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Node Classification research benchmarks – Page 9 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Roman-empire non-overlapping subgraph partitioning

71.95Accuracy

45

May 8, 2026

CiteSeer (60%/20%/20%)

86.85Test Accuracy

45

Mar 11, 2026

77.24Accuracy

45

Mar 23, 2026

86.33F1-AP

45

Feb 27, 2026

88.54F1 (AP)

45

Feb 27, 2026

CiteSeer 1% label rate

truncated Krylov

68.4Accuracy

45

Feb 26, 2026

CiteSeer 0.5% label rate

truncated Krylov

63.7Accuracy

45

Feb 26, 2026

Photo semi-supervised (test)

86.6Accuracy

44

Jun 23, 2026

88.75Accuracy

44

Jun 12, 2026

79.5Macro F1

44

May 4, 2026

AICOG (HB) SUBCOMP

87Micro-F1

44

May 4, 2026

GOODCora Covariate shift, degree (test)

68.67Accuracy

44

Mar 26, 2026

Film 60%/20%/20%

43.05Test Accuracy

44

Mar 11, 2026

Arxiv Source: 1950-2011, Target: 2014-2016

59.26Accuracy

44

May 12, 2026

Arxiv Source: 1950-2007, Target: 2014-2016

50.95Accuracy

44

May 12, 2026

53.35Micro F1

44

Jun 2, 2026

Squirrel 60%/20%/20% random splits

62.14Accuracy

44

Feb 26, 2026

Penn94 50/25/25 (test)

84.71Accuracy

44

Feb 26, 2026

84.5Accuracy

43

Jul 7, 2026

Wisconsin (60%/20%/20%)

98Test Accuracy

43

Mar 11, 2026

Chameleon (filtered splits)

44.9Accuracy

43

Feb 26, 2026

9 real-world datasets (average)

1.56Average Ranking

43

Feb 26, 2026

99.09F1 Score (micro)

43

May 8, 2026

Cora 2% label rate

truncated Krylov

0.803Accuracy

43

Mar 4, 2026

Social domains Blog2 to Blog1

52.42Micro-F1

42

Feb 26, 2026

Page 9 of 87

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