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Table 1 Details of FB15k, WN18, WD40k and WD40k_nl

From: Relation prediction in knowledge graph by Multi-Label Deep Neural Network

 

FB15k

WN18

WD40k

WD40k_nl

Original data

Freebase

Wordnet

Wikidata

wikidata

Number of entities (entity_voc)

14,951

40,943

40,000

40,000

Number of relations (relation_voc)

1,345

18

568

568

Number of triples for training

483,142

141,442

193,043

193,043

Number of triples for validation

50,000

5,000

19,461

19,461

Number of triples for testing

59,071

5,000

19,370

13,456

Density

1.980×10−6

5.019×10−6

2.551×10−7

2.551×10−7

% Test Linked

80.9

94.0

30.5

0.0