الرئيسية الأخبار أحدث الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Multimodal Recommendation On Amazon Office

المقاييس

Hit Ratio

Recall

nDCG

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Hit Ratio	Recall	nDCG	Paper Title	Repository
NGCF	19.62	11.05	5.45	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
DGCF	20.89	12.19	5.89	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
LightGCN	23.95	13.99	6.93	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
VBPR (CLIP)	22.10	12.78	6.23	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
NGCF-M (ResNet50+ Sentence Bert)	24.04	14.35	7.14	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
ItemKNN	20.33	11.35	5.76	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
BPRMF	19.70	11.28	5.35	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
LATTICE (ResNet50+ Sentence Bert)	25.79	15.75	7.71	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
SGL	20.49	11.85	5.89	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
LATTICE (ALIGN)	25.65	15.71	7.63	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
BM3 (ResNet50+ Sentence Bert)	22.5	13.13	6.42	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
VBPR (ResNet50+ Sentence Bert)	22.01	12.83	6.18	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
FREEDOM (CLIP)	25.88	15.64	7.66	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
FREEDOM (ResNet50+ Sentence Bert)	23.59	15.58	7.57	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
GRCN (CLIP)	22.32	13.10	6.47	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
NGCF-M (CLIP)	24.85	14.99	7.43	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
BM3 (ALIGN)	23.40	13.84	6.75	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
GRCN (ResNet50+ Sentence Bert)	21.20	12.31	6.08	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation

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