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  HOLDOUT EVALUATION: ensemble-3seed vs Opus-4.6
======================================================================

  Samples evaluated: 1200
  Total inference time: 19.85s
  Avg latency: 16.54ms/sample
  Throughput: 60 samples/sec

  ──────────────────────────────────────────────────
  CATEGORY CLASSIFICATION
  ──────────────────────────────────────────────────
  Macro F1:       0.9288  ✓ (target: 0.80)
  Weighted F1:    0.9277
  Macro Prec:     0.9243
  Macro Recall:   0.9368
  MCC:            0.9161
  AUC (OvR):      0.9948
  ECE:            0.0629
  Kripp Alpha:    0.9154

  Category                        F1     Prec   Recall
  ------------------------- -------- -------- --------
  Board Governance            0.9441   0.9056   0.9860
  Incident Disclosure         0.9341   0.8864   0.9873
  Management Role             0.9236   0.9295   0.9177
  None/Other                  0.9267   0.8742   0.9858
  Risk Management Process     0.8628   0.9202   0.8122
  Strategy Integration        0.9522   0.9905   0.9167
  Third-Party Risk            0.9578   0.9636   0.9521

  ──────────────────────────────────────────────────
  SPECIFICITY CLASSIFICATION
  ──────────────────────────────────────────────────
  Macro F1:       0.8853  ✓ (target: 0.80)
  Weighted F1:    0.9024
  Macro Prec:     0.8881
  Macro Recall:   0.8858
  MCC:            0.8535
  AUC (OvR):      0.9776
  QWK:            0.9248
  MAE:            0.1325
  ECE:            0.0845
  Kripp Alpha:    0.9110

  Level                           F1     Prec   Recall
  ------------------------- -------- -------- --------
  L1: Generic                 0.9300   0.9165   0.9438
  L2: Domain                  0.7973   0.7815   0.8138
  L3: Firm-Specific           0.8571   0.9283   0.7962
  L4: Quantified              0.9567   0.9261   0.9895

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