Legal Text Classification on Overruling
97.05AccuracyLLM-Knowledge-GCI
Evaluation results
| Method | Links | |
|---|---|---|
| LLM-Knowledge-GCI2026.03 | 97.05 | |
| Legal-roberta-base2026.03 | 96.57 | |
| xlm-roberta-base2026.03 | 96.48 | |
| BERT+CRF2026.03 | 95.88 | |
| BERT2026.03 | 95.69 | |
| InLegalBERT2026.03 | 94.12 | |
| LLMEmbed2026.03 | 92.78 | |
| CASAM2026.03 | 92.75 | |
| BiLSTM+CRF2026.03 | 92.51 | |
| npc2026.03 | 92.18 | |
| qwen3:1.7bEvaluation Protocol=fine-tune2026.03 | 91.89 | |
| BiLSTM2026.03 | 91.78 | |
| ProtoLens2026.03 | 91.45 | |
| AC-NLG2026.03 | 89.56 | |
| gemma3:1bEvaluation Protocol=fine-tune2026.03 | 88.76 | |
| qwen3:14bEvaluation Protocol=zero-shot2026.03 | 84.56 | |
| gemma3:12bEvaluation Protocol=zero-shot2026.03 | 83.46 | |
| llama2:13bEvaluation Protocol=zero-shot2026.03 | 77.89 |