Title:
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An Ngram-based reordering model
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Author:
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Ruiz Costa-Jussà, Marta; Rodríguez Fonollosa, José Adrián
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Other authors:
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Universitat Politècnica de Catalunya. Departament de Teoria del Senyal i Comunicacions; Universitat Politècnica de Catalunya. VEU - Grup de Tractament de la Parla |
Abstract:
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Mejor artículo 2009 publicado en una revista internacional firmado en primer lugar por un joven investigador de una universidad española; otorgado por la Red Temática de Temática de Tecnologías del Habla |
Abstract:
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This paper describes in detail a novel approach to the reordering challenge in statistical machine translation (SMT).
This Ngram-based reordering (NbR) approach uses the powerful techniques of SMT systems to generate a weighted reordering graph. Thus, statistical criteria reordering constraints are supplied to an SMT system, and this allows an extension to the SMT decoding search.
The NbR approach is capable of generalizing reorderings that have been learned during training, through the use of word classes instead of words themselves.
Improvement in translation performance is demonstrated with the EPPS task (Spanish and German to English) and the BTEC task (Arabic to English). |
Abstract:
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Peer Reviewed |
Abstract:
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Award-winning |
Subject(s):
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-Àrees temàtiques de la UPC::Enginyeria de la telecomunicació::Processament del senyal::Processament de la parla i del senyal acústic -Statistical Machine Translation System (model) -Machine translation -Arabic language -- Translating into English -Traducció automàtica -- Mètodes estadístics -Traductors (Programes d'ordinador) |
Rights:
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Document type:
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Article - Published version Article |
Published by:
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Elsevier
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