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Link Prediction research benchmarks – Page 19 · SOTA2 Research

Link Prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

92.69AUC

10

Feb 26, 2026

94.27AUC

10

Feb 26, 2026

98.12AP

10

Feb 26, 2026

65.24Hits@100

10

Feb 26, 2026

ogbl-citation2 (val test)

89.12MRR

10

Feb 26, 2026

ogbl-ppa (val test)

61.42HR@100

10

Feb 26, 2026

ConceptNet (test)

53.97Accuracy

10

Apr 2, 2026

ogbl-biokg (val)

AutoBLM+KGBench

0.855MRR

10

Feb 26, 2026

99.94AUC

10

Feb 26, 2026

44.9Hits@20

10

Feb 26, 2026

99.96AP

10

Feb 26, 2026

C.ele (traditional link prediction)

91.49Performance

10

Feb 26, 2026

Yeast (traditional)

95.04Performance

10

Feb 26, 2026

PB traditional link prediction

93.54Performance

10

Feb 26, 2026

E.coli traditional link prediction

Neo-GNN (w/o GCN)

96.01Performance

10

Feb 26, 2026

Router traditional link prediction

Neo-GNN (w/o GCN)

0.614Performance

10

Feb 26, 2026

Power traditional link prediction

Neo-GNN (w/o GCN)

76.17Performance

10

Feb 26, 2026

USAir traditional link prediction

Neo-GNN (w/o GCN)

96.1Performance

10

Feb 26, 2026

ogbl-wikikg2 v1 (val)

0.542MRR

10

Feb 26, 2026

98.91AUC

10

Feb 26, 2026

0.879AUC

10

Feb 26, 2026

0.931AUC

10

Feb 26, 2026

Cit-HepPH (test)

0.892AUC

10

Feb 26, 2026

Wiki-Vote (test)

0.948AUC

10

Feb 26, 2026

EO-KG Cross-DAAC pool pre-2023 train, 2024 (test)

GNN-Hetero (MLP)

26.6Hits@10

9

Jul 3, 2026

Page 19 of 39

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