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LLM Unlearning on TOFU (Forget 10%)
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7.456
RQ
ICUL
7.43208
7.43829
7.4445
7.45071
May 16, 2026
RQ
Detection Accuracy (Before Attack)
LQ (Before Attack)
Detection Accuracy (After Attack)
LQ (After Attack)
Updated 15d ago
Evaluation Results
Method
Method
Links
RQ
Detection Accuracy (Before Attack)
LQ (Before Attack)
Detection Accuracy (After Attack)
LQ (After Attack)
ICUL
Backbone=LLaMA-3.1-8B
2026.05
7.456
77.8
6.844
31.4
6.793
VP
Backbone=LLaMA-3.1-8B
2026.05
7.456
72
7.173
49
6.813
FP
Backbone=LLaMA-3.1-8B
2026.05
7.456
94.3
7.064
94.3
7.06
Guardnail
Backbone=LLaMA-3.1-8B
2026.05
7.456
96.8
7.648
95.6
7.299
EUA
Backbone=LLaMA-3.1-8B
2026.05
7.433
100
8.679
100
8.679
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