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SOTA Multimodal Recommendation benchmarks and papers with code | Wizwand
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Multimodal Recommendation
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Sports Amazon (test)
MAGNET
Recall@10
8.21
39
4d ago
Amazon Baby (test)
SPUMR
Recall@10
7.11
39
4d ago
Baby
FITMM
Recall@10
7.52
38
4d ago
Amazon Clothing (test)
SPUMR
Recall@10
6.88
25
4d ago
TikTok
DRAGON
Recall@10
0.075
21
4d ago
Office
DRAGON
Recall@10
10.76
21
4d ago
Pet
DRAGON
Recall@10
12.1
21
4d ago
TikTok Cold-start
VI-MMRec-O
Recall@10
4.37
21
4d ago
Baby Cold-start
VI-MMRec-O
Recall@10
0.0412
21
4d ago
Arts, Crafts & Sewing
PerPEFT
Hit Rate @20
6.62
20
4d ago
Beauty & Personal Care
PerPEFT
Hit Rate @20
4.33
20
4d ago
Toys & Games
PerPEFT
H@20
4.81
20
4d ago
Sports & Outdoors
PerPEFT
H@20
4.82
20
4d ago
Electronics
MAGNET (Dual-view)
Recall@10
0.048
19
4d ago
Amazon Toys 6 (leave-one-out)
SDA
H@10
61.38
16
4d ago
Amazon Sports 6 (leave-one-out)
SDA
H@10
61.92
16
4d ago
Amazon Beauty 6 (leave-one-out)
SDA
H@10
0.5752
16
4d ago
Amazon Clothing 5-core filtering (test)
FITMM
Recall@10
6.98
15
4d ago
Amazon Sports 5-core filtering (test)
FITMM
Recall@10
8.09
15
4d ago
Amazon Baby 5-core filtering (test)
FITMM
Recall@10
7.16
15
4d ago
Amazon Toys Zero-Shot (test)
BertAttack
HR@5
14.66
12
4d ago
Amazon Toys Few-Shot (test)
INSA
HR (Top-5)
0.1472
12
4d ago
Amazon Sports Zero-Shot (test)
Shadowcast
HR @5
0.182
12
4d ago
Amazon Sports Few-Shot (test)
Shadowcast
HR (Top-5)
18.28
12
4d ago
Amazon Clothing Zero-Shot (test)
NoAttack
HR @ 5
14.37
12
4d ago
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