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Papers Benchmarks Datasets Tasks

Node Classification research benchmarks – Page 43 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

96.86Accuracy

12

Jul 3, 2026

PubMed node clustering coefficient shift

64.7F1 Score

12

Jun 30, 2026

CiteSeer node clustering coefficient shift

45.1F1 Score

12

Jun 30, 2026

Cora node clustering coefficient shift

61.4F1 Score

12

Jun 30, 2026

95.85ROC-AUC

12

Jun 23, 2026

68.3Accuracy

12

Jun 9, 2026

Graph Transformer

98.55Accuracy

12

Jun 8, 2026

Graph Transformer

98.49Accuracy (c2)

12

Jun 8, 2026

Graph Transformer

98.21Accuracy

12

Jun 8, 2026

ACM community c3

95.69Accuracy

12

Jun 8, 2026

ACM community c2

95.62Accuracy

12

Jun 8, 2026

ACM (community c1)

95.35Accuracy

12

Jun 8, 2026

DBLP community c3

Graph Transformer

93.69Accuracy

12

Jun 8, 2026

DBLP community c2

Graph Transformer

93.62Accuracy

12

Jun 8, 2026

DBLP community c1

Graph Transformer

93.35Accuracy

12

Jun 8, 2026

Citeseer (Community c3)

Graph Transformer

91.54Accuracy

12

Jun 8, 2026

Citeseer (Community c2)

Graph Transformer

91.9Accuracy

12

Jun 8, 2026

Citeseer (Community c1)

Graph Transformer

91.86Accuracy

12

Jun 8, 2026

Amazon c3 community

98.18Accuracy

12

Jun 8, 2026

Amazon c2 community

97.29Accuracy

12

Jun 8, 2026

Amazon (c1 community)

97.46Accuracy

12

Jun 8, 2026

DGL dataset P (test)

84.57Accuracy

12

Jun 4, 2026

DGL dataset E (test)

91.13Accuracy

12

Jun 4, 2026

GraphCLIP+ HyRAG

67.24Accuracy

12

Jun 4, 2026

41.05Mean Accuracy

12

May 27, 2026

Page 43 of 87

Popular datasets

Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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