Fluency Assessment on WMDP
3.46Mean FluencyALTER
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ALTERBackbone=Llama3-8B, Unlearning Framework=LoRA Variations(r=8)2026.03 | 3.46 | 1.17 | |
| ALTERBackbone=Zephyr-7B, Unlearning Framework=LoRA Variations(r=8)2026.03 | 3.11 | 1.33 | |
| ELMBackbone=Llama3-8B, Unlearning Framework=FT & Model Editing2026.03 | 3.07 | 2.18 | |
| NPOBackbone=Llama3-8B, Unlearning Framework=FT & Model Editing2026.03 | 3.07 | 1.86 | |
| NPO_GDBackbone=Llama3-8B, Unlearning Framework=FT & Model Editing2026.03 | 3.03 | 2.08 | |
| ELMBackbone=Zephyr-7B, Unlearning Framework=FT & Model Editing2026.03 | 2.99 | 2 | |
| NPOBackbone=Zephyr-7B, Unlearning Framework=FT & Model Editing2026.03 | 2.98 | 2.12 | |
| BaseBackbone=Llama3-8B, Unlearning Framework=FT & Model Editing2026.03 | 2.97 | 1.91 | |
| NPO_KLBackbone=Llama3-8B, Unlearning Framework=FT & Model Editing2026.03 | 2.97 | 1.96 | |
| BaseBackbone=Zephyr-7B, Unlearning Framework=FT & Model Editing2026.03 | 2.97 | 1.98 | |
| RMUBackbone=Llama3-8B, Unlearning Framework=FT & Model Editing2026.03 | 2.96 | 1.88 | |
| NPO_KLBackbone=Zephyr-7B, Unlearning Framework=FT & Model Editing2026.03 | 2.95 | 1.91 | |
| NPO_GDBackbone=Zephyr-7B, Unlearning Framework=FT & Model Editing2026.03 | 2.93 | 2.08 | |
| RMUBackbone=Zephyr-7B, Unlearning Framework=FT & Model Editing2026.03 | 2.92 | 2.03 | |
| LoRABackbone=Zephyr-7B, Unlearning Framework=LoRA Variations(r=8)2026.03 | 2.47 | 1.57 | |
| AsymLoRABackbone=Zephyr-7B, Unlearning Framework=LoRA Variations(r=8)2026.03 | 2.47 | 1.57 | |
| LoRABackbone=Llama3-8B, Unlearning Framework=LoRA Variations(r=8)2026.03 | 2.23 | 1.42 | |
| AsymLoRABackbone=Llama3-8B, Unlearning Framework=LoRA Variations(r=8)2026.03 | 2.23 | 1.42 | |
| GABackbone=Llama3-8B, Unlearning Framework=FT & Model Editing2026.03 | 1 | 0 | |
| RLBackbone=Llama3-8B, Unlearning Framework=FT & Model Editing2026.03 | 1 | 0 | |
| GABackbone=Zephyr-7B, Unlearning Framework=FT & Model Editing2026.03 | 1 | 0 | |
| RLBackbone=Zephyr-7B, Unlearning Framework=FT & Model Editing2026.03 | 1 | 0 |