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Node Classification research benchmarks – Page 21 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

91Accuracy

23

May 4, 2026

0.591Micro F1

23

Feb 26, 2026

CiteSeer (3.6% public)

truncated Krylov

73.9Accuracy

23

Feb 26, 2026

Cora (5.2% public)

83.6Accuracy

23

Feb 26, 2026

PubMed (10-fold)

90.23Accuracy

23

Feb 26, 2026

Boundary Embedding Shaping

90.92F1 Score

22

Jun 19, 2026

74.38F1 Score

22

Jun 19, 2026

Boundary Embedding Shaping

0.884F1 Score

22

Jun 19, 2026

Products (test)

57.6Accuracy (%)

22

Jun 4, 2026

Facebook (test)

95.47Test Accuracy

22

Apr 14, 2026

64.89ROC-AUC

22

Mar 26, 2026

54.98ROC-AUC

22

Mar 26, 2026

68.42ROC-AUC

22

Mar 26, 2026

GOODWebKB Concept shift, university (test)

39.45Accuracy

22

Mar 26, 2026

GOODCBAS Concept shift, color (test)

94.53Accuracy

22

Mar 26, 2026

GOODCora Concept shift, word (test)

70.84Accuracy

22

Mar 26, 2026

GOODWebKB Covariate shift, university (test)

42.33Accuracy

22

Mar 26, 2026

GOODCBAS Covariate shift, color (test)

83.14Accuracy

22

Mar 26, 2026

GOODCora Covariate shift, word (test)

69.37Accuracy

22

Mar 26, 2026

65Count

22

Mar 10, 2026

65.46Micro-F1

22

Apr 1, 2026

80.54F1 Score

22

Feb 26, 2026

Actor heterophilic (test)

38Accuracy

22

Mar 5, 2026

Wisconsin (10 splits)

89.41Accuracy

22

Feb 26, 2026

96.81Accuracy

22

Feb 26, 2026

Page 21 of 87

Popular datasets

Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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