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Node Classification research benchmarks – Page 82 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

1,438.23Running Time (s)

4

Feb 26, 2026

55.22Running Time (s)

4

Feb 26, 2026

34F1 Score

4

Feb 26, 2026

85F1 Score

4

Feb 26, 2026

93F1 Score

4

Feb 26, 2026

98F1 Score

4

Feb 26, 2026

Credit defaulter (test)

73.78AUROC

4

Feb 26, 2026

Recidivism (test)

96.55AUROC

4

Feb 26, 2026

German Credit (test)

59.88AUROC

4

Feb 26, 2026

ogbn-papers100M 1.0 (test)

67.17Accuracy

4

Feb 26, 2026

OAG-L1-Field (test)

0.868NDCG

4

Feb 26, 2026

OAG-Venue (test)

0.52NDCG

4

Feb 26, 2026

AmazonPhoto largest connected component (LCC) (Balanced)

91.4Accuracy

4

Feb 26, 2026

AmazonComputers Balanced largest connected component (LCC)

83.5Accuracy

4

Feb 26, 2026

CoauthorPhysics largest connected component (LCC) (Balanced)

93Accuracy

4

Feb 26, 2026

CoauthorCS largest connected component (LCC) (Balanced)

91.3Accuracy

4

Feb 26, 2026

PubMed Balanced largest connected component (LCC)

78.7Accuracy

4

Feb 26, 2026

CiteSeer Balanced largest connected component (LCC)

71.9Accuracy

4

Feb 26, 2026

CORA largest connected component (LCC) (Balanced)

81.8Accuracy

4

Feb 26, 2026

Pubmed FastGCN Inductive 32

88Accuracy

4

Feb 26, 2026

Cora FastGCN 24 (Inductive)

86Accuracy

4

Feb 26, 2026

Citeseer JK setting

80.78Accuracy

4

Feb 26, 2026

Cora (JK setting)

89.24Accuracy

4

Feb 26, 2026

YouTube 9% labeled nodes

45.7Micro F1 Score

4

Feb 26, 2026

YouTube (8% labeled nodes)

0.455Micro F1 Score

4

Feb 26, 2026

Page 82 of 87

Popular datasets

Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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