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Papers Benchmarks Datasets Tasks

Node Classification research benchmarks – Page 35 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Synthetic sigma=1.0

48.27Mean Accuracy

15

Feb 26, 2026

Synthetic sigma=0.6

58.97Mean Accuracy

15

Feb 26, 2026

Senate sigma=1.0

60.38Mean Accuracy

15

Feb 26, 2026

Senate sigma=0.6

68.13Mean Accuracy

15

Feb 26, 2026

Pubmed HOMO (test)

88.47Mean Accuracy

15

Feb 26, 2026

Pubmed HET. (test)

87.12Mean Accuracy

15

Feb 26, 2026

DBLP HOMO (test)

91.26Mean Accuracy

15

Feb 26, 2026

DBLP HET (test)

86.17Mean Accuracy

15

Feb 26, 2026

Citeseer HET. (test)

69.79Accuracy

15

Feb 26, 2026

Twitter HOMO (test)

75.92Mean Accuracy

15

Feb 26, 2026

Twitter HET (test)

0.732Mean Accuracy

15

Feb 26, 2026

65.14Average Accuracy

15

Feb 26, 2026

82.04micro-F1

15

Feb 26, 2026

83.76Accuracy

15

Feb 26, 2026

CBAS color split Concept shift

78.34OOD Test Accuracy

15

Feb 26, 2026

Cora word split Concept shift

68.05OOD Accuracy

15

Feb 26, 2026

CBAS color split Covariate shift

75.24OOD Accuracy

15

Feb 26, 2026

Cora word split Covariate shift

68.59OOD Test Accuracy

15

Feb 26, 2026

95.03Accuracy

15

Jun 11, 2026

93Macro F1 Score

15

Feb 26, 2026

Flickr full-supervised 100% size (train)

54.65Accuracy

15

Feb 26, 2026

Flickr semi-supervised 5% training size

51.42Accuracy

15

Feb 26, 2026

Flickr semi-supervised (1% train size)

48.32Accuracy

15

Feb 26, 2026

ogbn-arxiv full-supervised 100% training size

73.85Accuracy

15

Feb 26, 2026

ogbn-arxiv semi-supervised 1% training size

65.32Accuracy

15

Feb 26, 2026

Page 35 of 87

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Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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