Machine Unlearning on R-TOFU 1% (Forget01)
72.11Unlearning Utility (MU)Target Model
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Target Model2026.04 | 72.11 | 12.34 | 6.41 | 51.94 | 52.0669 | 61.71 | |
| CiPO2026.04 | 66.85 | 54.89 | 54.5 | 51.37 | 27.9823 | 56.17 | |
| NPO2026.04 | 65.45 | 35.2 | 40.88 | 23.71 | 883.4414 | 0 | |
| R2MU2026.04 | 59.73 | 48.84 | 46.47 | 37.02 | 185.0953 | 49.17 | |
| AnswerIDK2026.04 | 53.98 | 92.88 | 25.47 | 23.33 | 547.0064 | 0 | |
| ReasonedIDK2026.04 | 48.68 | 73.62 | 56.64 | 23.37 | 484.1911 | 0 | |
| GA2026.04 | 33.71 | 82.87 | 68.9 | 23.82 | 4,154.4451 | 0 | |
| GD2026.04 | 28.76 | 88.65 | 72.28 | 23.74 | 4,397.8759 | 0 | |
| DirectIDK2026.04 | 20.8 | 93 | 91.08 | 23.57 | 587.0231 | 0 |