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ResearchFormerly WizWand

Memorization Reduction on Ultrachat

95.7Memorization ReductionDPO
-2.78822.78148.3573.919Feb 9, 2026
Updated 8mo ago

Evaluation results

MethodLinks
DPOCategory=Unlearning, Model=LLama, Utility threshold=>= 0.92026.0295.7
GACategory=Unlearning, Model=LLama, Utility threshold=>= 0.92026.0295.5
SimNPOCategory=Unlearning, Model=LLama, Utility threshold=>= 0.92026.0295.5
NPOCategory=Unlearning, Model=LLama, Utility threshold=>= 0.92026.0288.8
DPOCategory=Unlearning, Model=Qwen, Utility threshold=>= 0.92026.0282.4
SimNPOCategory=Unlearning, Model=Qwen, Utility threshold=>= 0.92026.0278.8
Task VectorCategory=Unlearning, Model=LLama, Utility threshold=>= 0.92026.0277
NPOCategory=Unlearning, Model=Qwen, Utility threshold=>= 0.92026.0271.5
Task VectorCategory=Unlearning, Model=Qwen, Utility threshold=>= 0.92026.0266
GSSCategory=Ours, Model=Qwen, Utility threshold=>= 0.92026.0251.4
GSSCategory=Ours, Model=LLama, Utility threshold=>= 0.92026.0248
LUNARCategory=Editing, Model=Qwen, Utility threshold=>= 0.92026.0242.7
ROMECategory=Editing, Model=LLama, Utility threshold=>= 0.92026.0238
Balanced SubnetCategory=Editing, Model=LLama, Utility threshold=>= 0.92026.0234.8
LUNARCategory=Editing, Model=LLama, Utility threshold=>= 0.92026.0230
ROMECategory=Editing, Model=Qwen, Utility threshold=>= 0.92026.028.6
MEMITCategory=Editing, Model=LLama, Utility threshold=>= 0.92026.027.5
GACategory=Unlearning, Model=Qwen, Utility threshold=>= 0.92026.023.3
MEMITCategory=Editing, Model=Qwen, Utility threshold=>= 0.92026.022.2
Balanced SubnetCategory=Editing, Model=Qwen, Utility threshold=>= 0.92026.021