LLM Unlearning on TOFU (Forget05)
0.6863Model UtilityNSRU
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| NSRU2026.06 | 0.6863 | 0 | — | 48.21 | — | 1.39 | 96.26 | |
| Base2026.06 | 0.6256 | 0.9569 | — | 7.35 | — | 6.54 | 97.98 | |
| TRU2026.06 | 0.4845 | 0 | — | 35.01 | — | 7.77 | 46.51 | |
| SimNPORun time (min)=15, Epochs=102025.08 | 0.35 | 0.05 | 17 | 33 | -12 | — | — | |
| IMURun time (min)=17, Epochs=102025.08 | 0.33 | 0.06 | 9 | 29 | -83 | — | — | |
| NPORun time (min)=18, Epochs=102025.08 | 0.28 | 0.05 | 6 | 21 | 80 | — | — | |
| NPO2026.06 | 0.096 | 0.036 | — | 9.23 | — | 0.0878 | 23.14 | |
| GARun time (min)=6, Epochs=102025.08 | 0 | 0.03 | 3 | 0 | 48 | — | — | |
| GradAscent2026.06 | 0 | 0.0291 | — | 0 | — | 1.94 | 0 | |
| GradDiff2026.06 | 0 | 0.0291 | — | 0 | — | 1.94 | 0 | |
| RMU2026.06 | 0 | 0.0002 | — | 1.45 | — | 2.44 | 2.4 |