Unstructured Knowledge Editing on AKEW-QA
41.78ROUGE-L PrecisionCOIN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| COINModel=Llama32026.02 | 41.78 | 66.86 | 46.97 | 59.63 | |
| COINModel=Qwen2.52026.02 | 40.53 | 73.1 | 47.51 | 62.69 | |
| LoRAModel=Qwen2.52026.02 | 38.78 | 60.69 | 43.25 | 59.85 | |
| FTModel=Llama32026.02 | 38.44 | 60.92 | 42.76 | 57.1 | |
| AdaLoRAModel=Qwen2.52026.02 | 37.99 | 61.92 | 42.93 | 60.05 | |
| AlphaEdit-DModel=Llama32026.02 | 36.94 | 54.24 | 40.06 | 55.01 | |
| FTModel=Qwen2.52026.02 | 36.46 | 70.64 | 43.43 | 61.22 | |
| LoRAModel=Llama32026.02 | 36.12 | 59.06 | 40.96 | 57.34 | |
| AdaLoRAModel=Llama32026.02 | 35.53 | 60.76 | 40.9 | 57.33 | |
| BASEModel=Llama32026.02 | 35.44 | 42.47 | 36.67 | 50.61 | |
| AlphaEdit-DModel=Qwen2.52026.02 | 35.16 | 55.25 | 39.06 | 58.15 | |
| UnKEModel=Qwen2.52026.02 | 33.67 | 42.81 | 35.47 | 52.52 | |
| AnyEditModel=Llama32026.02 | 33.6 | 42.28 | 35.33 | 50.27 | |
| AnyEditModel=Qwen2.52026.02 | 32.59 | 41.89 | 34.57 | 51.55 | |
| UnKEModel=Llama32026.02 | 32.32 | 42.23 | 34.4 | 50.59 | |
| BASEModel=Qwen2.52026.02 | 32.09 | 41.46 | 34.15 | 51.21 |