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Papers Benchmarks Datasets Tasks

Graph Classification research benchmarks – Page 16 · SOTA2 Research

Graph Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SUMotif bias = 0.6 (test)

81.44Accuracy

13

Feb 26, 2026

SUMotif bias = 0.33 (test)

80.77Accuracy

13

Feb 26, 2026

SPMotif bias = 0.9 (test)

84.02Accuracy

13

Feb 26, 2026

SPMotif bias = 0.6 (test)

87.12Accuracy

13

Feb 26, 2026

SPMotif bias = 0.33 (test)

88.72Accuracy

13

Feb 26, 2026

DrugOOD Ki-Size

81.5ROC-AUC

13

Feb 26, 2026

DrugOOD Ki-Assay

77.1ROC-AUC

13

Feb 26, 2026

28.49Accuracy

13

Feb 26, 2026

44.21Accuracy

13

Feb 26, 2026

DrugOOD EC-Size

66.2ROC-AUC

13

Feb 26, 2026

DrugOOD EC-Assay

0.799ROC-AUC

13

Feb 26, 2026

57.22Accuracy

13

Feb 26, 2026

80.026Accuracy

13

Apr 2, 2026

ToxCast Molecule OGB (standard)

65.44ROC-AUC

13

Feb 26, 2026

D&D Biochemical TU (10-fold cross val)

78.74Accuracy

13

Feb 26, 2026

78.72Accuracy

13

Feb 26, 2026

100Accuracy

13

Feb 26, 2026

92.57Accuracy

13

Feb 26, 2026

OGBG-MOLHIV (test)

77.75Accuracy

13

Feb 26, 2026

E-Commerce 5-shot

77.82F1 Score

12

Jun 30, 2026

51F1 Score

12

Jun 30, 2026

59.81F1 Score

12

Jun 30, 2026

E-Commerce semi-supervised (test)

86.36F1 Score

12

Jun 30, 2026

BACE semi-supervised (test)

62.42F1 Score

12

Jun 30, 2026

BBBP semi-supervised (test)

68.04F1 Score

12

Jun 30, 2026

Page 16 of 30

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