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Papers Benchmarks Datasets Tasks

Link Prediction research benchmarks – Page 38 · SOTA2 Research

Link Prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

WN18RR inductive v4

88.14MRR

2

Feb 26, 2026

WN18RR inductive v3

62.66MRR

2

Feb 26, 2026

WN18RR inductive v2

87.06MRR

2

Feb 26, 2026

WN18RR inductive v1

0.811MRR

2

Feb 26, 2026

Pretraining 3 graphs

Supervised SOTA

43.9MRR

2

Feb 26, 2026

CoDEx Medium pre-training (test)

37.2MRR

2

Feb 26, 2026

FB15k237 pre-training (test)

Supervised SOTA

0.415MRR

2

Feb 26, 2026

WN18RR pre-training (test)

Supervised SOTA

0.551MRR

2

Feb 26, 2026

Tree-of-Life MG, SL

70.5Accuracy

2

Feb 26, 2026

Test 2 2019-2020 (test)

91.56F1 Score

2

Feb 26, 2026

Test 1 2018 (test)

93.43F1 Score

2

Feb 26, 2026

36.8Hits@1

2

Feb 26, 2026

Pubmed 50% hidden nodes

0.922AUC

2

Feb 26, 2026

Pubmed 10% hidden nodes

93AUC

2

Feb 26, 2026

Citeseer 50% hidden nodes

0.837AUC

2

Feb 26, 2026

Citeseer 10% hidden nodes

90.76AUC

2

Feb 26, 2026

Cora-ML (50% hidden nodes)

87.62AUC

2

Feb 26, 2026

Cora-ML (10% hidden nodes)

0.931AUC

2

Feb 26, 2026

0.781AUC

2

Feb 26, 2026

Radiation data knowledge graph (test)

Automated Knowledge-Driven Data Quality Assessment

9.45Loss

1

May 20, 2026

inf-openflights

99.1AUC-ROC

1

May 13, 2026

94.2AUC-ROC

1

May 13, 2026

SPECTRA (η = 0)

93.4AUC-ROC

1

May 13, 2026

SPECTRA (η = 0)

0.932AUC-ROC

1

May 13, 2026

85AUC

1

Mar 4, 2026

Page 38 of 39

Popular datasets

Cora WN18RR Citeseer FB15K Pubmed

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