Knowledge Editing on UnKEBench
52.17PrecisionCOIN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| COINModel=Llama32026.02 | 52.17 | 74.83 | 56.63 | 72.32 | |
| FTModel=Llama32026.02 | 50.66 | 72.2 | 54.55 | 70.68 | |
| COINModel=Qwen2.52026.02 | 46.98 | 76.21 | 53.72 | 69.12 | |
| AdaLoRAModel=Qwen2.52026.02 | 40.05 | 68.44 | 45.61 | 63.44 | |
| AlphaEdit-DModel=Qwen2.52026.02 | 39.49 | 46.88 | 40.31 | 61.32 | |
| AdaLoRAModel=Llama32026.02 | 38.19 | 67.08 | 43.45 | 61.59 | |
| FTModel=Qwen2.52026.02 | 37.41 | 75.7 | 44.14 | 61.55 | |
| LoRAModel=Llama32026.02 | 34.73 | 67.55 | 40.77 | 58.21 | |
| AlphaEdit-DModel=Llama32026.02 | 34.66 | 38.12 | 33.59 | 57.7 | |
| LoRAModel=Qwen2.52026.02 | 33.12 | 70.25 | 38.67 | 56.53 | |
| BASEModel=Llama32026.02 | 23.36 | 24.64 | 21.73 | 46.53 | |
| UnKEModel=Llama32026.02 | 19.71 | 26.93 | 20.48 | 43.47 | |
| BASEModel=Qwen2.52026.02 | 18.21 | 24.61 | 19.28 | 43.74 | |
| UnKEModel=Qwen2.52026.02 | 18.21 | 27.37 | 19.9 | 42.66 | |
| AnyEditModel=Qwen2.52026.02 | 18.14 | 28.77 | 20.1 | 42.33 | |
| AnyEditModel=Llama32026.02 | 15.86 | 30.13 | 18.46 | 37.46 |