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LLM Unlearning on TOFU
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89
USR
LUNE
68.72
73.985
79.25
84.515
Dec 8, 2025
USR
GUR
APR
MIA
Updated 1mo ago
Evaluation Results
Method
Method
Links
USR
GUR
APR
MIA
LUNE
Family=LoRA-based
2025.12
89
94.4
80.8
18
Yao-Neg
Family=Partial-paramet...
2025.12
85.7
91.2
76.9
24.1
SKU
Family=Partial-parameter
2025.12
85.2
91.5
75.8
22.5
LoKU
Family=Partial-parameter
2025.12
85
92.4
76
17.8
NPO
Family=Retrain-style
2025.12
84.7
92.2
75.6
22.2
MemFlex
Family=Partial-parameter
2025.12
84.3
92.1
75
23
TV
Family=Regularization-...
2025.12
78.3
90.8
70.2
29.6
GA
Family=Retrain-style
2025.12
69.5
87.2
63.1
34.7
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