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Benchmarks
Machine Unlearning on WMDP Cyber (Forget acc., Forget CE, Retain CE)
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-1.1
Forget Accuracy
GD
-24.916
-18.733
-12.55
-6.367
Apr 12, 2026
Forget Accuracy
Forget Cross-Entropy (CE)
Retain Cross-Entropy (CE)
Updated 5d ago
Evaluation Results
Method
Method
Links
Forget Accuracy
Forget Cross-Entropy (CE)
Retain Cross-Entropy (CE)
GD
Model=Gemma
2026.04
-1.1
35.5
1.9
GD
Model=LLaMA
2026.04
-1.4
5.2
1.1
RMU
Model=LLaMA
2026.04
-18.7
1.2
0
LIRA*
Model=Gemma
2026.04
-21.2
5.4
0
LIRA*
Model=LLaMA
2026.04
-22.2
10.5
0
RMU
Model=Gemma
2026.04
-24
1.7
0
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