Recommendation Systems on Amazon Baby

Metric: Hit Ratio (higher is better)

LeaderboardDataset

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#	Model↕	Hit Ratio▼	Extra Data	Paper	Date↕	Code
1	FREEDOM (CLIP)	14.45	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
2	FREEDOM (ResNet50 + Sentence Bert)	14.28	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
3	LATTICE (ResNet50 + Sentence Bert)	13.69	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
4	LATTICE (MMFashion + Sentence Bert)	13.63	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
5	BM3 (AltCLIP)	13.53	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
6	BM3 (ResNet50 + Sentence Bert)	13.29	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
7	NGCF-M (Align)	12.61	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
8	LightGCN	12.6	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
9	NGCF-M (ResNet50 + Sentence Bert)	11.91	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
10	VBPR (MMFashion + Sentence Bert)	10.39	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
11	DGCF	10.26	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
12	VBPR (ResNet50 + Sentence Bert)	10.18	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
13	SGL	9.4	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
14	BPRMF	9.04	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
15	GRCN (ResNet50 + Sentence Bert)	8.81	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
16	GRCN (Align)	8.76	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
17	NGCF	8.59	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
18	ItemKNN	4.21	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code

#1FREEDOM (CLIP)SOTA
14.45
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#2FREEDOM (ResNet50 + Sentence Bert)
14.28
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#3LATTICE (ResNet50 + Sentence Bert)
13.69
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#4LATTICE (MMFashion + Sentence Bert)
13.63
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#5BM3 (AltCLIP)
13.53
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#6BM3 (ResNet50 + Sentence Bert)
13.29
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#7NGCF-M (Align)
12.61
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#8LightGCN
12.6
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#9NGCF-M (ResNet50 + Sentence Bert)
11.91
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#10VBPR (MMFashion + Sentence Bert)
10.39
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#11DGCF
10.26
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#12VBPR (ResNet50 + Sentence Bert)
10.18
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#13SGL
9.4
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#14BPRMF
9.04
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#15GRCN (ResNet50 + Sentence Bert)
8.81
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#16GRCN (Align)
8.76
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#17NGCF
8.59
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#18ItemKNN
4.21
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code