{"id":333,"date":"2021-09-13T13:49:00","date_gmt":"2021-09-13T11:49:00","guid":{"rendered":"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/"},"modified":"2023-08-09T15:32:40","modified_gmt":"2023-08-09T13:32:40","slug":"nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise","status":"publish","type":"post","link":"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/","title":{"rendered":"NLP : Qwant pr\u00e9sente un nouveau mod\u00e8le BERT compact en langue fran\u00e7aise"},"content":{"rendered":"<p>Avez-vous entendu parler du NLP ?<\/p>\n<p>Le \u00ab Natural Language Processing \u00bb (Traitement Automatique des Langues, en fran\u00e7ais) est un domaine de recherche pluridisciplinaire appliqu\u00e9 visant \u00e0 mettre au point des <strong>outils de traitement automatique des langues capables de r\u00e9pondre \u00e0 une large gamme d&#8217;applications. <\/strong><\/p>\n<p>Parmi ces derni\u00e8res, on retrouve un grand nombre d&#8217;applications utiles au quotidien et bien connues du grand public : la <strong>reconnaissance vocale<\/strong>, la <strong>compr\u00e9hension de textes<\/strong>, la <strong>traduction<\/strong>, la<strong> classification th\u00e9matique<\/strong> de documents, et bien d&#8217;autres encore.<\/p>\n<p>Tout l&#8217;enjeu (et la beaut\u00e9) du NLP est de faire comprendre le langage humain \u00e0 des machines afin de leur permettre d&#8217;interagir avec nous. Si vous souhaitez en savoir plus sur cette technologie et les travaux men\u00e9s par les \u00e9quipes de Qwant, nous vous invitons \u00e0 <a href=\"__GHOST_URL__\/qwant-a-coling-2020-approches-des-reseaux-neuronaux-appliquees-a-la-comprehension-du-francais-oral-la-tache-devaluation-media\/\">lire cet article qui faisait suite \u00e0 la conf\u00e9rence Coling sur le sujet.<\/a><\/p>\n<p>Avec la publication par <strong>Oralie Cattan, doctorante, et Christophe Servan, responsable scientifique chez Qwant <\/strong>et d&#8217;autres chercheurs d&#8217;un article de recherche portant sur l\u2019utilisabilit\u00e9 des mod\u00e8les BERT pour le fran\u00e7ais, les \u00e9quipes de recherche de Qwant franchissent une \u00e9tape suppl\u00e9mentaire dans l&#8217;application des sciences \u00e0 l&#8217;am\u00e9lioration de la vie quotidienne. Ces mod\u00e8les compacts, moins gourmands en donn\u00e9es, avaient jusqu&#8217;alors principalement \u00e9t\u00e9 propos\u00e9s en anglais.<\/p>\n<p>Mais ce n&#8217;est pas tout ! Oralie et Christophe y pr\u00e9sentent aussi un nouveau mod\u00e8le BERT compact pour le fran\u00e7ais, d\u00e9velopp\u00e9 au sein de Qwant, r\u00e9pondant au nom de \u00ab FrALBERT \u00bb et<a href=\"https:\/\/huggingface.co\/qwant\/fralbert-base\"> disponible sur HuggingFace<\/a>. C\u2019est une performance, puisque ce mod\u00e8le compact, utilisant \u00ab seulement \u00bb 12 millions de param\u00e8tres, est <strong>un des rares mod\u00e8le BERT compact applicable \u00e0 la langue fran\u00e7aise \u00e0 exister.<\/strong> De plus, il fut entra\u00een\u00e9 <strong>gr\u00e2ce \u00e0 la puissance de calcul dont dispose Qwant en interne<\/strong>. Les deux principaux mod\u00e8les BERT fran\u00e7ais existants jusqu&#8217;alors sont plus gros (+ de 110 millions param\u00e8tres !), et ont n\u00e9cessit\u00e9 l\u2019utilisation d\u2019un supercalculateur (p.ex : Jean Zay ou \u00e0 travers un partenariat avec un GAFAM).<\/p>\n<p>Les \u00e9quipes de Qwant s\u2019unissent pour f\u00e9liciter Oralie Cattan et Christophe Servan et r\u00e9affirmer leur attachement aux valeurs du progr\u00e8s par la science et la connaissance.<\/p>\n<p>Pour en savoir plus : <a href=\"https:\/\/hal.archives-ouvertes.fr\/hal-03336060\">publication scientifique: &#8220;On the Usability of Transformers-based models for a French Question-Answering task&#8221; <\/a>\/ <a href=\"https:\/\/huggingface.co\/qwant\/fralbert-base\">HuggingFace<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Les \u00e9quipes de recherche de Qwant franchissent une \u00e9tape suppl\u00e9mentaire dans l&#8217;application des sciences \u00e0 l&#8217;am\u00e9lioration de la vie quotidienne avec la publication d&#8217;un nouveau mod\u00e8le BERT. <\/p>\n","protected":false},"author":22,"featured_media":334,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[14,8,18],"class_list":["post-333","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech","tag-fr","tag-research","tag-tech"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.8 - 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