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Node Classification research benchmarks – Page 36 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Penn94 FB100 (test)

86.04Accuracy

15

Feb 26, 2026

Deezer-Europe (test)

67.5Accuracy

15

Feb 26, 2026

Computers (random 10/10/80)

89.1Micro-F1

15

Apr 13, 2026

84.39F1 (AP)

15

Feb 27, 2026

BA synthetic (five-fold)

88.8Accuracy

15

Feb 26, 2026

Synth. Cycle (five-fold)

88.3Accuracy

15

Feb 26, 2026

Pokec non-homophilous large-scale (test)

0.828Accuracy

15

Feb 26, 2026

Texas homophily: 0.11 (test)

85.84Accuracy

15

Feb 26, 2026

Squirrel homophily: 0.22 (test)

57.32Accuracy

15

Feb 26, 2026

Amazon Photo (transductive)

92.8Accuracy

15

Feb 26, 2026

Amazon Computer (transductive)

84.5Accuracy

15

Feb 26, 2026

Pubmed (transductive)

80.8Accuracy

15

Feb 26, 2026

Citeseer (transductive)

74.6Accuracy

15

Feb 26, 2026

96.9F1 Score

15

Feb 26, 2026

snap-patents 50/25/25 (test)

61.95Accuracy

15

Feb 26, 2026

ogbn-products transductive (val)

0.933Accuracy

15

Feb 26, 2026

MUTAG (Node) (test)

88.2Accuracy

15

Feb 26, 2026

Directed SBM (DSBM) n=600, 3 classes (test)

99.3Test Accuracy

14

Jul 9, 2026

83.85Macro F1

14

Jun 30, 2026

93.64Macro F1 Score

14

Jun 30, 2026

93.44Accuracy

14

Jun 11, 2026

MC-GRA (+) with MC-GPB (+) protected GCN

75.2Accuracy

14

Jun 9, 2026

MC-GRA (+) with MC-GPB (+) protected GCN

79.1Accuracy

14

Jun 9, 2026

MC-GRA (+) + MC-GPB (+) protected GPR-GNN

92.4Accuracy

14

Jun 9, 2026

MC-GRA (+) with MC-GPB (+) protected GCN

89.2Accuracy

14

Jun 9, 2026

Page 36 of 87

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Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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