Legal Classification on SCDB 15 categories (test)

82.4Accuracy

Model 4 (Prompt-Based Classification with Log-Smoothed Weighted Loss and Classification Head Adaptation)

Updated 3mo ago

Evaluation Results

Method
Model 4 (Prompt-Based Classification with Log-Smoothed Weighted Loss and Classification Head Adaptation) 2025.12	82.4	82.7	82
Model 2 (LegalBERT) 2025.12	79.3	79.2	79.1
Model 1 (BERT) 2025.12	78.5	77.9	78
Model 2 (LegalBERT) 2025.12	74.8	70.5	71.5
Model 1 (BERT) 2025.12	71.8	66.9	67.9
Model 3 (Prompt-Based Classification) 2025.12	55.4	63.3	57.7
Model 3 (Prompt-Based Classification) 2025.12	33.2	46.1	34.6