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Papers Benchmarks Datasets Tasks

Node Classification research benchmarks – Page 39 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Amazon_photo Targeted Nodes (test)

99.75Accuracy

14

Feb 26, 2026

ogbn-arxiv Targeted Nodes (test)

97.5Accuracy

14

Feb 26, 2026

PubMed Targeted Nodes (test)

99Accuracy

14

Feb 26, 2026

OGB-Arxiv 2018-2020 1.0 (test)

53.38Accuracy

14

Mar 18, 2026

Actor homophily: 0.22 (test)

44.48Accuracy

14

Feb 26, 2026

Wisconsin original (test)

85.01Accuracy

14

Feb 26, 2026

Texas original (test)

85.68Accuracy

14

Feb 26, 2026

Cornell original (test)

82.88Accuracy

14

Feb 26, 2026

Actor original (test)

37.43Accuracy

14

Feb 26, 2026

Squirrel original (test)

72.24Accuracy

14

Feb 26, 2026

Chameleon original (test)

74.57Accuracy

14

Feb 26, 2026

ogbn-products transductive OGB (test)

87.36Accuracy

14

Feb 26, 2026

CoraFull L/C 60 (test)

67.6Accuracy

14

Feb 26, 2026

CoraFull L/C 40 (test)

66.86Accuracy

14

Feb 26, 2026

CoraFull L/C 20 (test)

65.46Accuracy

14

Feb 26, 2026

Pubmed L/C 60 (test)

83.95Accuracy

14

Feb 26, 2026

Pubmed L/C 40 (test)

83.47Accuracy

14

Feb 26, 2026

Pubmed L/C 20 (test)

81.17Accuracy

14

Feb 26, 2026

Citeseer L/C 60 (test)

77.11Accuracy

14

Feb 26, 2026

Citeseer L/C 40 (test)

76.73Accuracy

14

Feb 26, 2026

Cora L/C 60 (test)

0.865Accuracy

14

Feb 26, 2026

Cora L/C 40 (test)

85.63Accuracy

14

Feb 26, 2026

Cora L/C 20 (test)

84.08Accuracy

14

Feb 26, 2026

Citeseer labels=370 (modified)

73.9Accuracy

14

Feb 26, 2026

Cora labels=390 (modified)

76.6Accuracy

14

Feb 26, 2026

Page 39 of 87

Popular datasets

Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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