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Node Classification research benchmarks – Page 45 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

98.76F1 Score

12

Feb 26, 2026

Colorectal Cancer BP (test)

0.56Macro F1 Score

12

Feb 26, 2026

69.62Micro-F1

12

Feb 26, 2026

91.33Accuracy

12

Feb 26, 2026

65.51Accuracy

12

Feb 26, 2026

Cora Degree Shift OOD-low bottom 15% nodes by degree (test)

83Accuracy

12

Feb 26, 2026

Computers homogeneous (test)

86.6Macro F1

12

Feb 26, 2026

Photo homogeneous (test)

91.9Macro F1 Score

12

Feb 26, 2026

Co-Physics (test)

Biased Sampling Query Algorithm

89.2Macro-F1

12

Feb 26, 2026

Squirrel Heterophilous (train val test)

61.8Accuracy

12

Feb 26, 2026

Film Heterophilous (train val test)

37.9Accuracy

12

Feb 26, 2026

Cornell WebKB (train-val-test)

86.5Accuracy

12

Feb 26, 2026

WebKB Wisconsin (train-val-test)

0.894Accuracy

12

Feb 26, 2026

WebKB Texas (train-val-test)

88.9Accuracy

12

Feb 26, 2026

Chameleon heterophilic (test)

67.33Accuracy

12

Feb 26, 2026

Wisconsin heterophilic (test)

82.31Accuracy

12

Feb 26, 2026

3.54ECE

12

Feb 26, 2026

0.42ECE

12

Feb 26, 2026

0.81ECE

12

Feb 26, 2026

1.48ECE

12

Feb 26, 2026

0.98ECE

12

Feb 26, 2026

3.86ECE

12

Feb 26, 2026

FB100 original (test)

82.28Accuracy

12

Feb 26, 2026

Flickr original (test)

51.01Accuracy

12

Feb 26, 2026

Coauthor Physics (transductive)

93.6Accuracy

12

Feb 26, 2026

Page 45 of 87

Popular datasets

Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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