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Papers Benchmarks Datasets Tasks

Node Classification research benchmarks – Page 11 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Elo-Photo (test)

84.7Accuracy

39

May 12, 2026

Instagram (test)

66.69Accuracy

39

May 12, 2026

95.81Accuracy

39

Jun 4, 2026

Computers Random (test)

85.32Balanced Accuracy (bAcc)

39

Mar 18, 2026

Wisconsin (Wis.)

87.6Accuracy

39

Jun 25, 2026

Questions overlapping subgraph partitioning

69.39AUC

39

Feb 26, 2026

Tolokers overlapping subgraph partitioning

74.54AUC

39

Feb 26, 2026

Minesweeper overlapping subgraph partitioning

76.64AUC

39

Feb 26, 2026

Amazon-ratings overlapping subgraph partitioning

42.97Accuracy

39

Feb 26, 2026

Roman-empire overlapping subgraph partitioning

65.66Accuracy

39

Feb 26, 2026

Wisconsin H=0.19

82.15Accuracy

39

Feb 26, 2026

79.73Accuracy

39

Feb 26, 2026

75.67Accuracy

39

Feb 26, 2026

Citeseer H=0.74

79.9Accuracy

39

Feb 26, 2026

87.29Accuracy

39

Feb 26, 2026

97.34Accuracy

39

Apr 13, 2026

74.13F1 Score

39

Feb 27, 2026

85.03Mean Accuracy

38

Jun 11, 2026

95.98F1 Score

38

Mar 26, 2026

94.55F1 Score

38

Mar 26, 2026

Arxiv 2023 (test)

85.11Accuracy

38

Jun 11, 2026

99.09AUC

38

Feb 26, 2026

99.59AUC

38

Feb 26, 2026

91.58Accuracy

38

Feb 26, 2026

ogbn-mag v1 (test)

56.31Accuracy

38

Feb 26, 2026

Page 11 of 87

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