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ResearchFormerly WizWand

Machine Unlearning on TOFU Avg.

14.32Log Forget Quality (-log(FQ))Ref
-0.57283.29367.1611.0264Apr 20, 2026
Updated 6mo ago

Evaluation results

MethodLinks
RefBackbone=Llama 3.2-3B2026.0414.320099.92
RefBackbone=Llama 2-7B2026.0413.4920099.96
RefBackbone=Llama 3.2-1B2026.0411.9530099.8
SCEBackbone=Llama 2-7B2026.046.2621.522-1.2319.52
SatImpBackbone=Llama 3.2-3B2026.045.0972.5711.9526.47
SCNBackbone=Llama 2-7B2026.044.6461.3583.81258.43
WGABackbone=Llama 2-7B2026.043.4721.3755.63752.14
GABackbone=Llama 2-7B2026.043.1691.5884.32135.1
WGABackbone=Llama 3.2-3B2026.042.9443.51610.33827.15
SCEBackbone=Llama 3.2-3B2026.042.9145.35716.01933.18
SCNBackbone=Llama 3.2-3B2026.042.9145.113.96439.36
TNPOBackbone=Llama 3.2-3B2026.042.884.80318.0547.9
SCEBackbone=Llama 3.2-1B2026.042.8047.00811.69821.33
GABackbone=Llama 3.2-1B2026.042.0818.50715.55823.44
GABackbone=Llama 3.2-3B2026.041.9756.19810.04418.92
SatImpBackbone=Llama 2-7B2026.041.872.2034.7216.35
TNPOBackbone=Llama 3.2-1B2026.041.8615.31310.15332.93
SCNBackbone=Llama 3.2-1B2026.041.6925.7328.40847.03
TNPOBackbone=Llama 2-7B2026.041.3411.632.94244.81
SatImpBackbone=Llama 3.2-1B2026.041.2525.6147.34423.62
ETWBackbone=Llama 2-7B2026.041.1762.2741.8736.57
WGABackbone=Llama 3.2-1B2026.041.0015.7245.99210.21
NPOBackbone=Llama 3.2-3B2026.040.7963.5731.64433.63
NPOBackbone=Llama 3.2-1B2026.040.4567.853.17923.1
ETWBackbone=Llama 3.2-1B2026.040.2646.3231.3876.4
ETWBackbone=Llama 3.2-3B2026.040.2364.7221.09915.42
NPOBackbone=Llama 2-7B2026.040.1823.5550.858.28
RetrainBackbone=Llama 3.2-1B2026.0400.51800.97
RetrainBackbone=Llama 3.2-3B2026.0400.97200.8
RetrainBackbone=Llama 2-7B2026.0400.90700.87