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Machine Unlearning on TOFU Forget01 (1%)

96Forget Quality (Rouge-L)

DPO

Updated 1mo ago

Evaluation Results

Method	Links
DPO 2025.09		96	49	0.0089	92	48	43	45	76	50	52
KL 2025.09		96	48	0.0074	92	48	43	45	76	50	52
DPO 2025.09		96	48	0.0089	92	48	44	45	75	50	52
NPO 2025.09		96	48	0.0061	92	48	43	45	76	50	52
GA 2025.09		96	48	0.0061	92	48	43	45	76	50	52
GD 2025.09		96	48	0.0074	92	48	42	45	76	50	52
IHL 2025.09		96	48	0.0042	92	48	43	45	75	50	52
IHL 2025.09		94	48	0.0074	92	48	43	45	75	50	52
Original 2025.09		93	48	0	92	48	41	45	75	50	52
GD 2025.09		93	48	0.0074	92	48	43	45	76	50	52
Original 2025.09		93	48	0	92	48	41	45	75	50	52
NPO 2025.09		92	48	0.0061	91	48	43	45	76	50	52
GA 2025.09		92	48	0.0042	92	48	43	45	77	50	52
KL 2025.09		91	48	0.0061	92	48	43	45	77	50	52
LoKU 2025.09		50	49	0.0128	83	49	37	45	73	50	51
LoKU 2025.09		47	51	0.0337	80	49	34	46	73	51	50
Retain90 2025.09		43	63	100	91	48	43	45	76	49	52
GD+Sine 2025.09		38	48	94.3	93	48	41	46	77	50	52
GD+Sine 2025.09		35	48	94.3	93	48	41	46	77	49	52
Retain90 2025.09		33	63	100	91	48	43	45	76	49	52
GA+FILA 2025.09		4	76	0.107	6	21	1	29	2	30	0
GD+FILA 2025.09		3	69	3.24	6	20	0	31	3	31	0
GD+FILA 2025.09		1	65	4.55	1	24	0	32	2	36	0
GA+FILA 2025.09		0	65	2.72	1	22	0	32	0	34	0