SOTA Multimodal Recommendation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Amazon Baby (test)	SPUMR	Recall@107.11	54	1mo ago
Baby	MM-GF	Recall@107.57	46	24d ago
Sports Amazon (test)	MAGNET	Recall@108.21	39	1mo ago
Amazon Clothing (test)	SPUMR	Recall@106.88	25	1mo ago
Clothing (test)	CLEAR	Recall@106.75	24	1mo ago
Sports (test)	CLEAR	Recall@107.56	24	1mo ago
TikTok	DRAGON	Recall@100.075	21	1mo ago
Office	DRAGON	Recall@1010.76	21	1mo ago
Pet	DRAGON	Recall@1012.1	21	1mo ago
TikTok Cold-start	VI-MMRec-O	Recall@104.37	21	1mo ago
Baby Cold-start	VI-MMRec-O	Recall@100.0412	21	1mo ago
Arts, Crafts & Sewing	PerPEFT	Hit Rate @206.62	20	1mo ago
Beauty & Personal Care	PerPEFT	Hit Rate @204.33	20	1mo ago
Toys & Games	PerPEFT	H@204.81	20	1mo ago
Sports & Outdoors	PerPEFT	H@204.82	20	1mo ago
Electronics	MAGNET (Dual-view)	Recall@100.048	19	1mo ago
Amazon Toys 6 (leave-one-out)	SDA	H@1061.38	16	1mo ago
Amazon Sports 6 (leave-one-out)	SDA	H@1061.92	16	1mo ago
Amazon Beauty 6 (leave-one-out)	SDA	H@100.5752	16	1mo ago
Amazon Clothing 5-core filtering (test)	FITMM	Recall@106.98	15	1mo ago
Amazon Sports 5-core filtering (test)	FITMM	Recall@108.09	15	1mo ago
Amazon Baby 5-core filtering (test)	FITMM	Recall@107.16	15	1mo ago
Kaggle Clothing, Shoes, and Jewelry LLaVA-covered		Recall@528.9	12	1mo ago
Amazon Toys Zero-Shot (test)	BertAttack	HR@514.66	12	1mo ago
Amazon Toys Few-Shot (test)	INSA	HR (Top-5)0.1472	12	1mo ago

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