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Node Classification research benchmarks – Page 54 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Actor full-supervised

40.62Accuracy

10

Feb 26, 2026

Photo full-supervised

94.85Mean Accuracy

10

Feb 26, 2026

Computers full-supervised

90.31Mean Accuracy

10

Feb 26, 2026

Cornell semi-supervised (test)

48.37Mean Accuracy

10

Feb 26, 2026

Actor semi-supervised (test)

30.33Mean Accuracy

10

Feb 26, 2026

Amazon Photo semi-supervised (test)

92.16Accuracy

10

Feb 26, 2026

Amazon Computers semi-supervised (test)

84.18Mean Accuracy

10

Feb 26, 2026

CoFree-GNN+DropEdge-K

137.1Avg Runtime (ms)

10

Feb 26, 2026

CiteSeer homophily graph (test)

71.96Accuracy

10

Feb 26, 2026

66.34Accuracy

10

Feb 26, 2026

91.8Mean Accuracy

10

Feb 26, 2026

92.92Mean Accuracy

10

Feb 26, 2026

39.3Accuracy

10

Feb 26, 2026

Chameleon dense

67.48Mean Accuracy

10

Feb 26, 2026

ogbn-papers100M transductive (test)

68Accuracy

10

Feb 26, 2026

ogbn-papers100M transductive (val)

71.72Accuracy

10

Feb 26, 2026

A-Computers (test)

84.43Accuracy

10

Feb 26, 2026

A-Photo v1 (test)

92.73Accuracy

10

Feb 26, 2026

A-Computers v1 (test)

82.79Accuracy

10

Feb 26, 2026

Homo sapiens PPI

0.227Micro F1

10

Feb 26, 2026

88.3Micro F1

10

Feb 26, 2026

66.6Micro F1

10

Feb 26, 2026

0.709Micro F1

10

Feb 26, 2026

33.3Macro F1

10

Feb 26, 2026

Homo sapiens PPI

18.9Macro F1

10

Feb 26, 2026

Page 54 of 87

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