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Node Classification research benchmarks – Page 49 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

80.7Mean Accuracy

11

Feb 26, 2026

78.79Mean Accuracy

11

Feb 26, 2026

20Newsgroups (test)

81.9Mean Accuracy

11

Feb 26, 2026

NTU 2012 (test)

0.904Mean Accuracy

11

Feb 26, 2026

ModelNet40 (test)

98.41Mean Accuracy

11

Feb 26, 2026

91.93Mean Accuracy

11

Feb 26, 2026

0.856Accuracy

11

Feb 26, 2026

Squirrel (full-supervised)

59.77Mean Accuracy

11

Feb 26, 2026

Texas semi-supervised (test)

50.37Accuracy

11

Feb 26, 2026

Squirrel semi-supervised (test)

30.91Mean Accuracy

11

Feb 26, 2026

Chameleon semi-supervised (test)

41.22Mean Accuracy

11

Feb 26, 2026

PubMed semi-supervised (test)

85.07Mean Accuracy

11

Feb 26, 2026

CoRA δ=11 (test)

83F1 Score

11

Feb 26, 2026

Twitch-Gamers non-homophilous large-scale (test)

66.06Accuracy

11

Feb 26, 2026

Genius non-homophilous large-scale (test)

90.85Accuracy

11

Feb 26, 2026

Penn94 non-homophilous large-scale (test)

84.92Accuracy

11

Feb 26, 2026

80.52Acc (40% Perturb)

11

Feb 26, 2026

MAG240M OGB-LSC (val)

Graphormer + URPE-based Attention

70.74Accuracy

11

Feb 26, 2026

Yelp (inductive)

65.3Micro-F1

11

Feb 26, 2026

IMDB 80% (train)

66Micro-F1

11

Feb 26, 2026

0.94Micro-F1

11

Feb 26, 2026

Citeseer 18 labeled per class

70.3Accuracy

11

Feb 26, 2026

Citeseer 12 labeled per class

69.1Accuracy

11

Feb 26, 2026

Amazon Photo (Rest nodes)

92Accuracy

11

Feb 26, 2026

Coauthor Physics (Rest nodes)

94Accuracy

11

Feb 26, 2026

Page 49 of 87

Popular datasets

Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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