Online Multimodal Model Editing on E-IC

100T-Gen (Text Generation Fidelity)FT-M

Evaluation results

Method
FT-M2026.05	100	100	76.92	100	24.79	80.34	—
MEND2026.05	100	100	100	84.21	100	96.84	—
IKE2026.05	100	100	100	63.16	10	74.63	—
M-ORE2026.05	100	100	93.75	100	100	98.75	—
FT-L2026.05	100	100	89.8	91.67	28.01	81.89	—
FT-M2026.05	100	100	76.47	100	26.11	80.52	—
M-ORE2026.05	100	100	94.12	100	100	98.82	—
FT-M2026.07	100	—	76.92	100	24.79	80.34	100
MEND2026.07	100	—	100	84.21	100	96.84	100
M-ORE2026.07	100	—	84.62	100	100	97.44	100
IKE2026.07	100	—	100	63.16	10	74.63	100
ScopeEdit2026.07	100	—	92.31	100	100	98.72	100
FT-L2026.07	100	—	89.8	91.67	28.01	81.89	100
FT-M2026.07	100	—	76.47	100	26.11	80.52	100
M-ORE2026.07	100	—	88.24	100	100	98.04	100
ScopeEdit2026.07	100	—	94.12	100	100	99.02	100
M-ORE2026.07	100	100	90.82	100	100	—	—
ScopeEdit2026.07	100	100	100	100	100	—	—
M-ORE2026.07	100	100	92.31	100	100	—	—
ScopeEdit2026.07	100	100	92.31	100	100	—	—
MEND2026.05	97.65	96.81	96.44	94.74	100	97.13	—
MEND2026.07	97.65	—	96.44	94.74	100	97.13	96.81
SERAC2026.05	95.52	97.38	86.11	100	63.82	88.57	—
SERAC2026.07	95.52	—	86.11	100	63.82	88.57	97.38
M-ORE2026.07	95.18	96.01	85.85	97.52	95	—	—
FT-L2026.05	95.02	96.77	90.72	90.05	68.27	88.16	—
FT-L2026.07	95.02	—	90.72	90.05	68.27	88.16	96.77
ScopeEdit2026.07	94.66	—	86.35	98.42	92.26	93.42	95.42
IKE2026.05	94.12	94.12	94.12	62.5	12.5	71.47	—
IKE2026.07	94.12	—	94.12	62.5	12.5	71.47	94.12
M-ORE2026.07	93.47	—	78.29	97.48	89.21	90.61	94.58
M-ORE2026.07	93.43	94.2	82.57	91.28	95	—	—
M-ORE2026.05	93.27	94.64	78.66	97.39	89.71	90.73	—
ScopeEdit2026.07	92.5	95.1	90.75	97.83	96.67	—	—
M-ORE2026.07	91.8	93.89	65.38	89.7	87.78	—	—
ScopeEdit2026.07	91.75	—	85.48	97.63	97.17	93.01	93.01
ScopeEdit2026.07	91.68	94.97	84.8	94.97	100	—	—
ScopeEdit2026.07	91.4	92.11	77.96	89.37	86.11	—	—
M-ORE2026.07	91.01	91.73	72.98	87.42	88.92	—	—
SERAC2026.05	90.17	88.61	81.45	98.24	50.83	81.86	—
SERAC2026.07	90.17	—	81.45	98.24	50.83	81.86	88.61
M-ORE2026.07	87.75	—	66.31	97.21	94.97	87.28	90.14
ScopeEdit2026.07	86.98	91.16	73.75	91.64	89.3	—	—
LiveEdit2026.05	82.33	82.33	80.67	100	100	89.07	—
LiveEdit2026.07	82.33	—	80.67	100	100	89.07	82.33
FT-L2026.05	82.11	86	78.15	77.13	11.33	66.94	—
FT-L2026.07	82.11	—	78.15	77.13	11.33	66.94	86
LiveEdit2026.05	80.67	80.67	77.79	100	98.09	87.44	—
LiveEdit2026.07	80.67	—	77.79	100	98.09	87.44	80.67
FT-M2026.05	80.05	84.57	62.88	100	8.32	67.16	—
FT-M2026.07	80.05	—	62.88	100	8.32	67.16	84.57
LiveEdit2026.05	78.77	78.49	65.5	98.77	96.76	83.66	—
LiveEdit2026.07	78.77	—	65.5	98.77	96.76	83.66	78.49
M-ORE2026.05	78.17	83.14	60.08	95.51	95.58	82.49	—
IKE2026.05	77.37	78.78	78.07	53.86	12.88	60.19	—
IKE2026.07	77.37	—	78.07	53.86	12.88	60.19	78.78
LiveEdit2026.05	74.33	74.63	61.95	96.77	95.34	80.6	—
LiveEdit2026.07	74.33	—	61.95	96.77	95.34	80.6	74.63
FT-L2026.05	71.69	79.45	57.82	92.23	55.18	71.27	—
FT-L2026.07	71.69	—	57.82	92.23	55.18	71.27	79.45
IKE2026.05	71.13	81.18	84.3	79.9	11.93	65.69	—
IKE2026.07	71.13	—	84.3	79.9	11.93	65.69	81.18
SERAC2026.05	71	73.38	59.72	72.88	25.85	60.57	—
SERAC2026.07	71	—	59.72	72.88	25.85	60.57	73.38
SERAC2026.05	63.79	74.02	56.93	77.52	42.94	63.04	—
SERAC2026.07	63.79	—	56.93	77.52	42.94	63.04	74.02
FT-M2026.05	62.17	67.18	51.63	100	9.81	58.16	—
FT-M2026.07	62.17	—	51.63	100	9.81	58.16	67.18
AlphaEdit2026.05	48.21	51.98	47.23	92.59	56.9	59.38	—
AlphaEdit2026.07	48.21	—	47.23	92.59	56.9	59.38	51.98
AlphaEdit2026.05	47.06	47.06	52.94	100	100	69.41	—
AlphaEdit2026.07	47.06	—	52.94	100	100	69.41	47.06
AlphaEdit2026.05	30.77	30.77	30.77	89.47	100	56.35	—
AlphaEdit2026.07	30.77	—	30.77	89.47	100	56.35	30.77
AlphaEdit2026.05	28.57	27.94	26.69	90.52	78.83	50.51	—
AlphaEdit2026.07	28.57	—	26.69	90.52	78.83	50.51	27.94
MEND2026.05	0.08	0.11	0.04	25.52	31.33	11.42	—
MEND2026.07	0.08	—	0.04	25.52	31.33	11.42	0.11
MEND2026.05	0	0	0	46.96	54.05	20.2	—
MEND2026.07	0	—	0	46.96	54.05	20.2	0