Recommendation Systems on Amazon Digital Music

Metric: Recall (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Recall▼	Extra Data	Paper	Date↕	Code
1	LATTICE (AltCLIP)	30.19	No	-	-	-
2	LATTICE (ResNet50 + Sentence Bert)	29.4	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
3	FREEDOM (AltCLIP)	29.2	No	-	-	-
4	FREEDOM (ResNet50 + Sentence Bert)	29.05	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
5	LightGCN	28.66	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
6	VBPR (ResNet50 + Sentence Bert)	28.37	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
7	VBPR (CLIP)	28.21	No	-	-	-
8	NGCF-M (ResNet50 + Sentence Bert)	27.84	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
9	BM3 (MMFashion + Sentence Bert)	27.47	No	-	-	-
10	BRMF	27.32	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
11	SGL	27.09	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
12	BM3 (ResNet50 + Sentence Bert)	27.07	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
13	DGCF	26.47	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
14	NGCF	26.46	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
15	NGCF-M (CLIP)	24.27	No	-	-	-
16	GRCN (CLIP)	24.2	No	-	-	-
17	GRCN (ResNet50 + Sentence Bert)	22.88	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
18	ItemKNN	21.74	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code

#1LATTICE (AltCLIP)
30.19
Recall
No paper
#2LATTICE (ResNet50 + Sentence Bert)SOTA
29.4
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#3FREEDOM (AltCLIP)
29.2
Recall
No paper
#4FREEDOM (ResNet50 + Sentence Bert)
29.05
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#5LightGCN
28.66
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#6VBPR (ResNet50 + Sentence Bert)
28.37
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#7VBPR (CLIP)
28.21
Recall
No paper
#8NGCF-M (ResNet50 + Sentence Bert)
27.84
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#9BM3 (MMFashion + Sentence Bert)
27.47
Recall
No paper
#10BRMF
27.32
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#11SGL
27.09
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#12BM3 (ResNet50 + Sentence Bert)
27.07
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#13DGCF
26.47
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#14NGCF
26.46
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#15NGCF-M (CLIP)
24.27
Recall
No paper
#16GRCN (CLIP)
24.2
Recall
No paper
#17GRCN (ResNet50 + Sentence Bert)
22.88
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#18ItemKNN
21.74
Recall· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code