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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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