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kumarabd1996
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agent-triage-classifier

Text Classification
Laya
Safetensors
English
decision-model
agent-routing
system-1
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agent-triage-classifier
File size: 2,537 Bytes
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{
  "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
  }
}