LLM Parameter Editing on ZsRE (test)
99.5Efficacy Success RateFE
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FEModel=GPT-J-6B2026.05 | 99.5 | 98.8 | 96.1 | 92.2 | 0.08 | 100 | 74 | 78.6 | |
| PRUNEModel=GPT-J-6B2026.05 | 99.4 | 98.2 | 95.1 | 90 | 0.24 | 99.2 | 63.7 | 68.9 | |
| MEMITModel=GPT-J-6B2026.05 | 99.3 | 98.1 | 95.3 | 90.1 | 0.23 | 99.3 | 63.6 | 68.9 | |
| BLUEModel=GPT-J-6B2026.05 | 99.3 | 98.2 | 96.4 | 92.6 | 0.16 | 100 | 68.6 | 74.2 | |
| RECTModel=GPT-J-6B2026.05 | 99.2 | 97.9 | 95.1 | 89.8 | 0.24 | 99.1 | 63.9 | 68.9 | |
| OneLayerModel=GPT-J-6B2026.05 | 93.8 | 86.8 | 86.9 | 75.6 | 0.48 | 96.5 | 52.9 | 57.8 | |
| AlphaeditModel=GPT-J-6B2026.05 | 88.2 | 75 | 76.2 | 57.6 | 0.49 | 97.9 | 54.6 | 59.4 | |
| WISEModel=GPT-J-6B2026.05 | 51.8 | 21.7 | 49 | 19 | 10.87 | 2.2 | 2.5 | 2.6 |