Unstructured Knowledge Editing on UnKEBench
39.62Precision (ROUGE-L)COIN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| COINModel=Llama32026.02 | 39.62 | 64.6 | 44.48 | 60.81 | |
| FTModel=Llama32026.02 | 31.54 | 57.3 | 36 | 53.76 | |
| AlphaEdit-DModel=Llama32026.02 | 30.81 | 39.66 | 31.57 | 52.97 | |
| COINModel=Qwen2.52026.02 | 25.46 | 75.67 | 35.25 | 48.89 | |
| LoRAModel=Qwen2.52026.02 | 22.22 | 59.08 | 29.95 | 45.32 | |
| FTModel=Qwen2.52026.02 | 22.13 | 71.81 | 30.98 | 46.94 | |
| AdaLoRAModel=Qwen2.52026.02 | 21.57 | 59.43 | 29.47 | 44.92 | |
| AdaLoRAModel=Llama32026.02 | 21.32 | 46.97 | 25.47 | 43.37 | |
| AlphaEdit-DModel=Qwen2.52026.02 | 20.43 | 39.86 | 24.48 | 42.5 | |
| LoRAModel=Llama32026.02 | 20.05 | 41.55 | 23.66 | 41.09 | |
| BASEModel=Llama32026.02 | 17.01 | 22.91 | 17.49 | 40.28 | |
| UnKEModel=Llama32026.02 | 15.95 | 24.04 | 17.05 | 38.64 | |
| AnyEditModel=Llama32026.02 | 12.61 | 19.68 | 13.59 | 33.41 | |
| AnyEditModel=Qwen2.52026.02 | 11.2 | 24.91 | 14.13 | 33.14 | |
| UnKEModel=Qwen2.52026.02 | 11.16 | 25.3 | 14.13 | 33.53 | |
| BASEModel=Qwen2.52026.02 | 10.42 | 23.98 | 13.44 | 31.47 |