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  HOLDOUT EVALUATION: iter1-independent vs Opus-4.6
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  Samples evaluated: 1200
  Total inference time: 6.73s
  Avg latency: 5.61ms/sample
  Throughput: 178 samples/sec

  ──────────────────────────────────────────────────
  CATEGORY CLASSIFICATION
  ──────────────────────────────────────────────────
  Macro F1:       0.9227  ✓ (target: 0.80)
  Weighted F1:    0.9216
  Macro Prec:     0.9178
  Macro Recall:   0.9316
  MCC:            0.9093
  AUC (OvR):      0.9940
  ECE:            0.0655
  Kripp Alpha:    0.9086

  Category                        F1     Prec   Recall
  ------------------------- -------- -------- --------
  Board Governance            0.9441   0.9056   0.9860
  Incident Disclosure         0.9286   0.8764   0.9873
  Management Role             0.9172   0.9231   0.9114
  None/Other                  0.9200   0.8679   0.9787
  Risk Management Process     0.8492   0.9135   0.7934
  Strategy Integration        0.9476   0.9858   0.9123
  Third-Party Risk            0.9521   0.9521   0.9521

  ──────────────────────────────────────────────────
  SPECIFICITY CLASSIFICATION
  ──────────────────────────────────────────────────
  Macro F1:       0.8834  ✓ (target: 0.80)
  Weighted F1:    0.9004
  Macro Prec:     0.8859
  Macro Recall:   0.8855
  MCC:            0.8501
  AUC (OvR):      0.9737
  QWK:            0.9227
  MAE:            0.1358
  ECE:            0.0825
  Kripp Alpha:    0.9065

  Level                           F1     Prec   Recall
  ------------------------- -------- -------- --------
  L1: Generic                 0.9242   0.9116   0.9372
  L2: Domain                  0.7789   0.7468   0.8138
  L3: Firm-Specific           0.8661   0.9495   0.7962
  L4: Quantified              0.9643   0.9356   0.9947

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