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Node Classification research benchmarks – Page 13 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

91.45Overall F1

34

Feb 26, 2026

90.23Overall F1

34

Jul 3, 2026

Actor (60%/20%/20% random splits)

42.08Accuracy

34

Feb 26, 2026

75.1Accuracy

34

Feb 26, 2026

CITESEER inductive setting (test)

73.9Accuracy

34

Jun 23, 2026

Twitch Gamers Domain Skew Setting (Ratio 1:10:1:1:1:1) 30 Clients

FedProto + FedIA

74.06Accuracy (ES)

33

Jul 2, 2026

90.31Accuracy

33

Apr 28, 2026

BlogCatalog 6-way Social Media (test)

67.31Accuracy

33

Mar 17, 2026

Physics Co-authorship 5-way (test)

88.92Accuracy

33

Mar 17, 2026

Computers 10-way E-commerce (test)

53.71Accuracy

33

Mar 17, 2026

86.4Accuracy

33

Apr 14, 2026

Arxiv Source: 1950-2009, Target: 2014-2016

54.49Accuracy

33

May 12, 2026

38Accuracy

33

Feb 26, 2026

Social domains Blog1 to Blog2

55.08Micro-F1

33

Feb 26, 2026

Computers Random rho=25.50 (test)

85Balanced Accuracy

33

Feb 26, 2026

Squirrel Standard (test)

61.81Accuracy

33

Feb 26, 2026

Chameleon Standard (test)

72.66Accuracy

33

Feb 26, 2026

COCO-SP LRGB (test)

43.98F1 Score

33

Apr 7, 2026

ogbn-papers100M

69.67Accuracy

33

Jun 2, 2026

CoraFull (test)

55.86Final AP

33

Feb 26, 2026

79.23Accuracy

33

Jun 26, 2026

PubMed standard (fixed split)

80.4Accuracy

33

Feb 26, 2026

Pokec_z 10-shot

73.18Accuracy

32

Jun 4, 2026

Pokec_n 10-shot

74.65Accuracy

32

Jun 4, 2026

65.17Accuracy

32

Jun 4, 2026

Page 13 of 87

Popular datasets

Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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