Recommendation Systems on Amazon Toys & Games

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	FREEDOM (MMFashion + Sentence Bert)	20.7	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
2	FREEDOM (ResNet50 + Sentence Bert)	20.64	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
3	LATTICE (ALIGN)	19.27	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
4	LATTICE (ResNet50 + Sentence Bert)	18.95	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
5	NGCF-M (ALIGN)	17.16	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
6	VBPR (ALIGN)	16.86	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
7	NGCF-M (ResNet50 + Sentence Bert)	16.73	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
8	SGL	16.68	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
9	LightGCN	16.63	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
10	VBPR (ResNet50 + Sentence Bert)	16.54	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
11	BM3 (ALIGN)	15.78	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
12	BM3 (ResNet50 + Sentence Bert)	15.56	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
13	GRCN (ALIGN)	15.35	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
14	GRCN (ResNet50 + Sentence Bert)	15	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
15	BPRMF	14.75	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
16	DGCF	14.71	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
17	NGCF	14.44	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
18	ItemKNN	11.06	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code

#1FREEDOM (MMFashion + Sentence Bert)SOTA
20.7
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#2FREEDOM (ResNet50 + Sentence Bert)
20.64
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#3LATTICE (ALIGN)
19.27
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#4LATTICE (ResNet50 + Sentence Bert)
18.95
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#5NGCF-M (ALIGN)
17.16
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#6VBPR (ALIGN)
16.86
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#7NGCF-M (ResNet50 + Sentence Bert)
16.73
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#8SGL
16.68
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#9LightGCN
16.63
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#10VBPR (ResNet50 + Sentence Bert)
16.54
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#11BM3 (ALIGN)
15.78
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#12BM3 (ResNet50 + Sentence Bert)
15.56
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#13GRCN (ALIGN)
15.35
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#14GRCN (ResNet50 + Sentence Bert)
15
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#15BPRMF
14.75
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#16DGCF
14.71
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#17NGCF
14.44
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#18ItemKNN
11.06
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code