Medical Knowledge Editing on MedExQA edit
66EfficacyLoRA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LoRAModel=Qwen-7B, Editing Paradigm=Single Editing2025.06 | 66 | 48 | 84 | 66 | |
| AlphaEditModel=Qwen-7B, Editing Paradigm=Single Editing2025.06 | 60 | 56.7 | 66.7 | 61.1 | |
| ROMEModel=Qwen-7B, Editing Paradigm=Single Editing2025.06 | 47.8 | 56.5 | 58.7 | 54.3 | |
| AlphaEditModel=LLaMA-8B, Editing Paradigm=Single Editing2025.06 | 47.8 | 32.6 | 76.1 | 52.2 | |
| MEMITModel=Qwen-7B, Editing Paradigm=Single Editing2025.06 | 45.7 | 54.3 | 63 | 54.3 | |
| LoRAModel=LLaMA-8B, Editing Paradigm=Single Editing2025.06 | 43.5 | 41.3 | 63 | 49.3 | |
| MEMITModel=LLaMA-8B, Editing Paradigm=Single Editing2025.06 | 39.1 | 50 | 50 | 46.4 | |
| GRACEModel=Qwen-7B, Editing Paradigm=Single Editing2025.06 | 39.1 | 43.5 | 63 | 48.6 | |
| AnyEditModel=Qwen-7B, Editing Paradigm=Single Editing2025.06 | 39.1 | 52.2 | 73.9 | 55.1 | |
| ROMEModel=LLaMA-8B, Editing Paradigm=Single Editing2025.06 | 37 | 43.5 | 63 | 47.8 | |
| LoRAModel=LLaMA-3B, Editing Paradigm=Single Editing2025.06 | 36.7 | 43.3 | 63.3 | 47.8 | |
| AnyEditModel=LLaMA-3B, Editing Paradigm=Single Editing2025.06 | 35 | 28.3 | 71.7 | 45 | |
| AlphaEditModel=LLaMA-3B, Editing Paradigm=Single Editing2025.06 | 35 | 31.7 | 73.3 | 46.7 | |
| GRACEModel=LLaMA-8B, Editing Paradigm=Single Editing2025.06 | 34.8 | 21.7 | 76.1 | 44.2 | |
| AnyEditModel=LLaMA-8B, Editing Paradigm=Single Editing2025.06 | 34.8 | 28.3 | 78.3 | 47.1 | |
| GRACEModel=LLaMA-3B, Editing Paradigm=Single Editing2025.06 | 33.3 | 10 | 88.3 | 43.9 | |
| MEMITModel=LLaMA-3B, Editing Paradigm=Single Editing2025.06 | 28.3 | 31.7 | 63.3 | 41.1 | |
| ROMEModel=LLaMA-3B, Editing Paradigm=Single Editing2025.06 | 23.3 | 26.7 | 56.7 | 35.6 |