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Node Classification research benchmarks – Page 20 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

84.3Accuracy

24

Mar 6, 2026

79.29ID Accuracy

24

Feb 26, 2026

Pubmed 20% Uniform Noise (test)

80.3Accuracy

24

Feb 26, 2026

Pubmed 20% pair noise (test)

0.806Accuracy

24

Feb 26, 2026

Actor (random splits)

37.9Accuracy

24

Feb 26, 2026

Texas Hnode = 0.11

94.86Accuracy

24

Feb 26, 2026

2.03ECE

24

Feb 26, 2026

90.6Macro F1

24

Feb 26, 2026

61.4Micro-F1

24

Feb 26, 2026

BLOGCATALOG (test)

77.6Micro F1

24

Feb 26, 2026

Cora standard (fixed split)

83.5Accuracy

24

Feb 26, 2026

74.37Accuracy

23

May 13, 2026

Squirrel fix (test)

44.11Test Accuracy

23

Apr 14, 2026

Ogbn-proteins (test)

81.9Accuracy

23

May 25, 2026

83.4Accuracy

23

May 4, 2026

Citeseer HOMO. (test)

88.78Mean Accuracy

23

Jun 1, 2026

95.1BACC

23

Apr 6, 2026

74.34BAcc

23

Apr 6, 2026

Texas heterophilic (test)

81.4Accuracy

23

Mar 5, 2026

Chameleon Undirected (test)

73.6Accuracy

23

Feb 26, 2026

Squirrel Undirected (test)

64.23Accuracy

23

Feb 26, 2026

Deezer Europe (50% 25% 25% random)

67.22Accuracy

23

Feb 26, 2026

Wisconsin standard (test)

87.65Accuracy

23

Feb 26, 2026

Texas standard (test)

85.95Accuracy

23

Feb 26, 2026

Coauthor CS (semi-supervised inductive)

93.74Accuracy

23

Feb 26, 2026

Page 20 of 87

Popular datasets

Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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