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🏛️  LEGAL-BERT EVALUATION REPORT
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📊 RISK CLASSIFICATION PERFORMANCE
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Accuracy: 0.7803
Precision: 0.7871
Recall: 0.7803
F1-Score: 0.7816
Average Confidence: 0.7772

📈 REGRESSION PERFORMANCE
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Severity Prediction:
  MSE: 1.2372
  MAE: 0.6903
  R²: 0.7388
Importance Prediction:
  MSE: 0.8753
  MAE: 0.4454
  R²: 0.9423

🔍 DISCOVERED RISK PATTERNS
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Pattern Distribution (True vs Predicted):
  2: 244 → 279
  6: 248 → 223
  5: 457 → 441
  4: 574 → 552
  1: 579 → 580
  0: 534 → 491
  3: 172 → 242

Pattern-Specific Performance:
  0:
    Precision: 0.7658
    Recall: 0.7041
    F1-Score: 0.7337
    Support: 534
  1:
    Precision: 0.7655
    Recall: 0.7668
    F1-Score: 0.7662
    Support: 579
  2:
    Precision: 0.6882
    Recall: 0.7869
    F1-Score: 0.7342
    Support: 244
  3:
    Precision: 0.6157
    Recall: 0.8663
    F1-Score: 0.7198
    Support: 172
  4:
    Precision: 0.8967
    Recall: 0.8624
    F1-Score: 0.8792
    Support: 574
  5:
    Precision: 0.7596
    Recall: 0.7330
    F1-Score: 0.7461
    Support: 457
  6:
    Precision: 0.8969
    Recall: 0.8065
    F1-Score: 0.8493
    Support: 248

🎯 DISCOVERED PATTERN DETAILS
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0:
  Clauses: 1428
  Top Words: use, license, non, exclusive, grants

1:
  Clauses: 2084
  Top Words: shall, insurance, product, 000, reasonable

2:
  Clauses: 1082
  Top Words: party, agreement, shall, consent, written

3:
  Clauses: 870
  Top Words: party, damages, agreement, section, shall

4:
  Clauses: 2033
  Top Words: agreement, shall, term, date, termination

5:
  Clauses: 1331
  Top Words: company, product, shall, products, use

6:
  Clauses: 1026
  Top Words: agreement, laws, shall, state, governed

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