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Papers Benchmarks Datasets Tasks

Node Classification research benchmarks – Page 46 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Cuneiform multi-label (test)

75.12Micro-F1

12

Feb 26, 2026

ogbn-arxiv homogeneous (val)

74.5Accuracy

12

Feb 26, 2026

0.245BS

12

Feb 26, 2026

0.613BS Score

12

Feb 26, 2026

Pubmed public (test)

81.6Accuracy

12

Feb 26, 2026

Cora public (test)

84.2Accuracy

12

Feb 26, 2026

PPI (inductive)

98.1Micro F1 Score

12

Feb 26, 2026

Flickr (inductive)

54.6Micro F1

12

Feb 26, 2026

90.3F1 Score

12

Feb 26, 2026

94.18F1 Score

12

Jun 17, 2026

76.73Accuracy

11

Jun 25, 2026

Aggregate Suite Metis splitting (Overall)

80.9Accuracy

11

Jun 23, 2026

Physics (Metis)

94Accuracy

11

Jun 23, 2026

Computers (Metis splitting)

80.3Accuracy

11

Jun 23, 2026

85.5Accuracy

11

Jun 23, 2026

CS (Metis splitting)

89.3Accuracy

11

Jun 23, 2026

PubMed (Metis splitting)

83.9Accuracy

11

Jun 23, 2026

Cora (Metis splitting)

81.7Accuracy

11

Jun 23, 2026

Overall (Louvain splitting)

80Accuracy

11

Jun 23, 2026

ogbn-arxiv (Louvain splitting)

58.7Accuracy

11

Jun 23, 2026

Physics (Louvain splitting)

93.7Accuracy

11

Jun 23, 2026

Computers (Louvain splitting)

82.6Accuracy

11

Jun 23, 2026

Photo (Louvain splitting)

87.6Accuracy

11

Jun 23, 2026

CS (Louvain splitting)

88.4Accuracy

11

Jun 23, 2026

PubMed (Louvain splitting)

85Accuracy

11

Jun 23, 2026

Page 46 of 87

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Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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