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ResearchFormerly WizWand

Concept Erasure on GCD v1.4 (test)

93.07Acc_rADVUNLEARN
48.693260.214171.73583.2559Apr 29, 2025
Updated 5mo ago

Evaluation results

MethodLinks
ADVUNLEARNAttack=EEBshallow2025.0493.0707.69
UCEAttack=EEBsurface2025.0492.167.680.04
ADVUNLEARNAttack=No Attack2025.0491.6800
ADVUNLEARNAttack=EEBdeep2025.0491.680.0857.08
MACEAttack=EEBshallow2025.0491.644.320
No ErasureAttack=No Attack2025.0491.692.040
UCEAttack=No Attack2025.0491.440.40
UCEAttack=EEBshallow2025.0491.440.4868.88
MACEAttack=No Attack2025.0491.281.920
ADVUNLEARNAttack=EEBsurface2025.0491.16044.13
UCEAttack=EEBdeep2025.0491.122.0882.48
MACEAttack=EEBdeep2025.04917.3649.16
UCEAttack=EEBdata2025.0490.960.4837.76
MACEAttack=EEBsurface2025.0487.480.489.88
ESDAttack=EEBsurface2025.0486.29.360.04
ESDAttack=EEBdata2025.0484.885.8820.8
ESDAttack=EEBshallow2025.0484.727.415.56
ESDAttack=EEBdeep2025.0484.082.455.04
ESDAttack=No Attack2025.0483.883.880
MACEAttack=EEBdata2025.0479.42443.68
ADVUNLEARNAttack=EEBdata2025.0474.2800.32
RECEAttack=EEBdeep2025.0473.048.7679.72
RECELERAttack=EEBshallow2025.0472.240.080.08
RECEAttack=No Attack2025.0470.880.120
RECEAttack=EEBsurface2025.0469.280.120.24
RECEAttack=EEBshallow2025.0468.360.280
RECELERAttack=No Attack2025.0467.440.080
RECELERAttack=EEBdeep2025.0466.560.0818.96
RECELERAttack=EEBsurface2025.0461.40.080.08
RECELERAttack=EEBdata2025.0455.160.0436.32
RECEAttack=EEBdata2025.0450.49.680.16