Recommendation Systems on Amazon Toys & Games

Metric: nDCG (higher is better)

LeaderboardDataset

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Results

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#	Model↕	nDCG▼	Extra Data	Paper	Date↕	Code
1	FREEDOM (MMFashion + Sentence Bert)	7.1	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
2	FREEDOM (ResNet50 + Sentence Bert)	7.04	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
3	LATTICE (ALIGN)	6.64	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
4	LATTICE (ResNet50 + Sentence Bert)	6.45	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
5	SGL	5.93	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
6	VBPR (ALIGN)	5.85	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
7	NGCF-M (ALIGN)	5.8	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
8	NGCF-M (ResNet50 + Sentence Bert)	5.73	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
9	VBPR (ResNet50 + Sentence Bert)	5.7	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
10	LightGCN	5.58	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
11	BM3 (ALIGN)	5.24	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
12	BM3 (ResNet50 + Sentence Bert)	5.14	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
13	DGCF	5.12	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
14	GRCN (ALIGN)	5.07	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
15	BPRMF	5.02	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
16	NGCF	4.87	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
17	ItemKNN	3.91	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code

#1FREEDOM (MMFashion + Sentence Bert)SOTA
7.1
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#2FREEDOM (ResNet50 + Sentence Bert)
7.04
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#3LATTICE (ALIGN)
6.64
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#4LATTICE (ResNet50 + Sentence Bert)
6.45
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#5SGL
5.93
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#6VBPR (ALIGN)
5.85
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#7NGCF-M (ALIGN)
5.8
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#8NGCF-M (ResNet50 + Sentence Bert)
5.73
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#9VBPR (ResNet50 + Sentence Bert)
5.7
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#10LightGCN
5.58
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#11BM3 (ALIGN)
5.24
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#12BM3 (ResNet50 + Sentence Bert)
5.14
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#13DGCF
5.12
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#14GRCN (ALIGN)
5.07
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#15BPRMF
5.02
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#16NGCF
4.87
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#17ItemKNN
3.91
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code