HyperAI超神経

ホームニュース最新論文チュートリアルデータセット百科事典 SOTA LLMモデル GPU ランキング学会

サイトについて

日本語

HyperAI超神経

Multimodal Recommendation On Amazon Office

評価指標

Hit Ratio

Recall

nDCG

評価結果

このベンチマークにおける各モデルのパフォーマンス結果

モデル名	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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