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Papers Benchmarks Datasets Tasks

Node Classification research benchmarks – Page 40 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Flickr (transductive)

53.23Accuracy

14

Feb 26, 2026

Cora transductive (full-supervised)

88.24Accuracy

14

Feb 26, 2026

ogbn-products (val)

94Accuracy

14

Apr 2, 2026

89.85Accuracy

14

Feb 26, 2026

87.55Accuracy

14

Feb 26, 2026

PUBMED inductive setting (test)

85.84Accuracy

14

Feb 26, 2026

40.04Micro-F1

14

Feb 26, 2026

PPI inductive (test)

97.37F1 Score

14

Feb 26, 2026

DBLP inductive (test)

59.83Accuracy

13

Jun 23, 2026

SportsFit inductive (test)

31.56Accuracy

13

Jun 23, 2026

ogbn-products 10-shot

83.77Accuracy

13

Jun 11, 2026

ogbn-arxiv 10-shot

71.47Accuracy

13

Jun 11, 2026

78.8Accuracy

13

Jun 11, 2026

ogbn-products 5-shot

83.45Accuracy (%)

13

Jun 11, 2026

78.33Accuracy

13

Jun 11, 2026

ogbn-products 3-shot

82.82Accuracy

13

Jun 11, 2026

74.8Accuracy

13

Jun 11, 2026

Instagram semi-supervised (test)

64.8Accuracy

13

Jun 11, 2026

CiteSeer semi-supervised Planetoid split modified (20% sample) (test)

38.12Accuracy

13

Jun 11, 2026

Cora semi-supervised Planetoid split modified (20% sample) (test)

52.33Accuracy

13

Jun 11, 2026

GraphCLIP+ HyRAG

72.66Accuracy

13

Jun 4, 2026

52.03AUC-ROC

13

May 22, 2026

77.67Accuracy

13

May 14, 2026

61.66Accuracy

13

Apr 23, 2026

57Accuracy

13

Apr 23, 2026

Page 40 of 87

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Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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