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Papers Benchmarks Datasets Tasks

Knowledge Graph Completion research benchmarks – Page 4 · SOTA2 Research

Knowledge Graph Completion

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

70Hits@1

7

Feb 26, 2026

0.4Hits@1

7

Feb 26, 2026

CHI-Large (test)

49GPT Accuracy

7

Feb 26, 2026

NYC-Large (test)

52GPT Accuracy

7

Feb 26, 2026

ogbl-biokg (val)

0.832MRR

7

Feb 26, 2026

0.211MRR

7

Feb 26, 2026

0.231MRR

7

Feb 26, 2026

DBpedia TR (test)

mKGC with Knowledge Constraints

2,520Hits@1

6

Feb 26, 2026

DBpedia JA Prix-LM (test)

mKGC with Knowledge Constraints

22.05Hits@1

6

Feb 26, 2026

DBpedia IT Prix-LM (test)

1,621Hits@1

6

Feb 26, 2026

DBpedia FR Prix-LM (test)

mKGC with Knowledge Constraints

18.34Hits@1

6

Feb 26, 2026

DBpedia FI Link Prediction (test)

mKGC with Knowledge Constraints

20.74Hits@1

6

Feb 26, 2026

DBpedia DE (test)

mKGC with Knowledge Constraints

17.54Hits@1

6

Feb 26, 2026

0.697MRR

5

Jun 15, 2026

NELL-995 (test)

41.7MRR

5

Feb 26, 2026

Quaternion-based four-embedding

0.997MRR

5

Feb 26, 2026

DBP5L English (test)

31.4Hits@1

5

Feb 26, 2026

DBP5L French (test)

44.1Hits@1

5

Feb 26, 2026

Pretraining 3 graphs

42.3MRR

4

May 15, 2026

ConceptNet inductive few-shot without curated training tasks

61.1MRR

4

Feb 26, 2026

FB15K-237 inductive few-shot without curated training tasks

62.4MRR

4

Feb 26, 2026

NELL inductive few-shot without curated training tasks

0.511MRR

4

Feb 26, 2026

DBP5L English seen (test)

86Hits@1

4

Feb 26, 2026

DBP5L Spanish seen (test)

87Hits@1

4

Feb 26, 2026

DBP5L French seen (test)

83.1Hits@1

4

Feb 26, 2026

Page 4 of 5

Popular datasets

DBP5L WN18RR FB15k-237 FB15K DBPedia

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