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Papers Benchmarks Datasets Tasks

Dynamic Link Prediction research benchmarks – Page 4 · SOTA2 Research

Dynamic Link Prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Bitcoin-OTC fixed-split

0.83MRR

10

May 26, 2026

UN Trade random negative sampling inductive

65.4AP

10

Mar 5, 2026

UCI random negative sampling (inductive)

94.97AP

10

Mar 5, 2026

Enron random negative sampling (inductive)

91.65AP

10

Mar 5, 2026

MOOC random negative sampling (inductive)

90.26AP

10

Mar 5, 2026

Reddit random negative sampling (inductive)

98.98AP

10

Mar 5, 2026

ICEWS 1819 (inductive)

97.94AP

9

May 8, 2026

GDELT (inductive)

92.06AUC-ROC

9

May 8, 2026

GDELT (transductive)

97.08AUC-ROC

9

May 8, 2026

Contact random negative sampling (inductive)

98.03AP

9

Mar 5, 2026

Flights random negative sampling (inductive)

97.79AP

9

Mar 5, 2026

Social Evo. random negative sampling (inductive)

93.21AP

9

Mar 5, 2026

Googlemap CT (inductive)

87.5AP

7

May 8, 2026

Googlemap CT (transductive)

90.02AP

7

May 8, 2026

Yelp (inductive)

93.29AUC-ROC

7

May 8, 2026

Amazon movies (inductive)

87.5AUC-ROC

7

May 8, 2026

Stack ubuntu (inductive)

83.29AUC-ROC

7

May 8, 2026

Stack elec (inductive)

86.07AUC-ROC

7

May 8, 2026

Yelp (transductive)

0.96AUC-ROC

7

May 8, 2026

Amazon movies (transductive)

91.12AUC-ROC

7

May 8, 2026

Stack ubuntu (transductive)

96.49AUC-ROC

7

May 8, 2026

Stack elec (transductive)

97.98AUC-ROC

7

May 8, 2026

Enron (inductive)

94.56AP

6

Jun 4, 2026

US Legis. (transductive)

82.51AP

5

Jun 4, 2026

tgbl-coin (test)

86.2MRR

4

Jun 4, 2026

Page 4 of 5

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Wikipedia Contact MOOC LastFM UCI

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