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Papers Benchmarks Datasets Tasks

Node Classification research benchmarks – Page 38 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

83.74Average Accuracy

14

Feb 26, 2026

67.25Accuracy

14

Mar 11, 2026

Total Average 28 datasets (test)

71.13Accuracy

14

Feb 26, 2026

62.54Accuracy

14

Feb 26, 2026

Binary Sparse 8 datasets (test)

63.87Accuracy

14

Feb 26, 2026

Binary Dense (test)

85.26Accuracy

14

Feb 26, 2026

Sparse 4 datasets (test)

84.35Accuracy

14

Feb 26, 2026

Unsigned Dense (test)

0.775Accuracy

14

Feb 26, 2026

Signed Dense 5 datasets (test)

69.09Accuracy

14

Feb 26, 2026

86.66ID Accuracy

14

Feb 26, 2026

90.64ID Accuracy

14

Feb 26, 2026

78.69Accuracy

14

Mar 25, 2026

PubMed Uniform Missing (test)

78.56Accuracy

14

Feb 26, 2026

PubMed Structural Missing (test)

77.8Accuracy

14

Feb 26, 2026

70Accuracy

14

Feb 26, 2026

91Accuracy

14

Feb 26, 2026

70Accuracy

14

Feb 26, 2026

69.95BACC

14

Feb 26, 2026

Citeseer standard (test)

80.7Node Classification Accuracy

14

Feb 26, 2026

85.23Accuracy

14

Jun 9, 2026

Squirrel Hnode = 0.22

61.48Accuracy

14

Feb 26, 2026

Twitch-DE (test)

74.31ROC AUC

14

Feb 26, 2026

87.196Weighted Accuracy

14

Feb 26, 2026

AMiner HGB (test)

77.26Macro F1 Score

14

Feb 26, 2026

0.929Accuracy

14

Feb 26, 2026

Page 38 of 87

Popular datasets

Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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