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Papers Benchmarks Datasets Tasks

Node Classification research benchmarks – Page 19 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

76.46AUC

25

May 29, 2026

Pubmed standard (original)

82.69Accuracy

25

Feb 26, 2026

Arxiv Real-World

68.15Accuracy

24

Jun 16, 2026

PubMed Real-World

92.5Accuracy

24

Jun 16, 2026

Cora Real-World

86.33Accuracy

24

Jun 16, 2026

Tree ECHO (test)

1.33Average Rank

24

May 12, 2026

Lobster ECHO (test)

95Accuracy

24

May 12, 2026

Line ECHO (test)

1.33Average Rank

24

May 12, 2026

Ladder ECHO (test)

1.33Average Rank

24

May 12, 2026

Grid ECHO (test)

76.36Accuracy

24

May 12, 2026

Caterpillar ECHO (test)

1.33Average Rank

24

May 12, 2026

Wisconsin L=L* (test)

64.8Accuracy

24

May 12, 2026

Texas L=L* (test)

61.11Accuracy

24

May 12, 2026

Squirrel L=L* (test)

67.27Accuracy

24

May 12, 2026

Cornell L=L* (test)

56.67Accuracy

24

May 12, 2026

Cora L=L* (test)

85.26Accuracy

24

May 12, 2026

Chameleon L=L* (test)

75.07Accuracy

24

May 12, 2026

Actor L=L* (test)

26.45Accuracy

24

May 12, 2026

99.37Attack Success Rate (ASR)

24

May 12, 2026

95.88Accuracy Success Rate (ASR)

24

May 12, 2026

0.09Attack Success Rate

24

May 12, 2026

82.49Accuracy

24

May 6, 2026

77.1F1 Score

24

May 20, 2026

Ogbn-arxiv naturally imbalanced setting (ρ ≈ 775.4) (test)

51.84bAcc

24

Mar 18, 2026

86.51Clean Accuracy

24

Mar 6, 2026

Page 19 of 87

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Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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