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Papers Benchmarks Datasets Tasks

Multi-label node classification research benchmarks · SOTA2 Research

Multi-label node classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Abnomal (6:2:2)

53.98Macro F1

12

Jul 2, 2026

BlogCat (6:2:2)

59.02Macro F1

12

Jul 2, 2026

Delve-M (6:2:2)

58.87Macro F1

12

Jul 2, 2026

86.5Macro F1 Score

12

Jul 2, 2026

Abnomal (2:2:6 split)

51.91Macro F1

11

Jul 2, 2026

BlogCat (2:2:6 split)

57.07Macro F1

11

Jul 2, 2026

Delve-M (2:2:6 split)

52.56Macro F1

11

Jul 2, 2026

84.05Macro F1

11

Jul 2, 2026

EukLoc node split (6:2:2)

72.92Macro AUC

11

Jul 2, 2026

HumLoc node split (6:2:2)

73.22Macro AUC

11

Jul 2, 2026

PCG node split (6:2:2)

65.73Macro AUC

11

Jul 2, 2026

OGB-p node split (6:2:2)

74.82Macro AUC

11

Jul 2, 2026

BlogCat node split (6:2:2)

70.21Macro AUC

11

Jul 2, 2026

DBLP node split (6:2:2)

94.38Macro AUC

11

Jul 2, 2026

42.24Micro-F1

9

Apr 23, 2026

93.05Micro F1 Score

9

Apr 23, 2026

66.92Micro-F1

9

Apr 23, 2026

ogbn-proteins (val)

UniMP+CrossEdgeFeat

0.926ROC AUC

8

Feb 26, 2026

EukLoc (inductive)

66.35AUC

6

Jul 2, 2026

DBLP (inductive)

79.32AUC

6

Jul 2, 2026

48Micro F1 Score

4

Feb 26, 2026

Wikipedia word cooccurrence network (50% labels)

15.52Macro F1

4

Feb 26, 2026

PPI Homo sapiens (50% labels)

0.179Macro F1

4

Feb 26, 2026

BlogCatalog (50% labels)

0.258Macro-F1

4

Feb 26, 2026

Popular datasets

DBLP BlogCat EukLoc Delve Abnomal

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