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Papers Benchmarks Datasets Tasks

Node Classification research benchmarks – Page 48 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Arxiv 1950-2011 2016-2018 (train)

53.61Accuracy

11

May 12, 2026

Arxiv 1950-2009 2016-2018 (train)

45.08Accuracy

11

May 12, 2026

Arxiv 2014-2016 1950-2009 (train)

46.68Accuracy

11

May 12, 2026

Arxiv 2016-2018 1950-2007 (train)

41.23Accuracy

11

May 12, 2026

89.98Accuracy

11

Apr 21, 2026

81.37Accuracy

11

Apr 21, 2026

Citeseer 20-shot

72.91Accuracy

11

Apr 21, 2026

93.31Micro-F1

11

Apr 1, 2026

Squirrel 48/32/20 (test)

0.589Accuracy

11

Mar 31, 2026

Amazon Computers 48/32/20 (test)

90.43Accuracy

11

Mar 31, 2026

Syn1 (final labels)

81.78Macro F1

11

Mar 26, 2026

66.55Accuracy

11

Mar 11, 2026

62.73Accuracy

11

Mar 11, 2026

59.93Accuracy (%)

11

Mar 6, 2026

Cornell heterophilous (official)

80.3Accuracy

11

Mar 5, 2026

Wisconsin heterophilous (official)

82.9Accuracy

11

Mar 5, 2026

53.2Accuracy

11

Feb 26, 2026

WikiCS 1-shot (test)

45.37Accuracy

11

Feb 26, 2026

CS 1-shot (test)

68.33Accuracy

11

Feb 26, 2026

Computers 1-shot (test)

54.89Accuracy

11

Feb 26, 2026

PubMed 1-shot (test)

53.54Accuracy

11

Feb 26, 2026

CiteSeer 1-shot (test)

51.55Accuracy

11

Feb 26, 2026

Cora 1-shot (test)

57.8Accuracy

11

Feb 26, 2026

Tolokers heterophilic (test)

0.858AUC

11

May 14, 2026

Deezer (random splits)

67.1Accuracy

11

Feb 26, 2026

Page 48 of 87

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