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Node Classification research benchmarks – Page 83 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

YouTube (7% labeled nodes)

45.26Micro F1 Score

4

Feb 26, 2026

YouTube (6% labeled nodes)

44.93Micro F1 Score

4

Feb 26, 2026

YouTube 5% labeled nodes

44.53Micro-F1

4

Feb 26, 2026

YouTube 4% labeled nodes

43.96Micro F1 Score

4

Feb 26, 2026

YouTube 3% labeled nodes

43.06Micro F1

4

Feb 26, 2026

YouTube (2% labeled nodes)

0.419Micro F1 Score

4

Feb 26, 2026

YouTube 1% labeled nodes

39.68Micro-F1

4

Feb 26, 2026

PubMed (3-fold)

89.07Accuracy

4

Feb 26, 2026

20Dataset Scale

3

Jun 26, 2026

78.7Accuracy

3

Jun 23, 2026

Neural Factor Trees

0.469Log-likelihood

3

Jun 9, 2026

77.7Accuracy

3

Jun 1, 2026

55.9Accuracy (Feature)

3

Mar 11, 2026

ogbn-Home 5-shot

68.9Accuracy (Feature)

3

Mar 11, 2026

98.17ASR

3

Mar 6, 2026

96.71ASR

3

Mar 6, 2026

99.03ASR

3

Mar 6, 2026

3Avg Model Evaluations

3

Feb 26, 2026

11Avg Model Evaluations

3

Feb 26, 2026

98.14PM

3

Feb 26, 2026

60.69PM

3

Feb 26, 2026

74.1PM

3

Feb 26, 2026

29.36Overall F1

3

Feb 26, 2026

ogbn-arxiv non-overlapping (20 clients)

68.77Accuracy

3

Feb 26, 2026

Coauthor Physics (60%/20%/20%)

97.22Mean Test Accuracy

3

Feb 26, 2026

Page 83 of 87

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