Machine Unlearning on Dolly-15k Clean Mistral-7B variant (val)
19.7Clean PPLRetrain (reference)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Retrain (reference)Backbone=Mistral-7B, Unlearning Category=Reference2025.12 | 19.7 | — | |
| Base (Poisoned)Backbone=Mistral-7B, Unlearning Category=Approximate unlearning methods2025.12 | 43.5 | 3 | |
| RapidUnBackbone=Mistral-7B, Unlearning Category=Approximate unlearning methods2025.12 | 46.9 | 1.33 | |
| LoReUnBackbone=Mistral-7B, Unlearning Category=Approximate unlearning methods2025.12 | 46.9 | 3 | |
| Retain OnlyBackbone=Mistral-7B, Unlearning Category=Approximate unlearning methods2025.12 | 47.3 | 4.67 | |
| Fisher UnlearnBackbone=Mistral-7B, Unlearning Category=Approximate unlearning methods2025.12 | 47.3 | 5.67 | |
| GA UnlearnBackbone=Mistral-7B, Unlearning Category=Approximate unlearning methods2025.12 | 49 | 3.33 |