Recommendation Systems on Amazon Beauty

Metric: Hit Ratio (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Hit Ratio▼	Extra Data	Paper	Date↕	Code
1	LATTICE (ALIGN)	21.31	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
2	FREEDOM (MMFashion + Sentecen Bert)	21.18	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
3	FREEDOM (ResNet50 + Sentence Bert)	21.11	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
4	LATTICE (ResNet50 + Sentence Bert)	20.65	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
5	LightGCN	19.03	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
6	NGCF-M (MMFashion + Sentecen Bert)	18.22	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
7	VBPR (AltCLIP)	18.19	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
8	SGL	18.17	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
9	NGCF-M (ResNet50 + Sentence Bert)	18.12	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
10	BM3 (ALIGN)	18.04	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
11	BM3 (ResNet50 + Sentence Bert)	17.65	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
12	VBPR (ResNet50 + Sentence Bert)	17.64	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
13	BPRMF	16.55	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
14	NGCF	16.21	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
15	DGCF	16.21	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
16	GRCN (ALIGN)	16.09	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
17	GRCN (ResNet50 + Sentence Bert)	14.89	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
18	ItemKNN	10.89	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code

#1LATTICE (ALIGN)SOTA
21.31
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#2FREEDOM (MMFashion + Sentecen Bert)
21.18
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#3FREEDOM (ResNet50 + Sentence Bert)
21.11
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#4LATTICE (ResNet50 + Sentence Bert)
20.65
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#5LightGCN
19.03
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#6NGCF-M (MMFashion + Sentecen Bert)
18.22
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#7VBPR (AltCLIP)
18.19
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#8SGL
18.17
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#9NGCF-M (ResNet50 + Sentence Bert)
18.12
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#10BM3 (ALIGN)
18.04
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#11BM3 (ResNet50 + Sentence Bert)
17.65
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#12VBPR (ResNet50 + Sentence Bert)
17.64
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#13BPRMF
16.55
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#14NGCF
16.21
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#15DGCF
16.21
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#16GRCN (ALIGN)
16.09
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#17GRCN (ResNet50 + Sentence Bert)
14.89
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#18ItemKNN
10.89
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code