Multimodal Recommendation on Amazon Clothing Zero-Shot (test) benchmark leaderboard · SOTA2 Research

Multimodal Recommendation on Amazon Clothing Zero-Shot (test)

14.37HR @ 5NoAttack

Evaluation Results

Method	Links
NoAttack2026.02		14.37	9.85	0	22.18	12.36	0	33.86	15.3	0
TextFooler2026.02		14.36	9.83	0.36	22.27	12.36	0.44	33.67	15.23	2.17
INSA2026.02		14.05	9.58	0.43	22.05	12.14	0.62	33.65	15.06	7.79
Shadowcast2026.02		14.05	9.57	0.32	21.52	11.96	0.66	33.22	14.91	4.51
PuncAttack2026.02		14.02	9.56	0.23	21.83	12.05	0.4	33.46	14.98	2.14
VENOMREC2026.02		14.02	9.45	13.37	22.06	12.03	28.2	33.81	14.99	73.17
EXPA2026.02		13.96	9.55	0.55	21.84	12.07	0.88	33.42	14.99	12.47
PopularAttack2026.02		13.81	9.41	0.35	21.63	11.92	0.54	33.33	14.87	4.54
Deepwordbug2026.02		13.76	9.38	0.29	21.6	11.89	0.55	33.37	14.85	5.11
DirectBoost2026.02		13.72	9.31	0.33	21.56	11.83	0.45	33.43	14.82	2.12
BertAttack2026.02		13.71	9.29	0.01	21.11	11.66	0.05	33.02	14.66	0.68
RandomAttack2026.02		13.44	9.12	0.68	21.6	11.73	1.22	33.57	14.74	11.98