Legal Contract Revision on ContractNLI
87.03CQRCBSF
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RCBSFBackbone=Qwen2.5-7B-Chat2026.04 | 87.03 | 81.2 | 86.63 | |
| RCBSFBackbone=Qwen2.5-7B-Base2026.04 | 83.89 | 77.92 | 83.56 | |
| RCBSFBackbone=LawLLM-7B2026.04 | 82.66 | 78.45 | 83.12 | |
| RCBSFBackbone=Mistral-7B2026.04 | 80.76 | 76.44 | 80.92 | |
| RAGBackbone=Qwen2.5-7B-Chat2026.04 | 80.23 | 75.45 | 81.23 | |
| IterationBackbone=Qwen2.5-7B-Chat2026.04 | 78.89 | 77.56 | 83.12 | |
| IterationBackbone=LawLLM-7B2026.04 | 78.56 | 75.34 | 79.88 | |
| RCBSFBackbone=LexiLaw-6B2026.04 | 78.23 | 70.89 | 77.12 | |
| RAGBackbone=Qwen2.5-7B-Base2026.04 | 77.12 | 72.45 | 78.34 | |
| RAGBackbone=LawLLM-7B2026.04 | 76.89 | 72.11 | 77.45 | |
| IterationBackbone=Qwen2.5-7B-Base2026.04 | 75.89 | 74.56 | 80.23 | |
| IterationBackbone=Mistral-7B2026.04 | 75.67 | 72.56 | 76.12 | |
| CoTBackbone=Qwen2.5-7B-Chat2026.04 | 75.45 | 70.89 | 75.67 | |
| RAGBackbone=Mistral-7B2026.04 | 73.23 | 69.12 | 73.45 | |
| StandardBackbone=Qwen2.5-7B-Chat2026.04 | 73.12 | 68.45 | 73.89 | |
| CoTBackbone=Qwen2.5-7B-Base2026.04 | 72.45 | 67.89 | 72.67 | |
| RAGBackbone=LexiLaw-6B2026.04 | 71.78 | 67.56 | 72.45 | |
| CoTBackbone=LawLLM-7B2026.04 | 71.23 | 67.45 | 68.56 | |
| StandardBackbone=Qwen2.5-7B-Base2026.04 | 70.12 | 65.45 | 70.56 | |
| IterationBackbone=LexiLaw-6B2026.04 | 69.56 | 68.12 | 69.89 | |
| CoTBackbone=Mistral-7B2026.04 | 69.45 | 64.33 | 67.56 | |
| StandardBackbone=LawLLM-7B2026.04 | 68.89 | 63.78 | 69.23 | |
| StandardBackbone=Mistral-7B2026.04 | 67.12 | 61.45 | 65.88 | |
| CoTBackbone=LexiLaw-6B2026.04 | 67.11 | 66.34 | 66.88 | |
| StandardBackbone=LexiLaw-6B2026.04 | 65.23 | 65.05 | 65.34 |