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Knowledge Model Editing on CounterFact (Efficacy, Generality, Locality)

64.85Efficacy

KGA

Updated 25d ago

Evaluation Results

Method	Links
KGA 2025.07		64.85	39.63	100
KGA 2025.07		64.08	47.72	100
R-ROME 2025.07		57.78	17.42	45.85
IKE 2025.07		50.01	22.72	56.86
R-ROME 2025.07		48.92	36.62	1.47
ROME 2025.07		25.07	13.23	0.97
WISE 2025.07		14.73	7.63	99.07
EMMET 2025.07		7	6.04	0.54
FT-C 2025.07		5.75	0.47	0.13
EMMET 2025.07		5.17	4.86	0.43
FT-C 2025.07		4.07	1.5	0.03
WISE 2025.07		3.52	2.83	6.45
LoRA 2025.07		2	2	0.2
Llama3 (8B) 2025.07		0.87	0.75	-
Qwen2.5 (7B) 2025.07		0.78	13.4	-
LoRA 2025.07		0.77	1.17	0.17
IKE 2025.07		0.55	0.43	65.09
AlphaEdit 2025.07		0.33	0.17	0.07
GRACE 2025.07		0.12	0	99.39
GRACE 2025.07		0.03	0	99.38
PMET 2025.07		0.02	0.01	0
MEMIT 2025.07		0	0	7.22
PMET 2025.07		0	0	0
ROME 2025.07		0	0	2.42
MEMIT 2025.07		0	0	0
AlphaEdit 2025.07		0	0	0