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Node Classification research benchmarks – Page 67 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Louvain (k = 15)

99.33PR-AUC (C2)

7

May 8, 2026

Squirrel H = .23

32.2Accuracy

7

Apr 23, 2026

Cornell H = .34

76.3Accuracy

7

Apr 23, 2026

Wisconsin H = .37

82.5Accuracy

7

Apr 23, 2026

84.2Accuracy

7

Apr 23, 2026

Chameleon H = .26

56.1Accuracy

7

Apr 23, 2026

79.8Accuracy

7

Apr 23, 2026

CiteSeer H = .81

71.9Accuracy

7

Apr 23, 2026

83.5Accuracy

7

Apr 23, 2026

99.92Accuracy

7

Apr 23, 2026

100Accuracy

7

Apr 23, 2026

100Accuracy

7

Apr 23, 2026

92.2Accuracy

7

Apr 23, 2026

100Accuracy

7

Apr 23, 2026

City-Networks LA (test)

65.53Accuracy

7

Apr 7, 2026

AMiner-L r: 0.05 (test)

90.87Accuracy

7

Mar 31, 2026

77.07Accuracy / ROC-AUC

7

Mar 12, 2026

Toys to Books zero-shot (test)

47.3Accuracy (Zero-Shot)

7

Mar 6, 2026

Cora delta=11 (test)

78.48F1 Score

7

Feb 26, 2026

Cora HOMO. (10%/10%/80%)

74.92Accuracy

7

Feb 26, 2026

Twitter HOMO. (10%/10%/80%)

74.28Accuracy

7

Feb 26, 2026

Walmart 1.0 (10%/10%/80%)

63.89Accuracy

7

Feb 26, 2026

Congress 1.0 (10%/10%/80%)

93.16Accuracy

7

Feb 26, 2026

Cora HOMO. (50%/25%/25%)

82.39Accuracy

7

Feb 26, 2026

TWITTER HOMO. (50%/25%/25%)

78.12Accuracy

7

Feb 26, 2026

Page 67 of 87

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Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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