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Model Editing on UltraEditBench

88.88Efficacy

STABLEEDIT

Updated 21d ago

Evaluation Results

Method
STABLEEDIT 2026.05	88.88	85.46	69.06
UltraEdit 2025.05	85.7	81.28	68.73
UltraEdit 2025.05	85.7	81.28	68.73
ULTRAEDIT 2026.05	85.7	81.28	68.73
RLEdit 2025.05	85.69	81.88	65.64
STABLEEDIT 2026.05	84.98	78.77	68.36
UltraEdit 2025.05	84.03	76.62	64.03
UltraEdit 2025.05	84.03	76.62	64.03
ULTRAEDIT 2026.05	84.03	76.62	64.03
UltraEdit 2025.05	83.71	77.3	67.26
UltraEdit 2025.05	83.71	77.3	67.26
ULTRAEDIT 2026.05	83.71	77.3	67.26
UltraEdit* 2025.05	83.45	79.11	78.05
UltraEdit 2025.05	83.45	79.11	78.05
STABLEEDIT 2026.05	83.41	76.55	67.17
RLEDIT 2026.05	83.37	78.65	63.31
UltraEdit* 2025.05	81.7	77.25	77.09
UltraEdit 2025.05	81.7	77.25	77.09
UltraEdit* 2025.05	81.65	76.8	76.44
UltraEdit 2025.05	81.65	76.8	76.44
RLEdit 2025.05	81.42	75.35	62.13
RLEDIT 2026.05	81.14	74.88	61.87
UltraEdit* 2025.05	80.7	75.78	76.01
UltraEdit 2025.05	80.7	75.78	76.01
UltraEdit 2025.05	79.01	71.45	64.1
UltraEdit 2025.05	79.01	71.45	64.1
RLEdit 2025.05	76.5	70.68	61.29
RLEDIT 2026.05	69.85	65.1	57.08
WISE 2025.05	52.51	47.88	47.5
WISE 2025.05	47.21	44.55	39.13
RLEdit 2025.05	47.08	38.76	39.27
WISE 2025.05	42.27	41.65	39.79
MALMEN 2025.05	40.64	34.18	37.29
MALMEN 2026.05	40.64	34.18	37.29
Pre-edited 2026.05	30.83	29.94	31.11
Pre-edited 2026.05	27.29	26.4	27.24
AlphaEdit 2025.05	22.19	12.09	6.88
ALPHAEDIT 2026.05	22.19	12.09	6.88
FT 2025.05	22.03	17.61	19.6
FT 2026.05	22.03	17.61	19.6
Pre-edited 2026.05	22.01	21.47	22.2
AlphaEdit 2025.05	17.44	8.01	5.42
FT 2025.05	13.5	11.92	10.18
FT 2026.05	13.5	11.92	10.18
FT 2025.05	13.2	10.53	10.27
AlphaEdit 2025.05	4.51	3.16	2.78
ALPHAEDIT 2026.05	4.51	3.16	2.78
MALMEN 2025.05	4.36	3.48	4.38
MEND 2025.05	3.48	3.45	3.43
MALMEN 2025.05	2.42	2.48	3.47
MALMEN 2026.05	2.42	2.48	3.47
RECT 2025.05	1.86	1.55	1.84
MEND 2025.05	1.71	1.71	1.83
MEND 2026.05	1.71	1.71	1.83
PRUNE 2025.05	1.21	0.85	0.32
MEMIT 2025.05	0.82	0.32	0.69
MALMEN 2025.05	0.76	0.48	0.78
MALMEN 2026.05	0.76	0.48	0.78
MEMIT 2025.05	0.74	0.45	0.21
MEMIT 2026.05	0.74	0.45	0.21
RECT 2025.05	0.55	0.09	0
PRUNE 2025.05	0.32	0.27	0.28
PRUNE 2025.05	0.27	0.06	0.14
MEMIT 2025.05	0.25	0.18	0.2
MEMIT 2026.05	0.25	0.18	0.2
RECT 2025.05	0.09	0.06	0.08
FT 2025.05	0.06	0.36	0.07
FT 2026.05	0.06	0.36	0.07
AlphaEdit 2025.05	0	0	0
MEND 2025.05	0	0	0
MEMIT 2025.05	0	0	0
RECT 2025.05	0	0	0
PRUNE 2025.05	0	0	0
MEND 2025.05	0	0	0
MEMIT 2026.05	0	0	0
ALPHAEDIT 2026.05	0	0	0
MEND 2026.05	0	0	0
MEND 2026.05	0	0	0