Recommendation Systems on Amazon Beauty

Metric: nDCG (higher is better)

LeaderboardDataset

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Results

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#	Model↕	nDCG▼	Extra Data	Paper	Date↕	Code
1	FREEDOM (ResNet50 + Sentence Bert)	7.24	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
2	LATTICE (ALIGN)	7.21	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
3	FREEDOM (MMFashion + Sentecen Bert)	7.17	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
4	LATTICE (ResNet50 + Sentence Bert)	7.03	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
5	SGL	6.5	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
6	LightGCN	6.42	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
7	NGCF-M (MMFashion + Sentecen Bert)	6.21	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
8	VBPR (AltCLIP)	6.15	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
9	NGCF-M (ResNet50 + Sentence Bert)	6.11	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
10	VBPR (ResNet50 + Sentence Bert)	6.08	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
11	BM3 (ALIGN)	6.04	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
12	BM3 (ResNet50 + Sentence Bert)	5.83	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
13	BPRMF	5.36	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
14	NGCF	5.27	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
15	DGCF	5.27	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
16	GRCN (ALIGN)	5.15	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
17	GRCN (ResNet50 + Sentence Bert)	4.83	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
18	ItemKNN	3.85	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code

#1FREEDOM (ResNet50 + Sentence Bert)SOTA
7.24
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#2LATTICE (ALIGN)
7.21
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#3FREEDOM (MMFashion + Sentecen Bert)
7.17
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#4LATTICE (ResNet50 + Sentence Bert)
7.03
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#5SGL
6.5
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#6LightGCN
6.42
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#7NGCF-M (MMFashion + Sentecen Bert)
6.21
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#8VBPR (AltCLIP)
6.15
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#9NGCF-M (ResNet50 + Sentence Bert)
6.11
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#10VBPR (ResNet50 + Sentence Bert)
6.08
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#11BM3 (ALIGN)
6.04
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#12BM3 (ResNet50 + Sentence Bert)
5.83
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#13BPRMF
5.36
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#14NGCF
5.27
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#15DGCF
5.27
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#16GRCN (ALIGN)
5.15
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#17GRCN (ResNet50 + Sentence Bert)
4.83
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#18ItemKNN
3.85
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code