List your company
ResearchFormerly WizWand

Knowledge Unlearning on WMDP (Bio and Cyber Domains)

75.9Performance (Bio)before unlearning
31.07642.71354.3565.987May 1, 2026
Updated 6mo ago

Evaluation results

MethodLinks
before unlearningBackbone=Qwen-3-8B2026.0575.954.3
before unlearningBackbone=Llama-2-7B2026.0564.146.3
GABackbone=Qwen-3-8B, Strategy=Sequence-Level2026.0549.333.6
T-GABackbone=Qwen-3-8B, Strategy=TokenUnlearn - Hard Selection2026.0547.231.6
S-GABackbone=Qwen-3-8B, Strategy=TokenUnlearn - Soft Weighting2026.0546.433.1
S-GABackbone=Llama-2-7B, Strategy=TokenUnlearn - Soft Weighting2026.0543.324.5
WGABackbone=Qwen-3-8B, Strategy=Sequence-Level2026.0543.128.7
NPOBackbone=Qwen-3-8B, Strategy=Sequence-Level2026.0542.628
S-RMUBackbone=Qwen-3-8B, Strategy=TokenUnlearn - Soft Weighting2026.0542.626.8
RMUBackbone=Qwen-3-8B, Strategy=Sequence-Level2026.0542.430.2
GABackbone=Llama-2-7B, Strategy=Sequence-Level2026.0542.227.4
S-WGABackbone=Qwen-3-8B, Strategy=TokenUnlearn - Soft Weighting2026.0542.227
T-GABackbone=Llama-2-7B, Strategy=TokenUnlearn - Hard Selection2026.0542.123.2
T-RMUBackbone=Qwen-3-8B, Strategy=TokenUnlearn - Hard Selection2026.054226.2
T-WGABackbone=Qwen-3-8B, Strategy=TokenUnlearn - Hard Selection2026.0541.526
S-NPOBackbone=Qwen-3-8B, Strategy=TokenUnlearn - Soft Weighting2026.0541.526.6
T-NPOBackbone=Qwen-3-8B, Strategy=TokenUnlearn - Hard Selection2026.0540.825.4
WGABackbone=Llama-2-7B, Strategy=Sequence-Level2026.0538.426.1
T-WGABackbone=Llama-2-7B, Strategy=TokenUnlearn - Hard Selection2026.0536.524.6
S-RMUBackbone=Llama-2-7B, Strategy=TokenUnlearn - Soft Weighting2026.0536.525.1
RMUBackbone=Llama-2-7B, Strategy=Sequence-Level2026.0536.329.9
T-RMUBackbone=Llama-2-7B, Strategy=TokenUnlearn - Hard Selection2026.0535.625.4
S-WGABackbone=Llama-2-7B, Strategy=TokenUnlearn - Soft Weighting2026.0535.324.2
NPOBackbone=Llama-2-7B, Strategy=Sequence-Level2026.0534.725.5
S-NPOBackbone=Llama-2-7B, Strategy=TokenUnlearn - Soft Weighting2026.0533.725.8
T-NPOBackbone=Llama-2-7B, Strategy=TokenUnlearn - Hard Selection2026.0532.824.8