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Papers Benchmarks Datasets Tasks

Node Classification research benchmarks – Page 62 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

DBLP 20% (train val)

42.9Accuracy

8

Feb 26, 2026

BAT 20% (train val)

41.5Accuracy

8

Feb 26, 2026

ACM 20% (train val)

67Accuracy

8

Feb 26, 2026

Citeseer 5% (train val)

52.6Accuracy

8

Feb 26, 2026

Cora (5% train val)

72.5Accuracy

8

Feb 26, 2026

Chameleon 5% (train val)

33.3Accuracy

8

Feb 26, 2026

KarateClub (5% train val)

95.5Accuracy

8

Feb 26, 2026

TerroristRel 5% (train val)

76.5Accuracy

8

Feb 26, 2026

PolBlogs (5% train val)

95.2Accuracy

8

Feb 26, 2026

LastFM (5% train/val)

56.2Accuracy

8

Feb 26, 2026

IIP 5% (train val)

63.6Accuracy

8

Feb 26, 2026

Gene 5% (train val)

67.1Accuracy

8

Feb 26, 2026

Wiki 5% (train/val)

33.7Accuracy

8

Feb 26, 2026

UAT 5% (train val)

43.8Accuracy

8

Feb 26, 2026

EAT 5% (train/val)

37.2Accuracy

8

Feb 26, 2026

DBLP (5% train val)

38.2Accuracy

8

Feb 26, 2026

BAT 5% (train val)

44.7Accuracy

8

Feb 26, 2026

ACM 5% (train val)

53.4Accuracy

8

Feb 26, 2026

Citeseer (fixed)

73.78Accuracy

8

Feb 26, 2026

Squirrel Heterophilic (10 train val test splits)

49.93Accuracy

8

Feb 26, 2026

Actor Heterophilic (10 train/val/test splits)

38.01Accuracy

8

Feb 26, 2026

Wisconsin Heterophilic (10 train val test splits)

87.65Accuracy

8

Feb 26, 2026

Texas Heterophilic (10 train val test splits)

84.86Accuracy

8

Feb 26, 2026

Ogbn arxiv Homophilic (10 train val test splits)

70.4Accuracy

8

Feb 26, 2026

Photo Homophilic (10 train/val/test splits)

94.64Accuracy

8

Feb 26, 2026

Page 62 of 87

Popular datasets

Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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