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  HOLDOUT EVALUATION: best-base_weighted_ce-ep5 vs Opus-4.6
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  Samples evaluated: 1200
  Total inference time: 6.70s
  Avg latency: 5.58ms/sample
  Throughput: 179 samples/sec

  ──────────────────────────────────────────────────
  CATEGORY CLASSIFICATION
  ──────────────────────────────────────────────────
  Macro F1:       0.9280  ✓ (target: 0.80)
  Weighted F1:    0.9274
  Macro Prec:     0.9223
  Macro Recall:   0.9382
  MCC:            0.9163
  AUC (OvR):      0.9924
  ECE:            0.0469
  Kripp Alpha:    0.9155

  Category                        F1     Prec   Recall
  ------------------------- -------- -------- --------
  Board Governance            0.9478   0.9207   0.9766
  Incident Disclosure         0.9286   0.8764   0.9873
  Management Role             0.9216   0.9130   0.9304
  None/Other                  0.9205   0.8634   0.9858
  Risk Management Process     0.8550   0.9333   0.7887
  Strategy Integration        0.9522   0.9905   0.9167
  Third-Party Risk            0.9704   0.9591   0.9820

  ──────────────────────────────────────────────────
  SPECIFICITY CLASSIFICATION
  ──────────────────────────────────────────────────
  Macro F1:       0.5958  ✗ (target: 0.80)
  Weighted F1:    0.6930
  Macro Prec:     0.7319
  Macro Recall:   0.6250
  MCC:            0.6143
  AUC (OvR):      0.9471
  QWK:            0.8721
  MAE:            0.3075
  ECE:            0.1819
  Kripp Alpha:    0.8503

  Level                           F1     Prec   Recall
  ------------------------- -------- -------- --------
  L1: Generic                 0.8943   0.8234   0.9785
  L2: Domain                  0.4138   0.7241   0.2897
  L3: Firm-Specific           0.3761   0.8400   0.2423
  L4: Quantified              0.6989   0.5402   0.9895

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