Machine Unlearning on Dolly-15k OOD triggers 1.0 (test)
47.2OOD ASRRetain Only
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Retain OnlyBackbone=Llama-3-8B-Instruct, PEFT Framework=LoRA (r=16, alpha=16, dropout=0.05)2025.12 | 47.2 | 6 | |
| Base (Poisoned)Backbone=Llama-3-8B-Instruct2025.12 | 46.2 | 5 | |
| Fisher UnlearnBackbone=Llama-3-8B-Instruct, PEFT Framework=LoRA (r=16, alpha=16, dropout=0.05)2025.12 | 43.7 | 3.67 | |
| GA UnlearnBackbone=Llama-3-8B-Instruct, PEFT Framework=LoRA (r=16, alpha=16, dropout=0.05)2025.12 | 13.2 | 3.33 | |
| LoReUnBackbone=Llama-3-8B-Instruct, PEFT Framework=LoRA (r=16, alpha=16, dropout=0.05)2025.12 | 12.5 | 2 | |
| RapidUnBackbone=Llama-3-8B-Instruct, PEFT Framework=LoRA (r=16, alpha=16, dropout=0.05)2025.12 | 9.6 | 1 | |
| Retrain (reference)Backbone=Llama-3-8B-Instruct2025.12 | 4.47 | — |