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Unlearning on TOFU (forget01)
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92
Forgetting Quality (F.Q.)
OBLIVIATE
-2.64
21.93
46.5
71.07
Jan 7, 2026
Forgetting Quality (F.Q.)
Model Utility (M.U.)
Updated 4d ago
Evaluation Results
Method
Method
Links
Forgetting Quality (F.Q.)
Model Utility (M.U.)
OBLIVIATE
Unlearning Dataset=BiF...
2026.01
92
65
RMU
Unlearning Dataset=BiF...
2026.01
79
64
RMU
Unlearning Dataset=Off...
2026.01
77
64
NPO
Unlearning Dataset=BiF...
2026.01
33
56
NPO
Unlearning Dataset=Off...
2026.01
27
57
Grad. Ascent
Unlearning Dataset=BiF...
2026.01
14
50
Grad. Diff
Unlearning Dataset=BiF...
2026.01
13
53
OBLIVIATE
Unlearning Dataset=Off...
2026.01
8
65
Grad. Diff
Unlearning Dataset=Off...
2026.01
3
55
Grad. Ascent
Unlearning Dataset=Off...
2026.01
1
52
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