LLM Unlearning on EDU-RELAT
91.6USRYao-Neg
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Yao-NegFamily=Partial-parameter, Configuration=Full-FT2025.12 | 91.6 | 92.2 | 79.9 | 22.8 | |
| LUNEFamily=LoRA-based2025.12 | 91.2 | 95.1 | 82.3 | 17.5 | |
| LoKUFamily=Partial-parameter2025.12 | 87.6 | 93.6 | 78.7 | 20.6 | |
| MemFlexFamily=Partial-parameter2025.12 | 86.7 | 93 | 77.8 | 21.4 | |
| SKUFamily=Partial-parameter2025.12 | 85.9 | 92.8 | 78.5 | 21 | |
| NPOFamily=Retrain-style2025.12 | 84.7 | 92.4 | 77.2 | 21.2 | |
| TVFamily=Regularization-based2025.12 | 81 | 91.8 | 72.7 | 26 | |
| GAFamily=Retrain-style2025.12 | 72.3 | 88.7 | 64.5 | 32.8 |