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ResearchFormerly WizWand

Knowledge Retention on WMDP retain

48.3RetainNPO
19.28426.81734.3541.883May 14, 2026
Updated 5mo ago

Evaluation results

MethodLinks
NPOModel=Gemma-3-4B, Unlearning Domain=bio2026.0548.3
SimNPOModel=Gemma-3-4B, Unlearning Domain=bio2026.0547.8
GU+SimNPOModel=Gemma-3-4B, Unlearning Domain=bio2026.0547.1
MANSUModel=Gemma-3-4B, Unlearning Domain=bio2026.0540.5
NPOModel=Gemma-3-4B, Unlearning Domain=chem2026.0538.8
SimNPOModel=Gemma-3-4B, Unlearning Domain=chem2026.0535.6
MANSUModel=Gemma-3-1B, Unlearning Domain=bio2026.0535.1
GU+SimNPOModel=Gemma-3-4B, Unlearning Domain=chem2026.0535.1
NPOModel=Gemma-3-4B, Unlearning Domain=cyber2026.0534.9
SimNPOModel=Gemma-3-4B, Unlearning Domain=cyber2026.0534.7
GU+SimNPOModel=Gemma-3-4B, Unlearning Domain=cyber2026.0534.1
MANSUModel=Gemma-2B, Unlearning Domain=bio2026.0533.8
NPOModel=Gemma-3-1B, Unlearning Domain=bio2026.0533
MANSUModel=Gemma-3-4B, Unlearning Domain=cyber2026.0532.8
SimNPOModel=Gemma-3-1B, Unlearning Domain=bio2026.0532.7
GU+SimNPOModel=Gemma-3-1B, Unlearning Domain=bio2026.0532.3
NPOModel=Gemma-2B, Unlearning Domain=chem2026.0531.5
NPOModel=Gemma-3-1B, Unlearning Domain=chem2026.0531.5
MANSUModel=Gemma-2B, Unlearning Domain=cyber2026.0531.4
MANSUModel=Gemma-3-4B, Unlearning Domain=chem2026.0531.4
GU+SimNPOModel=Gemma-2B, Unlearning Domain=bio2026.0531.3
SimNPOModel=Gemma-2B, Unlearning Domain=bio2026.0531.3
GU+SimNPOModel=Gemma-2B, Unlearning Domain=cyber2026.0530.3
SimNPOModel=Gemma-2B, Unlearning Domain=cyber2026.0530.3
NPOModel=Gemma-2B, Unlearning Domain=bio2026.0530
MANSUModel=Gemma-3-1B, Unlearning Domain=cyber2026.0529.1
MANSUModel=Gemma-3-1B, Unlearning Domain=chem2026.0528.4
NPOModel=Gemma-3-1B, Unlearning Domain=cyber2026.0528.3
MANSUModel=Gemma-2B, Unlearning Domain=chem2026.0527.8
GU+SimNPOModel=Gemma-3-1B, Unlearning Domain=cyber2026.0527.7
SimNPOModel=Gemma-3-1B, Unlearning Domain=cyber2026.0527.3
GU+SimNPOModel=Gemma-2B, Unlearning Domain=chem2026.0526.9
SimNPOModel=Gemma-2B, Unlearning Domain=chem2026.0526.9
NPOModel=Gemma-2B, Unlearning Domain=cyber2026.0523
SimNPOModel=Gemma-3-1B, Unlearning Domain=chem2026.0521.3
GU+SimNPOModel=Gemma-3-1B, Unlearning Domain=chem2026.0520.4