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ResearchFormerly WizWand

Cross-Modal Knowledge Editing on UNIKE

55.16Attribute EfficiencyPMET

Evaluation results

Method	Links
PMET2026.05		55.16	—	8.65	80.32	—	10.21	72.18	—	9.71
PMET2026.05		55.16	44.53	27.42	80.32	57.9	28.75	72.18	53.57	28.32
MEMIT2026.05		51.82	—	12.3	77.03	—	16.54	68.88	—	15.17
MEMIT2026.05		51.82	27.95	15.85	77.03	53.91	16.54	68.88	45.52	16.32
AlphaEdit*2026.05		51.62	—	13.24	90.43	—	17.49	77.88	—	16.12
AlphaEdit*2026.05		51.62	39.42	16.37	90.43	72.3	17.79	77.88	61.67	17.33
PMET2026.05		50.89	—	13.35	88.44	—	20.98	76.3	—	18.51
PMET2026.05		50.89	34.31	16.16	88.44	62.23	20.78	76.3	53.2	19.29
MEMIT2026.05		49.01	—	7.4	65.02	—	9.32	59.84	—	8.7
MEMIT2026.05		49.01	42.96	24.61	65.02	43.9	24.31	59.84	43.59	24.41
PMET2026.05		48.28	—	7.92	89.54	—	13.1	76.2	—	11.43
PMET2026.05		48.28	31.91	8.24	89.54	61.53	19.73	76.2	51.96	16.01
AlphaEdit*2026.05		43.8	—	8.03	91.93	—	13.15	76.37	—	11.5
AlphaEdit*2026.05		43.8	36.91	14.39	91.93	69.46	19.58	76.37	58.93	17.9
AlphaEdit2026.05		38.69	—	7.09	77.18	—	7.57	64.73	—	7.42
AlphaEdit2026.05		38.69	35.25	20.54	77.18	48.88	20.73	64.73	44.47	20.67
MEMIT2026.05		34.41	—	5.74	69.71	—	10.16	58.29	—	8.73
MEMIT2026.05		34.41	30.14	7.4	69.71	51.57	14.45	58.29	44.64	12.17