Unstructured Knowledge Editing on AKEW Com.
60.52ROUGE-L PrecisionCOIN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| COINModel=Llama32026.02 | 60.52 | 67.24 | 60.21 | 72.76 | |
| FTModel=Llama32026.02 | 53.15 | 58.13 | 51.75 | 67.07 | |
| COINModel=Qwen2.52026.02 | 50.45 | 64.65 | 52.53 | 67.31 | |
| LoRAModel=Llama32026.02 | 48.52 | 51.57 | 46.64 | 64.46 | |
| AdaLoRAModel=Llama32026.02 | 47.37 | 52.99 | 46.28 | 64.25 | |
| FTModel=Qwen2.52026.02 | 43.37 | 61.1 | 45.88 | 62.69 | |
| AlphaEdit-DModel=Llama32026.02 | 39.44 | 35.76 | 34.65 | 56.09 | |
| AdaLoRAModel=Qwen2.52026.02 | 36.71 | 43.7 | 36.65 | 56.69 | |
| LoRAModel=Qwen2.52026.02 | 36.25 | 41.9 | 36.01 | 56.49 | |
| AlphaEdit-DModel=Qwen2.52026.02 | 32.24 | 35.85 | 31.29 | 55.01 | |
| AnyEditModel=Llama32026.02 | 23.68 | 18.65 | 19.66 | 42.52 | |
| UnKEModel=Llama32026.02 | 22.4 | 20.39 | 19.24 | 40.85 | |
| BASEModel=Llama32026.02 | 21.61 | 16.41 | 17.58 | 41.64 | |
| UnKEModel=Qwen2.52026.02 | 17.69 | 17.14 | 35.47 | 52.52 | |
| AnyEditModel=Qwen2.52026.02 | 17.31 | 16.68 | 15.73 | 38.9 | |
| BASEModel=Qwen2.52026.02 | 17.11 | 16.35 | 15.47 | 38.7 |