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Papers Benchmarks Datasets Tasks

Yelp dataset and benchmarks – Page 11 · SOTA2 Research

Research Datasets

Yelp

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Graph Fraud Detection

YelpChi

61.74AUROC

4

Text Classification

Yelp5

62.93Accuracy

4

Graph Coarsening

Yelp

11.83Running Time (s)

4

Explanation Generation Quality

Yelp

38.15BLEU Score

4

Synthetic Data Utility

Yelp

98.7Overall Score

4

Privacy Evaluation

Yelp

99.4Overall Score

4

Synthetic Data Detection

Yelp

72.5Overall Score

4

Tabular Data Synthesis

Yelp

0.963Overall Score

4

Sentiment Classification

Yelp P.

91.82Accuracy

4

Overall Rating Prediction

Yelp

0.78Service Score

4

Multi-Objective Recommendation

Yelp

0.001Convex Hull Volume

4

Node Classification

yelp (val)

53.8F1 Score

4

Node Classification

yelp (train)

54F1 Score

4

Cold-start Recommendation

Yelp (test)

2.31HR@10

4

Yelp Classic v1

43Avg Hit Rate

4

Edge-to-Node Transfer

Yelp

71.1F1-macro

4

Node-to-Edge Transfer

Yelp

63.69Macro F1

4

Edge-to-Node Zero-shot Anomaly Detection

Yelp

0.55AUPRC

4

Node-to-Edge Zero-shot Anomaly Detection

Yelp

35.99AUPRC

4

Graph Anomaly Detection

Yelp E → N v1

84.08AUROC

4

Graph Anomaly Detection

Yelp N → E v1

75.56AUROC

4

Sentiment Analysis

yelp Wrench (test)

82Accuracy

4

Yelp2 (test)

0.5Count MAPE

4

Controllable Text Generation (Sentiment + Tense + Formality)

Yelp (test)

97Accuracy (Sentiment)

4

Controllable Text Generation (Sentiment + Tense)

Yelp (test)

98Accuracy (Sentiment)

4

Page 11 of 13

Popular tasks

Recommendation Sentiment Analysis Text Classification Sequential Recommendation Sentiment Classification

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