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Papers Benchmarks Datasets Tasks

Node Classification research benchmarks – Page 64 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

62.48Accuracy

8

Feb 26, 2026

Binary Sparse (8 datasets)

63.87Accuracy

8

Feb 26, 2026

85.11Accuracy

8

Feb 26, 2026

Sparse (4 datasets)

84.33Accuracy

8

Feb 26, 2026

0.771Accuracy

8

Feb 26, 2026

66.37Accuracy

8

Feb 26, 2026

pokec official OGB split

74.93Accuracy

8

Feb 26, 2026

89.36Accuracy

8

Feb 26, 2026

arXiv-year official OGB

49.31Accuracy

8

Feb 26, 2026

CiteSeer (standard 10-split protocol)

78.02Accuracy

8

Feb 26, 2026

WebKB Cornell fixed 10-split

86.22Accuracy

8

Feb 26, 2026

WebKB Wisconsin (fixed 10-split)

87.65Accuracy

8

Feb 26, 2026

WebKB Texas fixed 10-split

85.14Accuracy

8

Feb 26, 2026

Photo Uniform Missing (test)

91.63Accuracy

8

Feb 26, 2026

Cora Uniform Missing (test)

82.72Accuracy

8

Feb 26, 2026

Node Shift 0.8 synthetic (test)

38.64Accuracy

8

Feb 26, 2026

Node Shift 0.4 synthetic (test)

43.62Accuracy

8

Feb 26, 2026

Aminer 2017 (test)

0.455Accuracy

8

Feb 26, 2026

Aminer 2016 (test)

54.11ACC (%)

8

Feb 26, 2026

Aminer 2015 (test)

52.35Accuracy

8

Feb 26, 2026

67.4Weighted F1

8

Feb 26, 2026

28.1Weighted F1

8

Feb 26, 2026

0.501Weighted F1

8

Feb 26, 2026

81.2Weighted F1

8

Feb 26, 2026

75Weighted F1

8

Feb 26, 2026

Page 64 of 87

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Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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