Model Editing on CounterFact (Efficacy, Generalization, Specificity) benchmark leaderboard · SOTA2 Research

Model Editing on CounterFact (Efficacy, Generalization, Specificity)

96.12EfficacyHORSE

Evaluation Results

Method	Links
HORSE2026.01		96.12	35.23	53
MEMIT2026.01		95.54	36.49	11.63
MALMEN2026.01		94.85	50.54	63.55
HORSE2026.01		94.76	50.86	63.59
EMMET2026.01		86.37	29.75	8.7
HORSE2026.01		83.46	57.83	72.71
EMMET2026.01		71.78	33.01	14.89
MEMIT2026.01		63.64	34.01	10.63
MALMEN2026.01		62.42	22.34	39.13
EMMET2026.01		59.62	32.61	15.3
MEMIT2026.01		53.17	34.16	13.77
MALMEN2026.01		46.03	26.18	38.01
LoRA2026.01		32.27	21.95	41.57
LoRA2026.01		30.09	21.76	49.36
FT2026.01		17.52	13.98	20.35
PMET2026.01		16.01	12.43	36.69
PMET2026.01		15.43	10.98	26.52
FT2026.01		13.89	10.97	34.5
LoRA2026.01		11.93	5.47	30.11
FT2026.01		11.82	6.84	26.79
PMET2026.01		6.61	2.73	14.89
MEND2026.01		0	0	0
MEND2026.01		0	0	0
MEND2026.01		0	0	0