Machine Unlearning on MUSE Books (VerbMem Dfg, KnowMem Dfg, KnowMem Dret)
99.7VerbMem DfgBase
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BaseModel=ICLM-7B2026.06 | 99.7 | 47.12 | 69.13 | |
| Retrain2026.06 | 14.45 | 30.29 | 68.74 | |
| RMUTime (sec)=1477.86 [108.12]2026.06 | 11.05 | 22.37 | 60.76 | |
| MASCTime (sec)=64.94 [0.49]2026.06 | 0.9 | 30.9 | 65.3 | |
| GATime (sec)=290.16 [0.01]2026.06 | 0 | 0 | 0 | |
| GradDiffTime (sec)=572.23 [18.70]2026.06 | 0 | 0 | 41.23 | |
| NPOTime (sec)=355.13 [2.90]2026.06 | 0 | 0 | 0 | |
| NPO+KLRTime (sec)=2570.19 [407.62]2026.06 | 0 | 23.34 | 67.74 | |
| SimNPOTime (sec)=2647.71 [45.48]2026.06 | 0 | 0 | 47.79 |