Download metrics.json from GoatHerder/Ariadne-Laya-TD: direct link, hf CLI and curl.
- Browser
- Download file 36.4 kB
-
https://huggingface.co/GoatHerder/Ariadne-Laya-TD/resolve/main/metrics.json
- Command line
-
hf download hf://GoatHerder/Ariadne-Laya-TD/metrics.json
-
curl -L -o metrics.json https://huggingface.co/GoatHerder/Ariadne-Laya-TD/resolve/main/metrics.json
36.4 kB
| { | |
| "baseline": { | |
| "typed-decisions": 0.767, | |
| "ag-news": 0.9466666666666667, | |
| "boolq": 0.82, | |
| "emotion": 0.5816666666666667, | |
| "prompt-injections": 0.6724137931034483, | |
| "sst5": 0.48, | |
| "massive-intent.en": 0.81, | |
| "xnli.en": 0.8633333333333333 | |
| }, | |
| "evaluation_reference": { | |
| "name": "Official Laya-TD", | |
| "model_id": "convaiinnovations/laya-typed-decisions", | |
| "revision": "1a793eb568e6718f15941d08f85432581df534e3", | |
| "accuracy": { | |
| "typed-decisions": 0.767, | |
| "ag-news": 0.9466666666666667, | |
| "boolq": 0.82, | |
| "emotion": 0.5816666666666667, | |
| "prompt-injections": 0.6724137931034483, | |
| "sst5": 0.48, | |
| "massive-intent.en": 0.81, | |
| "xnli.en": 0.8633333333333333 | |
| }, | |
| "benchmark_cases_sha256": "10fb671245cdac1ee09e9c4d2b9b09829fbf1abd06e0954fddee0b9ec8519854", | |
| "predictions_sha256": "15952331cc2eb4732075b326f6ff764129f84cbbac09529b30dcf84842df67d3", | |
| "environment": { | |
| "python": "3.12.3", | |
| "platform": "Linux-7.0.0-34-generic-x86_64-with-glibc2.39", | |
| "processor": "x86_64", | |
| "packages": { | |
| "laya": "0.3.20", | |
| "torch": "2.13.0+cu130", | |
| "transformers": "5.17.0", | |
| "datasets": "5.0.1", | |
| "huggingface-hub": "1.33.0" | |
| }, | |
| "harness": "0.1.0" | |
| }, | |
| "model_metadata": { | |
| "max_len": 1024, | |
| "head_max_len": 256, | |
| "native_prediction": true, | |
| "device": "cuda:1", | |
| "gpu_name": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition", | |
| "dtype": "torch.bfloat16", | |
| "torch_version": "2.13.0+cu130", | |
| "transformers_version": "5.17.0", | |
| "laya_version": "0.3.20", | |
| "parameters": 421293827, | |
| "temperature": [ | |
| 1.0148024559020996, | |
| 1.0374259948730469, | |
| 1.0575125217437744 | |
| ], | |
| "temperature_by_options": { | |
| "choice:3-5": 1.7601518630981445, | |
| "choice:6-10": 1.0000158548355103, | |
| "score:3-5": 1.2514300346374512, | |
| "noul:2": 1.983399510383606, | |
| "choice:11+": 0.5, | |
| "choice:2": 1.9063563346862793 | |
| }, | |
| "reproducibility": { | |
| "deterministic_algorithms": true, | |
| "warn_only": false, | |
| "cublas_workspace_config": ":4096:8", | |
| "python_hash_seed": "0", | |
| "cudnn_benchmark": false, | |
| "cudnn_deterministic": true, | |
| "cudnn_allow_tf32": false, | |
| "float32_matmul_precision": "highest", | |
| "cudnn_sdp_enabled": false, | |
| "flash_sdp_enabled": true, | |
| "mem_efficient_sdp_enabled": true, | |
| "math_sdp_enabled": true, | |
| "cuda_version": "13.0", | |
| "cudnn_version": 92000, | |
| "scope": "fixed hardware/runtime; cross-platform bitwise agreement is not promised" | |
| }, | |
| "interface": null | |
| }, | |
| "model_weights_sha256": "4fa56de72383a9d3efa9cfa78955733c81b9fc8067a587ca4beb82c78107a24e", | |
| "matched_runtime_and_token_budgets": true, | |
| "independent_scoring_matches": true | |
| }, | |
| "training_base_control": { | |
| "model_id": "convaiinnovations/laya", | |
| "revision": "55cf4c4ebb4ebe31b2550e8bdf3bd21b99753851", | |
| "accuracy": { | |
| "typed-decisions": 0.3625, | |
| "ag-news": 0.9483333333333334, | |
| "boolq": 0.83, | |
| "emotion": 0.5733333333333334, | |
| "prompt-injections": 0.6896551724137931, | |
| "sst5": 0.37, | |
| "massive-intent.en": 0.7866666666666666, | |
| "xnli.en": 0.86 | |
| } | |
| }, | |
| "runs": { | |
| "0": { | |
| "seed": 0, | |
| "selected_epoch": 11, | |
| "elapsed_s": 612.5042744020466, | |
| "initial_validation": { | |
| "soft_cross_entropy": 1.544869564374288, | |
| "accuracy": 0.36833333333333335, | |
| "brier_soft": 0.43051501592000324, | |
| "decisions": 600 | |
| }, | |
| "selected_validation": { | |
| "soft_cross_entropy": 0.8771124110619227, | |
| "accuracy": 0.7116666666666667, | |
| "brier_soft": 0.0828241604194045, | |
| "decisions": 600 | |
| }, | |
| "stopping": { | |
| "reason": "early_stopping", | |
| "epochs_completed": 14, | |
| "patience": 3, | |
| "min_epochs": 10, | |
| "epochs_without_improvement": 3, | |
| "metric": "validation.soft_cross_entropy", | |
| "min_delta": 0.0 | |
| }, | |
| "frozen_parameters_unchanged": true, | |
| "suites": { | |
| "typed-decisions": { | |
| "attempted": 2000, | |
| "valid": 2000, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.7425, | |
| "accuracy_valid": 0.7425, | |
| "ece_top_label": 0.19222331993705236, | |
| "mean_confidence": 0.5502766800629476, | |
| "brier_hard": 0.41714854154295294, | |
| "brier_hard_n": 2000, | |
| "nll_hard": 0.7346455747590726, | |
| "nll_hard_n": 2000, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 2000, | |
| "soft_accuracy": 0.4642362342348646, | |
| "soft_accuracy_n": 2000, | |
| "brier_soft": 0.07282817778125876, | |
| "brier_soft_n": 2000, | |
| "kl_gold_to_prediction": 0.13635658195747785, | |
| "kl_gold_to_prediction_n": 2000, | |
| "total_variation": 0.18626503447270873, | |
| "total_variation_n": 2000, | |
| "score_mae": 0.2670681801272688, | |
| "score_mae_n": 800, | |
| "within_one_level": 0.98125, | |
| "within_one_level_n": 800, | |
| "macro_f1": 0.6211545025911077 | |
| }, | |
| "ag-news": { | |
| "attempted": 600, | |
| "valid": 600, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.9416666666666667, | |
| "accuracy_valid": 0.9416666666666667, | |
| "ece_top_label": 0.032780915974200804, | |
| "mean_confidence": 0.9120336837609119, | |
| "brier_hard": 0.0911117485859852, | |
| "brier_hard_n": 600, | |
| "nll_hard": 0.18384446182116462, | |
| "nll_hard_n": 600, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 600, | |
| "macro_f1": 0.9391643390047506 | |
| }, | |
| "emotion": { | |
| "attempted": 600, | |
| "valid": 600, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.585, | |
| "accuracy_valid": 0.585, | |
| "ece_top_label": 0.3290210797041948, | |
| "mean_confidence": 0.9044507912979094, | |
| "brier_hard": 0.7352614358764159, | |
| "brier_hard_n": 600, | |
| "nll_hard": 2.325969372091789, | |
| "nll_hard_n": 600, | |
| "zero_probability_gold": 0.01, | |
| "zero_probability_gold_n": 600, | |
| "macro_f1": 0.4846329953255675 | |
| }, | |
| "boolq": { | |
| "attempted": 600, | |
| "valid": 600, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.8083333333333333, | |
| "accuracy_valid": 0.8083333333333333, | |
| "ece_top_label": 0.09874549999999996, | |
| "mean_confidence": 0.9070788333333333, | |
| "brier_hard": 0.2864656637, | |
| "brier_hard_n": 600, | |
| "nll_hard": 0.45967158478397707, | |
| "nll_hard_n": 600, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 600, | |
| "macro_f1": 0.7946275764565816 | |
| }, | |
| "sst5": { | |
| "attempted": 600, | |
| "valid": 600, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.38166666666666665, | |
| "accuracy_valid": 0.38166666666666665, | |
| "ece_top_label": 0.23314279850468647, | |
| "mean_confidence": 0.614809465171353, | |
| "brier_hard": 0.7997842513426261, | |
| "brier_hard_n": 600, | |
| "nll_hard": 1.7175170777887119, | |
| "nll_hard_n": 600, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 600, | |
| "score_mae": 0.9144952235712186, | |
| "score_mae_n": 600, | |
| "within_one_level": 0.6466666666666666, | |
| "within_one_level_n": 600, | |
| "macro_f1": 0.3319436236284081 | |
| }, | |
| "prompt-injections": { | |
| "attempted": 116, | |
| "valid": 116, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.6982758620689655, | |
| "accuracy_valid": 0.6982758620689655, | |
| "ece_top_label": 0.25387413793103447, | |
| "mean_confidence": 0.95215, | |
| "brier_hard": 0.5115509806896552, | |
| "brier_hard_n": 116, | |
| "nll_hard": 2.710472238032788, | |
| "nll_hard_n": 116, | |
| "zero_probability_gold": 0.06896551724137931, | |
| "zero_probability_gold_n": 116, | |
| "macro_f1": 0.6809931641392315 | |
| }, | |
| "massive-intent.en": { | |
| "attempted": 300, | |
| "valid": 300, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.79, | |
| "accuracy_valid": 0.79, | |
| "ece_top_label": 0.16259349215790048, | |
| "mean_confidence": 0.9477817275562629, | |
| "brier_hard": 0.3655905743529746, | |
| "brier_hard_n": 300, | |
| "nll_hard": 2.4460407722040176, | |
| "nll_hard_n": 300, | |
| "zero_probability_gold": 0.06, | |
| "zero_probability_gold_n": 300, | |
| "macro_f1": 0.5695724937908466 | |
| }, | |
| "xnli.en": { | |
| "attempted": 300, | |
| "valid": 300, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.89, | |
| "accuracy_valid": 0.89, | |
| "ece_top_label": 0.05910627327283609, | |
| "mean_confidence": 0.9123050519493905, | |
| "brier_hard": 0.18251872229879984, | |
| "brier_hard_n": 300, | |
| "nll_hard": 0.33404125735595414, | |
| "nll_hard_n": 300, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 300, | |
| "macro_f1": 0.8905240397272149 | |
| } | |
| } | |
| }, | |
| "1": { | |
| "seed": 1, | |
| "selected_epoch": 9, | |
| "elapsed_s": 541.4585086829611, | |
| "initial_validation": { | |
| "soft_cross_entropy": 1.544869564374288, | |
| "accuracy": 0.36833333333333335, | |
| "brier_soft": 0.43051501592000324, | |
| "decisions": 600 | |
| }, | |
| "selected_validation": { | |
| "soft_cross_entropy": 0.8583925066391627, | |
| "accuracy": 0.7466666666666667, | |
| "brier_soft": 0.07437195796364297, | |
| "decisions": 600 | |
| }, | |
| "stopping": { | |
| "reason": "early_stopping", | |
| "epochs_completed": 12, | |
| "patience": 3, | |
| "min_epochs": 10, | |
| "epochs_without_improvement": 3, | |
| "metric": "validation.soft_cross_entropy", | |
| "min_delta": 0.0 | |
| }, | |
| "frozen_parameters_unchanged": true, | |
| "suites": { | |
| "typed-decisions": { | |
| "attempted": 2000, | |
| "valid": 2000, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.7565, | |
| "accuracy_valid": 0.7565, | |
| "ece_top_label": 0.19864268503011012, | |
| "mean_confidence": 0.5578573149698899, | |
| "brier_hard": 0.40482086772099385, | |
| "brier_hard_n": 2000, | |
| "nll_hard": 0.7162594531200565, | |
| "nll_hard_n": 2000, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 2000, | |
| "soft_accuracy": 0.469737413364262, | |
| "soft_accuracy_n": 2000, | |
| "brier_soft": 0.0659469654317038, | |
| "brier_soft_n": 2000, | |
| "kl_gold_to_prediction": 0.12376910578634269, | |
| "kl_gold_to_prediction_n": 2000, | |
| "total_variation": 0.17750424596946363, | |
| "total_variation_n": 2000, | |
| "score_mae": 0.24687533223920302, | |
| "score_mae_n": 800, | |
| "within_one_level": 0.98625, | |
| "within_one_level_n": 800, | |
| "macro_f1": 0.6300073343403317 | |
| }, | |
| "ag-news": { | |
| "attempted": 600, | |
| "valid": 600, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.9483333333333334, | |
| "accuracy_valid": 0.9483333333333334, | |
| "ece_top_label": 0.03462398162033311, | |
| "mean_confidence": 0.9188607247165506, | |
| "brier_hard": 0.08433672632610516, | |
| "brier_hard_n": 600, | |
| "nll_hard": 0.17417200848974151, | |
| "nll_hard_n": 600, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 600, | |
| "macro_f1": 0.9456145576151846 | |
| }, | |
| "emotion": { | |
| "attempted": 600, | |
| "valid": 600, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.5716666666666667, | |
| "accuracy_valid": 0.5716666666666667, | |
| "ece_top_label": 0.33449032496578573, | |
| "mean_confidence": 0.90098409027152, | |
| "brier_hard": 0.7328256742449804, | |
| "brier_hard_n": 600, | |
| "nll_hard": 2.388523752936007, | |
| "nll_hard_n": 600, | |
| "zero_probability_gold": 0.013333333333333334, | |
| "zero_probability_gold_n": 600, | |
| "macro_f1": 0.4746076611364094 | |
| }, | |
| "boolq": { | |
| "attempted": 600, | |
| "valid": 600, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.8266666666666667, | |
| "accuracy_valid": 0.8266666666666667, | |
| "ece_top_label": 0.08269850000000001, | |
| "mean_confidence": 0.9093651666666667, | |
| "brier_hard": 0.26852242536666665, | |
| "brier_hard_n": 600, | |
| "nll_hard": 0.44571515698724307, | |
| "nll_hard_n": 600, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 600, | |
| "macro_f1": 0.8140998140998141 | |
| }, | |
| "sst5": { | |
| "attempted": 600, | |
| "valid": 600, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.4483333333333333, | |
| "accuracy_valid": 0.4483333333333333, | |
| "ece_top_label": 0.1552169576555402, | |
| "mean_confidence": 0.5963372951766569, | |
| "brier_hard": 0.715830700927659, | |
| "brier_hard_n": 600, | |
| "nll_hard": 1.4312799777899081, | |
| "nll_hard_n": 600, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 600, | |
| "score_mae": 0.763809024216731, | |
| "score_mae_n": 600, | |
| "within_one_level": 0.7216666666666667, | |
| "within_one_level_n": 600, | |
| "macro_f1": 0.4241661418376961 | |
| }, | |
| "prompt-injections": { | |
| "attempted": 116, | |
| "valid": 116, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.7844827586206896, | |
| "accuracy_valid": 0.7844827586206896, | |
| "ece_top_label": 0.17151379310344822, | |
| "mean_confidence": 0.9531103448275862, | |
| "brier_hard": 0.36615182827586207, | |
| "brier_hard_n": 116, | |
| "nll_hard": 1.9254142815070245, | |
| "nll_hard_n": 116, | |
| "zero_probability_gold": 0.05172413793103448, | |
| "zero_probability_gold_n": 116, | |
| "macro_f1": 0.7785414280259642 | |
| }, | |
| "massive-intent.en": { | |
| "attempted": 300, | |
| "valid": 300, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.7566666666666667, | |
| "accuracy_valid": 0.7566666666666667, | |
| "ece_top_label": 0.19351909840865464, | |
| "mean_confidence": 0.9501857650753213, | |
| "brier_hard": 0.4290677996735415, | |
| "brier_hard_n": 300, | |
| "nll_hard": 3.2153508464750185, | |
| "nll_hard_n": 300, | |
| "zero_probability_gold": 0.08666666666666667, | |
| "zero_probability_gold_n": 300, | |
| "macro_f1": 0.4943833232448793 | |
| }, | |
| "xnli.en": { | |
| "attempted": 300, | |
| "valid": 300, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.87, | |
| "accuracy_valid": 0.87, | |
| "ece_top_label": 0.07153730747712309, | |
| "mean_confidence": 0.9147377091848204, | |
| "brier_hard": 0.22017864577608134, | |
| "brier_hard_n": 300, | |
| "nll_hard": 0.4059236764304257, | |
| "nll_hard_n": 300, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 300, | |
| "macro_f1": 0.8710695955086495 | |
| } | |
| } | |
| }, | |
| "2": { | |
| "seed": 2, | |
| "selected_epoch": 13, | |
| "elapsed_s": 699.7859417049913, | |
| "initial_validation": { | |
| "soft_cross_entropy": 1.544869564374288, | |
| "accuracy": 0.36833333333333335, | |
| "brier_soft": 0.43051501592000324, | |
| "decisions": 600 | |
| }, | |
| "selected_validation": { | |
| "soft_cross_entropy": 0.8543428432941437, | |
| "accuracy": 0.7583333333333333, | |
| "brier_soft": 0.07187043125430743, | |
| "decisions": 600 | |
| }, | |
| "stopping": { | |
| "reason": "early_stopping", | |
| "epochs_completed": 16, | |
| "patience": 3, | |
| "min_epochs": 10, | |
| "epochs_without_improvement": 3, | |
| "metric": "validation.soft_cross_entropy", | |
| "min_delta": 0.0 | |
| }, | |
| "frozen_parameters_unchanged": true, | |
| "suites": { | |
| "typed-decisions": { | |
| "attempted": 2000, | |
| "valid": 2000, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.745, | |
| "accuracy_valid": 0.745, | |
| "ece_top_label": 0.18594273050266366, | |
| "mean_confidence": 0.5591527012331047, | |
| "brier_hard": 0.40870440390133495, | |
| "brier_hard_n": 2000, | |
| "nll_hard": 0.7205417712302097, | |
| "nll_hard_n": 2000, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 2000, | |
| "soft_accuracy": 0.46875735649306255, | |
| "soft_accuracy_n": 2000, | |
| "brier_soft": 0.06782387317668824, | |
| "brier_soft_n": 2000, | |
| "kl_gold_to_prediction": 0.12687181845569698, | |
| "kl_gold_to_prediction_n": 2000, | |
| "total_variation": 0.17935579359201664, | |
| "total_variation_n": 2000, | |
| "score_mae": 0.25587944352517583, | |
| "score_mae_n": 800, | |
| "within_one_level": 0.99, | |
| "within_one_level_n": 800, | |
| "macro_f1": 0.608344198168488 | |
| }, | |
| "ag-news": { | |
| "attempted": 600, | |
| "valid": 600, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.945, | |
| "accuracy_valid": 0.945, | |
| "ece_top_label": 0.03201179295141958, | |
| "mean_confidence": 0.9180146184255912, | |
| "brier_hard": 0.08699114920264774, | |
| "brier_hard_n": 600, | |
| "nll_hard": 0.17458965637122142, | |
| "nll_hard_n": 600, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 600, | |
| "macro_f1": 0.9421288699146882 | |
| }, | |
| "emotion": { | |
| "attempted": 600, | |
| "valid": 600, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.56, | |
| "accuracy_valid": 0.56, | |
| "ece_top_label": 0.3501647005433899, | |
| "mean_confidence": 0.9077857005433899, | |
| "brier_hard": 0.7581475668473461, | |
| "brier_hard_n": 600, | |
| "nll_hard": 2.427279492608694, | |
| "nll_hard_n": 600, | |
| "zero_probability_gold": 0.013333333333333334, | |
| "zero_probability_gold_n": 600, | |
| "macro_f1": 0.4667304743466239 | |
| }, | |
| "boolq": { | |
| "attempted": 600, | |
| "valid": 600, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.8183333333333334, | |
| "accuracy_valid": 0.8183333333333334, | |
| "ece_top_label": 0.08817149999999999, | |
| "mean_confidence": 0.9065048333333333, | |
| "brier_hard": 0.2762812369666667, | |
| "brier_hard_n": 600, | |
| "nll_hard": 0.453869636876017, | |
| "nll_hard_n": 600, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 600, | |
| "macro_f1": 0.8046122269724754 | |
| }, | |
| "sst5": { | |
| "attempted": 600, | |
| "valid": 600, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.3983333333333333, | |
| "accuracy_valid": 0.3983333333333333, | |
| "ece_top_label": 0.21926419101950614, | |
| "mean_confidence": 0.6138282869290971, | |
| "brier_hard": 0.7663539453668811, | |
| "brier_hard_n": 600, | |
| "nll_hard": 1.5341982352412973, | |
| "nll_hard_n": 600, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 600, | |
| "score_mae": 0.7954480085445932, | |
| "score_mae_n": 600, | |
| "within_one_level": 0.695, | |
| "within_one_level_n": 600, | |
| "macro_f1": 0.3618869575527743 | |
| }, | |
| "prompt-injections": { | |
| "attempted": 116, | |
| "valid": 116, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.7155172413793104, | |
| "accuracy_valid": 0.7155172413793104, | |
| "ece_top_label": 0.2621448275862069, | |
| "mean_confidence": 0.9488327586206896, | |
| "brier_hard": 0.4988274203448276, | |
| "brier_hard_n": 116, | |
| "nll_hard": 2.61023697496577, | |
| "nll_hard_n": 116, | |
| "zero_probability_gold": 0.06896551724137931, | |
| "zero_probability_gold_n": 116, | |
| "macro_f1": 0.6992221261884184 | |
| }, | |
| "massive-intent.en": { | |
| "attempted": 300, | |
| "valid": 300, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.75, | |
| "accuracy_valid": 0.75, | |
| "ece_top_label": 0.20336797564979028, | |
| "mean_confidence": 0.9533679756497903, | |
| "brier_hard": 0.4358421604675745, | |
| "brier_hard_n": 300, | |
| "nll_hard": 3.1322756175288426, | |
| "nll_hard_n": 300, | |
| "zero_probability_gold": 0.08, | |
| "zero_probability_gold_n": 300, | |
| "macro_f1": 0.5034639202079357 | |
| }, | |
| "xnli.en": { | |
| "attempted": 300, | |
| "valid": 300, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.8733333333333333, | |
| "accuracy_valid": 0.8733333333333333, | |
| "ece_top_label": 0.05108680216338136, | |
| "mean_confidence": 0.914837261771426, | |
| "brier_hard": 0.20561652153986584, | |
| "brier_hard_n": 300, | |
| "nll_hard": 0.3742216981370551, | |
| "nll_hard_n": 300, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 300, | |
| "macro_f1": 0.8742255731346232 | |
| } | |
| } | |
| }, | |
| "3": { | |
| "seed": 3, | |
| "selected_epoch": 8, | |
| "elapsed_s": 495.011001034989, | |
| "initial_validation": { | |
| "soft_cross_entropy": 1.544869564374288, | |
| "accuracy": 0.36833333333333335, | |
| "brier_soft": 0.43051501592000324, | |
| "decisions": 600 | |
| }, | |
| "selected_validation": { | |
| "soft_cross_entropy": 0.8545633804798126, | |
| "accuracy": 0.77, | |
| "brier_soft": 0.06962224062221746, | |
| "decisions": 600 | |
| }, | |
| "stopping": { | |
| "reason": "early_stopping", | |
| "epochs_completed": 11, | |
| "patience": 3, | |
| "min_epochs": 10, | |
| "epochs_without_improvement": 3, | |
| "metric": "validation.soft_cross_entropy", | |
| "min_delta": 0.0 | |
| }, | |
| "frozen_parameters_unchanged": true, | |
| "suites": { | |
| "typed-decisions": { | |
| "attempted": 2000, | |
| "valid": 2000, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.7655, | |
| "accuracy_valid": 0.7655, | |
| "ece_top_label": 0.2096452515650509, | |
| "mean_confidence": 0.5558547484349491, | |
| "brier_hard": 0.4011842616732685, | |
| "brier_hard_n": 2000, | |
| "nll_hard": 0.7113399953872087, | |
| "nll_hard_n": 2000, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 2000, | |
| "soft_accuracy": 0.4683026193430771, | |
| "soft_accuracy_n": 2000, | |
| "brier_soft": 0.06585425455571205, | |
| "brier_soft_n": 2000, | |
| "kl_gold_to_prediction": 0.12507067261764912, | |
| "kl_gold_to_prediction_n": 2000, | |
| "total_variation": 0.17848467876854548, | |
| "total_variation_n": 2000, | |
| "score_mae": 0.24395106365305969, | |
| "score_mae_n": 800, | |
| "within_one_level": 0.98375, | |
| "within_one_level_n": 800, | |
| "macro_f1": 0.6399493527359326 | |
| }, | |
| "ag-news": { | |
| "attempted": 600, | |
| "valid": 600, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.9366666666666666, | |
| "accuracy_valid": 0.9366666666666666, | |
| "ece_top_label": 0.0312034834128748, | |
| "mean_confidence": 0.914535932360556, | |
| "brier_hard": 0.09381807669545053, | |
| "brier_hard_n": 600, | |
| "nll_hard": 0.1866731647377733, | |
| "nll_hard_n": 600, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 600, | |
| "macro_f1": 0.9336084571946038 | |
| }, | |
| "emotion": { | |
| "attempted": 600, | |
| "valid": 600, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.565, | |
| "accuracy_valid": 0.565, | |
| "ece_top_label": 0.3370553794856075, | |
| "mean_confidence": 0.8987647229086076, | |
| "brier_hard": 0.7489678137408704, | |
| "brier_hard_n": 600, | |
| "nll_hard": 2.3318777367931305, | |
| "nll_hard_n": 600, | |
| "zero_probability_gold": 0.011666666666666667, | |
| "zero_probability_gold_n": 600, | |
| "macro_f1": 0.4760859469034663 | |
| }, | |
| "boolq": { | |
| "attempted": 600, | |
| "valid": 600, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.82, | |
| "accuracy_valid": 0.82, | |
| "ece_top_label": 0.09564866666666666, | |
| "mean_confidence": 0.9069513333333333, | |
| "brier_hard": 0.2824305872, | |
| "brier_hard_n": 600, | |
| "nll_hard": 0.4619444556248629, | |
| "nll_hard_n": 600, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 600, | |
| "macro_f1": 0.8069498069498069 | |
| }, | |
| "sst5": { | |
| "attempted": 600, | |
| "valid": 600, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.4116666666666667, | |
| "accuracy_valid": 0.4116666666666667, | |
| "ece_top_label": 0.19022023187751014, | |
| "mean_confidence": 0.6018868985441768, | |
| "brier_hard": 0.7571439809814903, | |
| "brier_hard_n": 600, | |
| "nll_hard": 1.5683213482322946, | |
| "nll_hard_n": 600, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 600, | |
| "score_mae": 0.8321864596740475, | |
| "score_mae_n": 600, | |
| "within_one_level": 0.6783333333333333, | |
| "within_one_level_n": 600, | |
| "macro_f1": 0.3816445513227996 | |
| }, | |
| "prompt-injections": { | |
| "attempted": 116, | |
| "valid": 116, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.7844827586206896, | |
| "accuracy_valid": 0.7844827586206896, | |
| "ece_top_label": 0.17475344827586206, | |
| "mean_confidence": 0.9523568965517242, | |
| "brier_hard": 0.3675763103448276, | |
| "brier_hard_n": 116, | |
| "nll_hard": 1.8418113090371786, | |
| "nll_hard_n": 116, | |
| "zero_probability_gold": 0.04310344827586207, | |
| "zero_probability_gold_n": 116, | |
| "macro_f1": 0.7797524113313588 | |
| }, | |
| "massive-intent.en": { | |
| "attempted": 300, | |
| "valid": 300, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.7733333333333333, | |
| "accuracy_valid": 0.7733333333333333, | |
| "ece_top_label": 0.17472328670404882, | |
| "mean_confidence": 0.9480566200373822, | |
| "brier_hard": 0.38383190196466177, | |
| "brier_hard_n": 300, | |
| "nll_hard": 2.4090375945333213, | |
| "nll_hard_n": 300, | |
| "zero_probability_gold": 0.05, | |
| "zero_probability_gold_n": 300, | |
| "macro_f1": 0.502438924453748 | |
| }, | |
| "xnli.en": { | |
| "attempted": 300, | |
| "valid": 300, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.8666666666666667, | |
| "accuracy_valid": 0.8666666666666667, | |
| "ece_top_label": 0.054425126999604626, | |
| "mean_confidence": 0.9150511806609052, | |
| "brier_hard": 0.2024701804692983, | |
| "brier_hard_n": 300, | |
| "nll_hard": 0.3723722500840691, | |
| "nll_hard_n": 300, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 300, | |
| "macro_f1": 0.8674417053037536 | |
| } | |
| } | |
| }, | |
| "4": { | |
| "seed": 4, | |
| "selected_epoch": 8, | |
| "elapsed_s": 496.1691781419795, | |
| "initial_validation": { | |
| "soft_cross_entropy": 1.544869564374288, | |
| "accuracy": 0.36833333333333335, | |
| "brier_soft": 0.43051501592000324, | |
| "decisions": 600 | |
| }, | |
| "selected_validation": { | |
| "soft_cross_entropy": 0.8540202794472377, | |
| "accuracy": 0.76, | |
| "brier_soft": 0.07019127607345581, | |
| "decisions": 600 | |
| }, | |
| "stopping": { | |
| "reason": "early_stopping", | |
| "epochs_completed": 11, | |
| "patience": 3, | |
| "min_epochs": 10, | |
| "epochs_without_improvement": 3, | |
| "metric": "validation.soft_cross_entropy", | |
| "min_delta": 0.0 | |
| }, | |
| "frozen_parameters_unchanged": true, | |
| "suites": { | |
| "typed-decisions": { | |
| "attempted": 2000, | |
| "valid": 2000, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.7545, | |
| "accuracy_valid": 0.7545, | |
| "ece_top_label": 0.2042592508573846, | |
| "mean_confidence": 0.5504920240151281, | |
| "brier_hard": 0.4113014025244486, | |
| "brier_hard_n": 2000, | |
| "nll_hard": 0.7247566141198507, | |
| "nll_hard_n": 2000, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 2000, | |
| "soft_accuracy": 0.46590212671846004, | |
| "soft_accuracy_n": 2000, | |
| "brier_soft": 0.06812301484891332, | |
| "brier_soft_n": 2000, | |
| "kl_gold_to_prediction": 0.12790407031921358, | |
| "kl_gold_to_prediction_n": 2000, | |
| "total_variation": 0.18054231568172208, | |
| "total_variation_n": 2000, | |
| "score_mae": 0.25377940453843617, | |
| "score_mae_n": 800, | |
| "within_one_level": 0.98375, | |
| "within_one_level_n": 800, | |
| "macro_f1": 0.6337422972118567 | |
| }, | |
| "ag-news": { | |
| "attempted": 600, | |
| "valid": 600, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.9516666666666667, | |
| "accuracy_valid": 0.9516666666666667, | |
| "ece_top_label": 0.03233758800344756, | |
| "mean_confidence": 0.9199325508493339, | |
| "brier_hard": 0.08178925980745573, | |
| "brier_hard_n": 600, | |
| "nll_hard": 0.16974235809511878, | |
| "nll_hard_n": 600, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 600, | |
| "macro_f1": 0.9489828512364638 | |
| }, | |
| "emotion": { | |
| "attempted": 600, | |
| "valid": 600, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.5783333333333334, | |
| "accuracy_valid": 0.5783333333333334, | |
| "ece_top_label": 0.3295382068772924, | |
| "mean_confidence": 0.9035819218093762, | |
| "brier_hard": 0.7425345488860924, | |
| "brier_hard_n": 600, | |
| "nll_hard": 2.3910245621280453, | |
| "nll_hard_n": 600, | |
| "zero_probability_gold": 0.013333333333333334, | |
| "zero_probability_gold_n": 600, | |
| "macro_f1": 0.48527808236443093 | |
| }, | |
| "boolq": { | |
| "attempted": 600, | |
| "valid": 600, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.8316666666666667, | |
| "accuracy_valid": 0.8316666666666667, | |
| "ece_top_label": 0.09521133333333336, | |
| "mean_confidence": 0.9097233333333333, | |
| "brier_hard": 0.27490432886666666, | |
| "brier_hard_n": 600, | |
| "nll_hard": 0.49707214589381826, | |
| "nll_hard_n": 600, | |
| "zero_probability_gold": 0.0016666666666666668, | |
| "zero_probability_gold_n": 600, | |
| "macro_f1": 0.8196294367140413 | |
| }, | |
| "sst5": { | |
| "attempted": 600, | |
| "valid": 600, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.41, | |
| "accuracy_valid": 0.41, | |
| "ece_top_label": 0.20145470242332547, | |
| "mean_confidence": 0.6098530357566588, | |
| "brier_hard": 0.7512849781669847, | |
| "brier_hard_n": 600, | |
| "nll_hard": 1.5195838995022448, | |
| "nll_hard_n": 600, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 600, | |
| "score_mae": 0.8012926973404637, | |
| "score_mae_n": 600, | |
| "within_one_level": 0.7016666666666667, | |
| "within_one_level_n": 600, | |
| "macro_f1": 0.37608916605464326 | |
| }, | |
| "prompt-injections": { | |
| "attempted": 116, | |
| "valid": 116, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.7413793103448276, | |
| "accuracy_valid": 0.7413793103448276, | |
| "ece_top_label": 0.21426120689655168, | |
| "mean_confidence": 0.9556405172413793, | |
| "brier_hard": 0.43549763362068966, | |
| "brier_hard_n": 116, | |
| "nll_hard": 2.2934410633534186, | |
| "nll_hard_n": 116, | |
| "zero_probability_gold": 0.0603448275862069, | |
| "zero_probability_gold_n": 116, | |
| "macro_f1": 0.7276995305164319 | |
| }, | |
| "massive-intent.en": { | |
| "attempted": 300, | |
| "valid": 300, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.77, | |
| "accuracy_valid": 0.77, | |
| "ece_top_label": 0.17971198952007902, | |
| "mean_confidence": 0.9447345124535086, | |
| "brier_hard": 0.4058348152163361, | |
| "brier_hard_n": 300, | |
| "nll_hard": 2.9106532352305194, | |
| "nll_hard_n": 300, | |
| "zero_probability_gold": 0.07333333333333333, | |
| "zero_probability_gold_n": 300, | |
| "macro_f1": 0.5030980723143226 | |
| }, | |
| "xnli.en": { | |
| "attempted": 300, | |
| "valid": 300, | |
| "failed": 0, | |
| "coverage": 1.0, | |
| "accuracy_all": 0.8633333333333333, | |
| "accuracy_valid": 0.8633333333333333, | |
| "ece_top_label": 0.0751956003124493, | |
| "mean_confidence": 0.9162548569668819, | |
| "brier_hard": 0.22384958324541668, | |
| "brier_hard_n": 300, | |
| "nll_hard": 0.4127381776210696, | |
| "nll_hard_n": 300, | |
| "zero_probability_gold": 0.0, | |
| "zero_probability_gold_n": 300, | |
| "macro_f1": 0.864378848443158 | |
| } | |
| } | |
| } | |
| }, | |
| "summary": { | |
| "typed-decisions": { | |
| "n": 5, | |
| "mean_percent": 75.28, | |
| "sample_variance_pp_squared": 0.8619999999999957, | |
| "sample_std_pp": 0.9284395510748105 | |
| }, | |
| "ag-news": { | |
| "n": 5, | |
| "mean_percent": 94.46666666666667, | |
| "sample_variance_pp_squared": 0.3388888888888897, | |
| "sample_std_pp": 0.5821416398857667 | |
| }, | |
| "boolq": { | |
| "n": 5, | |
| "mean_percent": 82.10000000000001, | |
| "sample_variance_pp_squared": 0.7861111111111168, | |
| "sample_std_pp": 0.8866290718846956 | |
| }, | |
| "emotion": { | |
| "n": 5, | |
| "mean_percent": 57.2, | |
| "sample_variance_pp_squared": 1.0055555555555546, | |
| "sample_std_pp": 1.0027739304327543 | |
| }, | |
| "prompt-injections": { | |
| "n": 5, | |
| "mean_percent": 74.48275862068965, | |
| "sample_variance_pp_squared": 15.457788347205712, | |
| "sample_std_pp": 3.93163939689358 | |
| }, | |
| "sst5": { | |
| "n": 5, | |
| "mean_percent": 41.0, | |
| "sample_variance_pp_squared": 6.027777777777775, | |
| "sample_std_pp": 2.4551533104427055 | |
| }, | |
| "massive-intent.en": { | |
| "n": 5, | |
| "mean_percent": 76.8, | |
| "sample_variance_pp_squared": 2.422222222222218, | |
| "sample_std_pp": 1.556349003990499 | |
| }, | |
| "xnli.en": { | |
| "n": 5, | |
| "mean_percent": 87.26666666666667, | |
| "sample_variance_pp_squared": 1.0777777777777784, | |
| "sample_std_pp": 1.038160766826496 | |
| } | |
| }, | |
| "candidate_seed": 4, | |
| "variance_definition": "sample variance, n-1, percentage points squared", | |
| "benchmark_manifest": { | |
| "format_version": 1, | |
| "sha256": "10fb671245cdac1ee09e9c4d2b9b09829fbf1abd06e0954fddee0b9ec8519854", | |
| "cases": 3516, | |
| "decisions": 5116, | |
| "profile": "heldout-eight", | |
| "role": "test", | |
| "parent_bundles": { | |
| "core": "477c9cbd4f9eaf8844fa4d6870560e751960735e7441b803306d6e011e689435", | |
| "language_en": "a3d41f5060826770f0f28b16a0aff26b4294691423624349db6b008789ea9096" | |
| }, | |
| "purpose": "Base vs official typed-decisions specialist vs trained Laya-only input interface; no new training." | |
| } | |
| } | |