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Papers Benchmarks Datasets Tasks

Node Classification research benchmarks – Page 84 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Coauthor CS (60%/20%/20%)

0.96Mean Test Accuracy

3

Feb 26, 2026

Computers (60%/20%/20%)

91.47Mean Test Accuracy

3

Feb 26, 2026

Photo (60%/20%/20%)

95.35Mean Test Accuracy

3

Feb 26, 2026

84.23Accuracy

3

Feb 26, 2026

82.34Accuracy

3

Feb 26, 2026

Pubmed v2 (test)

78.56Accuracy (Mean)

3

Feb 26, 2026

ogbn-arxiv (s1)

Pre-trained Model

78.84Accuracy

3

Feb 26, 2026

grb-Cora (test)

75.5Accuracy

3

Feb 26, 2026

77.23Accuracy

3

Feb 26, 2026

67.33Accuracy

3

Feb 26, 2026

63.38Accuracy

3

Feb 26, 2026

63.97Accuracy

3

Feb 26, 2026

84.54Accuracy

3

Feb 26, 2026

86.21Accuracy

3

Feb 26, 2026

ogbn-products (transductive)

76.53Accuracy

3

Feb 26, 2026

ogbn-products (inductive)

76.89Accuracy

3

Feb 26, 2026

ogbn-products (production)

76.6Accuracy

3

Feb 26, 2026

ogbn-arxiv (inductive)

0.706Accuracy

3

Feb 26, 2026

ogbn-arxiv (production)

70.73Accuracy

3

Feb 26, 2026

Amazon Photo (inductive)

91.5Accuracy

3

Feb 26, 2026

Amazon Photo (production)

92.38Accuracy

3

Feb 26, 2026

Amazon Computer (inductive)

82.08Accuracy

3

Feb 26, 2026

Amazon Computer (production)

82.29Accuracy

3

Feb 26, 2026

Pubmed (production)

74.88Accuracy

3

Feb 26, 2026

Citeseer (production)

69.27Accuracy

3

Feb 26, 2026

Page 84 of 87

Popular datasets

Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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