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  HOLDOUT EVALUATION: iter1-clspool vs Opus-4.6
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  Samples evaluated: 1200
  Total inference time: 6.84s
  Avg latency: 5.70ms/sample
  Throughput: 175 samples/sec

  ──────────────────────────────────────────────────
  CATEGORY CLASSIFICATION
  ──────────────────────────────────────────────────
  Macro F1:       0.9229  ✓ (target: 0.80)
  Weighted F1:    0.9228
  Macro Prec:     0.9183
  Macro Recall:   0.9311
  MCC:            0.9102
  AUC (OvR):      0.9925
  ECE:            0.0622
  Kripp Alpha:    0.9096

  Category                        F1     Prec   Recall
  ------------------------- -------- -------- --------
  Board Governance            0.9455   0.9204   0.9720
  Incident Disclosure         0.9212   0.8837   0.9620
  Management Role             0.9245   0.9187   0.9304
  None/Other                  0.9115   0.8476   0.9858
  Risk Management Process     0.8529   0.9096   0.8028
  Strategy Integration        0.9498   0.9905   0.9123
  Third-Party Risk            0.9550   0.9578   0.9521

  ──────────────────────────────────────────────────
  SPECIFICITY CLASSIFICATION
  ──────────────────────────────────────────────────
  Macro F1:       0.8804  ✓ (target: 0.80)
  Weighted F1:    0.8976
  Macro Prec:     0.8892
  Macro Recall:   0.8750
  MCC:            0.8466
  AUC (OvR):      0.9698
  QWK:            0.9188
  MAE:            0.1408
  ECE:            0.0874
  Kripp Alpha:    0.9041

  Level                           F1     Prec   Recall
  ------------------------- -------- -------- --------
  L1: Generic                 0.9267   0.9041   0.9504
  L2: Domain                  0.7972   0.8085   0.7862
  L3: Firm-Specific           0.8465   0.9189   0.7846
  L4: Quantified              0.9514   0.9254   0.9789

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