| { | |
| "eval_source": "triage/dev.jsonl", | |
| "eval_mode": "held_out", | |
| "is_held_out": true, | |
| "eval_items": 97, | |
| "note": "Metrics reflect independent held-out evaluation.", | |
| "before": { | |
| "items": 97, | |
| "loss": 1.8428, | |
| "accuracy": 0.1959, | |
| "mean_confidence": 0.2964, | |
| "ece": 0.1274, | |
| "brier": 0.847, | |
| "brier_top1": 0.1651, | |
| "by_type": { | |
| "choice": { | |
| "items": 97, | |
| "loss": 1.8428, | |
| "accuracy": 0.1959, | |
| "mean_confidence": 0.2964, | |
| "ece": 0.1274, | |
| "brier": 0.847, | |
| "brier_top1": 0.1651 | |
| } | |
| } | |
| }, | |
| "after": { | |
| "items": 97, | |
| "loss": 0.3928, | |
| "accuracy": 0.8866, | |
| "mean_confidence": 0.8694, | |
| "ece": 0.0631, | |
| "brier": 0.1593, | |
| "brier_top1": 0.0589, | |
| "by_type": { | |
| "choice": { | |
| "items": 97, | |
| "loss": 0.3928, | |
| "accuracy": 0.8866, | |
| "mean_confidence": 0.8694, | |
| "ece": 0.0631, | |
| "brier": 0.1593, | |
| "brier_top1": 0.0589 | |
| } | |
| } | |
| }, | |
| "comparison": { | |
| "delta_accuracy": 0.6907, | |
| "delta_loss": -1.45, | |
| "delta_ece": -0.0643, | |
| "delta_brier": -0.6877, | |
| "delta_brier_top1": -0.1062, | |
| "delta_mean_confidence": 0.573 | |
| }, | |
| "calibration": { | |
| "choice": { | |
| "items": 87, | |
| "temperature": 5.0, | |
| "issues": [ | |
| "the fitted temperature 5 is on the [0.5, 5] clamp" | |
| ], | |
| "accuracy": 0.896551724137931, | |
| "mean_confidence": 0.886044641700035 | |
| }, | |
| "score": { | |
| "items": 0, | |
| "temperature": 1.0, | |
| "issues": [] | |
| }, | |
| "noul": { | |
| "items": 0, | |
| "temperature": 1.0, | |
| "issues": [] | |
| } | |
| }, | |
| "abstention_thresholds": { | |
| "choice:6-10": 0.3813 | |
| }, | |
| "training": { | |
| "epochs": 6, | |
| "micro_batch": 2, | |
| "grad_accum": 8, | |
| "encoder_lr": 2.5e-05, | |
| "head_lr": 0.0001, | |
| "min_lr": 1e-06, | |
| "weight_decay": 0.01, | |
| "grad_clip": 1.0, | |
| "loss": "rlcd", | |
| "rl_samples": 4, | |
| "sigma_start": 0.4, | |
| "sigma_end": 0.1, | |
| "w_sph": 0.75, | |
| "w_rps": 1.0, | |
| "shuffle_options": [ | |
| "choice" | |
| ], | |
| "option_layout": null, | |
| "freeze_encoder": false, | |
| "calib_max": 400, | |
| "calib_frac": 0.1, | |
| "calib_seed": 20260922, | |
| "seed": 0, | |
| "max_len": 256, | |
| "head_max_len": null, | |
| "amp": null, | |
| "gradient_checkpointing": null, | |
| "log_every": 100, | |
| "label_smoothing": 0.0, | |
| "text_column": "text", | |
| "label_column": "label", | |
| "question_id": "label", | |
| "instructions": null, | |
| "eval_data": "triage/dev.jsonl", | |
| "target_error": 0.1, | |
| "min_abstain_n": 10 | |
| } | |
| } |