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Graph Classification research benchmarks – Page 30 · SOTA2 Research

Graph Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CORA 50% edges retained

80.41Accuracy

2

Feb 26, 2026

CORA 25% edges retained

78.12Accuracy

2

Feb 26, 2026

CITESEER 100% full graph

76.11Accuracy

2

Feb 26, 2026

CITESEER (75% edges retained)

75.5Accuracy

2

Feb 26, 2026

CITESEER 50% edges retained

74.9Accuracy

2

Feb 26, 2026

CITESEER 25% edges retained

74.6Accuracy

2

Feb 26, 2026

Tox21 MMP (train)

60.83F1 Macro

1

May 12, 2026

Tox21 ARE (train)

50.16F1 Macro

1

May 12, 2026

98.69F1 Macro

1

May 12, 2026

1Runtime (s)

1

Feb 26, 2026

MUTAG TU (test)

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

ENZYMES TU (test)

—

—Primary metric

0

Feb 26, 2026

MalNet Large (test)

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

EXP-Class (test)

—

—Primary metric

0

Feb 26, 2026

ogbg-molhiv 1.1 (val)

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

Page 30 of 30

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