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Papers Benchmarks Datasets Tasks

Node Classification research benchmarks – Page 22 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Citeseer (60 20 20 random split)

81.39Accuracy

22

Feb 26, 2026

Texas (full-supervised)

94.03Accuracy

22

Feb 26, 2026

Chameleon full-supervised

72.52Accuracy

22

Feb 26, 2026

Cora 5% label rate

truncated Krylov

83.4Accuracy

22

Feb 26, 2026

Cora 4% label rate

truncated Krylov

82.5Accuracy

22

Feb 26, 2026

CiteSeer 5% label rate

72.8Accuracy

22

Feb 26, 2026

CiteSeer (4% label rate)

truncated Krylov

72.4Accuracy

22

Feb 26, 2026

Arxiv Semi-Synthetic

98.34Accuracy

21

Jun 16, 2026

PubMed Semi-Synthetic

99.43Accuracy

21

Jun 16, 2026

Cora Semi-Synthetic

99.6Accuracy

21

Jun 16, 2026

ogbn-arxiv 3-shot

76.01Accuracy

21

Jun 11, 2026

91.32Accuracy

21

Jun 11, 2026

Citeseer 3-shot

77.12Accuracy

21

Jun 11, 2026

TAGBD (Overwriting)

99.96ASR

21

Mar 24, 2026

TAGBD (Overwriting)

99.85ASR

21

Mar 24, 2026

TAGBD (Overwriting)

100ASR

21

Mar 24, 2026

PubMed Random-regular topology

72.42Accuracy (ACC)

21

Mar 20, 2026

PubMed Scale-free topology

72.85Accuracy (ACC)

21

Mar 20, 2026

ogbn-arxiv 5-shot

85.94Accuracy

21

Jun 11, 2026

92.44Accuracy

21

May 14, 2026

76.51AUROC

21

Feb 26, 2026

97.45Accuracy

21

Feb 26, 2026

94.94Accuracy

21

Feb 26, 2026

98.85Accuracy

21

Feb 26, 2026

99.41F1 Score

21

Feb 26, 2026

Page 22 of 87

Popular datasets

Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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