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Papers Benchmarks Datasets Tasks

Amazon dataset and benchmarks – Page 6 · SOTA2 Research

Research Datasets

Amazon

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Multimodal Recommendation

Amazon Beauty

13.7Recall@10

14

Node classification

Amazon

88.32F1-Macro

14

Multimodal Recommendation

Amazon CD

6.82Recall@10

14

Amazon Electronics

52.1HR@10

14

Amazon Books

0.461MAE

14

Amazon Books

0.429NDCG@1

14

Amazon-10Cate

0.501TC Score

14

Amazon-home

1.35R@10

14

Amazon beauty

2.83R@10

14

Sequential Recommendation

Amazon Electronics

88.6AUC

14

Click-Through Rate prediction

Amazon

69.43AUC

14

Text Categorization

AMAZON (test)

5.29Test Error

14

Cross-Domain Recommendation

Amazon Elec -> Cloth (OOD #1)

64.48HR@10

13

Cross-Domain Recommendation

Amazon Elec -> Cloth (IID)

69.38HR@10

13

Amazon (5-fold cross-val)

30.18HR@10

13

Collaborative Filtering

Amazon

7.77Recall@10

13

Explainable Recommendation

Amazon

41.95BLEU

13

Sequential Recommendation

Amazon Ten datasets averaged 2023

81.97R@5

13

Amazon Beauty

4.43HR@5

13

Edge-level Anomaly Detection

Amazon

73.59F1-macro

13

Edge-level Anomaly Detection

Amazon

0.922AUROC

13

Node Anomaly Detection

Amazon

97.84AUROC

13

Opinion Summarization

Amazon

40.55ROUGE-1

13

Graph Anomaly Detection

Amazon (40%)

92.8Macro F1

13

Federated Node Classification

Amazon Clothing

72.79Accuracy

12

Page 6 of 22

Popular tasks

Sequential Recommendation Recommendation Cross-domain Recommendation Node Classification Rating Prediction

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