Unlearning on ToFU
0.9908ProbabilityBefore
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| BeforeBackbone=LLaMA2-7B-Chat2025.12 | 0.9908 | 0.9793 | 0.8737 | 0.5893 | 0.5308 | 0.6349 | 0.0309 | |
| EMMETBackbone=LLaMA2-7B-Chat2025.12 | 0.4916 | 0.389 | 0.8126 | 0.6667 | 0.6233 | 0.6308 | 0.6298 | |
| MEMITBackbone=LLaMA2-7B-Chat2025.12 | 0.4117 | 0.3668 | 0.8137 | 0.6636 | 0.6229 | 0.6288 | 0.6561 | |
| AlphaEditBackbone=LLaMA2-7B-Chat2025.12 | 0.3934 | 0.3626 | 0.8135 | 0.6646 | 0.6225 | 0.629 | 0.6616 | |
| Pref. Opt.Backbone=LLaMA2-7B-Chat2025.12 | 0.3486 | 0.0147 | 0.9024 | 0.6777 | 0.6349 | 0.7213 | 0.7453 | |
| CAEBackbone=LLaMA2-7B-Chat2025.12 | 0.1547 | 0.2763 | 0.8139 | 0.6639 | 0.6229 | 0.6291 | 0.7241 | |
| Grad. Diff.Backbone=LLaMA2-7B-Chat2025.12 | 0.1237 | 0.3717 | 0.8326 | 0.6584 | 0.5899 | 0.6795 | 0.6995 | |
| NPO-GDBackbone=LLaMA2-7B-Chat2025.12 | 0.0344 | 0.2971 | 0.7887 | 0.5715 | 0.5286 | 0.6111 | 0.6786 | |
| Grad. AscentBackbone=LLaMA2-7B-Chat2025.12 | 0.0009 | 0.2319 | 0.6803 | 0.5533 | 0.502 | 0.5694 | 0.6603 | |
| KL Min.Backbone=LLaMA2-7B-Chat2025.12 | 0.0002 | 0.111 | 0.6203 | 0.5448 | 0.5104 | 0.5549 | 0.6638 |