Legal Text Classification on CAIL
89.31AccuracyLLM-Knowledge-GCI
Evaluation results
| Method | Links | |
|---|---|---|
| LLM-Knowledge-GCI2026.03 | 89.31 | |
| BERT+CRF2026.03 | 88.81 | |
| AC-NLG2026.03 | 88.48 | |
| BERT2026.03 | 88.45 | |
| CASAM2026.03 | 86.19 | |
| LLMEmbed2026.03 | 85.23 | |
| ProtoLens2026.03 | 82.65 | |
| xlm-roberta-base2026.03 | 81.81 | |
| qwen3:1.7bEvaluation Protocol=fine-tune2026.03 | 80.11 | |
| gemma3:1bEvaluation Protocol=fine-tune2026.03 | 77.97 | |
| npc2026.03 | 77.02 | |
| BiLSTM2026.03 | 69.63 | |
| qwen3:14bEvaluation Protocol=zero-shot2026.03 | 68.02 | |
| gemma3:12bEvaluation Protocol=zero-shot2026.03 | 66.63 | |
| BiLSTM+CRF2026.03 | 63.9 | |
| InLegalBERT2026.03 | 63.54 | |
| Legal-roberta-base2026.03 | 62.93 | |
| llama2:13bEvaluation Protocol=zero-shot2026.03 | 35.09 |