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Part-of-Speech Driven Cross-Lingual Pronoun Prediction with Feed-Forward Neural Networks
Uppsala University, Disciplinary Domain of Humanities and Social Sciences, Faculty of Languages, Department of Linguistics and Philology. (Datorlingvistik)
Uppsala University, Disciplinary Domain of Humanities and Social Sciences, Faculty of Languages, Department of Linguistics and Philology. (Datorlingvistik)
Uppsala University, Disciplinary Domain of Humanities and Social Sciences, Faculty of Languages, Department of Linguistics and Philology.
2015 (English)In: Proceedings of the Second Workshop on Discourse in Machine Translation (DiscoMT), Stroudsburg, PA: Association for Computational Linguistics, 2015, 59-64 p.Conference paper, Published paper (Refereed)
Abstract [en]

For some language pairs, pronoun translation is a discourse-driven task which requires information that lies beyond its local context. This motivates the task of predicting the correct pronoun given a source sentence and a target translation, where the translated pronouns have been replaced with placeholders. For cross-lingual pronoun prediction, we suggest a neural network-based model using preceding nouns and determiners as features for suggesting antecedent candidates. Our model scores on par with similar models while having a simpler architecture.

Place, publisher, year, edition, pages
Stroudsburg, PA: Association for Computational Linguistics, 2015. 59-64 p.
National Category
Language Technology (Computational Linguistics)
Research subject
Computational Linguistics
Identifiers
URN: urn:nbn:se:uu:diva-262365ISBN: 978-1-941643-32-7 (print)OAI: oai:DiVA.org:uu-262365DiVA: diva2:853685
Conference
Second Workshop on Discourse in Machine Translation (DiscoMT), 17 September 2015, Lisbon, Portugal
Available from: 2015-09-14 Created: 2015-09-14 Last updated: 2015-09-23Bibliographically approved

Open Access in DiVA

DiscoMTWhatelles(170 kB)98 downloads
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a97354e906f1fc0ec43d4dd0a2e1238b8ae6583e7a845b771b5f6ab9a52c2b73df73e2e8044a5f8eecd3e3c7b632ede80c836214254fe8e037352cae379c8f4a
Type fulltextMimetype application/pdf

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Hardmeier, ChristianTiedemann, Jörg

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CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • ieee
  • modern-language-association
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf