Recommendation Systems on Amazon Office Products

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 (CLIP)	25.88	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
2	LATTICE (ResNet50+ Sentence Bert)	25.79	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
3	LATTICE (ALIGN)	25.65	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
4	NGCF-M (CLIP)	24.85	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
5	NGCF-M (ResNet50+ Sentence Bert)	24.04	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
6	LightGCN	23.95	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
7	FREEDOM (ResNet50+ Sentence Bert)	23.59	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
8	BM3 (ALIGN)	23.4	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
9	BM3 (ResNet50+ Sentence Bert)	22.5	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
10	GRCN (CLIP)	22.32	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
11	VBPR (CLIP)	22.1	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
12	VBPR (ResNet50+ Sentence Bert)	22.01	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
13	GRCN (ResNet50+ Sentence Bert)	21.2	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
14	DGCF	20.89	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
15	SGL	20.49	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
16	ItemKNN	20.33	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
17	BPRMF	19.7	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
18	NGCF	19.62	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code

#1FREEDOM (CLIP)SOTA
25.88
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#2LATTICE (ResNet50+ Sentence Bert)
25.79
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#3LATTICE (ALIGN)
25.65
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#4NGCF-M (CLIP)
24.85
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#5NGCF-M (ResNet50+ Sentence Bert)
24.04
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#6LightGCN
23.95
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#7FREEDOM (ResNet50+ Sentence Bert)
23.59
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#8BM3 (ALIGN)
23.4
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#9BM3 (ResNet50+ Sentence Bert)
22.5
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#10GRCN (CLIP)
22.32
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#11VBPR (CLIP)
22.1
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#12VBPR (ResNet50+ Sentence Bert)
22.01
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#13GRCN (ResNet50+ Sentence Bert)
21.2
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#14DGCF
20.89
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#15SGL
20.49
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#16ItemKNN
20.33
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#17BPRMF
19.7
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#18NGCF
19.62
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code