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Node Classification research benchmarks – Page 73 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

WikiCS Homophily Shift OOD-high top 15% nodes (test)

89.88Accuracy

6

Feb 26, 2026

WikiCS Homophily Shift OOD-low (bottom 15% test nodes)

82.39Accuracy

6

Feb 26, 2026

WikiCS Homophily Shift ID (test)

85.77Accuracy

6

Feb 26, 2026

PubMed Homophily Shift OOD-high top 15% nodes (test)

92.85Accuracy

6

Feb 26, 2026

PubMed Homophily Shift OOD-low bottom 15% nodes (test)

87.34Accuracy

6

Feb 26, 2026

PubMed Homophily Shift ID (test)

90.49Accuracy

6

Feb 26, 2026

Cora Homophily Shift OOD-high top 15% nodes (test)

91.03Accuracy

6

Feb 26, 2026

WikiCS Degree Shift, OOD-high top 15% nodes by degree (test)

86.23Node Classification Accuracy (OOD High Degree)

6

Feb 26, 2026

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

78.81Accuracy

6

Feb 26, 2026

WikiCS Degree Shift ID original (test)

86.03Accuracy

6

Feb 26, 2026

PubMed Degree Shift OOD-high top 15% nodes (test)

89.95Accuracy

6

Feb 26, 2026

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

89.44Accuracy

6

Feb 26, 2026

PubMed Degree Shift In-Distribution (test)

90.61Accuracy

6

Feb 26, 2026

Cora Degree Shift OOD-high top 15% nodes by degree (test)

86.08Accuracy

6

Feb 26, 2026

Brazil Airport High-Label text-free (60/20/20 split)

0.752Accuracy

6

Feb 26, 2026

USA Airport High-Label text-free (60/20/20 split)

67.23Accuracy

6

Feb 26, 2026

Europe Airport High-Label text-free (60/20/20 split)

59.38Accuracy

6

Feb 26, 2026

Brazil Airport Low-Label (10/20 nodes per class) text-free

71.82Accuracy

6

Feb 26, 2026

USA Airport Low-Label (20/30 nodes per class) text-free

61.08Accuracy

6

Feb 26, 2026

Europe Airport Low-Label (20/30 nodes per class) text-free

56.8Accuracy

6

Feb 26, 2026

75.84Clean Accuracy

6

Feb 26, 2026

87.8NDCG

6

Feb 26, 2026

53.31NDCG

6

Feb 26, 2026

Photo 80/10/10 random split (test)

92.4Accuracy

6

Feb 26, 2026

Computer 80/10/10 random split (test)

84.8Accuracy

6

Feb 26, 2026

Page 73 of 87

Popular datasets

Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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