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  HOLDOUT EVALUATION: ensemble-3seed vs GPT-5.4
======================================================================

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

  ──────────────────────────────────────────────────
  CATEGORY CLASSIFICATION
  ──────────────────────────────────────────────────
  Macro F1:       0.9383  ✓ (target: 0.80)
  Weighted F1:    0.9386
  Macro Prec:     0.9370
  Macro Recall:   0.9418
  MCC:            0.9276
  AUC (OvR):      0.9931
  ECE:            0.0509
  Kripp Alpha:    0.9273

  Category                        F1     Prec   Recall
  ------------------------- -------- -------- --------
  Board Governance            0.9719   0.9657   0.9783
  Incident Disclosure         0.9659   0.9659   0.9659
  Management Role             0.9477   0.9295   0.9667
  None/Other                  0.8949   0.8302   0.9706
  Risk Management Process     0.8653   0.8883   0.8434
  Strategy Integration        0.9630   0.9858   0.9412
  Third-Party Risk            0.9591   0.9939   0.9266

  ──────────────────────────────────────────────────
  SPECIFICITY CLASSIFICATION
  ──────────────────────────────────────────────────
  Macro F1:       0.9022  ✓ (target: 0.80)
  Weighted F1:    0.9178
  Macro Prec:     0.9070
  Macro Recall:   0.8991
  MCC:            0.8754
  AUC (OvR):      0.9826
  QWK:            0.9339
  MAE:            0.1125
  ECE:            0.0692
  Kripp Alpha:    0.9206

  Level                           F1     Prec   Recall
  ------------------------- -------- -------- --------
  L1: Generic                 0.9396   0.9358   0.9434
  L2: Domain                  0.8150   0.8609   0.7738
  L3: Firm-Specific           0.8930   0.8610   0.9275
  L4: Quantified              0.9610   0.9704   0.9517

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