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Machine Unlearning on BiForget
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14.3
VerbMem
Retrain
-0.572
3.289
7.15
11.011
Jan 7, 2026
VerbMem
KnowMem
Privacy Leakage
Model Utility
Updated 4d ago
Evaluation Results
Method
Method
Links
VerbMem
KnowMem
Privacy Leakage
Model Utility
Retrain
dataset=ref
2026.01
14.3
28.9
0
74.5
NPO_KL
2026.01
11.37
12.75
-39.46
20.77
GA_KL
2026.01
11.13
14.76
-39.23
20.71
GA
2026.01
0
0
-15.08
0
NPO
2026.01
0
0
-18.93
0
OBLIVIATE
2026.01
0
0
-7.56
15.58
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