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Node Classification research benchmarks – Page 32 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

68.86F1 Score

16

Apr 6, 2026

86.41Accuracy

16

Feb 26, 2026

Computers 10-shot

81.32Accuracy

16

Feb 26, 2026

OGBN-Arxiv 1 (test)

72.13Accuracy

16

Apr 13, 2026

CiteSeer Uniform Missing (test)

73.15Accuracy

16

Feb 26, 2026

Airport USA, Brazil, Europe Domain Adaptation Transfers v1

71.76F1 Micro (U->B)

16

Feb 26, 2026

Social domains B1, B2 (combined average)

50.2Average Score

16

Feb 26, 2026

Citeseer standard (test)

75.5Accuracy (Clean)

16

Feb 26, 2026

Pubmed ADD-0.75 (test)

0.761Accuracy

16

Feb 26, 2026

Pubmed ADD-0.5 (test)

76.64Accuracy

16

Feb 26, 2026

Pubmed Dele-0.5 (test)

0.786Accuracy

16

Feb 26, 2026

Pubmed Dele-0.2 (test)

79.88Accuracy

16

Feb 26, 2026

Cora-ML standard (test)

80Accuracy (Clean)

16

Feb 26, 2026

Citeseer (test)

72Accuracy (Clean)

16

Feb 26, 2026

Average Performance High School, Primary School

0.919Mean Accuracy

16

Feb 26, 2026

93.28Mean Accuracy

16

Feb 26, 2026

91.41Mean ACC

16

Feb 26, 2026

self-citation (test)

64.9AP

16

Feb 26, 2026

Cautious Pseudo Labeling

83.56Accuracy

16

Feb 26, 2026

Citeseer Targeted Nodes (test)

96.25Accuracy

16

Feb 26, 2026

Cora Targeted Nodes (test)

98.5Accuracy

16

Feb 26, 2026

Actor (10 different splits)

41.68Accuracy

16

Feb 26, 2026

Cora homophily graph (test)

87.56Accuracy

16

Feb 26, 2026

PubMed (standard)

90.15Mean Accuracy

16

Feb 26, 2026

0.945F1 Score

16

Feb 26, 2026

Page 32 of 87

Popular datasets

Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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