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Node Classification research benchmarks – Page 66 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.009Training Time (s)

8

Feb 26, 2026

Amazon Photos (10/10/80%)

1,637Memory (MB)

8

Feb 26, 2026

PubMed (train/val/test 10/10/80%)

1,629Memory (MB)

8

Feb 26, 2026

CiteSeer (train val test 10 10 80%)

1,587Memory (MB)

8

Feb 26, 2026

Cora (train val test 10 10 80%)

1,475Memory (MB)

8

Feb 26, 2026

PATTERN 14,000 graphs

86.865Accuracy

8

Feb 26, 2026

CLUSTER 12,000 graphs

77.856Accuracy

8

Feb 26, 2026

97.2Accuracy

8

Feb 26, 2026

Amazon2M (random)

76.2Accuracy

8

Feb 26, 2026

Reddit (random)

93.5Accuracy

8

Feb 26, 2026

Synthetic chain graphs length 200 (test)

Higher-order Transformer

100Micro-F1

8

Feb 26, 2026

490Time per Epoch

8

Feb 26, 2026

Cora fully-supervised (test)

0.902Accuracy

8

Feb 26, 2026

Computers (dense)

90.95Accuracy

7

Jun 25, 2026

95.74Accuracy

7

Jun 25, 2026

INSTAGRAM (unseen)

61.1Accuracy

7

Jun 23, 2026

WIKICS (unseen)

66.9Accuracy

7

Jun 23, 2026

MC-GRA (+) + MC-GPB (+) protected GPR-GNN

83Accuracy

7

Jun 9, 2026

Pubmed medium (test)

75.1Accuracy (Clean)

7

May 25, 2026

Citeseer small (test)

72.9Accuracy (Clean)

7

May 25, 2026

90.49Accuracy

7

May 13, 2026

99Marginal Coverage

7

May 11, 2026

100Marginal Coverage

7

May 11, 2026

100Marginal Coverage

7

May 11, 2026

98.6Marginal Coverage

7

May 11, 2026

Page 66 of 87

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Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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