Model Editing on ZsRE (Reliability, Generalization, Locality, Overall Performance) benchmark leaderboard · SOTA2 Research

Model Editing on ZsRE (Reliability, Generalization, Locality, Overall Performance)

1ReliabilityHoReN

Evaluation Results

Method	Links
HoReN2026.05		1	0.81	1	0.93
HoReN2026.05		1	0.84	1	0.94
GRACE2026.05		1	0.06	1	0.39
GRACE2026.05		1	0.05	1	0.37
HoReN2026.05		1	0.92	1	0.97
GRACE2026.05		1	0.02	1	0.27
GRACE2026.05		1	0.02	1	0.27
HoReN2026.05		1	0.93	0.99	0.97
GRACE2026.05		1	0.02	1	0.27
HoReN2026.05		1	0.93	0.98	0.97
HoReN2026.05		1	0.91	1	0.97
HoReN2026.05		1	0.9	0.99	0.96
HoReN2026.05		1	0.9	0.98	0.96
GRACE2026.05		0.99	0.01	1	0.21
GRACE2026.05		0.99	0.02	1	0.27
AlphaEdit2026.05		0.99	0.94	0.83	0.92
GRACE2026.05		0.99	0.02	1	0.27
HoReN2026.05		0.99	0.84	1	0.94
HoReN2026.05		0.99	0.88	1	0.96
GRACE2026.05		0.99	0.05	1	0.37
HoReN2026.05		0.99	0.93	0.99	0.97
HoReN2026.05		0.99	0.93	1	0.97
AlphaEdit2026.05		0.99	0.88	0.88	0.92
AlphaEdit2026.05		0.98	0.92	0.89	0.93
AlphaEdit2026.05		0.98	0.92	0.78	0.89
AlphaEdit2026.05		0.98	0.9	0.88	0.92
AlphaEdit2026.05		0.98	0.93	0.8	0.9
AlphaEdit2026.05		0.97	0.92	0.74	0.87
AlphaEdit2026.05		0.97	0.77	0.96	0.89
AlphaEdit2026.05		0.97	0.77	0.95	0.89
AlphaEdit2026.05		0.96	0.76	0.99	0.9
WISE2026.05		0.94	0.72	1	0.88
UltraEdit2026.05		0.92	0.8	0.99	0.9
UltraEdit2026.05		0.91	0.88	0.69	0.82
UltraEdit2026.05		0.91	0.89	0.69	0.82
UltraEdit2026.05		0.9	0.88	0.56	0.76
WISE2026.05		0.9	0.87	1	0.92
UltraEdit2026.05		0.89	0.87	0.61	0.78
UltraEdit2026.05		0.88	0.86	0.54	0.74
UltraEdit2026.05		0.87	0.85	0.54	0.74
WISE2026.05		0.87	0.8	0.8	0.82
UltraEdit2026.05		0.87	0.81	0.96	0.88
AlphaEdit2026.05		0.86	0.8	0.98	0.88
AlphaEdit2026.05		0.85	0.79	0.91	0.85
WISE2026.05		0.83	0.79	1	0.87
UltraEdit2026.05		0.8	0.75	0.89	0.81
WISE2026.05		0.8	0.68	1	0.82
UltraEdit2026.05		0.76	0.7	0.98	0.8
UltraEdit2026.05		0.75	0.72	0.95	0.8
UltraEdit2026.05		0.72	0.69	0.93	0.77
WISE2026.05		0.71	0.66	1	0.78
WISE2026.05		0.7	0.63	1	0.76
WISE2026.05		0.63	0.58	0.6	0.6
WISE2026.05		0.62	0.59	0.99	0.71
WISE2026.05		0.56	0.54	1	0.67
WISE2026.05		0.55	0.54	0.99	0.66
WISE2026.05		0.54	0.5	1	0.65
ROME2026.05		0.51	0.51	0.32	0.44
GRACE2026.05		0.46	0.02	1	0.21
GRACE2026.05		0.43	0.02	1	0.21
GRACE2026.05		0.41	0.02	1	0.2
ROME2026.05		0.3	0.28	0.06	0.17
ROME2026.05		0.19	0.19	0.02	0.09
ROME2026.05		0.17	0.16	0.01	0.06
ROME2026.05		0.04	0.05	0.01	0.03
ROME2026.05		0.03	0.02	0.03	0.03
ROME2026.05		0.02	0.03	0	0
ROME2026.05		0.02	0.02	0	0
ROME2026.05		0.02	0.02	0.02	0.02
ROME2026.05		0.02	0.02	0.02	0.02
ROME2026.05		0	0	0	0
ROME2026.05		0	0	0	0