Recommendation Systems on Amazon Toys & Games

Metric: Recall (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Recall▼	Extra Data	Paper	Date↕	Code
1	FREEDOM (MMFashion + Sentence Bert)	13.73	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
2	FREEDOM (ResNet50 + Sentence Bert)	13.67	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
3	LATTICE (ALIGN)	12.73	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
4	LATTICE (ResNet50 + Sentence Bert)	12.42	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
5	NGCF-M (ALIGN)	11.12	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
6	VBPR (ALIGN)	11.06	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
7	NGCF-M (ResNet50 + Sentence Bert)	10.85	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
8	VBPR (ResNet50 + Sentence Bert)	10.83	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
9	SGL	10.76	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
10	LightGCN	10.59	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
11	BM3 (ALIGN)	10.07	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
12	BM3 (ResNet50 + Sentence Bert)	9.94	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
13	GRCN (ALIGN)	9.94	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
14	GRCN (ResNet50 + Sentence Bert)	9.67	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
15	BPRMF	9.51	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
16	DGCF	9.43	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
17	NGCF	9.24	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
18	ItemKNN	6.97	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code

#1FREEDOM (MMFashion + Sentence Bert)SOTA
13.73
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#2FREEDOM (ResNet50 + Sentence Bert)
13.67
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#3LATTICE (ALIGN)
12.73
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#4LATTICE (ResNet50 + Sentence Bert)
12.42
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#5NGCF-M (ALIGN)
11.12
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#6VBPR (ALIGN)
11.06
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#7NGCF-M (ResNet50 + Sentence Bert)
10.85
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#8VBPR (ResNet50 + Sentence Bert)
10.83
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#9SGL
10.76
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#10LightGCN
10.59
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#11BM3 (ALIGN)
10.07
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#12BM3 (ResNet50 + Sentence Bert)
9.94
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#13GRCN (ALIGN)
9.94
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#14GRCN (ResNet50 + Sentence Bert)
9.67
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#15BPRMF
9.51
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#16DGCF
9.43
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#17NGCF
9.24
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#18ItemKNN
6.97
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code