Recommendation Systems on Amazon Digital Music

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	LATTICE (AltCLIP)	44.69	No	-	-	-
2	FREEDOM (AltCLIP)	44.08	No	-	-	-
3	LATTICE (ResNet50 + Sentence Bert)	43.6	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
4	VBPR (ResNet50 + Sentence Bert)	43.54	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
5	FREEDOM (ResNet50 + Sentence Bert)	43.46	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
6	LightGCN	43.19	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
7	NGCF-M (CLIP)	42.6	No	-	-	-
8	VBPR (CLIP)	42.46	No	-	-	-
9	NGCF-M (ResNet50 + Sentence Bert)	41.91	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
10	BM3 (MMFashion + Sentence Bert)	41.73	No	-	-	-
11	BM3 (ResNet50 + Sentence Bert)	41.42	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
12	BRMF	41.13	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
13	SGL	40.81	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
14	DGCF	40.46	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
15	NGCF	40.14	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
16	GRCN (CLIP)	37.96	No	-	-	-
17	GRCN (ResNet50 + Sentence Bert)	36.25	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
18	ItemKNN	34.51	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code

#1LATTICE (AltCLIP)
44.69
Hit Ratio
No paper
#2FREEDOM (AltCLIP)
44.08
Hit Ratio
No paper
#3LATTICE (ResNet50 + Sentence Bert)SOTA
43.6
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#4VBPR (ResNet50 + Sentence Bert)
43.54
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#5FREEDOM (ResNet50 + Sentence Bert)
43.46
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#6LightGCN
43.19
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#7NGCF-M (CLIP)
42.6
Hit Ratio
No paper
#8VBPR (CLIP)
42.46
Hit Ratio
No paper
#9NGCF-M (ResNet50 + Sentence Bert)
41.91
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#10BM3 (MMFashion + Sentence Bert)
41.73
Hit Ratio
No paper
#11BM3 (ResNet50 + Sentence Bert)
41.42
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#12BRMF
41.13
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#13SGL
40.81
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#14DGCF
40.46
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#15NGCF
40.14
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#16GRCN (CLIP)
37.96
Hit Ratio
No paper
#17GRCN (ResNet50 + Sentence Bert)
36.25
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#18ItemKNN
34.51
Hit Ratio· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code