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Node Classification research benchmarks – Page 59 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Cora Homophilous nodes

94.13Accuracy

8

Jun 1, 2026

Chameleon tail nodes

38.29Accuracy

8

Jun 1, 2026

Squirrel tail nodes

47.06Accuracy

8

Jun 1, 2026

Actor tail nodes

34.47Accuracy

8

Jun 1, 2026

Ogbn-arxiv tail nodes

64.4Accuracy

8

Jun 1, 2026

Coauthor Physics tail nodes

94.07Accuracy

8

Jun 1, 2026

Coauthor CS tail nodes

92.97Accuracy

8

Jun 1, 2026

Amazon Computer tail nodes

84.61Accuracy

8

Jun 1, 2026

Amazon Photo tail nodes

89.28Accuracy

8

Jun 1, 2026

Wiki-CS tail nodes

79.25Accuracy (Tail Nodes)

8

Jun 1, 2026

PubMed tail nodes

86.85Accuracy

8

Jun 1, 2026

Citeseer tail nodes

67.17Accuracy

8

Jun 1, 2026

Cora tail nodes

82.05Accuracy (Cora Tail)

8

Jun 1, 2026

Chameleon head nodes

38.85Accuracy

8

Jun 1, 2026

Squirrel head nodes

35.72Accuracy

8

Jun 1, 2026

Actor head nodes

34.27Accuracy

8

Jun 1, 2026

Ogbn-arxiv head nodes

80.89Accuracy

8

Jun 1, 2026

Coauthor Physics head nodes

97.7Accuracy

8

Jun 1, 2026

Coauthor CS head nodes

94.08Accuracy

8

Jun 1, 2026

Amazon Computer head nodes

91.51Accuracy

8

Jun 1, 2026

Amazon Photo head nodes

95.28Accuracy

8

Jun 1, 2026

Wiki-CS head nodes

85.35Accuracy

8

Jun 1, 2026

PubMed head nodes

88.14Accuracy

8

Jun 1, 2026

Cora head nodes

85.82Accuracy (Cora Head Nodes)

8

Jun 1, 2026

84.97Average F1

8

May 27, 2026

Page 59 of 87

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Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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