Recommendation Systems on Amazon Digital Music

Metric: nDCG (higher is better)

LeaderboardDataset

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Results

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#	Model↕	nDCG▼	Extra Data	Paper	Date↕	Code
1	LATTICE (AltCLIP)	16.58	No	-	-	-
2	FREEDOM (AltCLIP)	16.19	No	-	-	-
3	FREEDOM (ResNet50 + Sentence Bert)	16.15	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
4	LATTICE (ResNet50 + Sentence Bert)	16.07	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
5	NGCF-M (CLIP)	15.54	No	-	-	-
6	NGCF-M (ResNet50 + Sentence Bert)	15.35	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
7	VBPR (ResNet50 + Sentence Bert)	15.22	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
8	VBPR (CLIP)	15.13	No	-	-	-
9	SGL	15.03	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
10	LightGCN	14.95	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
11	BRMF	14.94	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
12	NGCF	14.58	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
13	DGCF	14.46	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
14	BM3 (MMFashion + Sentence Bert)	14.4	No	-	-	-
15	BM3 (ResNet50 + Sentence Bert)	14.34	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
16	GRCN (CLIP)	13.09	No	-	-	-
17	GRCN (ResNet50 + Sentence Bert)	12.17	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
18	ItemKNN	12	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code

#1LATTICE (AltCLIP)
16.58
nDCG
No paper
#2FREEDOM (AltCLIP)
16.19
nDCG
No paper
#3FREEDOM (ResNet50 + Sentence Bert)SOTA
16.15
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#4LATTICE (ResNet50 + Sentence Bert)
16.07
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#5NGCF-M (CLIP)
15.54
nDCG
No paper
#6NGCF-M (ResNet50 + Sentence Bert)
15.35
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#7VBPR (ResNet50 + Sentence Bert)
15.22
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#8VBPR (CLIP)
15.13
nDCG
No paper
#9SGL
15.03
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#10LightGCN
14.95
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#11BRMF
14.94
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#12NGCF
14.58
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#13DGCF
14.46
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#14BM3 (MMFashion + Sentence Bert)
14.4
nDCG
No paper
#15BM3 (ResNet50 + Sentence Bert)
14.34
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#16GRCN (CLIP)
13.09
nDCG
No paper
#17GRCN (ResNet50 + Sentence Bert)
12.17
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#18ItemKNN
12
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code