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CloudLM: a cloud-based language model for machine translation
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In: Ferrández-Tordera, Jorge, Ortiz-Rojas, Sergio and Toral, Antonio orcid:0000-0003-2357-2960 (2016) CloudLM: a cloud-based language model for machine translation. Prague Bulletin of Mathematical Linguistics (105). pp. 51-61. ISSN 1804-0462 (2016)
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Abstract:
Language models (LMs) are an essential element in statistical approaches to natural language processing for tasks such as speech recognition and machine translation (MT). The advent of big data leads to the availability of massive amounts of data to build LMs, and in fact, for the most prominent languages, using current techniques and hardware, it is not feasible to train LMs with all the data available nowadays. At the same time, it has been shown that the more data is used for a LM the better the performance, e.g. for MT, without any indication yet of reaching a plateau. This paper presents CloudLM, an open-source cloud-based LM intended for MT, which allows to query distributed LMs. CloudLM relies on Apache Solr and provides the functionality of state-of-the-art language modelling (it builds upon KenLM), while allowing to query massive LMs (as the use of local memory is drastically reduced), at the expense of slower decoding speed.
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Keyword:
Machine translating
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URL: http://doras.dcu.ie/23306/
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CloudLM: a Cloud-based Language Model for Machine Translation
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In: Prague Bulletin of Mathematical Linguistics , Vol 105, Iss 1, Pp 51-61 (2016) (2016)
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Free/open-source resources in the Apertium platform for machine translation research and development
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Joint efforts to further develop and incorporate Apertium into the document management flow at Universitat Oberta de Catalunya
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An open-source shallow-transfer machine translation toolbox: consequences of its release and availability
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An open-source shallow-transfer machine translation engine for the Romance languages of Spain
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Construcción y minimización eficiente de transductores de letras a partir de diccionarios con paradigmas
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Construcción rápida de un sistema de traducción automática español-portugués partiendo de un sistema español-catalán
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El sistema de traducción automática castellano-catalán interNOSTRUM
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