Recommendation Systems on Amazon Office Products

Metric: Recall (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Recall▼	Extra Data	Paper	Date↕	Code
1	LATTICE (ResNet50+ Sentence Bert)	15.75	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
2	LATTICE (ALIGN)	15.71	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
3	FREEDOM (CLIP)	15.64	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
4	FREEDOM (ResNet50+ Sentence Bert)	15.58	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
5	NGCF-M (CLIP)	14.99	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
6	NGCF-M (ResNet50+ Sentence Bert)	14.35	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
7	LightGCN	13.99	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
8	BM3 (ALIGN)	13.84	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
9	BM3 (ResNet50+ Sentence Bert)	13.13	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
10	GRCN (CLIP)	13.1	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
11	VBPR (ResNet50+ Sentence Bert)	12.83	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
12	VBPR (CLIP)	12.78	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
13	GRCN (ResNet50+ Sentence Bert)	12.31	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
14	DGCF	12.19	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
15	SGL	11.85	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
16	ItemKNN	11.35	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
17	BPRMF	11.28	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
18	NGCF	11.05	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code

#1LATTICE (ResNet50+ Sentence Bert)SOTA
15.75
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#2LATTICE (ALIGN)
15.71
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#3FREEDOM (CLIP)
15.64
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#4FREEDOM (ResNet50+ Sentence Bert)
15.58
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#5NGCF-M (CLIP)
14.99
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#6NGCF-M (ResNet50+ Sentence Bert)
14.35
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#7LightGCN
13.99
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#8BM3 (ALIGN)
13.84
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#9BM3 (ResNet50+ Sentence Bert)
13.13
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#10GRCN (CLIP)
13.1
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#11VBPR (ResNet50+ Sentence Bert)
12.83
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#12VBPR (CLIP)
12.78
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#13GRCN (ResNet50+ Sentence Bert)
12.31
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#14DGCF
12.19
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#15SGL
11.85
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#16ItemKNN
11.35
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#17BPRMF
11.28
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#18NGCF
11.05
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code