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Machine Unlearning on TOFU (10%)

1Forget Quality (FQ)

Retain LLM

Updated 4d ago

Evaluation Results

Method	Links
Retain LLM 2024.06		1	39.8	0.62	98.2
Retrained (Oracle) 2026.01		1	-	0.62	-
KIF 2026.01		0.99	-	0.62	-
ULD 2024.06		0.48	42.6	0.62	85.9
SimNPO 2026.01		0.45	-	0.62	-
NPO+GD 2024.06		0.29	25.7	0.53	41.1
NPO 2026.01		0.29	-	0.55	-
NPO 2024.06		0.09	15.2	0.26	15.3
NPO+KL 2024.06		0.07	18.1	0.32	22.9
GA+GD 2024.06		0.009	19.6	0.17	23.9
GA+KL 2024.06		0.0002	12.1	0.05	18.6
Offset-NPO+KL 2024.06		0	34.2	0.48	34.8
Offset-GA+KL 2024.06		0	3.1	0.04	2.9
DPO 2024.06		0	0.7	0	0.72
DPO+KL 2024.06		0	0.7	0.03	0.81
Offset-DPO+KL 2024.06		0	1.3	0.02	1.4
GA 2024.06		0	0	0	0
DPO+GD 2024.06		0	0.8	0	0.89
IDK (rejection) 2026.01		0	-	0.54	-
GradDiff 2026.01		0	-	0.54	-
Gradient Ascent 2026.01		0	-	0	-
Target LLM 2024.06		0	98.6	0.62	98.2
Original 2026.01		0	-	0.62	-