Law reasoning on Law
70.25AccuracyEpiCoDe
Evaluation Results
| Method | Links | |
|---|---|---|
| EpiCoDeBackbone=Qwen2-7B-Instruct2025.06 | 70.25 | |
| CDBackbone=Qwen2-7B-Instruct2025.06 | 69.91 | |
| MEBackbone=Qwen2-7B-Instruct2025.06 | 69.46 | |
| FinetuneBackbone=Qwen2-7B-Instruct2025.06 | 69.03 | |
| EpiCoDeBackbone=Deepseek-7B-Chat2025.06 | 65.51 | |
| MEBackbone=Deepseek-7B-Chat2025.06 | 65.42 | |
| EpiCoDeBackbone=Qwen2-1.5B-Instruct2025.06 | 65.38 | |
| CDBackbone=Deepseek-7B-Chat2025.06 | 65.29 | |
| CDBackbone=Qwen2-1.5B-Instruct2025.06 | 65.22 | |
| MEBackbone=Qwen2-1.5B-Instruct2025.06 | 64.94 | |
| FinetuneBackbone=Deepseek-7B-Chat2025.06 | 64.78 | |
| FinetuneBackbone=Qwen2-1.5B-Instruct2025.06 | 64.34 | |
| EpiCoDeBackbone=Llama-3.2-3B-Instruct2025.06 | 63.79 | |
| CDBackbone=Llama-3.2-3B-Instruct2025.06 | 63.38 | |
| MEBackbone=Llama-3.2-3B-Instruct2025.06 | 62.73 | |
| FinetuneBackbone=Llama-3.2-3B-Instruct2025.06 | 62.13 | |
| LoRAr=8Backbone=LLaMA3-8B, Zero-shot=true, Params. (%)=0.2605, A=1, B=12025.10 | 25.64 | |
| HydraLoRABackbone=LLaMA3-8B, Zero-shot=true, Params. (%)=0.5785, A=1, B=32025.10 | 25.64 | |
| MASABackbone=LLaMA3-8B, Zero-shot=true, Params. (%)=0.5220, A=5, B=12025.10 | 25.41 | |
| P-TuningBackbone=LLaMA3-8B, Zero-shot=true, Params. (%)=0.02802025.10 | 25.18 | |
| LoRAr=16Backbone=LLaMA3-8B, Zero-shot=true, Params. (%)=0.5196, A=1, B=12025.10 | 25.07 | |
| Prompt TuningBackbone=LLaMA3-8B, Zero-shot=true, Params. (%)=0.00042025.10 | 24.9 | |
| DoRAr=16Backbone=LLaMA3-8B, Zero-shot=true, Params. (%)=0.5366, A=1, B=12025.10 | 24.9 | |
| VB-LoRABackbone=LLaMA3-8B, Zero-shot=true, Params. (%)=0.2613, A=1, B=12025.10 | 24.84 | |
| CoLABackbone=LLaMA3-8B, Zero-shot=true, Params. (%)=0.6551, A=2, B=32025.10 | 24.73 | |
| LLaMA3-8BBackbone=LLaMA3-8B, Zero-shot=true2025.10 | 24.62 | |
| BSLoRABackbone=LLaMA3-8B, Zero-shot=true, Params. (%)=0.2247, A=1, B=12025.10 | 24.56 |