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Papers Benchmarks Datasets Tasks

Node Classification research benchmarks – Page 10 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CHAMELEON FILTERED (test)

45.5Accuracy

42

Jun 4, 2026

SQUIRREL FILTERED (test)

43.1Accuracy

42

Jun 4, 2026

PubMed semi-supervised

82.98Accuracy

42

Feb 26, 2026

Cornell h=0.3 (test)

84.86Mean Accuracy

42

Feb 26, 2026

Citeseer h=0.74 (test)

78.02Accuracy

42

Feb 26, 2026

Cora h=0.81 (test)

88.37Accuracy

42

Feb 26, 2026

snap-patents (test)

74.72Accuracy

42

Feb 26, 2026

Chameleon (fixed)

68.42Accuracy

42

Feb 26, 2026

Squirrel (fixed)

61.81Accuracy

42

Feb 26, 2026

0.834Micro F1

42

Feb 26, 2026

37.91Accuracy

41

Feb 26, 2026

0.889Accuracy

41

Feb 26, 2026

Coauthor Phy (test)

96.9Accuracy

41

Feb 26, 2026

19.33Miss-classification Rate (Δ=1)

40

May 8, 2026

72.78F1 Score

40

Apr 15, 2026

63.39F1 Score

40

Apr 15, 2026

73.48F1 Score

40

Apr 15, 2026

74.9Accuracy

40

Jun 4, 2026

92.77Accuracy

40

Jun 11, 2026

CiteSeer 10-shot

78.2Accuracy

40

Jun 11, 2026

86.22Accuracy

40

Jun 11, 2026

51.36Overall F1

40

May 14, 2026

88.32AUC

40

May 29, 2026

Squirrel (48/32/20)

74.1Mean Accuracy

40

Feb 26, 2026

OGBN-ArXiv standard (test)

72.04Accuracy

39

May 29, 2026

Page 10 of 87

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Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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