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Papers Benchmarks Datasets Tasks

Node Classification research benchmarks – Page 69 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Pubmed 15 labeled nodes h=0.80

Biased Sampling Query Algorithm

78.9Micro F1

7

Feb 26, 2026

Cora h=0.81 (140 labeled nodes)

0.865Micro-F1

7

Feb 26, 2026

Cora h=0.81 (70 labeled nodes)

Biased Sampling Query Algorithm

81.8Micro-F1

7

Feb 26, 2026

Cora h=0.81 (35 labeled nodes)

Biased Sampling Query Algorithm

78.4Micro-F1

7

Feb 26, 2026

COCO LRGB (test)

38.84F1 Score

7

Feb 26, 2026

96.18Accuracy

7

Feb 26, 2026

PubMed 80/10/10 random split (test)

78.7Accuracy

7

Feb 26, 2026

CiteSeer 80/10/10 random split (test)

0.742Accuracy

7

Feb 26, 2026

CORA 80/10/10 random split (test)

83Accuracy

7

Feb 26, 2026

ogbn-arxiv official (five-fold)

47.2Accuracy

7

Feb 26, 2026

ogbn-arxiv SG, DL

47.2Accuracy

7

Feb 26, 2026

87.3Accuracy

7

Feb 26, 2026

Syn. Cycle SG, DL

88.3Accuracy

7

Feb 26, 2026

4.07Running Time (s)

7

Feb 26, 2026

73.9F1 Score

7

Feb 26, 2026

Arxiv high-degree nodes, upper 33%

80.77Accuracy

7

Feb 26, 2026

Arxiv low-degree nodes, lower 33%

64.01Accuracy

7

Feb 26, 2026

Wiki non-homophilous large-scale (test)

61.85Accuracy

7

Feb 26, 2026

oag-venue v1 (test)

LEGNN + AS-Train

30.86Accuracy

7

Feb 26, 2026

Squirrel (average over 5 different splits)

33.64Accuracy

7

Feb 26, 2026

Chameleon (average over 5 different splits)

52.87Accuracy

7

Feb 26, 2026

Arxiv-year homophily: 0.27 (test)

51.59Accuracy

7

Feb 26, 2026

Amazon Computers

0.016Training Time per Epoch (s)

7

Feb 26, 2026

Amazon Computers (10/10/80%)

1,787Memory (MB)

7

Feb 26, 2026

ogbn-arxiv (fixed)

0.73Accuracy

7

Feb 26, 2026

Page 69 of 87

Popular datasets

Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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