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Papers Benchmarks Datasets Tasks

Yelp dataset and benchmarks – Page 5 · SOTA2 Research

Research Datasets

Yelp

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Yelp

33.9NDCG@1

14

Yelp 2018

9.91Recall@20

14

5-class sentiment classification

YELP Reviews

60.82Accuracy

14

Yelp weak generalization 2018

7.37Recall@20

14

Yelp 5Cate

52Topic Coherence (TC)

14

Top-K Recommendation

Yelp (test)

0.077Recall@10

14

Next-item prediction

Yelp

0.915Hit@10

14

Text Classification

Yelp-2 (test)

1.33Error Rate

14

Sequential Recommendation

Yelp

12.28Recall@20

13

Explainable Recommendation

Yelp

0.385BLEU

13

Collaborative Filtering

Yelp

7.31Recall@20

13

Edge-level Anomaly Detection

Yelp

63.57F1 Macro

13

Node-level Anomaly Detection

Yelp

70.16F1-macro

13

Edge Anomaly Detection

Yelp

79.05AUROC

13

Event Sequence Forecasting

Yelp 2 (test)

0.02Wasserstein Distance

13

Hierarchical Text Classification

Yelp (test)

69.7Micro-F1

13

Graph Anomaly Detection

Yelp (40%)

71.5Macro F1

13

Graph Anomaly Detection

Yelp (1%)

63Macro-F1

13

Machine-Generated Text Detection

Yelp In-Domain (IND-MGT)

93.09Accuracy

12

Yelp

11.36Recall@40

12

Collaborative Filtering

Yelp 2018

195Training Time (s)

12

Yelp

0.87Recall@10

12

Backdoor Purification

YELP

94.6Clean Accuracy

12

Yelp

0.328Hit Rate@500

12

Sequential Recommendation

Yelp Head

83.24Hit Rate @10

12

Page 5 of 13

Popular tasks

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