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Amazon Toys & Games
Recommendation Systems on Amazon Toys & Games
Metric: nDCG (higher is better)
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#
Model
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nDCG
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Extra Data
Paper
Date
↕
Code
1
FREEDOM (MMFashion + Sentence Bert)
7.1
No
Ducho meets Elliot: Large-scale Benchmarks for M...
2024-09-24
Code
2
FREEDOM (ResNet50 + Sentence Bert)
7.04
No
Ducho meets Elliot: Large-scale Benchmarks for M...
2024-09-24
Code
3
LATTICE (ALIGN)
6.64
No
Ducho meets Elliot: Large-scale Benchmarks for M...
2024-09-24
Code
4
LATTICE (ResNet50 + Sentence Bert)
6.45
No
Ducho meets Elliot: Large-scale Benchmarks for M...
2024-09-24
Code
5
SGL
5.93
No
Ducho meets Elliot: Large-scale Benchmarks for M...
2024-09-24
Code
6
VBPR (ALIGN)
5.85
No
Ducho meets Elliot: Large-scale Benchmarks for M...
2024-09-24
Code
7
NGCF-M (ALIGN)
5.8
No
Ducho meets Elliot: Large-scale Benchmarks for M...
2024-09-24
Code
8
NGCF-M (ResNet50 + Sentence Bert)
5.73
No
Ducho meets Elliot: Large-scale Benchmarks for M...
2024-09-24
Code
9
VBPR (ResNet50 + Sentence Bert)
5.7
No
Ducho meets Elliot: Large-scale Benchmarks for M...
2024-09-24
Code
10
LightGCN
5.58
No
Ducho meets Elliot: Large-scale Benchmarks for M...
2024-09-24
Code
11
BM3 (ALIGN)
5.24
No
Ducho meets Elliot: Large-scale Benchmarks for M...
2024-09-24
Code
12
BM3 (ResNet50 + Sentence Bert)
5.14
No
Ducho meets Elliot: Large-scale Benchmarks for M...
2024-09-24
Code
13
DGCF
5.12
No
Ducho meets Elliot: Large-scale Benchmarks for M...
2024-09-24
Code
14
GRCN (ALIGN)
5.07
No
Ducho meets Elliot: Large-scale Benchmarks for M...
2024-09-24
Code
15
BPRMF
5.02
No
Ducho meets Elliot: Large-scale Benchmarks for M...
2024-09-24
Code
16
NGCF
4.87
No
Ducho meets Elliot: Large-scale Benchmarks for M...
2024-09-24
Code
17
ItemKNN
3.91
No
Ducho meets Elliot: Large-scale Benchmarks for M...
2024-09-24
Code
#1
FREEDOM (MMFashion + Sentence Bert)
SOTA
7.1
nDCG
· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
Code
#2
FREEDOM (ResNet50 + Sentence Bert)
7.04
nDCG
· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
Code
#3
LATTICE (ALIGN)
6.64
nDCG
· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
Code
#4
LATTICE (ResNet50 + Sentence Bert)
6.45
nDCG
· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
Code
#5
SGL
5.93
nDCG
· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
Code
#6
VBPR (ALIGN)
5.85
nDCG
· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
Code
#7
NGCF-M (ALIGN)
5.8
nDCG
· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
Code
#8
NGCF-M (ResNet50 + Sentence Bert)
5.73
nDCG
· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
Code
#9
VBPR (ResNet50 + Sentence Bert)
5.7
nDCG
· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
Code
#10
LightGCN
5.58
nDCG
· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
Code
#11
BM3 (ALIGN)
5.24
nDCG
· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
Code
#12
BM3 (ResNet50 + Sentence Bert)
5.14
nDCG
· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
Code
#13
DGCF
5.12
nDCG
· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
Code
#14
GRCN (ALIGN)
5.07
nDCG
· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
Code
#15
BPRMF
5.02
nDCG
· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
Code
#16
NGCF
4.87
nDCG
· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
Code
#17
ItemKNN
3.91
nDCG
· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
Code