Machine Unlearning on ToxiGen (test)
86.9Accuracy ($D_f$)SSD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SSD2026.03 | 86.9 | 86.9 | 84.51 | |
| Original2026.03 | 78.06 | 95.48 | 85.63 | |
| SCRUB2026.03 | 57.67 | 90.65 | 80 | |
| Munba2026.03 | 49.27 | 93.53 | 85.36 | |
| FT2026.03 | 47.73 | 92.37 | 84.73 | |
| ℓ1-sparse2026.03 | 46.31 | 85.87 | 79.52 | |
| GA2026.03 | 43.78 | 66.64 | 76.38 | |
| DELETE2026.03 | 39.53 | 64.56 | 75.72 | |
| GDR2026.03 | 19.83 | 83.92 | 85.52 | |
| Our method2026.03 | 14.29 | 85.86 | 85.23 | |
| Two-Stage Machine Unlearning2026.03 | 14.29 | 85.86 | 85.23 | |
| SalUn2026.03 | 12.42 | 57.59 | 81.06 | |
| Retrain2026.03 | 12.13 | 91.74 | 89.35 |