LLM Unlearning on KnowUnDo
91.8USRLUNE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LUNEFamily=LoRA-based2025.12 | 91.8 | 95.6 | 83.9 | 17.2 | |
| Yao-NegFamily=Partial-parameter, Configuration=Full-FT2025.12 | 88.9 | 93.1 | 84.2 | 23.4 | |
| LoKUFamily=Partial-parameter2025.12 | 88.2 | 94.2 | 79.6 | 21.5 | |
| SKUFamily=Partial-parameter2025.12 | 87.9 | 93.6 | 79.9 | 22 | |
| NPOFamily=Retrain-style2025.12 | 87.6 | 93.5 | 79.2 | 21.8 | |
| MemFlexFamily=Partial-parameter2025.12 | 87.4 | 94 | 78.6 | 22.1 | |
| TVFamily=Regularization-based2025.12 | 82.7 | 92.4 | 73.9 | 27.5 | |
| GAFamily=Retrain-style2025.12 | 74.2 | 89.5 | 66.8 | 33.5 |