Lifelong Model Editing on ULTRAEDITBENCH benchmark leaderboard · SOTA2 Research

Lifelong Model Editing on ULTRAEDITBENCH

88.88EfficacySTABLEEDIT

Evaluation Results

Method	Links
STABLEEDIT2026.05		88.88	85.46	69.06
ULTRAEDIT2026.05		85.7	81.28	68.73
STABLEEDIT2026.05		84.98	78.77	68.36
ULTRAEDIT2026.05		84.03	76.62	64.03
ULTRAEDIT2026.05		83.71	77.3	67.26
STABLEEDIT2026.05		83.41	76.55	67.17
RLEDIT2026.05		83.37	78.65	63.31
RLEDIT2026.05		81.14	74.88	61.87
STABLEEDIT2026.05		80.29	74	66.53
RLEDIT2026.05		80.25	75.93	64.91
ULTRAEDIT2026.05		79.01	71.45	64.1
RLEDIT2026.05		69.85	65.1	57.08
MALMEN2026.05		40.64	34.18	37.29
Pre-edited2026.05		30.83	29.94	31.11
Pre-edited2026.05		27.29	26.4	27.24
Pre-edited2026.05		26.03	25.22	26.35
ALPHAEDIT2026.05		22.19	12.09	6.88
FT2026.05		22.03	17.61	19.6
Pre-edited2026.05		22.01	21.47	22.2
ALPHAEDIT2026.05		17.44	8.01	5.42
FT2026.05		13.5	11.92	10.18
FT2026.05		13.2	10.53	10.27
ALPHAEDIT2026.05		4.51	3.16	2.78
MALMEN2026.05		4.36	3.48	4.38
MEND2026.05		3.48	3.45	3.43
MALMEN2026.05		2.42	2.48	3.47
MEND2026.05		1.71	1.71	1.83
MEMIT2026.05		0.82	0.32	0.69
MALMEN2026.05		0.76	0.48	0.78
MEMIT2026.05		0.74	0.45	0.21
MEMIT2026.05		0.25	0.18	0.2
FT2026.05		0.06	0.36	0.07
MEMIT2026.05		0	0	0
ALPHAEDIT2026.05		0	0	0
MEND2026.05		0	0	0
MEND2026.05		0	0	0