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Enhancing Usability for Automatically Structuring Digitised Dictionaries
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In: GLOBALEX workshop at LREC 2018 ; https://hal.archives-ouvertes.fr/hal-01708137 ; GLOBALEX workshop at LREC 2018, May 2018, Miyazaki, Japan (2018)
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Unsupervised Creation of Normalisation Dictionaries for Micro-Blogs in Arabic, French and English
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In: 19th International Conference on Computational Linguistics and Intelligent Text Processing (CICLing 2018) ; https://hal.archives-ouvertes.fr/hal-01795348 ; 19th International Conference on Computational Linguistics and Intelligent Text Processing (CICLing 2018), Mar 2018, Hanoi, Vietnam (2018)
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Unsupervised Creation of Normalization Dictionaries for Micro-Blogs in Arabic, French and English
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In: ISSN: 1405-5546 ; EISSN: 2007-9737 ; Computación y sistemas ; https://hal.archives-ouvertes.fr/hal-01958675 ; Computación y sistemas, Instituto Politécnico Nacional IPN Centro de Investigación en Computación, 2018, 19th International Conference on Computational Linguistics and Intelligent Text Processing (CICLing 2018), 22 (3), pp.729-737. ⟨10.13053/CyS-22-3-3034⟩ ; https://www.cys.cic.ipn.mx/ojs/index.php/CyS/article/view/3034/2514 (2018)
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Abstract:
International audience ; Text normalization is a necessity to correct and make more sense of the micro-blogs messages, for information retrieval purposes. Unfortunately, tools and resources of text normalization are rarely shared. In this paper, an approach is presented based on an unsupervised method for text normalization using distributed representations of words, known also as "word embedding", applied on Arabic, French and English Languages. In addition, a tool will be supplied to create dictionaries for micro-blogs normalization, in a form of pairs of misspelled word with its standard-form word, in the languages: Arabic, French and English. The tool will be available as open source 1 including the resources: word embedding's models (with vocabulary size of 9 million words for Arabic language model, 5 million words for English language model and 683 thousand words for French language model), and also three normalization dictionaries of 10 thousand pairs in Arabic language, 3 thousand pairs in French language and 18 thousand pairs in English language. The evaluation of the tool shows an average in Normalization success of 96% for English language, 89.5% for Arabic Language and 85% for French Language. Also, the results of using an English language normalization dictionary with a sentiment analysis tool for micro-blog's messages, show an increase in f-measure from 58.15 to 59.56.
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Keyword:
[INFO.INFO-IR]Computer Science [cs]/Information Retrieval [cs.IR]; [INFO.INFO-SI]Computer Science [cs]/Social and Information Networks [cs.SI]; [INFO.INFO-TT]Computer Science [cs]/Document and Text Processing; [INFO.INFO-WB]Computer Science [cs]/Web; Arabic; dictionaries; French; micro-blogs; multilingual; Normalization; unsupervised; word embedding
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URL: https://hal.archives-ouvertes.fr/hal-01958675/file/3034-6072-1-PB.pdf
https://doi.org/10.13053/CyS-22-3-3034
https://hal.archives-ouvertes.fr/hal-01958675/document
https://hal.archives-ouvertes.fr/hal-01958675
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Automatically Encoding Encyclopedic-like Resources in TEI
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In: The annual TEI Conference and Members Meeting ; https://hal.inria.fr/hal-01819505 ; The annual TEI Conference and Members Meeting, Sep 2018, Tokyo, Japan ; https://tei2018.dhii.asia/ (2018)
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Presenting the Nénufar Project: a Diachronic Digital Edition of the Petit Larousse Illustré
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In: GLOBALEX 2018 - Globalex workshop at LREC2018 ; https://hal.archives-ouvertes.fr/hal-01728328 ; GLOBALEX 2018 - Globalex workshop at LREC2018, May 2018, Miyazaki, Japan. pp.1-6 ; https://globalex.link/globalex2018/ (2018)
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