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Phrase-based Machine Translation based on Text Mining and Statistical Language Modeling Techniques

Identifieur interne : 002506 ( Main/Exploration ); précédent : 002505; suivant : 002507

Phrase-based Machine Translation based on Text Mining and Statistical Language Modeling Techniques

Auteurs : Latiri Chiraz [France] ; Kamel Smaili [France] ; Caroline Lavecchia [France] ; Cyrine Nasri [France] ; David Langlois [France]

Source :

RBID : Hal:hal-01270957

English descriptors

Abstract

In this paper, we introduce two new methods dedicated to phrase based machine translation. Both are based on mining a parallel corpus in order to nd out the couples of linguistic units which are translation of each other. The presented methods do not rely on any alignment in contrast to what is done usually by the statistical machine translation community. Each of them proposes a complete translation table containing translations of single words and phrases. The rst method is inspired from the well-known trigger language model while the second one is inspired from the association rules mining technique. All experiments ar e conducted on a large part of EUROPARL corpus and highlight the utility of both proposed approaches.

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<orgName>Laboratoire Lorrain de Recherche en Informatique et ses Applications</orgName>
<orgName type="acronym">LORIA</orgName>
<date type="start">2012-01-01</date>
<desc>
<address>
<addrLine>Campus Scientifique BP 239 54506 Vandoeuvre-lès-Nancy Cedex</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.loria.fr</ref>
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<address>
<addrLine>Domaine de VoluceauRocquencourt - BP 10578153 Le Chesnay Cedex</addrLine>
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<ref type="url">http://www.inria.fr/en/</ref>
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<orgName>Université de Lorraine</orgName>
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<date type="start">2012-01-01</date>
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<address>
<addrLine>34 cours Léopold - CS 25233 - 54052 Nancy cedex</addrLine>
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<ref type="url">http://www.univ-lorraine.fr/</ref>
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<country>France</country>
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<settlement type="city">Nancy</settlement>
<settlement type="city">Metz</settlement>
<region type="region" nuts="2">Grand Est</region>
<region type="old region" nuts="2">Lorraine (région)</region>
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<title level="j">International Journal of Computational Linguistics and Applications</title>
<idno type="ISSN">0976-0962</idno>
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<date type="datePub">2011</date>
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<term> Bilingual corpora.</term>
<term> Inter-lingual association rules</term>
<term> Inter-lingual triggers</term>
<term> Sequence mining</term>
<term>Statistical machine translation</term>
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<div type="abstract" xml:lang="en">In this paper, we introduce two new methods dedicated to phrase based machine translation. Both are based on mining a parallel corpus in order to nd out the couples of linguistic units which are translation of each other. The presented methods do not rely on any alignment in contrast to what is done usually by the statistical machine translation community. Each of them proposes a complete translation table containing translations of single words and phrases. The rst method is inspired from the well-known trigger language model while the second one is inspired from the association rules mining technique. All experiments ar e conducted on a large part of EUROPARL corpus and highlight the utility of both proposed approaches.</div>
</front>
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<li>France</li>
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<region>
<li>Auvergne-Rhône-Alpes</li>
<li>Grand Est</li>
<li>Lorraine (région)</li>
<li>Rhône-Alpes</li>
</region>
<settlement>
<li>Grenoble</li>
<li>Metz</li>
<li>Nancy</li>
</settlement>
<orgName>
<li>Université Joseph Fourier</li>
<li>Université Pierre-Mendès-France</li>
<li>Université de Grenoble</li>
<li>Université de Lorraine</li>
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<name sortKey="Langlois, David" sort="Langlois, David" uniqKey="Langlois D" first="David" last="Langlois">David Langlois</name>
<name sortKey="Lavecchia, Caroline" sort="Lavecchia, Caroline" uniqKey="Lavecchia C" first="Caroline" last="Lavecchia">Caroline Lavecchia</name>
<name sortKey="Nasri, Cyrine" sort="Nasri, Cyrine" uniqKey="Nasri C" first="Cyrine" last="Nasri">Cyrine Nasri</name>
<name sortKey="Smaili, Kamel" sort="Smaili, Kamel" uniqKey="Smaili K" first="Kamel" last="Smaili">Kamel Smaili</name>
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