Legal Judgment Prediction on CAIL & CMDL Average
49.5Average ScoreLegalGraphRAG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LegalGraphRAGSize=8B-Inst2026.05 | 49.5 | — | |
| RAPTORSize=8B-Inst2026.05 | 43.1 | 6.3 | |
| HippoRAG2Size=8B-Inst2026.05 | 43.1 | 6.3 | |
| DeepSeek-V3.1Size=∼200B2026.05 | 42.8 | 6.7 | |
| ADAPTSize=7B-Inst2026.05 | 42.8 | 6.7 | |
| Legal ∆Size=7B-Inst2026.05 | 42.4 | 7.1 | |
| Qwen-3-8BSize=8B-Inst2026.05 | 35.2 | 19.9 | |
| G-retrieverSize=8B-Inst2026.05 | 34.4 | 13.2 | |
| Naive RAGSize=8B-Inst2026.05 | 33.3 | 16.1 | |
| LightRAGSize=8B-Inst2026.05 | 30.5 | 19 | |
| DISC-LawLLM-7BSize=7B-Inst2026.05 | 30.3 | 19.1 | |
| GPT-4o-miniSize=∼8B2026.05 | 28.4 | 21.1 | |
| Qwen-2.5-7B-InstructSize=7B-Inst2026.05 | 26.7 | 22.8 | |
| Internlm3-8b-instructSize=8B-Inst2026.05 | 26.6 | 22.9 | |
| Glm-4-9b-chatSize=9B-Inst2026.05 | 21.2 | 28.2 |