | |
| "confidence": 0.37626617164243364, | |
| "reference_agreement": 0.40454538484852426 | |
| }, | |
| { | |
| "count": 12, | |
| "confidence": 0.4158789751689152, | |
| "reference_agreement": 0.41612779859445137 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.511693219926803, | |
| "reference_agreement": 0.43666665333345334 | |
| }, | |
| { | |
| "count": 5, | |
| "confidence": 0.5577624108377157, | |
| "reference_agreement": 0.66000016000016 | |
| }, | |
| { | |
| "count": 7, | |
| "confidence": 0.6424516556670419, | |
| "reference_agreement": 0.7361905761906619 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.7078300926213531, | |
| "reference_agreement": 0.7558974338463236 | |
| }, | |
| { | |
| "count": 20, | |
| "confidence": 0.770513839139187, | |
| "reference_agreement": 0.7909834398501792 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.8229931371292696, | |
| "reference_agreement": 0.8491668804171221 | |
| }, | |
| { | |
| "count": 3, | |
| "confidence": 0.9150589341002214, | |
| "reference_agreement": 0.9744443333333334 | |
| }, | |
| { | |
| "count": 14, | |
| "confidence": 0.9560177842150351, | |
| "reference_agreement": 0.9716669228572801 | |
| } | |
| ], | |
| "expected_score_mae": 0.28116763438747877, | |
| "gold_label_correct": 83, | |
| "gold_label_accuracy": 0.83, | |
| "gold_label_ece_15bin_all_decisions": 0.16034912415177363, | |
| "full_vector_brier": 0.06134005686561919 | |
| }, | |
| "invoice_processing/disposition": { | |
| "count": 100, | |
| "soft_ce": 0.9782701754641571, | |
| "kl": 0.15481087150893616, | |
| "brier": 0.03951271603036011, | |
| "argmax_agreement": 0.74, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 8, | |
| "confidence": 0.3273809757415391, | |
| "reference_agreement": 0.356666625 | |
| }, | |
| { | |
| "count": 24, | |
| "confidence": 0.3651080883483308, | |
| "reference_agreement": 0.3415138374999964 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.43382661018637136, | |
| "reference_agreement": 0.5002564646154775 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.4948415192095376, | |
| "reference_agreement": 0.5124999458333042 | |
| }, | |
| { | |
| "count": 15, | |
| "confidence": 0.5688883847973131, | |
| "reference_agreement": 0.5368888311111845 | |
| }, | |
| { | |
| "count": 17, | |
| "confidence": 0.6286351192794514, | |
| "reference_agreement": 0.6950980264706401 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.6991385791532274, | |
| "reference_agreement": 0.7349997708334792 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.7688077873037844, | |
| "reference_agreement": 0.9299999999999999 | |
| }, | |
| { | |
| "count": 12, | |
| "confidence": 0.837978258839355, | |
| "reference_agreement": 0.9375165 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.8818373628541912, | |
| "reference_agreement": 0.97 | |
| } | |
| ], | |
| "gold_label_correct": 74, | |
| "gold_label_accuracy": 0.74, | |
| "gold_label_ece_15bin_all_decisions": 0.21745472516454098, | |
| "full_vector_brier": 0.07902543206072021 | |
| }, | |
| "invoice_processing/duplicate": { | |
| "count": 100, | |
| "soft_ce": 0.23439542363249471, | |
| "kl": 0.02684237146924989, | |
| "brier": 0.007817390201271179, | |
| "argmax_agreement": 0.94, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 9, | |
| "confidence": 0.5172249840934735, | |
| "reference_agreement": 0.5159257777777778 | |
| }, | |
| { | |
| "count": 6, | |
| "confidence": 0.560787712375488, | |
| "reference_agreement": 0.5161113333333334 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.6370394155634268, | |
| "reference_agreement": 0.3983335 | |
| }, | |
| { | |
| "count": 12, | |
| "confidence": 0.9117582796855447, | |
| "reference_agreement": 0.9755277499999999 | |
| }, | |
| { | |
| "count": 71, | |
| "confidence": 0.9649128351065898, | |
| "reference_agreement": 0.969896676056338 | |
| } | |
| ], | |
| "gold_label_correct": 94, | |
| "gold_label_accuracy": 0.94, | |
| "gold_label_ece_15bin_all_decisions": 0.05804417051238259, | |
| "full_vector_brier": 0.015634780402542358 | |
| }, | |
| "invoice_processing/matches_order": { | |
| "count": 100, | |
| "soft_ce": 0.33281042566388214, | |
| "kl": 0.0751197521851682, | |
| "brier": 0.025450911444578592, | |
| "argmax_agreement": 0.91, | |
| "hard_count": 1, | |
| "hard_ece": 0.04534135188292543, | |
| "hard_reliability": [ | |
| { | |
| "count": 1, | |
| "confidence": 0.9546586481170746, | |
| "reference_agreement": 1.0 | |
| } | |
| ], | |
| "soft_reliability": [ | |
| { | |
| "count": 2, | |
| "confidence": 0.5, | |
| "reference_agreement": 0.25 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.5422205310594118, | |
| "reference_agreement": 0.05 | |
| }, | |
| { | |
| "count": 11, | |
| "confidence": 0.643209342515234, | |
| "reference_agreement": 0.7396969090909091 | |
| }, | |
| { | |
| "count": 11, | |
| "confidence": 0.6853901959758365, | |
| "reference_agreement": 0.7666667272727273 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.7572366579530104, | |
| "reference_agreement": 0.50250025 | |
| }, | |
| { | |
| "count": 16, | |
| "confidence": 0.8447832124548076, | |
| "reference_agreement": 0.8733124999999999 | |
| }, | |
| { | |
| "count": 16, | |
| "confidence": 0.900017265414687, | |
| "reference_agreement": 0.9485416249999999 | |
| }, | |
| { | |
| "count": 39, | |
| "confidence": 0.9598572423050843, | |
| "reference_agreement": 0.966743564102564 | |
| } | |
| ], | |
| "gold_label_correct": 91, | |
| "gold_label_accuracy": 0.91, | |
| "gold_label_ece_15bin_all_decisions": 0.11605332143659476, | |
| "full_vector_brier": 0.050901822889157185 | |
| }, | |
| "invoice_processing/urgency": { | |
| "count": 100, | |
| "soft_ce": 1.0141715127393283, | |
| "kl": 0.07238052834777972, | |
| "brier": 0.019121604259702194, | |
| "argmax_agreement": 0.78, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 3, | |
| "confidence": 0.38064151461035944, | |
| "reference_agreement": 0.33888879444446113 | |
| }, | |
| { | |
| "count": 13, | |
| "confidence": 0.44448085889873, | |
| "reference_agreement": 0.4525640602564577 | |
| }, | |
| { | |
| "count": 29, | |
| "confidence": 0.49257155336662545, | |
| "reference_agreement": 0.4790805124138998 | |
| }, | |
| { | |
| "count": 21, | |
| "confidence": 0.561839123121125, | |
| "reference_agreement": 0.617936518254042 | |
| }, | |
| { | |
| "count": 11, | |
| "confidence": 0.626064968568645, | |
| "reference_agreement": 0.47575751969705 | |
| }, | |
| { | |
| "count": 18, | |
| "confidence": 0.7051208606202697, | |
| "reference_agreement": 0.6442777231481954 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.7392692433647956, | |
| "reference_agreement": 0.6750002958335458 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.8085095394162195, | |
| "reference_agreement": 0.7166662833337166 | |
| } | |
| ], | |
| "expected_score_mae": 0.15339652946539362, | |
| "gold_label_correct": 75, | |
| "gold_label_accuracy": 0.75, | |
| "gold_label_ece_15bin_all_decisions": 0.18936000086676474, | |
| "full_vector_brier": 0.03824320851940439 | |
| }, | |
| "security_incidents/credential_compromise": { | |
| "count": 100, | |
| "soft_ce": 0.7303544474693316, | |
| "kl": 0.11715704441469675, | |
| "brier": 0.051873219306088056, | |
| "argmax_agreement": 0.56, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 13, | |
| "confidence": 0.5162662097600973, | |
| "reference_agreement": 0.5041024615384615 | |
| }, | |
| { | |
| "count": 17, | |
| "confidence": 0.5577534464386459, | |
| "reference_agreement": 0.5229411764705882 | |
| }, | |
| { | |
| "count": 21, | |
| "confidence": 0.6372227885501143, | |
| "reference_agreement": 0.47063480952380954 | |
| }, | |
| { | |
| "count": 21, | |
| "confidence": 0.691688303154376, | |
| "reference_agreement": 0.5293650952380953 | |
| }, | |
| { | |
| "count": 20, | |
| "confidence": 0.7677754511149539, | |
| "reference_agreement": 0.5835 | |
| }, | |
| { | |
| "count": 6, | |
| "confidence": 0.8359302010758386, | |
| "reference_agreement": 0.7183335 | |
| }, | |
| { | |
| "count": 2, | |
| "confidence": 0.9042684049926732, | |
| "reference_agreement": 0.6583330000000001 | |
| } | |
| ], | |
| "gold_label_correct": 56, | |
| "gold_label_accuracy": 0.56, | |
| "gold_label_ece_15bin_all_decisions": 0.11893490648195507, | |
| "full_vector_brier": 0.10374643861217611 | |
| }, | |
| "security_incidents/disposition": { | |
| "count": 100, | |
| "soft_ce": 1.1972067216437494, | |
| "kl": 0.17300846279960486, | |
| "brier": 0.04600030885849212, | |
| "argmax_agreement": 0.58, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 4, | |
| "confidence": 0.32224419861704345, | |
| "reference_agreement": 0.29249995416670416 | |
| }, | |
| { | |
| "count": 39, | |
| "confidence": 0.3715904353978362, | |
| "reference_agreement": 0.39512819239318403 | |
| }, | |
| { | |
| "count": 48, | |
| "confidence": 0.4302195975460818, | |
| "reference_agreement": 0.46097220729168575 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.501278204923741, | |
| "reference_agreement": 0.5562498937501396 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.5496311616587236, | |
| "reference_agreement": 0.5166664833335167 | |
| } | |
| ], | |
| "gold_label_correct": 58, | |
| "gold_label_accuracy": 0.58, | |
| "gold_label_ece_15bin_all_decisions": 0.17586552330691987, | |
| "full_vector_brier": 0.09200061771698424 | |
| }, | |
| "security_incidents/severity": { | |
| "count": 100, | |
| "soft_ce": 1.3148165106977874, | |
| "kl": 0.15926300401560653, | |
| "brier": 0.033456273290858624, | |
| "argmax_agreement": 0.62, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 9, | |
| "confidence": 0.3078600014285725, | |
| "reference_agreement": 0.1892591229629178 | |
| }, | |
| { | |
| "count": 12, | |
| "confidence": 0.3727428250841209, | |
| "reference_agreement": 0.36388904000012334 | |
| }, | |
| { | |
| "count": 29, | |
| "confidence": 0.433631983234007, | |
| "reference_agreement": 0.3698850510345237 | |
| }, | |
| { | |
| "count": 26, | |
| "confidence": 0.4919768669037995, | |
| "reference_agreement": 0.45679487397444657 | |
| }, | |
| { | |
| "count": 16, | |
| "confidence": 0.5652997260041271, | |
| "reference_agreement": 0.5520831968751906 | |
| }, | |
| { | |
| "count": 8, | |
| "confidence": 0.6261899107804109, | |
| "reference_agreement": 0.5354167166668834 | |
| } | |
| ], | |
| "expected_score_mae": 0.32567749172139204, | |
| "gold_label_correct": 61, | |
| "gold_label_accuracy": 0.61, | |
| "gold_label_ece_15bin_all_decisions": 0.1787678515625339, | |
| "full_vector_brier": 0.06691254658171725 | |
| }, | |
| "security_incidents/true_positive": { | |
| "count": 100, | |
| "soft_ce": 0.6603075839178701, | |
| "kl": 0.08099352894896619, | |
| "brier": 0.034705909701544004, | |
| "argmax_agreement": 0.75, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 10, | |
| "confidence": 0.5126907829686985, | |
| "reference_agreement": 0.4816668 | |
| }, | |
| { | |
| "count": 18, | |
| "confidence": 0.5699609726709991, | |
| "reference_agreement": 0.5612962222222222 | |
| }, | |
| { | |
| "count": 25, | |
| "confidence": 0.6460510888610294, | |
| "reference_agreement": 0.6201333600000001 | |
| }, | |
| { | |
| "count": 23, | |
| "confidence": 0.7025946692840792, | |
| "reference_agreement": 0.6679710869565217 | |
| }, | |
| { | |
| "count": 20, | |
| "confidence": 0.7638206827542047, | |
| "reference_agreement": 0.6675001 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.8187285196215046, | |
| "reference_agreement": 0.7533335 | |
| } | |
| ], | |
| "gold_label_correct": 75, | |
| "gold_label_accuracy": 0.75, | |
| "gold_label_ece_15bin_all_decisions": 0.09523922989135299, | |
| "full_vector_brier": 0.06941181940308801 | |
| }, | |
| "security_incidents/urgency": { | |
| "count": 100, | |
| "soft_ce": 1.1577196305931823, | |
| "kl": 0.13567367475447445, | |
| "brier": 0.0355259516439954, | |
| "argmax_agreement": 0.6, | |
| "hard_count": 0, | |
| "hard_ece": null, | |
| "hard_reliability": [], | |
| "soft_reliability": [ | |
| { | |
| "count": 26, | |
| "confidence": 0.38596311063456945, | |
| "reference_agreement": 0.34250002224366877 | |
| }, | |
| { | |
| "count": 41, | |
| "confidence": 0.42761054306537855, | |
| "reference_agreement": 0.45186988617891466 | |
| }, | |
| { | |
| "count": 16, | |
| "confidence": 0.5006824036853632, | |
| "reference_agreement": 0.4831250822917073 | |
| }, | |
| { | |
| "count": 12, | |
| "confidence": 0.5661019822011998, | |
| "reference_agreement": 0.599444329722337 | |
| }, | |
| { | |
| "count": 4, | |
| "confidence": 0.642325133897913, | |
| "reference_agreement": 0.58333330000025 | |
| }, | |
| { | |
| "count": 1, | |
| "confidence": 0.6678840336998128, | |
| "reference_agreement": 0.5833335833335833 | |
| } | |
| ], | |
| "expected_score_mae": 0.2863215150200857, | |
| "gold_label_correct": 60, | |
| "gold_label_accuracy": 0.6, | |
| "gold_label_ece_15bin_all_decisions": 0.1646168179614661, | |
| "full_vector_brier": 0.0710519032879908 | |
| } | |
| } | |
| }, | |
| "metric_notes": { | |
| "accuracy": "Main accuracy compares original option key with stored gold.label; argmax_agreement separately uses first maximum of rounded target distribution in input option order", | |
| "soft_ce": "Mean natural-log cross-entropy against full normalized gold distribution", | |
| "kl": "Mean KL(gold || prediction)", | |
| "brier": "Existing metric field brier is half-vector Brier; full_vector_brier is twice it", | |
| "ece": "gold_label_ece_15bin_all_decisions uses top probability vs stored-label accuracy on all examples; hard_ece uses one-hot references only; exact leaderboard scorer parity is not claimed", | |
| "overlap": "Normalized exact state and source-ID checks; paraphrase and pretraining exposure not assessed" | |
| } | |
| }, | |
| "sysone_bench": { | |
| "dataset_version": "2.1.0", | |
| "upstream_revision": "93afcfe1bd450dc052b21768e2b95b20316ebb68", | |
| "manifest_sha256": "0d21a64c6b61b6be7b49050dbd89f89f934912a7b586734e475308e9c9422ea2", | |
| "raw": { | |
| "evaluation_cases": 952, | |
| "evaluation_decisions": 1240, | |
| "correct": 953, | |
| "accuracy": 0.7685483870967742, | |
| "suites": { | |
| "triage": { | |
| "accuracy": 0.9270833333333334, | |
| "cases": 48, | |
| "decisions": 192, | |
| "latency": { | |
| "mean_seconds": 0.03883962416667922, | |
| "p50_seconds": 0.03841860600016389, | |
| "p95_seconds": 0.04178968690000602 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.8541666666666666, | |
| "macro_f1": 0.820875420875421, | |
| "balanced_accuracy": 0.8444444444444444, | |
| "per_class_recall": { | |
| "billing_question": 0.2222222222222222, | |
| "cancellation": 1.0, | |
| "information": 1.0, | |
| "refund": 1.0, | |
| "technical_help": 1.0 | |
| }, | |
| "brier": 0.13697967505778072, | |
| "nll": 0.2506294304217651, | |
| "ece_raw": 0.033931114278253044, | |
| "ece_fitted": 0.039914814482762906 | |
| }, | |
| "noul": { | |
| "accuracy": 0.9513888888888888, | |
| "balanced_accuracy": 0.912037037037037, | |
| "auroc": 0.9890689300411523, | |
| "auprc": 0.9701626578233637, | |
| "brier": 0.04911263462874029, | |
| "nll": 0.1906247610132196, | |
| "ece_raw": 0.01181868597485985, | |
| "ece_fitted": 0.012443502260767868 | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 178 | |
| }, | |
| "guardrails": { | |
| "accuracy": 0.8125, | |
| "cases": 48, | |
| "decisions": 96, | |
| "latency": { | |
| "mean_seconds": 0.037130780229148286, | |
| "p50_seconds": 0.03704196349997346, | |
| "p95_seconds": 0.03867655395000611 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": null, | |
| "macro_f1": null, | |
| "balanced_accuracy": null, | |
| "per_class_recall": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "noul": { | |
| "accuracy": 0.8125, | |
| "balanced_accuracy": 0.8676470588235294, | |
| "auroc": 0.9803046218487395, | |
| "auprc": 0.9910730108125466, | |
| "brier": 0.14491041421218856, | |
| "nll": 0.4276831543302518, | |
| "ece_raw": 0.02432198575945292, | |
| "ece_fitted": 0.026983405418465858 | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 78 | |
| }, | |
| "moderation": { | |
| "accuracy": 0.9166666666666666, | |
| "cases": 48, | |
| "decisions": 144, | |
| "latency": { | |
| "mean_seconds": 0.03827599806249301, | |
| "p50_seconds": 0.037934129999939614, | |
| "p95_seconds": 0.041699429449965915 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": null, | |
| "macro_f1": null, | |
| "balanced_accuracy": null, | |
| "per_class_recall": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "noul": { | |
| "accuracy": 0.9166666666666666, | |
| "balanced_accuracy": 0.9106227106227107, | |
| "auroc": 0.978021978021978, | |
| "auprc": 0.944990138816365, | |
| "brier": 0.06061711079669634, | |
| "nll": 0.2023230253736832, | |
| "ece_raw": 0.010916557094938821, | |
| "ece_fitted": 0.011697905217155507 | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 132 | |
| }, | |
| "agnews": { | |
| "accuracy": 0.8125, | |
| "cases": 160, | |
| "decisions": 160, | |
| "latency": { | |
| "mean_seconds": 0.038758980293738435, | |
| "p50_seconds": 0.0382035000001224, | |
| "p95_seconds": 0.042714876549950986 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.8125, | |
| "macro_f1": 0.8064558008777994, | |
| "balanced_accuracy": 0.8125, | |
| "per_class_recall": { | |
| "business": 0.85, | |
| "scitech": 0.55, | |
| "sports": 0.975, | |
| "world": 0.875 | |
| }, | |
| "brier": 0.30172771335742954, | |
| "nll": 0.6319382379388891, | |
| "ece_raw": 0.0052000811604517765, | |
| "ece_fitted": 0.007738817523861061 | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 130 | |
| }, | |
| "emotion": { | |
| "accuracy": 0.7239583333333334, | |
| "cases": 192, | |
| "decisions": 192, | |
| "latency": { | |
| "mean_seconds": 0.038396373302075425, | |
| "p50_seconds": 0.03797906949989738, | |
| "p95_seconds": 0.0415361116498957 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.7239583333333334, | |
| "macro_f1": 0.6913006811212603, | |
| "balanced_accuracy": 0.6854851048438465, | |
| "per_class_recall": { | |
| "anger": 0.5714285714285714, | |
| "fear": 0.9259259259259259, | |
| "joy": 0.7142857142857143, | |
| "love": 0.6, | |
| "sadness": 0.8275862068965517, | |
| "surprise": 0.47368421052631576 | |
| }, | |
| "brier": 0.39443242180284094, | |
| "nll": 0.7806033322263032, | |
| "ece_raw": 0.0032102610291140795, | |
| "ece_fitted": 0.003416953263655513 | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 139 | |
| }, | |
| "banking77_12": { | |
| "accuracy": 0.8020833333333334, | |
| "cases": 96, | |
| "decisions": 96, | |
| "latency": { | |
| "mean_seconds": 0.03918704791666509, | |
| "p50_seconds": 0.038639419499986616, | |
| "p95_seconds": 0.04271133699995744 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.8020833333333334, | |
| "macro_f1": 0.7940683880389763, | |
| "balanced_accuracy": 0.8020833333333334, | |
| "per_class_recall": { | |
| "card_arrival": 0.625, | |
| "card_linking": 0.25, | |
| "exchange_rate": 1.0, | |
| "lost_or_stolen_card": 1.0, | |
| "order_physical_card": 0.875, | |
| "pin_blocked": 0.875, | |
| "refund_not_showing_up": 0.875, | |
| "request_refund": 0.875, | |
| "terminate_account": 1.0, | |
| "top_up_failed": 0.875, | |
| "topping_up_by_card": 0.5, | |
| "transaction_charged_twice": 0.875 | |
| }, | |
| "brier": 0.29183460550386847, | |
| "nll": 0.774193924200847, | |
| "ece_raw": 0.01661891915597873, | |
| "ece_fitted": 0.016552925317361755 | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 77 | |
| }, | |
| "mnli": { | |
| "accuracy": 0.5416666666666666, | |
| "cases": 120, | |
| "decisions": 120, | |
| "latency": { | |
| "mean_seconds": 0.0384311384083181, | |
| "p50_seconds": 0.03797633499982567, | |
| "p95_seconds": 0.04150163254993231 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.5416666666666666, | |
| "macro_f1": 0.531705418323941, | |
| "balanced_accuracy": 0.5416666666666666, | |
| "per_class_recall": { | |
| "contradiction": 0.575, | |
| "entailment": 0.725, | |
| "neutral": 0.325 | |
| }, | |
| "brier": 0.5619903249840926, | |
| "nll": 0.952791383586364, | |
| "ece_raw": 0.0067628751799769776, | |
| "ece_fitted": 0.00836092388336822 | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 65 | |
| }, | |
| "sst5": { | |
| "accuracy": 0.3333333333333333, | |
| "cases": 120, | |
| "decisions": 120, | |
| "latency": { | |
| "mean_seconds": 0.038905105700003634, | |
| "p50_seconds": 0.03851513350002733, | |
| "p95_seconds": 0.041932194849789536 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": null, | |
| "macro_f1": null, | |
| "balanced_accuracy": null, | |
| "per_class_recall": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": 0.8020032497743765, | |
| "rmse": 0.9909589189089723, | |
| "nearest_level_accuracy": 0.3333333333333333, | |
| "within_one_accuracy": 0.875, | |
| "raw_equality_rate": 0.0, | |
| "spearman": 0.737594189458718, | |
| "ordinal_confusion": { | |
| "labels": [ | |
| 0, | |
| 1, | |
| 2, | |
| 3, | |
| 4 | |
| ], | |
| "matrix": [ | |
| [ | |
| 0, | |
| 19, | |
| 4, | |
| 1, | |
| 0 | |
| ], | |
| [ | |
| 2, | |
| 10, | |
| 12, | |
| 0, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 6, | |
| 17, | |
| 1, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 1, | |
| 11, | |
| 12, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 1, | |
| 8, | |
| 14, | |
| 1 | |
| ] | |
| ] | |
| } | |
| } | |
| }, | |
| "correct": 40 | |
| }, | |
| "multilingual_intent": { | |
| "accuracy": 0.95, | |
| "cases": 120, | |
| "decisions": 120, | |
| "latency": { | |
| "mean_seconds": 0.039158464716655315, | |
| "p50_seconds": 0.03864724799996111, | |
| "p95_seconds": 0.04240460730002269 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.95, | |
| "macro_f1": 0.8159019343229869, | |
| "balanced_accuracy": 0.9650000000000001, | |
| "per_class_recall": { | |
| "billing_question": 0.95, | |
| "cancellation": 1.0, | |
| "information": 0.875, | |
| "other": null, | |
| "refund": 1.0, | |
| "technical_help": 1.0 | |
| }, | |
| "brier": 0.12235859002542863, | |
| "nll": 0.24005612544914204, | |
| "ece_raw": 0.008839931130203269, | |
| "ece_fitted": 0.0071500889173673875 | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 114 | |
| } | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.7690217391304348, | |
| "macro_f1": 0.748753245465977, | |
| "balanced_accuracy": 0.7745682853365854, | |
| "per_class_recall": { | |
| "anger": 0.5714285714285714, | |
| "billing_question": 0.7241379310344828, | |
| "business": 0.85, | |
| "cancellation": 1.0, | |
| "card_arrival": 0.625, | |
| "card_linking": 0.25, | |
| "contradiction": 0.575, | |
| "entailment": 0.725, | |
| "exchange_rate": 1.0, | |
| "fear": 0.9259259259259259, | |
| "information": 0.9, | |
| "joy": 0.7142857142857143, | |
| "lost_or_stolen_card": 1.0, | |
| "love": 0.6, | |
| "neutral": 0.325, | |
| "order_physical_card": 0.875, | |
| "other": null, | |
| "pin_blocked": 0.875, | |
| "refund": 1.0, | |
| "refund_not_showing_up": 0.875, | |
| "request_refund": 0.875, | |
| "sadness": 0.8275862068965517, | |
| "scitech": 0.55, | |
| "sports": 0.975, | |
| "surprise": 0.47368421052631576, | |
| "technical_help": 1.0, | |
| "terminate_account": 1.0, | |
| "top_up_failed": 0.875, | |
| "topping_up_by_card": 0.5, | |
| "transaction_charged_twice": 0.875, | |
| "world": 0.875 | |
| }, | |
| "brier": 0.3270658633907902, | |
| "nll": 0.6528267504422001, | |
| "ece_raw": 0.0007309538327833588, | |
| "ece_fitted": 0.0004591988587776608 | |
| }, | |
| "noul": { | |
| "accuracy": 0.9036458333333334, | |
| "balanced_accuracy": 0.8834257029277777, | |
| "auroc": 0.972521254678931, | |
| "auprc": 0.9503028848436744, | |
| "brier": 0.07737625808758589, | |
| "nll": 0.2542762084776515, | |
| "ece_raw": 0.004463339661746162, | |
| "ece_fitted": 0.0049155860343304296 | |
| }, | |
| "score": { | |
| "mae": 0.8020032497743765, | |
| "rmse": 0.9909589189089723, | |
| "nearest_level_accuracy": 0.3333333333333333, | |
| "within_one_accuracy": 0.875, | |
| "raw_equality_rate": 0.0, | |
| "spearman": 0.737594189458718, | |
| "ordinal_confusion": { | |
| "labels": [ | |
| 0, | |
| 1, | |
| 2, | |
| 3, | |
| 4 | |
| ], | |
| "matrix": [ | |
| [ | |
| 0, | |
| 19, | |
| 4, | |
| 1, | |
| 0 | |
| ], | |
| [ | |
| 2, | |
| 10, | |
| 12, | |
| 0, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 6, | |
| 17, | |
| 1, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 1, | |
| 11, | |
| 12, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 1, | |
| 8, | |
| 14, | |
| 1 | |
| ] | |
| ] | |
| } | |
| } | |
| } | |
| }, | |
| "calibrated": { | |
| "evaluation_cases": 952, | |
| "evaluation_decisions": 1240, | |
| "correct": 953, | |
| "accuracy": 0.7685483870967742, | |
| "suites": { | |
| "triage": { | |
| "accuracy": 0.9270833333333334, | |
| "cases": 48, | |
| "decisions": 192, | |
| "latency": { | |
| "mean_seconds": 0.03883962416667922, | |
| "p50_seconds": 0.03841860600016389, | |
| "p95_seconds": 0.04178968690000602 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.8541666666666666, | |
| "macro_f1": 0.820875420875421, | |
| "balanced_accuracy": 0.8444444444444444, | |
| "per_class_recall": { | |
| "billing_question": 0.2222222222222222, | |
| "cancellation": 1.0, | |
| "information": 1.0, | |
| "refund": 1.0, | |
| "technical_help": 1.0 | |
| }, | |
| "brier": 0.14243087345916075, | |
| "nll": 0.2813106462197595, | |
| "ece_raw": 0.028952845660412414, | |
| "ece_fitted": 0.03991474162123874 | |
| }, | |
| "noul": { | |
| "accuracy": 0.9513888888888888, | |
| "balanced_accuracy": 0.912037037037037, | |
| "auroc": 0.9886831275720165, | |
| "auprc": 0.9700223660164052, | |
| "brier": 0.052313952030937215, | |
| "nll": 0.20641514576135578, | |
| "ece_raw": 0.010566808507195363, | |
| "ece_fitted": 0.012443507589047501 | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 178 | |
| }, | |
| "guardrails": { | |
| "accuracy": 0.8125, | |
| "cases": 48, | |
| "decisions": 96, | |
| "latency": { | |
| "mean_seconds": 0.037130780229148286, | |
| "p50_seconds": 0.03704196349997346, | |
| "p95_seconds": 0.03867655395000611 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": null, | |
| "macro_f1": null, | |
| "balanced_accuracy": null, | |
| "per_class_recall": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "noul": { | |
| "accuracy": 0.8125, | |
| "balanced_accuracy": 0.8676470588235294, | |
| "auroc": 0.9803046218487395, | |
| "auprc": 0.9910196723104415, | |
| "brier": 0.14399152528197112, | |
| "nll": 0.4301690068230142, | |
| "ece_raw": 0.027843129969293463, | |
| "ece_fitted": 0.02698340407756053 | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 78 | |
| }, | |
| "moderation": { | |
| "accuracy": 0.9166666666666666, | |
| "cases": 48, | |
| "decisions": 144, | |
| "latency": { | |
| "mean_seconds": 0.03827599806249301, | |
| "p50_seconds": 0.037934129999939614, | |
| "p95_seconds": 0.041699429449965915 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": null, | |
| "macro_f1": null, | |
| "balanced_accuracy": null, | |
| "per_class_recall": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "noul": { | |
| "accuracy": 0.9166666666666666, | |
| "balanced_accuracy": 0.9106227106227107, | |
| "auroc": 0.978021978021978, | |
| "auprc": 0.944990138816365, | |
| "brier": 0.06164195701639249, | |
| "nll": 0.21176174396122044, | |
| "ece_raw": 0.014191582921902587, | |
| "ece_fitted": 0.01169790659953756 | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 132 | |
| }, | |
| "agnews": { | |
| "accuracy": 0.8125, | |
| "cases": 160, | |
| "decisions": 160, | |
| "latency": { | |
| "mean_seconds": 0.038758980293738435, | |
| "p50_seconds": 0.0382035000001224, | |
| "p95_seconds": 0.042714876549950986 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.8125, | |
| "macro_f1": 0.8064558008777994, | |
| "balanced_accuracy": 0.8125, | |
| "per_class_recall": { | |
| "business": 0.85, | |
| "scitech": 0.55, | |
| "sports": 0.975, | |
| "world": 0.875 | |
| }, | |
| "brier": 0.2965232296874367, | |
| "nll": 0.5908707062914559, | |
| "ece_raw": 0.004136447508252946, | |
| "ece_fitted": 0.007738817845546403 | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 130 | |
| }, | |
| "emotion": { | |
| "accuracy": 0.7239583333333334, | |
| "cases": 192, | |
| "decisions": 192, | |
| "latency": { | |
| "mean_seconds": 0.038396373302075425, | |
| "p50_seconds": 0.03797906949989738, | |
| "p95_seconds": 0.0415361116498957 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.7239583333333334, | |
| "macro_f1": 0.6913006811212603, | |
| "balanced_accuracy": 0.6854851048438465, | |
| "per_class_recall": { | |
| "anger": 0.5714285714285714, | |
| "fear": 0.9259259259259259, | |
| "joy": 0.7142857142857143, | |
| "love": 0.6, | |
| "sadness": 0.8275862068965517, | |
| "surprise": 0.47368421052631576 | |
| }, | |
| "brier": 0.39805364003393406, | |
| "nll": 0.7908805977682863, | |
| "ece_raw": 0.004164112978894893, | |
| "ece_fitted": 0.0034169522756447193 | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 139 | |
| }, | |
| "banking77_12": { | |
| "accuracy": 0.8020833333333334, | |
| "cases": 96, | |
| "decisions": 96, | |
| "latency": { | |
| "mean_seconds": 0.03918704791666509, | |
| "p50_seconds": 0.038639419499986616, | |
| "p95_seconds": 0.04271133699995744 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.8020833333333334, | |
| "macro_f1": 0.7940683880389763, | |
| "balanced_accuracy": 0.8020833333333334, | |
| "per_class_recall": { | |
| "card_arrival": 0.625, | |
| "card_linking": 0.25, | |
| "exchange_rate": 1.0, | |
| "lost_or_stolen_card": 1.0, | |
| "order_physical_card": 0.875, | |
| "pin_blocked": 0.875, | |
| "refund_not_showing_up": 0.875, | |
| "request_refund": 0.875, | |
| "terminate_account": 1.0, | |
| "top_up_failed": 0.875, | |
| "topping_up_by_card": 0.5, | |
| "transaction_charged_twice": 0.875 | |
| }, | |
| "brier": 0.2841311372982186, | |
| "nll": 0.7256759563838567, | |
| "ece_raw": 0.014651013888121192, | |
| "ece_fitted": 0.0165529263424545 | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 77 | |
| }, | |
| "mnli": { | |
| "accuracy": 0.5416666666666666, | |
| "cases": 120, | |
| "decisions": 120, | |
| "latency": { | |
| "mean_seconds": 0.0384311384083181, | |
| "p50_seconds": 0.03797633499982567, | |
| "p95_seconds": 0.04150163254993231 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.5416666666666666, | |
| "macro_f1": 0.531705418323941, | |
| "balanced_accuracy": 0.5416666666666666, | |
| "per_class_recall": { | |
| "contradiction": 0.575, | |
| "entailment": 0.725, | |
| "neutral": 0.325 | |
| }, | |
| "brier": 0.5534738375592544, | |
| "nll": 0.9317788432632266, | |
| "ece_raw": 0.005991485962656614, | |
| "ece_fitted": 0.008360924461080638 | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 65 | |
| }, | |
| "sst5": { | |
| "accuracy": 0.3333333333333333, | |
| "cases": 120, | |
| "decisions": 120, | |
| "latency": { | |
| "mean_seconds": 0.038905105700003634, | |
| "p50_seconds": 0.03851513350002733, | |
| "p95_seconds": 0.041932194849789536 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": null, | |
| "macro_f1": null, | |
| "balanced_accuracy": null, | |
| "per_class_recall": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": 0.8023576299349467, | |
| "rmse": 0.9908613116687078, | |
| "nearest_level_accuracy": 0.3333333333333333, | |
| "within_one_accuracy": 0.875, | |
| "raw_equality_rate": 0.0, | |
| "spearman": 0.7382746269028682, | |
| "ordinal_confusion": { | |
| "labels": [ | |
| 0, | |
| 1, | |
| 2, | |
| 3, | |
| 4 | |
| ], | |
| "matrix": [ | |
| [ | |
| 0, | |
| 19, | |
| 4, | |
| 1, | |
| 0 | |
| ], | |
| [ | |
| 2, | |
| 10, | |
| 12, | |
| 0, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 6, | |
| 17, | |
| 1, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 1, | |
| 11, | |
| 12, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 1, | |
| 8, | |
| 14, | |
| 1 | |
| ] | |
| ] | |
| } | |
| } | |
| }, | |
| "correct": 40 | |
| }, | |
| "multilingual_intent": { | |
| "accuracy": 0.95, | |
| "cases": 120, | |
| "decisions": 120, | |
| "latency": { | |
| "mean_seconds": 0.039158464716655315, | |
| "p50_seconds": 0.03864724799996111, | |
| "p95_seconds": 0.04240460730002269 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.95, | |
| "macro_f1": 0.8159019343229869, | |
| "balanced_accuracy": 0.9650000000000001, | |
| "per_class_recall": { | |
| "billing_question": 0.95, | |
| "cancellation": 1.0, | |
| "information": 0.875, | |
| "other": null, | |
| "refund": 1.0, | |
| "technical_help": 1.0 | |
| }, | |
| "brier": 0.13506004724959844, | |
| "nll": 0.2766243432861846, | |
| "ece_raw": 0.01098334737043859, | |
| "ece_fitted": 0.007150088729354088 | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 114 | |
| } | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.7690217391304348, | |
| "macro_f1": 0.748753245465977, | |
| "balanced_accuracy": 0.7745682853365854, | |
| "per_class_recall": { | |
| "anger": 0.5714285714285714, | |
| "billing_question": 0.7241379310344828, | |
| "business": 0.85, | |
| "cancellation": 1.0, | |
| "card_arrival": 0.625, | |
| "card_linking": 0.25, | |
| "contradiction": 0.575, | |
| "entailment": 0.725, | |
| "exchange_rate": 1.0, | |
| "fear": 0.9259259259259259, | |
| "information": 0.9, | |
| "joy": 0.7142857142857143, | |
| "lost_or_stolen_card": 1.0, | |
| "love": 0.6, | |
| "neutral": 0.325, | |
| "order_physical_card": 0.875, | |
| "other": null, | |
| "pin_blocked": 0.875, | |
| "refund": 1.0, | |
| "refund_not_showing_up": 0.875, | |
| "request_refund": 0.875, | |
| "sadness": 0.8275862068965517, | |
| "scitech": 0.55, | |
| "sports": 0.975, | |
| "surprise": 0.47368421052631576, | |
| "technical_help": 1.0, | |
| "terminate_account": 1.0, | |
| "top_up_failed": 0.875, | |
| "topping_up_by_card": 0.5, | |
| "transaction_charged_twice": 0.875, | |
| "world": 0.875 | |
| }, | |
| "brier": 0.32691216429379927, | |
| "nll": 0.6447888220047173, | |
| "ece_raw": 0.000757314816236097, | |
| "ece_fitted": 0.00045919887827611055 | |
| }, | |
| "noul": { | |
| "accuracy": 0.9036458333333334, | |
| "balanced_accuracy": 0.8834257029277777, | |
| "auroc": 0.972492238052404, | |
| "auprc": 0.950340531508563, | |
| "brier": 0.07873134721324142, | |
| "nll": 0.26435858535171963, | |
| "ece_raw": 0.004409246207057182, | |
| "ece_fitted": 0.004915585951212646 | |
| }, | |
| "score": { | |
| "mae": 0.8023576299349467, | |
| "rmse": 0.9908613116687078, | |
| "nearest_level_accuracy": 0.3333333333333333, | |
| "within_one_accuracy": 0.875, | |
| "raw_equality_rate": 0.0, | |
| "spearman": 0.7382746269028682, | |
| "ordinal_confusion": { | |
| "labels": [ | |
| 0, | |
| 1, | |
| 2, | |
| 3, | |
| 4 | |
| ], | |
| "matrix": [ | |
| [ | |
| 0, | |
| 19, | |
| 4, | |
| 1, | |
| 0 | |
| ], | |
| [ | |
| 2, | |
| 10, | |
| 12, | |
| 0, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 6, | |
| 17, | |
| 1, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 1, | |
| 11, | |
| 12, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 1, | |
| 8, | |
| 14, | |
| 1 | |
| ] | |
| ] | |
| } | |
| } | |
| } | |
| }, | |
| "flagged_phrase_excluded": { | |
| "excluded_cases": [ | |
| "banking77_12-0084" | |
| ], | |
| "raw": { | |
| "evaluation_cases": 951, | |
| "evaluation_decisions": 1239, | |
| "correct": 952, | |
| "accuracy": 0.768361581920904, | |
| "suites": { | |
| "triage": { | |
| "accuracy": 0.9270833333333334, | |
| "cases": 48, | |
| "decisions": 192, | |
| "latency": { | |
| "mean_seconds": 0.03883962416667922, | |
| "p50_seconds": 0.03841860600016389, | |
| "p95_seconds": 0.04178968690000602 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.8541666666666666, | |
| "macro_f1": 0.820875420875421, | |
| "balanced_accuracy": 0.8444444444444444, | |
| "per_class_recall": { | |
| "billing_question": 0.2222222222222222, | |
| "cancellation": 1.0, | |
| "information": 1.0, | |
| "refund": 1.0, | |
| "technical_help": 1.0 | |
| }, | |
| "brier": 0.13697967505778072, | |
| "nll": 0.2506294304217651, | |
| "ece_raw": 0.033931114278253044, | |
| "ece_fitted": 0.039914814482762906 | |
| }, | |
| "noul": { | |
| "accuracy": 0.9513888888888888, | |
| "balanced_accuracy": 0.912037037037037, | |
| "auroc": 0.9890689300411523, | |
| "auprc": 0.9701626578233637, | |
| "brier": 0.04911263462874029, | |
| "nll": 0.1906247610132196, | |
| "ece_raw": 0.01181868597485985, | |
| "ece_fitted": 0.012443502260767868 | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 178 | |
| }, | |
| "guardrails": { | |
| "accuracy": 0.8125, | |
| "cases": 48, | |
| "decisions": 96, | |
| "latency": { | |
| "mean_seconds": 0.037130780229148286, | |
| "p50_seconds": 0.03704196349997346, | |
| "p95_seconds": 0.03867655395000611 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": null, | |
| "macro_f1": null, | |
| "balanced_accuracy": null, | |
| "per_class_recall": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "noul": { | |
| "accuracy": 0.8125, | |
| "balanced_accuracy": 0.8676470588235294, | |
| "auroc": 0.9803046218487395, | |
| "auprc": 0.9910730108125466, | |
| "brier": 0.14491041421218856, | |
| "nll": 0.4276831543302518, | |
| "ece_raw": 0.02432198575945292, | |
| "ece_fitted": 0.026983405418465858 | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 78 | |
| }, | |
| "moderation": { | |
| "accuracy": 0.9166666666666666, | |
| "cases": 48, | |
| "decisions": 144, | |
| "latency": { | |
| "mean_seconds": 0.03827599806249301, | |
| "p50_seconds": 0.037934129999939614, | |
| "p95_seconds": 0.041699429449965915 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": null, | |
| "macro_f1": null, | |
| "balanced_accuracy": null, | |
| "per_class_recall": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "noul": { | |
| "accuracy": 0.9166666666666666, | |
| "balanced_accuracy": 0.9106227106227107, | |
| "auroc": 0.978021978021978, | |
| "auprc": 0.944990138816365, | |
| "brier": 0.06061711079669634, | |
| "nll": 0.2023230253736832, | |
| "ece_raw": 0.010916557094938821, | |
| "ece_fitted": 0.011697905217155507 | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 132 | |
| }, | |
| "agnews": { | |
| "accuracy": 0.8125, | |
| "cases": 160, | |
| "decisions": 160, | |
| "latency": { | |
| "mean_seconds": 0.038758980293738435, | |
| "p50_seconds": 0.0382035000001224, | |
| "p95_seconds": 0.042714876549950986 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.8125, | |
| "macro_f1": 0.8064558008777994, | |
| "balanced_accuracy": 0.8125, | |
| "per_class_recall": { | |
| "business": 0.85, | |
| "scitech": 0.55, | |
| "sports": 0.975, | |
| "world": 0.875 | |
| }, | |
| "brier": 0.30172771335742954, | |
| "nll": 0.6319382379388891, | |
| "ece_raw": 0.0052000811604517765, | |
| "ece_fitted": 0.007738817523861061 | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 130 | |
| }, | |
| "emotion": { | |
| "accuracy": 0.7239583333333334, | |
| "cases": 192, | |
| "decisions": 192, | |
| "latency": { | |
| "mean_seconds": 0.038396373302075425, | |
| "p50_seconds": 0.03797906949989738, | |
| "p95_seconds": 0.0415361116498957 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.7239583333333334, | |
| "macro_f1": 0.6913006811212603, | |
| "balanced_accuracy": 0.6854851048438465, | |
| "per_class_recall": { | |
| "anger": 0.5714285714285714, | |
| "fear": 0.9259259259259259, | |
| "joy": 0.7142857142857143, | |
| "love": 0.6, | |
| "sadness": 0.8275862068965517, | |
| "surprise": 0.47368421052631576 | |
| }, | |
| "brier": 0.39443242180284094, | |
| "nll": 0.7806033322263032, | |
| "ece_raw": 0.0032102610291140795, | |
| "ece_fitted": 0.003416953263655513 | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 139 | |
| }, | |
| "banking77_12": { | |
| "accuracy": 0.8, | |
| "cases": 95, | |
| "decisions": 95, | |
| "latency": { | |
| "mean_seconds": 0.03918948851578773, | |
| "p50_seconds": 0.03858194800000092, | |
| "p95_seconds": 0.04271281379994889 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.8, | |
| "macro_f1": 0.7934147932677345, | |
| "balanced_accuracy": 0.8020833333333334, | |
| "per_class_recall": { | |
| "card_arrival": 0.625, | |
| "card_linking": 0.25, | |
| "exchange_rate": 1.0, | |
| "lost_or_stolen_card": 1.0, | |
| "order_physical_card": 0.875, | |
| "pin_blocked": 0.875, | |
| "refund_not_showing_up": 0.875, | |
| "request_refund": 0.875, | |
| "terminate_account": 1.0, | |
| "top_up_failed": 0.875, | |
| "topping_up_by_card": 0.5, | |
| "transaction_charged_twice": 0.875 | |
| }, | |
| "brier": 0.29490650156145987, | |
| "nll": 0.782323559878833, | |
| "ece_raw": 0.01680271757873975, | |
| "ece_fitted": 0.016734122969269134 | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 76 | |
| }, | |
| "mnli": { | |
| "accuracy": 0.5416666666666666, | |
| "cases": 120, | |
| "decisions": 120, | |
| "latency": { | |
| "mean_seconds": 0.0384311384083181, | |
| "p50_seconds": 0.03797633499982567, | |
| "p95_seconds": 0.04150163254993231 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.5416666666666666, | |
| "macro_f1": 0.531705418323941, | |
| "balanced_accuracy": 0.5416666666666666, | |
| "per_class_recall": { | |
| "contradiction": 0.575, | |
| "entailment": 0.725, | |
| "neutral": 0.325 | |
| }, | |
| "brier": 0.5619903249840926, | |
| "nll": 0.952791383586364, | |
| "ece_raw": 0.0067628751799769776, | |
| "ece_fitted": 0.00836092388336822 | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 65 | |
| }, | |
| "sst5": { | |
| "accuracy": 0.3333333333333333, | |
| "cases": 120, | |
| "decisions": 120, | |
| "latency": { | |
| "mean_seconds": 0.038905105700003634, | |
| "p50_seconds": 0.03851513350002733, | |
| "p95_seconds": 0.041932194849789536 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": null, | |
| "macro_f1": null, | |
| "balanced_accuracy": null, | |
| "per_class_recall": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": 0.8020032497743765, | |
| "rmse": 0.9909589189089723, | |
| "nearest_level_accuracy": 0.3333333333333333, | |
| "within_one_accuracy": 0.875, | |
| "raw_equality_rate": 0.0, | |
| "spearman": 0.737594189458718, | |
| "ordinal_confusion": { | |
| "labels": [ | |
| 0, | |
| 1, | |
| 2, | |
| 3, | |
| 4 | |
| ], | |
| "matrix": [ | |
| [ | |
| 0, | |
| 19, | |
| 4, | |
| 1, | |
| 0 | |
| ], | |
| [ | |
| 2, | |
| 10, | |
| 12, | |
| 0, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 6, | |
| 17, | |
| 1, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 1, | |
| 11, | |
| 12, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 1, | |
| 8, | |
| 14, | |
| 1 | |
| ] | |
| ] | |
| } | |
| } | |
| }, | |
| "correct": 40 | |
| }, | |
| "multilingual_intent": { | |
| "accuracy": 0.95, | |
| "cases": 120, | |
| "decisions": 120, | |
| "latency": { | |
| "mean_seconds": 0.039158464716655315, | |
| "p50_seconds": 0.03864724799996111, | |
| "p95_seconds": 0.04240460730002269 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.95, | |
| "macro_f1": 0.8159019343229869, | |
| "balanced_accuracy": 0.9650000000000001, | |
| "per_class_recall": { | |
| "billing_question": 0.95, | |
| "cancellation": 1.0, | |
| "information": 0.875, | |
| "other": null, | |
| "refund": 1.0, | |
| "technical_help": 1.0 | |
| }, | |
| "brier": 0.12235859002542863, | |
| "nll": 0.24005612544914204, | |
| "ece_raw": 0.008839931130203269, | |
| "ece_fitted": 0.0071500889173673875 | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 114 | |
| } | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.7687074829931972, | |
| "macro_f1": 0.7485002410383995, | |
| "balanced_accuracy": 0.7745682853365854, | |
| "per_class_recall": { | |
| "anger": 0.5714285714285714, | |
| "billing_question": 0.7241379310344828, | |
| "business": 0.85, | |
| "cancellation": 1.0, | |
| "card_arrival": 0.625, | |
| "card_linking": 0.25, | |
| "contradiction": 0.575, | |
| "entailment": 0.725, | |
| "exchange_rate": 1.0, | |
| "fear": 0.9259259259259259, | |
| "information": 0.9, | |
| "joy": 0.7142857142857143, | |
| "lost_or_stolen_card": 1.0, | |
| "love": 0.6, | |
| "neutral": 0.325, | |
| "order_physical_card": 0.875, | |
| "other": null, | |
| "pin_blocked": 0.875, | |
| "refund": 1.0, | |
| "refund_not_showing_up": 0.875, | |
| "request_refund": 0.875, | |
| "sadness": 0.8275862068965517, | |
| "scitech": 0.55, | |
| "sports": 0.975, | |
| "surprise": 0.47368421052631576, | |
| "technical_help": 1.0, | |
| "terminate_account": 1.0, | |
| "top_up_failed": 0.875, | |
| "topping_up_by_card": 0.5, | |
| "transaction_charged_twice": 0.875, | |
| "world": 0.875 | |
| }, | |
| "brier": 0.3275108448647468, | |
| "nll": 0.6537123942730164, | |
| "ece_raw": 0.000732155258879059, | |
| "ece_fitted": 0.00045994712310874536 | |
| }, | |
| "noul": { | |
| "accuracy": 0.9036458333333334, | |
| "balanced_accuracy": 0.8834257029277777, | |
| "auroc": 0.972521254678931, | |
| "auprc": 0.9503028848436744, | |
| "brier": 0.07737625808758589, | |
| "nll": 0.2542762084776515, | |
| "ece_raw": 0.004463339661746162, | |
| "ece_fitted": 0.0049155860343304296 | |
| }, | |
| "score": { | |
| "mae": 0.8020032497743765, | |
| "rmse": 0.9909589189089723, | |
| "nearest_level_accuracy": 0.3333333333333333, | |
| "within_one_accuracy": 0.875, | |
| "raw_equality_rate": 0.0, | |
| "spearman": 0.737594189458718, | |
| "ordinal_confusion": { | |
| "labels": [ | |
| 0, | |
| 1, | |
| 2, | |
| 3, | |
| 4 | |
| ], | |
| "matrix": [ | |
| [ | |
| 0, | |
| 19, | |
| 4, | |
| 1, | |
| 0 | |
| ], | |
| [ | |
| 2, | |
| 10, | |
| 12, | |
| 0, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 6, | |
| 17, | |
| 1, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 1, | |
| 11, | |
| 12, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 1, | |
| 8, | |
| 14, | |
| 1 | |
| ] | |
| ] | |
| } | |
| } | |
| } | |
| }, | |
| "calibrated": { | |
| "evaluation_cases": 951, | |
| "evaluation_decisions": 1239, | |
| "correct": 952, | |
| "accuracy": 0.768361581920904, | |
| "suites": { | |
| "triage": { | |
| "accuracy": 0.9270833333333334, | |
| "cases": 48, | |
| "decisions": 192, | |
| "latency": { | |
| "mean_seconds": 0.03883962416667922, | |
| "p50_seconds": 0.03841860600016389, | |
| "p95_seconds": 0.04178968690000602 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.8541666666666666, | |
| "macro_f1": 0.820875420875421, | |
| "balanced_accuracy": 0.8444444444444444, | |
| "per_class_recall": { | |
| "billing_question": 0.2222222222222222, | |
| "cancellation": 1.0, | |
| "information": 1.0, | |
| "refund": 1.0, | |
| "technical_help": 1.0 | |
| }, | |
| "brier": 0.14243087345916075, | |
| "nll": 0.2813106462197595, | |
| "ece_raw": 0.028952845660412414, | |
| "ece_fitted": 0.03991474162123874 | |
| }, | |
| "noul": { | |
| "accuracy": 0.9513888888888888, | |
| "balanced_accuracy": 0.912037037037037, | |
| "auroc": 0.9886831275720165, | |
| "auprc": 0.9700223660164052, | |
| "brier": 0.052313952030937215, | |
| "nll": 0.20641514576135578, | |
| "ece_raw": 0.010566808507195363, | |
| "ece_fitted": 0.012443507589047501 | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 178 | |
| }, | |
| "guardrails": { | |
| "accuracy": 0.8125, | |
| "cases": 48, | |
| "decisions": 96, | |
| "latency": { | |
| "mean_seconds": 0.037130780229148286, | |
| "p50_seconds": 0.03704196349997346, | |
| "p95_seconds": 0.03867655395000611 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": null, | |
| "macro_f1": null, | |
| "balanced_accuracy": null, | |
| "per_class_recall": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "noul": { | |
| "accuracy": 0.8125, | |
| "balanced_accuracy": 0.8676470588235294, | |
| "auroc": 0.9803046218487395, | |
| "auprc": 0.9910196723104415, | |
| "brier": 0.14399152528197112, | |
| "nll": 0.4301690068230142, | |
| "ece_raw": 0.027843129969293463, | |
| "ece_fitted": 0.02698340407756053 | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 78 | |
| }, | |
| "moderation": { | |
| "accuracy": 0.9166666666666666, | |
| "cases": 48, | |
| "decisions": 144, | |
| "latency": { | |
| "mean_seconds": 0.03827599806249301, | |
| "p50_seconds": 0.037934129999939614, | |
| "p95_seconds": 0.041699429449965915 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": null, | |
| "macro_f1": null, | |
| "balanced_accuracy": null, | |
| "per_class_recall": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "noul": { | |
| "accuracy": 0.9166666666666666, | |
| "balanced_accuracy": 0.9106227106227107, | |
| "auroc": 0.978021978021978, | |
| "auprc": 0.944990138816365, | |
| "brier": 0.06164195701639249, | |
| "nll": 0.21176174396122044, | |
| "ece_raw": 0.014191582921902587, | |
| "ece_fitted": 0.01169790659953756 | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 132 | |
| }, | |
| "agnews": { | |
| "accuracy": 0.8125, | |
| "cases": 160, | |
| "decisions": 160, | |
| "latency": { | |
| "mean_seconds": 0.038758980293738435, | |
| "p50_seconds": 0.0382035000001224, | |
| "p95_seconds": 0.042714876549950986 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.8125, | |
| "macro_f1": 0.8064558008777994, | |
| "balanced_accuracy": 0.8125, | |
| "per_class_recall": { | |
| "business": 0.85, | |
| "scitech": 0.55, | |
| "sports": 0.975, | |
| "world": 0.875 | |
| }, | |
| "brier": 0.2965232296874367, | |
| "nll": 0.5908707062914559, | |
| "ece_raw": 0.004136447508252946, | |
| "ece_fitted": 0.007738817845546403 | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 130 | |
| }, | |
| "emotion": { | |
| "accuracy": 0.7239583333333334, | |
| "cases": 192, | |
| "decisions": 192, | |
| "latency": { | |
| "mean_seconds": 0.038396373302075425, | |
| "p50_seconds": 0.03797906949989738, | |
| "p95_seconds": 0.0415361116498957 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.7239583333333334, | |
| "macro_f1": 0.6913006811212603, | |
| "balanced_accuracy": 0.6854851048438465, | |
| "per_class_recall": { | |
| "anger": 0.5714285714285714, | |
| "fear": 0.9259259259259259, | |
| "joy": 0.7142857142857143, | |
| "love": 0.6, | |
| "sadness": 0.8275862068965517, | |
| "surprise": 0.47368421052631576 | |
| }, | |
| "brier": 0.39805364003393406, | |
| "nll": 0.7908805977682863, | |
| "ece_raw": 0.004164112978894893, | |
| "ece_fitted": 0.0034169522756447193 | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 139 | |
| }, | |
| "banking77_12": { | |
| "accuracy": 0.8, | |
| "cases": 95, | |
| "decisions": 95, | |
| "latency": { | |
| "mean_seconds": 0.03918948851578773, | |
| "p50_seconds": 0.03858194800000092, | |
| "p95_seconds": 0.04271281379994889 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.8, | |
| "macro_f1": 0.7934147932677345, | |
| "balanced_accuracy": 0.8020833333333334, | |
| "per_class_recall": { | |
| "card_arrival": 0.625, | |
| "card_linking": 0.25, | |
| "exchange_rate": 1.0, | |
| "lost_or_stolen_card": 1.0, | |
| "order_physical_card": 0.875, | |
| "pin_blocked": 0.875, | |
| "refund_not_showing_up": 0.875, | |
| "request_refund": 0.875, | |
| "terminate_account": 1.0, | |
| "top_up_failed": 0.875, | |
| "topping_up_by_card": 0.5, | |
| "transaction_charged_twice": 0.875 | |
| }, | |
| "brier": 0.2871215913829621, | |
| "nll": 0.7332560464140869, | |
| "ece_raw": 0.014809638592014682, | |
| "ece_fitted": 0.01673412400480368 | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 76 | |
| }, | |
| "mnli": { | |
| "accuracy": 0.5416666666666666, | |
| "cases": 120, | |
| "decisions": 120, | |
| "latency": { | |
| "mean_seconds": 0.0384311384083181, | |
| "p50_seconds": 0.03797633499982567, | |
| "p95_seconds": 0.04150163254993231 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.5416666666666666, | |
| "macro_f1": 0.531705418323941, | |
| "balanced_accuracy": 0.5416666666666666, | |
| "per_class_recall": { | |
| "contradiction": 0.575, | |
| "entailment": 0.725, | |
| "neutral": 0.325 | |
| }, | |
| "brier": 0.5534738375592544, | |
| "nll": 0.9317788432632266, | |
| "ece_raw": 0.005991485962656614, | |
| "ece_fitted": 0.008360924461080638 | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 65 | |
| }, | |
| "sst5": { | |
| "accuracy": 0.3333333333333333, | |
| "cases": 120, | |
| "decisions": 120, | |
| "latency": { | |
| "mean_seconds": 0.038905105700003634, | |
| "p50_seconds": 0.03851513350002733, | |
| "p95_seconds": 0.041932194849789536 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": null, | |
| "macro_f1": null, | |
| "balanced_accuracy": null, | |
| "per_class_recall": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": 0.8023576299349467, | |
| "rmse": 0.9908613116687078, | |
| "nearest_level_accuracy": 0.3333333333333333, | |
| "within_one_accuracy": 0.875, | |
| "raw_equality_rate": 0.0, | |
| "spearman": 0.7382746269028682, | |
| "ordinal_confusion": { | |
| "labels": [ | |
| 0, | |
| 1, | |
| 2, | |
| 3, | |
| 4 | |
| ], | |
| "matrix": [ | |
| [ | |
| 0, | |
| 19, | |
| 4, | |
| 1, | |
| 0 | |
| ], | |
| [ | |
| 2, | |
| 10, | |
| 12, | |
| 0, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 6, | |
| 17, | |
| 1, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 1, | |
| 11, | |
| 12, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 1, | |
| 8, | |
| 14, | |
| 1 | |
| ] | |
| ] | |
| } | |
| } | |
| }, | |
| "correct": 40 | |
| }, | |
| "multilingual_intent": { | |
| "accuracy": 0.95, | |
| "cases": 120, | |
| "decisions": 120, | |
| "latency": { | |
| "mean_seconds": 0.039158464716655315, | |
| "p50_seconds": 0.03864724799996111, | |
| "p95_seconds": 0.04240460730002269 | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.95, | |
| "macro_f1": 0.8159019343229869, | |
| "balanced_accuracy": 0.9650000000000001, | |
| "per_class_recall": { | |
| "billing_question": 0.95, | |
| "cancellation": 1.0, | |
| "information": 0.875, | |
| "other": null, | |
| "refund": 1.0, | |
| "technical_help": 1.0 | |
| }, | |
| "brier": 0.13506004724959844, | |
| "nll": 0.2766243432861846, | |
| "ece_raw": 0.01098334737043859, | |
| "ece_fitted": 0.007150088729354088 | |
| }, | |
| "noul": { | |
| "accuracy": null, | |
| "balanced_accuracy": null, | |
| "auroc": null, | |
| "auprc": null, | |
| "brier": null, | |
| "nll": null, | |
| "ece_raw": null, | |
| "ece_fitted": null | |
| }, | |
| "score": { | |
| "mae": null, | |
| "rmse": null, | |
| "nearest_level_accuracy": null, | |
| "within_one_accuracy": null, | |
| "raw_equality_rate": null, | |
| "spearman": null, | |
| "ordinal_confusion": null | |
| } | |
| }, | |
| "correct": 114 | |
| } | |
| }, | |
| "primitive_metrics": { | |
| "choice": { | |
| "accuracy": 0.7687074829931972, | |
| "macro_f1": 0.7485002410383995, | |
| "balanced_accuracy": 0.7745682853365854, | |
| "per_class_recall": { | |
| "anger": 0.5714285714285714, | |
| "billing_question": 0.7241379310344828, | |
| "business": 0.85, | |
| "cancellation": 1.0, | |
| "card_arrival": 0.625, | |
| "card_linking": 0.25, | |
| "contradiction": 0.575, | |
| "entailment": 0.725, | |
| "exchange_rate": 1.0, | |
| "fear": 0.9259259259259259, | |
| "information": 0.9, | |
| "joy": 0.7142857142857143, | |
| "lost_or_stolen_card": 1.0, | |
| "love": 0.6, | |
| "neutral": 0.325, | |
| "order_physical_card": 0.875, | |
| "other": null, | |
| "pin_blocked": 0.875, | |
| "refund": 1.0, | |
| "refund_not_showing_up": 0.875, | |
| "request_refund": 0.875, | |
| "sadness": 0.8275862068965517, | |
| "scitech": 0.55, | |
| "sports": 0.975, | |
| "surprise": 0.47368421052631576, | |
| "technical_help": 1.0, | |
| "terminate_account": 1.0, | |
| "top_up_failed": 0.875, | |
| "topping_up_by_card": 0.5, | |
| "transaction_charged_twice": 0.875, | |
| "world": 0.875 | |
| }, | |
| "brier": 0.3273568910489642, | |
| "nll": 0.6456585110094694, | |
| "ece_raw": 0.0007584697829628141, | |
| "ece_fitted": 0.0004599471426753296 | |
| }, | |
| "noul": { | |
| "accuracy": 0.9036458333333334, | |
| "balanced_accuracy": 0.8834257029277777, | |
| "auroc": 0.972492238052404, | |
| "auprc": 0.950340531508563, | |
| "brier": 0.07873134721324142, | |
| "nll": 0.26435858535171963, | |
| "ece_raw": 0.004409246207057182, | |
| "ece_fitted": 0.004915585951212646 | |
| }, | |
| "score": { | |
| "mae": 0.8023576299349467, | |
| "rmse": 0.9908613116687078, | |
| "nearest_level_accuracy": 0.3333333333333333, | |
| "within_one_accuracy": 0.875, | |
| "raw_equality_rate": 0.0, | |
| "spearman": 0.7382746269028682, | |
| "ordinal_confusion": { | |
| "labels": [ | |
| 0, | |
| 1, | |
| 2, | |
| 3, | |
| 4 | |
| ], | |
| "matrix": [ | |
| [ | |
| 0, | |
| 19, | |
| 4, | |
| 1, | |
| 0 | |
| ], | |
| [ | |
| 2, | |
| 10, | |
| 12, | |
| 0, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 6, | |
| 17, | |
| 1, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 1, | |
| 11, | |
| 12, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 1, | |
| 8, | |
| 14, | |
| 1 | |
| ] | |
| ] | |
| } | |
| } | |
| } | |
| } | |
| }, | |
| "score_rule": "Expected level index passed as scalar score; official floor(score+0.5) correctness, not modal-level accuracy", | |
| "label_note": "Original v2 labels were single-review AI-assisted. Corrected v2.1.0 adopts source labels for AGNews, Banking77, MNLI and SST5 and a reviewed emotion decision set. No independent double-review claim is made.", | |
| "official_submission": false | |
| }, | |
| "protocol_and_overlap_notes": "See README.md. The metrics have different denominators and definitions." | |
| } | |