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Model Unlearning on TOFU Forget 5% 1.0
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1
Forget Quality
Retain Model
-0.04
0.23
0.5
0.77
Feb 11, 2026
Forget Quality
Model Utility
ROUGE (Retain Set)
ROUGE (Author Q&A)
ROUGE (World Facts Q&A)
ROUGE (Forget Set)
Updated 4d ago
Evaluation Results
Method
Method
Links
Forget Quality
Model Utility
ROUGE (Retain Set)
ROUGE (Author Q&A)
ROUGE (World Facts Q&A)
ROUGE (Forget Set)
Retain Model
2026.02
1
0.6
0.98
0.95
0.89
0.4
K-FADE
Optimizer=K-FAC Hessia...
2026.02
0.87
0.57
0.61
0.91
0.85
0.31
SimNPO
beta=2.5, NPO coeffici...
2026.02
0.63
0.51
0.44
0.87
0.88
0.33
Grad. Diff.
2026.02
0.0118
0.4
0.26
0.57
0.82
0.13
Grad. Ascent
2026.02
0
0.44
0.36
0.82
0.9
0.31
KL Min.
2026.02
0
0.43
0.35
0.8
0.9
0.3
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