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  HOLDOUT EVALUATION: iter1-dapt vs Opus-4.6
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  Samples evaluated: 1200
  Total inference time: 6.86s
  Avg latency: 5.71ms/sample
  Throughput: 175 samples/sec

  ──────────────────────────────────────────────────
  CATEGORY CLASSIFICATION
  ──────────────────────────────────────────────────
  Macro F1:       0.9277  ✓ (target: 0.80)
  Weighted F1:    0.9268
  Macro Prec:     0.9238
  Macro Recall:   0.9349
  MCC:            0.9150
  AUC (OvR):      0.9934
  ECE:            0.0574
  Kripp Alpha:    0.9144

  Category                        F1     Prec   Recall
  ------------------------- -------- -------- --------
  Board Governance            0.9417   0.9052   0.9813
  Incident Disclosure         0.9333   0.8953   0.9747
  Management Role             0.9206   0.9236   0.9177
  None/Other                  0.9267   0.8742   0.9858
  Risk Management Process     0.8600   0.9198   0.8075
  Strategy Integration        0.9569   0.9906   0.9254
  Third-Party Risk            0.9550   0.9578   0.9521

  ──────────────────────────────────────────────────
  SPECIFICITY CLASSIFICATION
  ──────────────────────────────────────────────────
  Macro F1:       0.8824  ✓ (target: 0.80)
  Weighted F1:    0.8997
  Macro Prec:     0.8895
  Macro Recall:   0.8784
  MCC:            0.8492
  AUC (OvR):      0.9732
  QWK:            0.9200
  MAE:            0.1383
  ECE:            0.0801
  Kripp Alpha:    0.9048

  Level                           F1     Prec   Recall
  ------------------------- -------- -------- --------
  L1: Generic                 0.9257   0.9052   0.9471
  L2: Domain                  0.7835   0.7808   0.7862
  L3: Firm-Specific           0.8589   0.9324   0.7962
  L4: Quantified              0.9614   0.9397   0.9842

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