Knowledge Editing on ZsRE massive editing (2,000 items)
97.6Efficacy SuccessMEMIT+FE
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MEMIT+FEModel=Llama3-8b-instruct2026.05 | 97.6 | 93 | 93.6 | 84.3 | 0.09 | 75.6 | 86.9 | 88.2 | |
| BLUEModel=Llama3-8b-instruct2026.05 | 94.6 | 85.6 | 90.9 | 78.2 | 0.18 | 66.7 | 81.3 | 83.7 | |
| MEMITModel=Llama3-8b-instruct2026.05 | 92.6 | 82 | 87.6 | 72.6 | 0.6 | 45.3 | 67 | 71.9 | |
| PRUNEModel=Llama3-8b-instruct2026.05 | 92.6 | 81.9 | 87.7 | 72.7 | 0.59 | 46.2 | 66.9 | 71.7 | |
| RECTModel=Llama3-8b-instruct2026.05 | 92.1 | 80.9 | 87.1 | 71.8 | 0.58 | 46.6 | 67.2 | 71.8 | |
| AlphaeditModel=Llama3-8b-instruct2026.05 | 90.8 | 77.8 | 85.8 | 69.4 | 0.92 | 32.6 | 56.9 | 63.8 | |
| OneLayerModel=Llama3-8b-instruct2026.05 | 83.9 | 67.2 | 79.2 | 59 | 0.71 | 43.3 | 65.1 | 69.5 | |
| RLEditModel=Llama3-8b-instruct2026.05 | 71 | 47.6 | 69.2 | 44 | 3.51 | 1.7 | 8.5 | 15.1 | |
| WISEModel=Llama3-8b-instruct2026.05 | 40.6 | 2 | 39.3 | 1.6 | 1.75 | 53.1 | 57.8 | 57.5 |