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🏛️  LEGAL-BERT EVALUATION REPORT
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📊 RISK CLASSIFICATION PERFORMANCE
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Accuracy: 0.7746
Precision: 0.7798
Recall: 0.7746
F1-Score: 0.7719
Average Confidence: 0.8107

📈 REGRESSION PERFORMANCE
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Severity Prediction:
  MSE: 0.6716
  MAE: 0.5123
  R²: 0.8582
Importance Prediction:
  MSE: 0.3247
  MAE: 0.2937
  R²: 0.9786

🔍 DISCOVERED RISK PATTERNS
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Pattern Distribution (True vs Predicted):
  2: 395 → 449
  0: 444 → 403
  1: 310 → 389
  5: 249 → 254
  4: 528 → 386
  3: 634 → 681
  6: 248 → 246

Pattern-Specific Performance:
  0:
    Precision: 0.7419
    Recall: 0.6734
    F1-Score: 0.7060
    Support: 444
  1:
    Precision: 0.6581
    Recall: 0.8258
    F1-Score: 0.7325
    Support: 310
  2:
    Precision: 0.7661
    Recall: 0.8709
    F1-Score: 0.8152
    Support: 395
  3:
    Precision: 0.8473
    Recall: 0.9101
    F1-Score: 0.8776
    Support: 634
  4:
    Precision: 0.8394
    Recall: 0.6136
    F1-Score: 0.7090
    Support: 528
  5:
    Precision: 0.6693
    Recall: 0.6827
    F1-Score: 0.6759
    Support: 249
  6:
    Precision: 0.8333
    Recall: 0.8266
    F1-Score: 0.8300
    Support: 248

🎯 DISCOVERED PATTERN DETAILS
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0:
  Clauses: 1306
  Top Words: insurance, shall, 000, liability, agreement

1:
  Clauses: 1678
  Top Words: shall, agreement, product, laws, reasonable

2:
  Clauses: 1419
  Top Words: agreement, shall, term, termination, date

3:
  Clauses: 1786
  Top Words: agreement, party, license, use, non

4:
  Clauses: 1744
  Top Words: shall, company, period, year, products

5:
  Clauses: 849
  Top Words: company, group, shall, property, rights

6:
  Clauses: 1072
  Top Words: party, agreement, damages, shall, liability

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