Machine Unlearning on MUSE Books (VerbMem, KnowMem, PrivLeak, Utility)
99.8VerbMemOriginal
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| OriginalBackbone=LLaMA2-7B2026.05 | 99.8 | 59.4 | -57.5 | 66.9 | |
| RetrainBackbone=LLaMA2-7B2026.05 | 14.3 | 28.9 | 0 | 74.5 | |
| GUARD-ITBackbone=LLaMA2-7B, Alpha (α)=0.82026.05 | 10.62 | 0.5 | -25.5 | 69.6 | |
| GABackbone=LLaMA2-7B2026.05 | 0 | 0 | -23.6 | 0 | |
| GradDiffBackbone=LLaMA2-7B2026.05 | 0 | 0 | -24.1 | 14.4 | |
| NPOBackbone=LLaMA2-7B2026.05 | 0 | 0 | -30.3 | 31.8 | |
| SimNPOBackbone=LLaMA2-7B2026.05 | 0 | 0 | -24.2 | 49.3 | |
| BLURBackbone=LLaMA2-7B2026.05 | 0 | 0 | -22.6 | 52.7 |