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WikiLinks: web-scale linking and fact extraction with Wikipedia

Title
WikiLinks: web-scale linking and fact extraction with Wikipedia
Funding
ARC | Discovery Early Career Researcher Award
Contract (GA) number
DE120102900
Start Date
2012/01/01
End Date
2014/12/31
Open Access mandate
no
Organizations
-
More information
http://purl.org/au-research/grants/arc/DE120102900

 

  • Learning to generate one-sentence biographies from Wikidata

    Chisholm, Andrew; Radford, Will; Hachey, Ben (2017)
    Projects: ARC | WikiLinks: web-scale linking and fact extraction with Wikipedia (DE120102900)
    We investigate the generation of one-sentence Wikipedia biographies from facts derived from Wikidata slot-value pairs. We train a recurrent neural network sequence-to-sequence model with attention to select facts and generate textual summaries. Our model incorporates a novel secondary objective that helps ensure it generates sentences that contain the input facts. The model achieves a BLEU score of 41, improving significantly upon the vanilla sequence-to-sequence model and scoring roughly twi...
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