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dc.contributor.author | Ortiz-Martínez, Daniel![]() |
es_ES |
dc.contributor.author | García-Varea, Ismael![]() |
es_ES |
dc.contributor.author | Casacuberta Nolla, Francisco![]() |
es_ES |
dc.date.accessioned | 2024-01-24T07:12:01Z | |
dc.date.available | 2024-01-24T07:12:01Z | |
dc.date.issued | 2010-06-06 | es_ES |
dc.identifier.isbn | 1-932432-65-5 | es_ES |
dc.identifier.uri | http://hdl.handle.net/10251/202093 | |
dc.description.abstract | [EN] State-of-the-art Machine Translation (MT) systems are still far from being perfect. An alternative is the so-called Interactive Machine Translation (IMT) framework. In this framework, the knowledge of a human translator is combined with a MT system. The vast majority of the existing work on IMT makes use of the well-known batch learning paradigm. In the batch learning paradigm, the training of the IMT system and the interactive translation process are carried out in separate stages. This paradigm is not able to take advantage of the new knowledge produced by the user of the IMT system. In this paper, we present an application of the online learning paradigm to the IMT framework. In the online learning paradigm, the training and prediction stages are no longer separated. This feature is particularly useful in IMT since it allows the user feedback to be taken into account. The online learning techniques proposed here incrementally update the statistical models involved in the translation process. Empirical results show the great potential of online learning in the IMT framework. | es_ES |
dc.description.sponsorship | Work supported by the EC (FEDER/FSE), the Spanish Government (MEC, MICINN, MITyC, MAEC, ¿Plan E¿, under grants MIPRCV ¿Consolider Ingenio 2010¿ CSD2007-00018, iTrans2 TIN2009-14511, erudito.com TSI-020110-2009-439), the Generalitat Valenciana (grant Prometeo/2009/014), the Univ. Politecnica de Valencia (grant 20091027) and the Spanish JCCM (grant PBI08-0210-7127). | es_ES |
dc.language | Inglés | es_ES |
dc.publisher | Association for Computational Linguistics | es_ES |
dc.relation.ispartof | Proceedings of the NAACL HLT 2010 | es_ES |
dc.rights | Reconocimiento - No comercial - Compartir igual (by-nc-sa) | es_ES |
dc.subject | IMT | es_ES |
dc.subject | Interactive machine translation | es_ES |
dc.subject | Online learning techniques | es_ES |
dc.subject.classification | LENGUAJES Y SISTEMAS INFORMATICOS | es_ES |
dc.title | Online learning for interactive statistical machine translation | es_ES |
dc.type | Comunicación en congreso | es_ES |
dc.type | Capítulo de libro | es_ES |
dc.relation.projectID | info:eu-repo/grantAgreement/JCCM//PBI08-0210-7127/ES/Acceso multilingüe a sistemas de ayuda y bases de datos en línea/ | es_ES |
dc.relation.projectID | info:eu-repo/grantAgreement/MEC//CSD2007-00018/ES/Multimodal Intraction in Pattern Recognition and Computer Visionm/ | es_ES |
dc.relation.projectID | info:eu-repo/grantAgreement/MITURCO//TSI-020110-2009-0439/ES/ERUDITO.COM/ | es_ES |
dc.relation.projectID | info:eu-repo/grantAgreement/GVA//PROMETEO09%2F2009%2F014//Adaptive learning and multimodality in pattern recognition (Almapater)/ | es_ES |
dc.relation.projectID | info:eu-repo/grantAgreement/MICINN//CSD2007-00018//MIPRCV Consolider Ingenio2010 program/ | es_ES |
dc.rights.accessRights | Abierto | es_ES |
dc.contributor.affiliation | Universitat Politècnica de València. Escola Tècnica Superior d'Enginyeria Informàtica | es_ES |
dc.description.bibliographicCitation | Ortiz-Martínez, D.; García-Varea, I.; Casacuberta Nolla, F. (2010). Online learning for interactive statistical machine translation. Association for Computational Linguistics. 546-554. http://hdl.handle.net/10251/202093 | es_ES |
dc.description.accrualMethod | S | es_ES |
dc.relation.conferencename | Human Language Technology Conference/North American Chapter Of The Association For Computational Linguistics Annual Meeting 2010 (NAACL HLT 2010) | es_ES |
dc.relation.conferencedate | Junio 01-06,2010 | es_ES |
dc.relation.conferenceplace | Los Angeles, California, USA | es_ES |
dc.relation.publisherversion | https://aclanthology.org/N10-1079/ | es_ES |
dc.description.upvformatpinicio | 546 | es_ES |
dc.description.upvformatpfin | 554 | es_ES |
dc.type.version | info:eu-repo/semantics/publishedVersion | es_ES |
dc.relation.pasarela | S\101266 | es_ES |
dc.contributor.funder | Generalitat Valenciana | es_ES |
dc.contributor.funder | European Regional Development Fund | es_ES |
dc.contributor.funder | Junta de Comunidades de Castilla-La Mancha | es_ES |
dc.contributor.funder | Ministerio de Industria, Turismo y Comercio | es_ES |
dc.contributor.funder | Ministerio de Educación y Ciencia e Innovación | es_ES |