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Papers Benchmarks Datasets Tasks

Knowledge Graph Completion research benchmarks – Page 2 · SOTA2 Research

Knowledge Graph Completion

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

DBP5L Japanese (test)

53.3Hits@1

14

Feb 26, 2026

16 Inductive Knowledge Hypergraph Datasets newly proposed (test)

0.236MRR

13

Feb 26, 2026

UMLS-PubMed (70%)

53.46Hits@5

13

Feb 26, 2026

UMLS-PubMed (40%)

46.26Hits@5

13

Feb 26, 2026

UMLS-PubMed (20%)

35.83Hits@5

13

Feb 26, 2026

FB60K-NYT10 100% training ratio (test)

51.73Hits@5

13

Feb 26, 2026

FB60K-NYT10 50% training ratio (test)

48.98Hits@5

13

Feb 26, 2026

FB60K-NYT10 20% training ratio (test)

45.59Hits@5

13

Feb 26, 2026

ogbl-wikikg2 (val)

0.71MRR

13

Feb 26, 2026

BERT-ResNet + KD and RE

0.569MRR

13

Feb 26, 2026

UNSW-NB15 (Transductive)

MultiTask AlertStar

3.79MR

12

Apr 6, 2026

UNSW-NB15 (Inductive)

MultiTask AlertStar

3.645MR (Mean Rank)

12

Apr 6, 2026

UMLS-PubMed (100%)

60.68Hits@5

12

Feb 26, 2026

FB15k-237 Sparse

BERT-ConvTransE

390MR

12

Feb 26, 2026

BERT-ResNet + Ranking Ensemble

264Mean Rank

12

Feb 26, 2026

WJconde cleaned

60.3MRR

11

May 19, 2026

53.7MRR

11

May 19, 2026

54MRR

11

May 19, 2026

Total Avg 57 graphs

0.432MRR

9

May 15, 2026

Transductive 16 graphs

39.7MRR

9

May 15, 2026

Inductive e 18 graphs

46.5MRR

9

May 15, 2026

Inductive e, r 23 graphs

43.3MRR

9

May 15, 2026

AnimalKB TextBench 1.0 (test)

44.2MRR

9

Feb 26, 2026

DBbook 2014 (test)

60.81Hit@10

9

Feb 26, 2026

MovieLens 1m (test)

48.9Hit@10

9

Feb 26, 2026

Page 2 of 5

Popular datasets

DBP5L WN18RR FB15k-237 FB15K DBPedia

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