Welcome to the UPF Digital Repository

A neural network architecture for multilingual punctuation generation

Show simple item record

dc.contributor.author Ballesteros, Miguel
dc.contributor.author Wanner, Leo
dc.date.accessioned 2017-01-31T15:48:34Z
dc.date.available 2017-01-31T15:48:34Z
dc.date.issued 2016
dc.identifier.citation Ballesteros M, Wanner L. A neural network architecture for multilingual punctuation generation. In: Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing; 2016 Nov. 1-5; Austin (TX, USA). [place unknown]: ACL; 2016. p. 1048-53
dc.identifier.uri http://hdl.handle.net/10230/28021
dc.description.abstract Even syntactically correct sentences are perceived as awkward if they do not contain correct punctuation. Still, the problem of automatic generation of punctuation marks has been largely neglected for a long time. We/npresent a novel model that introduces punctuation marks into raw text material with transition-based algorithm using LSTMs. Unlike the state-of-the-art approaches, our model is language-independent and also neutral with respect to the intended use of the punctuation. Multilingual experiments show that it achieves high accuracy on the full range of punctuation marks across languages.
dc.description.sponsorship This work was supported by the European Commission under the contract numbers FP7-ICT-/n610411 (MULTISENSOR) and H2020-RIA-645012 (KRISTINA).
dc.format.mimetype application/pdf
dc.language.iso eng
dc.publisher ACL (Association for Computational Linguistics)
dc.relation.ispartof Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing; 2016 Nov. 1-5; Austin (TX, USA). [place unknown]: ACL; 2016. p. 1048-53
dc.rights © ACL, Creative Commons Attribution 4.0 International (CC BY 4.0)
dc.rights.uri http://creativecommons.org/licenses/by/4.0/
dc.subject.other Puntuació
dc.subject.other Tractament del llenguatge natural (Informàtica)
dc.title A neural network architecture for multilingual punctuation generation
dc.type info:eu-repo/semantics/conferenceObject
dc.relation.projectID info:eu-repo/grantAgreement/EC/H2020/645012
dc.relation.projectID info:eu-repo/grantAgreement/EC/FP7/610411
dc.rights.accessRights info:eu-repo/semantics/openAccess
dc.type.version info:eu-repo/semantics/publishedVersion


This item appears in the following Collection(s)

Show simple item record

Search DSpace


Advanced Search

Browse

My Account

Statistics

Compliant to Partaking