Knowledge Editing on EditEverything benchmark leaderboard · SOTA2 Research

Knowledge Editing on EditEverything

92.8Math BLEUAnyEdit++

Evaluation Results

Method	Links
AnyEdit++2026.05		92.8	98.79	91.56	98.41	87.91	98.07	91.61	98.1	85.29	96.67	79.97	95.3	68.14	88.67	85.33	96.29
AnyEdit2026.05		89.07	98.09	83.34	95.69	87.29	98.04	90.46	98.54	85.82	97.04	80.09	94.79	56.63	84.77	81.81	95.28
AlphaEdit2026.05		81.18	95.76	60.74	83.42	66.87	91.51	72.57	95.46	65.7	91.79	50.17	82.09	39.78	71.17	62.43	87.31
AnyEdit++2026.05		77.74	96.49	86.48	97.27	80.24	97.25	81.49	97.16	80.35	96.86	68.45	91.7	50.21	84.78	75	94.5
MEMIT2026.05		75.91	95.18	51.84	81.49	64.28	91.37	67.1	94.44	64.79	91.37	45.13	79.01	40.22	71.96	58.47	86.4
AnyEdit2026.05		74.19	95.84	81.2	95.75	79.25	96.73	81.35	97.46	78.64	96.37	64.81	91.69	49.07	85.8	72.64	94.23
AnyEdit++2026.05		47.31	88.52	70.5	92.8	53.83	90.44	52	92.65	55.39	90.51	44.85	84.91	27.04	73.77	50.13	87.66
AnyEdit2026.05		43.05	88.23	50.78	88.62	49.2	90.37	47	91.77	51.82	90.32	34.34	84.03	19.94	70.99	42.3	86.33
MEMIT2026.05		41.06	89.06	35.06	77.26	57.48	88.94	56.74	91.59	55.63	87.87	25.11	74.74	27.21	69.7	42.61	82.74
AlphaEdit2026.05		38.89	88.28	27.09	75.03	54	87.85	52.05	90.66	57.27	88.58	26.13	74.46	27.66	68.52	40.44	81.91
AlphaEdit2026.05		29.7	73.91	10.95	62.26	35.97	80.11	29.92	78.67	39.11	77.06	26.74	74.38	9.27	48.57	25.95	70.71
MEMIT2026.05		26.36	72.9	20.77	72.97	33.2	77.33	30.39	81.21	39.28	74.11	28.5	62.71	8.01	35.86	26.64	68.16