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Node Classification research benchmarks – Page 47 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CiteSeer (Louvain splitting)

73.1Accuracy

11

Jun 23, 2026

Cora (Louvain splitting)

75.8Accuracy

11

Jun 23, 2026

ArXiv-Year inductive (test)

36.15Accuracy

11

Jun 23, 2026

OAG-CS H2GB (test)

15.71Accuracy

11

May 29, 2026

OGBN-MAG H2GB (test)

51.99Accuracy

11

May 29, 2026

OAG-Chem H2GB (test)

17.98Accuracy

11

May 29, 2026

Pokec H2GB (test)

76.23Accuracy

11

May 29, 2026

Mag-year H2GB (test)

38.66Accuracy

11

May 29, 2026

0.717Mean Accuracy

11

May 27, 2026

32.03Accuracy

11

May 12, 2026

45.95Accuracy

11

May 12, 2026

47.45Accuracy

11

May 12, 2026

40.11Accuracy

11

May 12, 2026

42.98Accuracy

11

May 12, 2026

48.87Accuracy

11

May 12, 2026

51.81Accuracy

11

May 12, 2026

Synthetic CSBM Struct. Shift Bal. -> Imbal., large shift level

70.15Accuracy

11

May 12, 2026

Synthetic CSBM Struct. Shift Bal. -> Imbal., small shift level

82.55Accuracy

11

May 12, 2026

Synthetic CSBM Struct. Shift Imbal. -> Bal., large shift level

66.25Accuracy

11

May 12, 2026

Synthetic CSBM Struct. Shift Imbal. -> Bal., small shift level

88.68Accuracy

11

May 12, 2026

Synthetic CSBM Nbr. + SNR Shift, large shift level

79.56Accuracy

11

May 12, 2026

Synthetic CSBM Nbr. + SNR Shift, small shift level

84.23Accuracy

11

May 12, 2026

Synthetic CSBM Nbr. Shift, large shift level

81.08Accuracy

11

May 12, 2026

Synthetic CSBM Nbr. Shift, small shift level

89.96Accuracy

11

May 12, 2026

DBLP to ACM Source (target)

64.22Accuracy

11

May 12, 2026

Page 47 of 87

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Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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