One-Time Knowledge Editing on ZsRE
99.27EfficacyAlphaEdit (aligned)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AlphaEdit (aligned)Model=GPT-J2026.05 | 99.27 | 94.82 | 27.46 | |
| MEMIT (aligned)Model=GPT-J2026.05 | 99.23 | 94.81 | 27.47 | |
| PRUNE (aligned)Model=GPT-J2026.05 | 98.9 | 94.04 | 27.82 | |
| AlphaEdit (aligned)Model=Qwen2.52026.05 | 96.89 | 91.35 | 39.14 | |
| MEMIT (aligned)Model=Qwen2.52026.05 | 96.79 | 92 | 40.82 | |
| PRUNE (aligned)Model=Qwen2.52026.05 | 96.44 | 91.66 | 41.32 | |
| RECT (aligned)Model=Qwen2.52026.05 | 93.5 | 84.5 | 40.28 | |
| MEMIT (aligned)Model=LLaMA32026.05 | 93.22 | 88.63 | 32.23 | |
| PRUNE (aligned)Model=LLaMA32026.05 | 92.15 | 88.32 | 32.55 | |
| PRUNE (aligned)Model=GPT-2 XL2026.05 | 89.58 | 81.81 | 25.76 | |
| MEMIT (aligned)Model=GPT-2 XL2026.05 | 89.26 | 81.45 | 25.66 | |
| AlphaEdit (aligned)Model=GPT-2 XL2026.05 | 88.61 | 80.31 | 25.05 | |
| AlphaEdit (aligned)Model=LLaMA32026.05 | 87.3 | 83.46 | 32.53 | |
| RECT (aligned)Model=GPT-J2026.05 | 82.53 | 72.12 | 27.74 | |
| RECT (aligned)Model=LLaMA32026.05 | 78.9 | 72.49 | 32.34 | |
| RECT (aligned)Model=GPT-2 XL2026.05 | 71.57 | 63.5 | 25.79 | |
| Pre-editedModel=LLaMA32026.05 | 36.99 | 36.34 | 31.89 | |
| Pre-editedModel=Qwen2.52026.05 | 36.42 | 35.26 | 38.4 | |
| Pre-editedModel=GPT-J2026.05 | 26.32 | 25.79 | 27.42 | |
| Pre-editedModel=GPT-2 XL2026.05 | 22.19 | 31.3 | 24.15 |