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Link Prediction research benchmarks – Page 20 · SOTA2 Research

Link Prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

EO-KG Cold-start pool pre-2023 train, 2024 (test)

GNN-Hetero (dot)

51.9Hits@10

9

Jul 3, 2026

EO-KG All pool pre-2023 train 2024 (test)

GNN-Hetero (dot)

46.8Hits@10

9

Jul 3, 2026

MoA-net-10k 1.0 (Standard)

0.342Hits@1

9

Jun 30, 2026

79.79Accuracy

9

Jun 8, 2026

80.35Accuracy

9

Jun 8, 2026

81.96Accuracy

9

Jun 8, 2026

Cora Community $c_3$

76.75Accuracy

9

Jun 8, 2026

Cora Community ($c_2$)

75.56Accuracy

9

Jun 8, 2026

Cora Community (c1)

76.54Accuracy

9

Jun 8, 2026

44 Knowledge Graphs Total Average

0.38MRR

9

May 27, 2026

9 Knowledge Graphs Transductive

0.337MRR

9

May 27, 2026

16 Knowledge Graphs Inductive (e)

45.4MRR

9

May 27, 2026

19 Knowledge Graphs Inductive (e, r)

0.341MRR

9

May 27, 2026

88.96MRR

9

May 20, 2026

89MRR

9

May 20, 2026

99.43AP

9

May 20, 2026

99.67AUPR

9

Apr 20, 2026

98.51AUPR

9

Apr 20, 2026

96.2AUPR

9

Apr 20, 2026

98.23AUPR

9

Apr 20, 2026

94.92AUPR

9

Apr 20, 2026

99.53AUPR

9

Apr 20, 2026

0.979AUPR

9

Apr 20, 2026

Contact (inductive)

97.96AUC-ROC

9

Apr 14, 2026

Flights (inductive)

97.35AUC-ROC

9

Apr 14, 2026

Page 20 of 39

Popular datasets

Cora WN18RR Citeseer FB15K Pubmed

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