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Amazon Beauty

Benchmarks

Task NameDataset NameSOTA ResultTrend
Sequential RecommendationAmazon Beauty (test)
NDCG@1044.9
170
Sequential RecommendationAmazon Beauty
NDCG@1039.11
136
Direct RecommendationAmazon Beauty 5-core filtering (leave-one-out)
Hit Rate @10 (H@10)56.44
17
Multimodal RecommendationAmazon Beauty 6 (leave-one-out)
H@100.5752
16
Sequential RecommendationAmazon Beauty 5-core (leave-last-out)
Hit Rate @ 50.0678
15
RecommendationAmazon Beauty (test)
HR@56.78
15
RecommendationAmazon-beauty 20% (synthetic)
Recall@102.59
14
Rating PredictionAmazon Beauty (test)
Multi. RMSE1.6
11
Generative RecommendationAmazon Beauty 1 (test)
HR@54.95
10
Generative RecommendationAmazon Beauty Public benchmarks (test)
R@50.0492
10
Sequential RecommendationAmazon Beauty (Leave-one-out)
NDCG@105.44
10
Top-10 RecommendationAmazon Beauty (test)
Recall@10.2977
10
Sequential Recommendation and Watermark VerificationAmazon Beauty
Recall@104.01
9
Next-item recommendationAmazon Beauty public (test)
AUC0.9368
9
Generative RecommendationAmazon-Beauty 5-core (test)
HR@52.77
8
Generative RecommendationAmazon Beauty (test)
R@56.46
8
Sequential RecommendationAmazon Beauty classic collection (test)
Recall@57.02
8
Sequential RecommendationAmazon Beauty implicit feedback
HR@57.36
8
Discriminative RankingAmazon Beauty (test)
Reconstruction Loss (L_recon)0.447
7
User Trajectory PredictionAmazon Beauty Seq-3 (test)
MHR@52.6
6
User Trajectory PredictionAmazon Beauty Seq-2 (test)
MHR@53
6
User Trajectory PredictionAmazon Beauty Seq-1 (test)
MHR@50.0454
6
Multimodal GenerationAmazon-Beauty (test)
CLIP-I263.46
6
Hierarchical ClassificationAmazon Beauty Tree Depth = 2 (test)
Accuracy64.25
6
Generative RecommendationAmazon-Beauty
Hit Rate @5012.12
5
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