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Node Classification research benchmarks – Page 28 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

WikiCS (evaluation nodes)

0.783Accuracy

18

Feb 26, 2026

PubMed (evaluation nodes)

75.83Accuracy

18

Feb 26, 2026

Pubmed (high-label)

89.87Accuracy

18

Feb 26, 2026

Pubmed low-label

0.777Accuracy

18

Feb 26, 2026

Cora (high-label)

89.31Accuracy

18

Feb 26, 2026

Cora (low-label)

81.43Accuracy

18

Feb 26, 2026

74.6Accuracy

18

Feb 26, 2026

Chameleon Dense Filtered

att-Node-level NLSFs

42.06Accuracy

18

Feb 26, 2026

Amazon Photo Standard (test)

91.64Accuracy

18

Feb 26, 2026

CS Standard (test)

91.23Accuracy

18

Feb 26, 2026

ogbn-arXiv (train val test)

57.58Accuracy

18

Feb 26, 2026

DBLP (train val test)

80.1Accuracy

18

Feb 26, 2026

CoraFull (train val test)

69.54Accuracy

18

Feb 26, 2026

Citeseer120 1 (test)

72.4Accuracy

18

Feb 26, 2026

Citeseer370 1 (test)

78.48Accuracy

18

Feb 26, 2026

Cora140 1 (test)

0.75Accuracy

18

Feb 26, 2026

Cora390 1 (test)

76.94Accuracy

18

Feb 26, 2026

Squirrel heterophilic (test)

26.13Error Rate (%)

18

May 8, 2026

80.5Accuracy (Clean)

18

Jul 3, 2026

PubMed δ=3.5 (test)

81.3Test F1 Score

18

Feb 26, 2026

Airport δ=1 (test)

91.1F1 Score (Test)

18

Feb 26, 2026

genius 50/25/25 (test)

91.72ROC AUC

18

Feb 26, 2026

0.845Avg Iteration Runtime (ms)

18

Jun 24, 2026

1.438Avg Runtime (ms)

18

Jun 24, 2026

PascalVOC-SP (test)

43.32F1 Score

18

May 14, 2026

Page 28 of 87

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