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Knowledge Unlearning on MCF

23.35Speed

Base

Updated 14d ago

Evaluation Results

Method	Links
Base 2026.05		23.35	27.7	22.5	7.48	-	-
ROME 2026.05		23.17	27.3	22.7	7.48	-	-
Base 2026.05		21.96	-	-	7.47	24.6	22.8
ROME 2026.05		21.86	-	-	7.48	24.4	22.6
MEMIT 2026.05		21.08	-	-	7.51	9.6	16.2
Base 2026.05		20.59	22.1	19.6	12.88	-	-
ROME 2026.05		20.47	21.9	19.55	12.89	-	-
AlphaEdit 2026.05		19.74	-	-	7.49	0.2	7.8
Base 2026.05		19.6	-	-	12.88	18.2	20.3
MEMIT 2026.05		19.51	5.3	5.55	7.7	-	-
ROME 2026.05		19.5	-	-	12.88	18.2	20.3
MEMIT 2026.05		19.2	-	-	12.86	17	18.3
AlphaEdit 2026.05		18.36	-	-	12.84	2.6	11.8
MEMIT 2026.05		17.75	13.8	14.45	12.77	-	-
ZeroUnlearn 2026.05		16.82	-	-	7.77	0	4.6
AlphaEdit 2026.05		15.68	1.4	10.2	12.78	-	-
AlphaEdit 2026.05		15.46	0.5	2.85	8.01	-	-
ZeroUnlearn 2026.05		14.9	-	-	13.06	0.4	4.6
ROME 2026.05		13.41	14.6	13.15	11.38	-	-
ZeroUnlearn-GD 2026.05		13.31	0	2.3	7.94	-	-
Base 2026.05		13.3	14.9	12.85	11.21	-	-
ROME 2026.05		13.1	14.2	13.9	11.31	-	-
Base 2026.05		12.84	14.4	14.1	11.21	-	-
MEMIT 2026.05		12.82	0.8	3.8	11.23	-	-
AlphaEdit 2026.05		12.52	0.6	2.6	11.24	-	-
ZeroUnlearn-GD 2026.05		12.41	0	5.1	13.05	-	-
MEMIT 2026.05		11.35	0.7	4.5	11.54	-	-
AlphaEdit 2026.05		11.04	0.4	3.3	13.03	-	-
ZeroUnlearn-GD 2026.05		9.52	0.4	3	11.63	-	-
ZeroUnlearn 2026.05		9.38	0	2.2	11.19	-	-
FT 2026.05		6.54	0	2.9	12.49	-	-
GA 2026.05		1.06	-	-	1,000	2	1.8
GA 2026.05		0.58	0.8	0.5	1,000	-	-
GA 2026.05		0.26	-	-	1,000	1.2	0.9
GA 2026.05		0	0	0	1,000	-	-
FT 2026.05		0	0	0	714.52	-	-
GA 2026.05		0	0	0	1,000	-	-
FT 2026.05		0	0	0	63.7	-	-
FT 2026.05		0	-	-	18.25	0	0
FT 2026.05		0	-	-	10.23	0	0
GA 2026.05		0	0	0	1,000	-	-
FT 2026.05		0	0	0	275.3	-	-