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Node Classification research benchmarks – Page 79 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Cora (source-target split)

6.5F1 Score

4

Jun 30, 2026

0.428Prune

4

Jun 30, 2026

80.5Prune

4

Jun 30, 2026

Arxiv Full-supervised

78.07Accuracy

4

Jun 11, 2026

Pubmed G (test)

Graph Transformer

97.68Accuracy

4

Jun 8, 2026

Heterophilous Datasets (Minesweeper, Tolokers, Amazon-Ratings, Roman-empire, Questions) mean hetero

81.6Mean Hetero Performance

4

May 26, 2026

Homophilous Datasets (Cora, CiteSeer, PubMed, Amazon-Photo, Coauthor-CS, Coauthor-Physics, WikiCS) mean homo

87.18Mean Accuracy

4

May 26, 2026

Cora InstructGraph (test)

91.4Accuracy

4

May 12, 2026

96.92Concept Completeness

4

Apr 23, 2026

95.68Concept Completeness

4

Apr 23, 2026

100Concept Completeness

4

Apr 23, 2026

74.15Concept Completeness (%)

4

Apr 23, 2026

45.21Accuracy

4

Apr 15, 2026

reddit 10% nodes (test)

92Micro-F1

4

Apr 13, 2026

ogbn-proteins (10% test)

66Micro-F1

4

Apr 13, 2026

Citeseer 10% (train/val)

36.2Accuracy

4

Feb 26, 2026

Cora 10% (train val)

51.5Accuracy

4

Feb 26, 2026

Chameleon 10% (train/val)

35.4Accuracy

4

Feb 26, 2026

KarateClub 10% (train val)

72.9Accuracy

4

Feb 26, 2026

TerroristRel 10% (train val)

83.5Accuracy

4

Feb 26, 2026

PolBlogs 10% (train val)

84.2Accuracy

4

Feb 26, 2026

LastFM 10% (train val)

60.1Accuracy

4

Feb 26, 2026

IIP 10% (train val)

53.6Accuracy

4

Feb 26, 2026

Gene 10% (train val)

61.8Accuracy

4

Feb 26, 2026

Wiki 10% (train val)

41.9Accuracy

4

Feb 26, 2026

Page 79 of 87

Popular datasets

Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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