LLM Unlearning on TOFU
89USRLUNE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LUNEFamily=LoRA-based2025.12 | 89 | 94.4 | 80.8 | 18 | |
| Yao-NegFamily=Partial-parameter, Configuration=Full-FT2025.12 | 85.7 | 91.2 | 76.9 | 24.1 | |
| SKUFamily=Partial-parameter2025.12 | 85.2 | 91.5 | 75.8 | 22.5 | |
| LoKUFamily=Partial-parameter2025.12 | 85 | 92.4 | 76 | 17.8 | |
| NPOFamily=Retrain-style2025.12 | 84.7 | 92.2 | 75.6 | 22.2 | |
| MemFlexFamily=Partial-parameter2025.12 | 84.3 | 92.1 | 75 | 23 | |
| TVFamily=Regularization-based2025.12 | 78.3 | 90.8 | 70.2 | 29.6 | |
| GAFamily=Retrain-style2025.12 | 69.5 | 87.2 | 63.1 | 34.7 |