Medical Knowledge Editing on MedMCQA edit
51EfficacyAlphaEdit
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AlphaEditModel=Qwen-7B, Editing Paradigm=Single Editing2025.06 | 51 | 42 | 64 | 52.3 | |
| ROMEModel=Qwen-7B, Editing Paradigm=Single Editing2025.06 | 50 | 19.3 | 56 | 41.8 | |
| MEMITModel=Qwen-7B, Editing Paradigm=Single Editing2025.06 | 47 | 30 | 57 | 44.7 | |
| LoRAModel=LLaMA-8B, Editing Paradigm=Single Editing2025.06 | 46.6 | 41.6 | 70.8 | 53 | |
| LoRAModel=Qwen-7B, Editing Paradigm=Single Editing2025.06 | 44 | 36 | 77 | 52.3 | |
| AlphaEditModel=LLaMA-8B, Editing Paradigm=Single Editing2025.06 | 43.9 | 31.2 | 86.7 | 53.9 | |
| AnyEditModel=LLaMA-8B, Editing Paradigm=Single Editing2025.06 | 36.6 | 25.5 | 78.9 | 47 | |
| GRACEModel=LLaMA-8B, Editing Paradigm=Single Editing2025.06 | 36 | 29.2 | 80.7 | 48.7 | |
| ROMEModel=LLaMA-8B, Editing Paradigm=Single Editing2025.06 | 32.7 | 29.6 | 61.6 | 41.3 | |
| AlphaEditModel=LLaMA-3B, Editing Paradigm=Single Editing2025.06 | 32.6 | 27.8 | 77.5 | 46 | |
| MEMITModel=LLaMA-8B, Editing Paradigm=Single Editing2025.06 | 28.3 | 25.2 | 64.8 | 39.4 | |
| GRACEModel=LLaMA-3B, Editing Paradigm=Single Editing2025.06 | 26.7 | 7 | 93 | 42.2 | |
| AnyEditModel=Qwen-7B, Editing Paradigm=Single Editing2025.06 | 26 | 27 | 83 | 45.3 | |
| ROMEModel=LLaMA-3B, Editing Paradigm=Single Editing2025.06 | 25.7 | 25.1 | 56.1 | 35.7 | |
| MEMITModel=LLaMA-3B, Editing Paradigm=Single Editing2025.06 | 25 | 23 | 48.5 | 32.2 | |
| GRACEModel=Qwen-7B, Editing Paradigm=Single Editing2025.06 | 23 | 32 | 69 | 41.3 | |
| AnyEditModel=LLaMA-3B, Editing Paradigm=Single Editing2025.06 | 23 | 23 | 78.1 | 41.4 | |
| LoRAModel=LLaMA-3B, Editing Paradigm=Single Editing2025.06 | 14.4 | 33.7 | 52.9 | 33.7 |