Silvestre Cerdà, JA.; Andrés Ferrer, J.; Civera Saiz, J. (2012). Explicit length modelling for statistical machine translation. Pattern Recognition. 45(9):3183-3192. https://doi.org/10.1016/j.patcog.2012.01.006
Por favor, use este identificador para citar o enlazar este ítem: http://hdl.handle.net/10251/34996
Title:
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Explicit length modelling for statistical machine translation
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Author:
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Silvestre Cerdà, Joan Albert
Andrés Ferrer, Jesús
Civera Saiz, Jorge
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UPV Unit:
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Universitat Politècnica de València. Departamento de Sistemas Informáticos y Computación - Departament de Sistemes Informàtics i Computació
Universitat Politècnica de València. Departamento de Estadística e Investigación Operativa Aplicadas y Calidad - Departament d'Estadística i Investigació Operativa Aplicades i Qualitat
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Issued date:
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Abstract:
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[EN] Explicit length modelling has been previously explored in statistical pattern recognition with successful
results. In this paper, two length models along with two parameter estimation methods and two
alternative ...[+]
[EN] Explicit length modelling has been previously explored in statistical pattern recognition with successful
results. In this paper, two length models along with two parameter estimation methods and two
alternative parametrisations for statistical machine translation (SMT) are presented. More precisely, we
incorporate explicit bilingual length modelling in a state-of-the-art log-linear SMT system as an
additional feature function in order to prove the contribution of length information. Finally, a
systematic evaluation on reference SMT tasks considering different language pairs proves the benefits
of explicit length modelling.
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Subjects:
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Length modelling
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Log-linear models
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Phrase-based models
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Statistical machine translation
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Copyrigths:
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Reserva de todos los derechos
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Source:
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Pattern Recognition. (issn:
0031-3203
)
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DOI:
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10.1016/j.patcog.2012.01.006
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Publisher:
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Elsevier
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Publisher version:
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http://dx.doi.org/10.1016/j.patcog.2012.01.006
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Project ID:
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info:eu-repo/grantAgreement/EC/FP7/287755
MEC/MICINN/CSD2007-00018
...[+]
info:eu-repo/grantAgreement/EC/FP7/287755
MEC/MICINN/CSD2007-00018
MICINN/FPU/AP2010-4349
MITYC/TSI-020110-2009-439
GV/PROMETEO/2009/014
UPV/20091027
MEC/MICINN/TIN2009-14511
GV/GV/2010/067
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Thanks:
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Work supported by the EC (FEDER/FSE) under the transLectures project (FP7-ICT-2011-7-287755) and the Spanish MEC/MICINN under the MIPRCV "Consolider Ingenio 2010" program (CSD2007-00018) and iTrans2 (TIN2009-14511) projects ...[+]
Work supported by the EC (FEDER/FSE) under the transLectures project (FP7-ICT-2011-7-287755) and the Spanish MEC/MICINN under the MIPRCV "Consolider Ingenio 2010" program (CSD2007-00018) and iTrans2 (TIN2009-14511) projects and FPU grant (AP2010-4349). Also supported by the Spanish MITyC under the erudito.com (TSI-020110-2009-439) project and by the Generalitat Valenciana under grants Prometeo/2009/014 and GV/2010/067, and by the UPV under the AdInTAO (20091027) project. The authors wish to thank the anonymous reviewers for their criticisms and suggestions.
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Type:
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Artículo
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