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Papers Benchmarks Datasets Tasks

Node Classification research benchmarks – Page 52 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Wisconsin 2% labeling ratio

54.7Accuracy

10

Mar 4, 2026

DBLP 3% labeling ratio

80.3Accuracy

10

Mar 4, 2026

DBLP 2% labeling ratio

72.4Accuracy

10

Mar 4, 2026

Wiki 3% labeling ratio

17.8Accuracy

10

Mar 4, 2026

Wiki 2% labeling ratio

16.1Accuracy

10

Mar 4, 2026

PubMed 3% labeling ratio

66.3Accuracy

10

Mar 4, 2026

PubMed 2% labeling ratio

63.2Accuracy

10

Mar 4, 2026

45.89Accuracy (ACC)

10

Mar 4, 2026

54.3Accuracy

10

Mar 4, 2026

53.04Accuracy

10

Mar 4, 2026

72Accuracy

10

Feb 26, 2026

67.76Micro-F1

10

Feb 26, 2026

WikiCS GLBench (supervised)

77.72Accuracy

10

Apr 23, 2026

Pubmed GLBench (supervised)

75.61Accuracy

10

Apr 23, 2026

Citeseer GLBench (supervised)

73.04Accuracy

10

Apr 23, 2026

Cora GLBench supervised

76.45Accuracy

10

Apr 23, 2026

WikiCS LLM-embedded (test)

0.798Accuracy

10

Feb 26, 2026

Sportsfit LLM-embedded (test)

83.12Accuracy

10

Feb 26, 2026

Children LLM-embedded (test)

0.362Accuracy

10

Feb 26, 2026

History LLM-embedded (test)

75.86Accuracy

10

Feb 26, 2026

Pubmed LLM-embedded (test)

85.05Accuracy

10

Feb 26, 2026

Citeseer LLM-embedded (test)

76.03Accuracy

10

Feb 26, 2026

Cora LLM-embedded (test)

84.44Accuracy

10

Feb 26, 2026

WikiCS 3 OOD classes

81.75ID Accuracy

10

Feb 26, 2026

92.42ID Accuracy

10

Feb 26, 2026

Page 52 of 87

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