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Papers Benchmarks Datasets Tasks

Node Classification research benchmarks – Page 24 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

WikiCS OOD (test)

56.99F1 Score

20

Apr 15, 2026

Reddit OOD (test)

45.82F1 Score

20

Apr 15, 2026

Citeseer (test)

0Accuracy Drop

20

Mar 30, 2026

ogbn-Home (test)

76.6Accuracy

20

Mar 11, 2026

ogbn-Tech (test)

86.7Accuracy

20

Mar 11, 2026

83.8Accuracy

20

Feb 26, 2026

95.48Micro-F1

20

Mar 18, 2026

Roman-Empire original

84.42Accuracy

20

Feb 26, 2026

Amazon-Ratings original

53.17Accuracy

20

Feb 26, 2026

Tolokers original (standard)

82.88ROC AUC

20

Feb 26, 2026

Questions v1 (test)

80.49AUC

20

Feb 26, 2026

Roman-empire v1 (test)

92.08Accuracy

20

Feb 26, 2026

Arxiv Covariate shift time split

66.47OOD Test Accuracy

20

Feb 26, 2026

Chameleon Heterophilous Dataset (train-val-test)

60.11Accuracy

20

Feb 26, 2026

Citeseer ADD-0.75 (test)

67.01Acc

20

Feb 26, 2026

Cora ADD-0.75 (test)

78.02Accuracy

20

Feb 26, 2026

Citeseer ADD-0.5 (test)

68.54Accuracy

20

Feb 26, 2026

Cora ADD-0.5 (test)

80.5Accuracy

20

Feb 26, 2026

0.625Accuracy

20

Feb 26, 2026

56.37Accuracy

20

Feb 26, 2026

87.19Acc

20

Feb 26, 2026

81.7Accuracy

20

Feb 26, 2026

Citeseer Dele-0.5 (test)

71.32Accuracy

20

Feb 26, 2026

Cora Dele-0.5 (test)

80.58Accuracy

20

Feb 26, 2026

Citeseer Dele-0.2 (test)

0.724Accuracy

20

Feb 26, 2026

Page 24 of 87

Popular datasets

Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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