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Papers Benchmarks Datasets Tasks

Node Classification research benchmarks – Page 72 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Breast Cancer Rel (test)

61Macro F1 Score

6

Feb 26, 2026

Lung Cancer CC (test)

39.5Macro F1 Score

6

Feb 26, 2026

Breast Cancer CC (test)

41.8Macro F1 Score

6

Feb 26, 2026

Lung Cancer BP (test)

0.584Macro F1 Score

6

Feb 26, 2026

Breast Cancer BP (test)

0.571Macro F1 Score

6

Feb 26, 2026

21Avg Model Evaluations

6

Feb 26, 2026

36Avg Model Evaluations

6

Feb 26, 2026

44Avg Model Evaluations

6

Feb 26, 2026

Citeseer (test)

GCN (Reference)

76F1 Score

6

Feb 26, 2026

GCN (Reference)

0.93F1 Score

6

Feb 26, 2026

Coauthor (test)

GCN (Reference)

92F1 Score

6

Feb 26, 2026

DBLP 80% uniform noise (test)

26Accuracy

6

Feb 26, 2026

DBLP 60% uniform noise (test)

47Accuracy

6

Feb 26, 2026

OGBN-Products uniform missing (test)

69.26Accuracy

6

Feb 26, 2026

OGBN-Products structural missing (test)

69.04Accuracy

6

Feb 26, 2026

pokec-regions GraphLand (test)

46.17Accuracy

6

Feb 26, 2026

tolokers-2 GraphLand (test)

53.78Accuracy

6

Feb 26, 2026

hm-categories GraphLand (test)

67.96Accuracy

6

Feb 26, 2026

artnet-exp GraphLand (test)

46.62Accuracy

6

Feb 26, 2026

WikiCS concept_degree (test)

79.96Accuracy

6

Feb 26, 2026

citeseer concept_degree (test)

75.8Accuracy

6

Feb 26, 2026

cora concept_degree (test)

88.77Accuracy

6

Feb 26, 2026

77.49Accuracy (p=0.4)

6

Feb 26, 2026

75.68Accuracy (P=0.4)

6

Feb 26, 2026

90.14Fit

6

Feb 26, 2026

Page 72 of 87

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