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Papers Benchmarks Datasets Tasks

Node Classification research benchmarks – Page 53 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Wikipedia rich-text graph (test)

90.3Accuracy

10

Feb 26, 2026

Guardian rich-text graph (test)

96Accuracy

10

Feb 26, 2026

BBC rich-text graph (test)

98.4Accuracy

10

Feb 26, 2026

Blog rich-text graph (test)

95.3Accuracy

10

Feb 26, 2026

Pubmed rich-text graph (test)

84.3Accuracy

10

Feb 26, 2026

Cora rich-text graph (test)

84.2Accuracy

10

Feb 26, 2026

Wikipedia (test)

0.795NMI

10

Feb 26, 2026

Guardian (test)

0.886NMI

10

Feb 26, 2026

0.949NMI

10

Feb 26, 2026

0.872NMI

10

Feb 26, 2026

Amazon Photo 20% Uniform Noise (test)

87.3Accuracy

10

Feb 26, 2026

Coauthor CS 20% Uniform Noise (test)

87.4Accuracy

10

Feb 26, 2026

Cora Concept shift (time)

0.676Accuracy

10

Feb 26, 2026

Concept shift Average

0.63OOD Test Accuracy

10

Feb 26, 2026

Covariate shift Average

61.94OOD Accuracy

10

Feb 26, 2026

Squirrel protocol (random)

att-Node-level NLSFs

35.17Accuracy

10

Feb 26, 2026

WikiCS (random 10/10/80)

0.812Micro-F1

10

Feb 26, 2026

Photo (random 10/10/80)

92.4Micro-F1

10

Feb 26, 2026

BlogCatalog (random 10/10/80)

76.5Micro-F1

10

Feb 26, 2026

Flickr (random 10/10/80)

53.8Micro-F1

10

Feb 26, 2026

PubMed (public)

82.8Micro-F1

10

Feb 26, 2026

CiteSeer (public)

72.1Micro-F1

10

Feb 26, 2026

82.8Micro-F1

10

Feb 26, 2026

47.79Macro F1 Score

10

Feb 26, 2026

CiteSeer Planetoid original (test)

72.4Test Accuracy

10

Mar 5, 2026

Page 53 of 87

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