Term of Penalty Prediction on CAIL
15.5Public Safety ACCDISC-LawLLM-7B
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| DISC-LawLLM-7BSize=7B-Inst2026.05 | 15.5 | 24.5 | 5 | 33.2 | 3 | 37.9 | 8.4 | 34.5 | 31.6 | 11.5 | |
| LegalGraphRAGSize=8B-Inst2026.05 | 14 | 20.9 | 13.7 | 22.1 | 19.4 | 23.6 | 17.1 | 22.7 | 20.1 | — | |
| HippoRAG2Size=8B-Inst2026.05 | 13.1 | 23 | 12.7 | 25.8 | 17.9 | 23.8 | 13.5 | 23.4 | 23.8 | 3.7 | |
| Qwen-2.5-7B-InstructSize=7B-Inst2026.05 | 13 | 23.7 | 8.1 | 33.3 | 6 | 30.3 | 9.7 | 29.4 | 29.5 | 8.4 | |
| RAPTORSize=8B-Inst2026.05 | 12 | 21.7 | 11.7 | 28.3 | 15.8 | 26.1 | 16.2 | 21.8 | 24.3 | 4.2 | |
| Legal ΔSize=7B-Inst2026.05 | 11.9 | 25 | 9 | 29 | 9 | 27.5 | 8.9 | 27.1 | 26.3 | 6.2 | |
| Naive RAGSize=8B-Inst2026.05 | 10.5 | 29.8 | 11.4 | 30.8 | 18.1 | 21.7 | 12.6 | 24.3 | 26.5 | 4.4 | |
| Qwen-3-8BSize=8B-Inst2026.05 | 8.3 | 32.6 | 11.3 | 31.6 | 17.9 | 29.7 | 11.4 | 26.4 | 27.5 | 7.4 | |
| ADAPTSize=7B-Inst2026.05 | 8.3 | 21.8 | 10.9 | 21.9 | 3 | 24.3 | 9.7 | 22.3 | 20.4 | 0.3 | |
| Internlm3-8b-instructSize=8B-Inst2026.05 | 7.1 | 35.2 | 5.9 | 37.2 | 6 | 32.5 | 7.2 | 37.3 | 33.7 | 13.6 | |
| DeepSeek-V3.1Size=~200B2026.05 | 7.1 | 31.2 | 8.1 | 31.5 | 10.4 | 25.9 | 8.4 | 29.1 | 29.1 | 8.6 | |
| GPT-4o-miniSize=~8B2026.05 | 6.9 | 38.2 | 7.3 | 34.2 | 8.3 | 31.7 | 8 | 34.6 | 33.6 | 13.5 | |
| Glm-4-9b-chatSize=9B-Inst2026.05 | 3.6 | 36 | 3.2 | 32.9 | 1.5 | 35.1 | 6.8 | 38.6 | 33.1 | 13 |