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ResearchFormerly WizWand

Knowledge Editing on E-VQA MMEdit 1.0 (test)

100ReliabilityFT

Evaluation results

Method	Links
FT2026.01		100	100	93.94	64.79
WISE2026.01		100	83.33	40.94	16.89
WISE+ODEdit2026.01		100	83.33	41.24	13.83
FT2026.01		100	100	97.5	40.85
WISE2026.01		100	100	90.1	52.15
WISE+ODEdit2026.01		100	97.5	92.39	62.14
IKE2026.01		99.95	99.9	50.02	3.31
IKE2026.01		99.71	99.62	47.74	2.53
MEND2026.01		97.8	97.2	99.68	94.23
SERAC2026.01		97.6	97.3	100	3.21
MEND+ODEdit2026.01		97.6	97.2	99.52	91.75
MEND+ODEdit2026.01		97	97	99.52	88.61
UniKE+ODEdit2026.01		96.58	89.34	96.17	93.27
MEND2026.01		96.2	96	99.42	88.25
UniKE2026.01		94.32	87.18	95.98	93.15
SERAC2026.01		91.7	98.6	99.99	3.72
UniKE+ODEdit2026.01		85.14	83.23	79.35	86.56
UniKE2026.01		84.32	81.29	78.45	85.81
T-Patcher+ODEdit2026.01		81.85	80.47	86.25	85.37
T-Patcher2026.01		80.35	77.82	87.14	85.28
T-Patcher+ODEdit2026.01		72.38	72.11	65.29	82.93
T-Patcher2026.01		70.56	68.79	64.45	81.77
Pre-edited2026.01		25.85	26.37	99.38	92.83
Pre-edited2026.01		19.21	24.08	99.44	91.56