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Papers Benchmarks Datasets Tasks

History dataset and benchmarks · SOTA2 Research

Research Datasets

History

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Node Classification

History

89Accuracy

83

node classification

History

83.58Macro F1

28

Factoid Question Answering

History factoid QA (test)

94.9Accuracy

25

Class Incremental Learning (CIL)

History 10-shot (test)

78.81Average Accuracy

19

Link Prediction

History

91.76AUC

19

Graph Anomaly Detection

History

84.7Anomaly F1

18

Hyperedge Prediction

History

71.83Accuracy

15

Node Classification

History (test)

64.5Accuracy

15

Node Classification

History LLM-embedded (test)

75.86Accuracy

10

Natural language explanation generation

History

5Explanation Utility

3

Text encoder pre-training

History

18Pre-training Time

2

Simplicial data imputation

History (test)

—Primary metric

0

Popular tasks

Node Classification Link Prediction Graph Anomaly Detection Simplicial data imputation Factoid Question Answering

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