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🏛️  LEGAL-BERT EVALUATION REPORT
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📊 RISK CLASSIFICATION PERFORMANCE
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Accuracy: 0.7956
Precision: 0.8012
Recall: 0.7956
F1-Score: 0.7961
Average Confidence: 0.7491

📈 REGRESSION PERFORMANCE
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Severity Prediction:
  MSE: 0.6135
  MAE: 0.4928
  R²: 0.8705
Importance Prediction:
  MSE: 0.3579
  MAE: 0.3346
  R²: 0.9764

🔍 DISCOVERED RISK PATTERNS
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Pattern Distribution (True vs Predicted):
  2: 244 → 236
  6: 248 → 233
  5: 457 → 559
  4: 574 → 587
  1: 579 → 544
  0: 534 → 462
  3: 172 → 187

Pattern-Specific Performance:
  0:
    Precision: 0.8139
    Recall: 0.7041
    F1-Score: 0.7550
    Support: 534
  1:
    Precision: 0.8162
    Recall: 0.7668
    F1-Score: 0.7907
    Support: 579
  2:
    Precision: 0.7881
    Recall: 0.7623
    F1-Score: 0.7750
    Support: 244
  3:
    Precision: 0.7380
    Recall: 0.8023
    F1-Score: 0.7688
    Support: 172
  4:
    Precision: 0.8893
    Recall: 0.9094
    F1-Score: 0.8992
    Support: 574
  5:
    Precision: 0.6637
    Recall: 0.8118
    F1-Score: 0.7303
    Support: 457
  6:
    Precision: 0.8455
    Recall: 0.7944
    F1-Score: 0.8191
    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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