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Lifelong Model Editing on WikiBigEdit

81.22Efficacy

STABLEEDIT

Updated 21d ago

Evaluation Results

Method
STABLEEDIT 2026.05	81.22	75.98	45.22	-	-
STABLEEDIT 2026.05	81.22	75.98	45.22	70.7	35.03
ULTRAEDIT 2026.05	79.6	73.49	48.51	-	-
ULTRAEDIT 2026.05	79.6	73.49	48.51	66.55	35.64
STABLEEDIT 2026.05	78.9	72.57	47.36	-	-
STABLEEDIT 2026.05	78.9	72.57	47.36	63.96	37.22
ULTRAEDIT 2026.05	76	70.15	46.09	-	-
ULTRAEDIT 2026.05	76	70.15	46.09	62.27	35.8
RLEDIT 2026.05	75.35	70	37.21	-	-
RLEDIT 2026.05	75.35	70	37.21	65.55	28.13
STABLEEDIT 2026.05	75.1	68.13	44.04	-	-
STABLEEDIT 2026.05	75.1	68.13	44.04	60.53	37.79
ULTRAEDIT 2026.05	73.84	66.57	37.17	-	-
ULTRAEDIT 2026.05	73.84	66.57	37.17	56.9	29.27
ULTRAEDIT 2026.05	73.37	65.86	45.12	54.65	32.74
ALPHAEDIT 2026.05	69.66	55.03	21.2	-	-
ALPHAEDIT 2026.05	69.66	55.03	21.2	42.6	0.07
RLEDIT 2026.05	69.18	63.01	32.75	-	-
RLEDIT 2026.05	69.18	63.01	32.75	56.88	26.14
STABLEEDIT 2026.05	68.95	63.52	46.94	58.66	36.48
ALPHAEDIT 2026.05	63.24	54.68	20.17	-	-
ALPHAEDIT 2026.05	63.24	54.68	20.17	42.58	0.01
RLEDIT 2026.05	57.55	52.47	28.78	-	-
RLEDIT 2026.05	57.55	52.47	28.78	49.21	22.41
RLEDIT 2026.05	55.88	47.66	29.48	41.14	22.21
Pre-edited 2026.05	39.14	38.21	41.62	-	-
Pre-edited 2026.05	39.14	38.21	41.62	35.54	29.93
Pre-edited 2026.05	30.97	30.4	34.5	28.43	22.09
Pre-edited 2026.05	29.97	29.08	32.58	-	-
Pre-edited 2026.05	29.97	29.08	32.58	26.46	21.81
Pre-edited 2026.05	24.92	35.46	38.87	-	-
Pre-edited 2026.05	24.92	35.46	38.87	32.7	26.42
FT 2026.05	21.9	17.56	8.47	-	-
FT 2026.05	21.9	17.56	8.47	13.91	9.24
ALPHAEDIT 2026.05	20.31	15.49	2.17	9.01	0.23
FT 2026.05	13.77	14.86	11.84	-	-
FT 2026.05	13.77	14.86	11.84	11.55	7.51
FT 2026.05	13	11.7	6.75	-	-
FT 2026.05	13	11.7	6.75	11.02	4.38
FT 2026.05	10.35	7.59	3.68	5.55	5.84
MEMIT 2026.05	1.59	1.59	0.5	-	-
MEMIT 2026.05	1.59	1.59	0.5	0.8	0
MEMIT 2026.05	0.54	0.33	0.38	0.32	0
MEND 2026.05	0.26	0.27	0.18	-	-
MEND 2026.05	0.26	0.27	0.18	0.26	0.34
MALMEN 2026.05	0.06	0.02	0.02	0	0
MEMIT 2026.05	0.02	0.02	0.09	-	-
MEND 2026.05	0.02	0.01	0.02	-	-
MEMIT 2026.05	0.02	0.02	0.09	0.02	0
MEND 2026.05	0.02	0.01	0.02	0.02	0.02
MEND 2026.05	0.01	0	0	-	-
MEND 2026.05	0.01	0	0	0.01	0
MEMIT 2026.05	0	0	0	-	-
ALPHAEDIT 2026.05	0	0	0	-	-
MALMEN 2026.05	0	0.01	0	-	-
MALMEN 2026.05	0	0	0	-	-
MALMEN 2026.05	0	0.01	0.01	-	-
MEMIT 2026.05	0	0	0	0	0
ALPHAEDIT 2026.05	0	0	0	0	0
MALMEN 2026.05	0	0.01	0	0	0
MALMEN 2026.05	0	0	0	0	0
MALMEN 2026.05	0	0.01	0.01	0	0
MEND 2026.05	0	0	0	0	0