Recommendation Systems on Amazon Office Products

Metric: nDCG (higher is better)

LeaderboardDataset

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Results

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#	Model↕	nDCG▼	Extra Data	Paper	Date↕	Code
1	LATTICE (ResNet50+ Sentence Bert)	7.71	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
2	FREEDOM (CLIP)	7.66	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
3	LATTICE (ALIGN)	7.63	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
4	FREEDOM (ResNet50+ Sentence Bert)	7.57	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
5	NGCF-M (CLIP)	7.43	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
6	NGCF-M (ResNet50+ Sentence Bert)	7.14	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
7	LightGCN	6.93	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
8	BM3 (ALIGN)	6.75	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
9	GRCN (CLIP)	6.47	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
10	BM3 (ResNet50+ Sentence Bert)	6.42	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
11	VBPR (CLIP)	6.23	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
12	VBPR (ResNet50+ Sentence Bert)	6.18	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
13	GRCN (ResNet50+ Sentence Bert)	6.08	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
14	DGCF	5.89	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
15	SGL	5.89	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
16	ItemKNN	5.76	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
17	NGCF	5.45	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
18	BPRMF	5.35	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code

#1LATTICE (ResNet50+ Sentence Bert)SOTA
7.71
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#2FREEDOM (CLIP)
7.66
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#3LATTICE (ALIGN)
7.63
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#4FREEDOM (ResNet50+ Sentence Bert)
7.57
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#5NGCF-M (CLIP)
7.43
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#6NGCF-M (ResNet50+ Sentence Bert)
7.14
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#7LightGCN
6.93
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#8BM3 (ALIGN)
6.75
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#9GRCN (CLIP)
6.47
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#10BM3 (ResNet50+ Sentence Bert)
6.42
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#11VBPR (CLIP)
6.23
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#12VBPR (ResNet50+ Sentence Bert)
6.18
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#13GRCN (ResNet50+ Sentence Bert)
6.08
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#14DGCF
5.89
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#15SGL
5.89
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#16ItemKNN
5.76
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#17NGCF
5.45
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#18BPRMF
5.35
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code