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Papers Benchmarks Datasets Tasks

Graph Classification research benchmarks – Page 14 · SOTA2 Research

Graph Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SST2 length OOD

81.9Accuracy

14

Apr 10, 2026

CMNIST color OOD

48.1Accuracy

14

Apr 10, 2026

CMNIST color ID

79.3Accuracy

14

Apr 10, 2026

51.21Accuracy

14

Mar 18, 2026

71.75ROC-AUC

14

Mar 16, 2026

GOOD-Twitter length

59.42Accuracy

14

Mar 16, 2026

65.5Accuracy

14

May 19, 2026

Mutagenicity (test)

84.8Accuracy

14

Mar 18, 2026

Molbace size split

83.68ROC AUC

14

Feb 26, 2026

Molbbbp (size split)

0.828ROC AUC

14

Feb 26, 2026

CMNIST color GOOD

53.3Accuracy

14

Feb 26, 2026

Motif GOOD (basis)

0.698ROC-AUC

14

Feb 26, 2026

Motif GOOD size

63.71ROC AUC

14

Feb 26, 2026

MUTAG TU (unsupervised)

90.4Accuracy

14

Feb 26, 2026

PROTEINS TU (unsupervised)

76.2Accuracy

14

Feb 26, 2026

NCI1 TU (unsupervised)

80.7Accuracy

14

Feb 26, 2026

COLLAB 10-fold CV (test)

84.3Accuracy

14

Feb 26, 2026

HIV Molecule OGB (standard)

HyperDrop + GMT

0.778ROC AUC

14

Feb 26, 2026

IMDB-M Social TU (10-fold cross validation)

51.68Accuracy

14

Feb 26, 2026

IMDB-B Social TU (10-fold cross val)

HyperDrop + GMT

74.45Accuracy

14

Feb 26, 2026

IMDB-M TU (test)

50.3Accuracy

14

May 25, 2026

IMDB-B TU (test)

0.743Accuracy

14

May 25, 2026

79.6Accuracy

14

May 25, 2026

PROTEINS TU (test)

75.5Accuracy

14

May 25, 2026

MoleculeNet 1:1:8 scaffold split (test)

70.07Tox21 Accuracy

13

Jun 17, 2026

Page 14 of 30

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