{"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":"2024-11-22T14:45:59","modified_gmt":"2024-11-22T13:45:59","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&rsquo;applications. <\/strong><\/p>\n<p>Parmi ces derni\u00e8res, on retrouve un grand nombre d&rsquo;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&rsquo;autres encore.<\/p>\n<p>Tout l&rsquo;enjeu (et la beaut\u00e9) du NLP est de faire comprendre le langage humain \u00e0 des machines afin de leur permettre d&rsquo;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&rsquo;autres chercheurs d&rsquo;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&rsquo;application des sciences \u00e0 l&rsquo;am\u00e9lioration de la vie quotidienne. Ces mod\u00e8les compacts, moins gourmands en donn\u00e9es, avaient jusqu&rsquo;alors principalement \u00e9t\u00e9 propos\u00e9s en anglais.<\/p>\n<p>Mais ce n&rsquo;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&rsquo;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: \u00ab\u00a0On the Usability of Transformers-based models for a French Question-Answering task\u00a0\u00bb <\/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&rsquo;application des sciences \u00e0 l&rsquo;am\u00e9lioration de la vie quotidienne avec la publication d&rsquo;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 v24.8.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>NLP : Qwant pr\u00e9sente un nouveau mod\u00e8le BERT compact en langue fran\u00e7aise - Better Web<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"NLP : Qwant pr\u00e9sente un nouveau mod\u00e8le BERT compact en langue fran\u00e7aise - Better Web\" \/>\n<meta property=\"og:description\" content=\"Les \u00e9quipes de recherche de Qwant franchissent une \u00e9tape suppl\u00e9mentaire dans l&#039;application des sciences \u00e0 l&#039;am\u00e9lioration de la vie quotidienne avec la publication d&#039;un nouveau mod\u00e8le BERT.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/\" \/>\n<meta property=\"og:site_name\" content=\"Better Web\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/Qwantcom\/\" \/>\n<meta property=\"article:author\" content=\"qwantcom\" \/>\n<meta property=\"article:published_time\" content=\"2021-09-13T11:49:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-22T13:45:59+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/betterweb.qwant.com\/wp-content\/uploads\/sites\/3\/2021\/09\/peter-gombos-8y3e2M6APy4-unsplash.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"2000\" \/>\n\t<meta property=\"og:image:height\" content=\"1333\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Team Qwant\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@Qwant_FR\" \/>\n<meta name=\"twitter:site\" content=\"@Qwant_FR\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"Team Qwant\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/\"},\"author\":{\"name\":\"Team Qwant\",\"@id\":\"https:\/\/betterweb.qwant.com\/#\/schema\/person\/4ff0b8b899e0358152323449e60bce83\"},\"headline\":\"NLP : Qwant pr\u00e9sente un nouveau mod\u00e8le BERT compact en langue fran\u00e7aise\",\"datePublished\":\"2021-09-13T11:49:00+00:00\",\"dateModified\":\"2024-11-22T13:45:59+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/\"},\"wordCount\":405,\"publisher\":{\"@id\":\"https:\/\/betterweb.qwant.com\/#organization\"},\"image\":{\"@id\":\"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/betterweb.qwant.com\/wp-content\/uploads\/sites\/3\/2021\/09\/peter-gombos-8y3e2M6APy4-unsplash.jpeg\",\"keywords\":[\"#FR\",\"Research\",\"tech\"],\"articleSection\":[\"Tech\"],\"inLanguage\":\"fr-FR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/\",\"url\":\"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/\",\"name\":\"NLP : Qwant pr\u00e9sente un nouveau mod\u00e8le BERT compact en langue fran\u00e7aise - Better Web\",\"isPartOf\":{\"@id\":\"https:\/\/betterweb.qwant.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/betterweb.qwant.com\/wp-content\/uploads\/sites\/3\/2021\/09\/peter-gombos-8y3e2M6APy4-unsplash.jpeg\",\"datePublished\":\"2021-09-13T11:49:00+00:00\",\"dateModified\":\"2024-11-22T13:45:59+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/#breadcrumb\"},\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/#primaryimage\",\"url\":\"https:\/\/betterweb.qwant.com\/wp-content\/uploads\/sites\/3\/2021\/09\/peter-gombos-8y3e2M6APy4-unsplash.jpeg\",\"contentUrl\":\"https:\/\/betterweb.qwant.com\/wp-content\/uploads\/sites\/3\/2021\/09\/peter-gombos-8y3e2M6APy4-unsplash.jpeg\",\"width\":2000,\"height\":1333},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Accueil\",\"item\":\"https:\/\/betterweb.qwant.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"NLP : Qwant pr\u00e9sente un nouveau mod\u00e8le BERT compact en langue fran\u00e7aise\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/betterweb.qwant.com\/#website\",\"url\":\"https:\/\/betterweb.qwant.com\/\",\"name\":\"Better Web\",\"description\":\"Le blog de Qwant, le moteur de recherche dont vous \u00eates l&#039;utilisateur, pas le produit\",\"publisher\":{\"@id\":\"https:\/\/betterweb.qwant.com\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/betterweb.qwant.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/betterweb.qwant.com\/#organization\",\"name\":\"Better Web\",\"url\":\"https:\/\/betterweb.qwant.com\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/betterweb.qwant.com\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/betterweb.qwant.com\/wp-content\/uploads\/sites\/3\/2024\/05\/Qwant-Better-web-vertical.svg\",\"contentUrl\":\"https:\/\/betterweb.qwant.com\/wp-content\/uploads\/sites\/3\/2024\/05\/Qwant-Better-web-vertical.svg\",\"width\":146,\"height\":54,\"caption\":\"Better Web\"},\"image\":{\"@id\":\"https:\/\/betterweb.qwant.com\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/Qwantcom\/\",\"https:\/\/x.com\/Qwant_FR\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/betterweb.qwant.com\/#\/schema\/person\/4ff0b8b899e0358152323449e60bce83\",\"name\":\"Team Qwant\",\"sameAs\":[\"http:\/\/www.qwant.com\",\"qwantcom\",\"https:\/\/x.com\/@Qwant_FR\"],\"url\":\"https:\/\/betterweb.qwant.com\/author\/teamqwant-2\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"NLP : Qwant pr\u00e9sente un nouveau mod\u00e8le BERT compact en langue fran\u00e7aise - Better Web","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/","og_locale":"fr_FR","og_type":"article","og_title":"NLP : Qwant pr\u00e9sente un nouveau mod\u00e8le BERT compact en langue fran\u00e7aise - Better Web","og_description":"Les \u00e9quipes de recherche de Qwant franchissent une \u00e9tape suppl\u00e9mentaire dans l'application des sciences \u00e0 l'am\u00e9lioration de la vie quotidienne avec la publication d'un nouveau mod\u00e8le BERT.","og_url":"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/","og_site_name":"Better Web","article_publisher":"https:\/\/www.facebook.com\/Qwantcom\/","article_author":"qwantcom","article_published_time":"2021-09-13T11:49:00+00:00","article_modified_time":"2024-11-22T13:45:59+00:00","og_image":[{"width":2000,"height":1333,"url":"https:\/\/betterweb.qwant.com\/wp-content\/uploads\/sites\/3\/2021\/09\/peter-gombos-8y3e2M6APy4-unsplash.jpeg","type":"image\/jpeg"}],"author":"Team Qwant","twitter_card":"summary_large_image","twitter_creator":"@Qwant_FR","twitter_site":"@Qwant_FR","twitter_misc":{"\u00c9crit par":"Team Qwant","Dur\u00e9e de lecture estim\u00e9e":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/#article","isPartOf":{"@id":"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/"},"author":{"name":"Team Qwant","@id":"https:\/\/betterweb.qwant.com\/#\/schema\/person\/4ff0b8b899e0358152323449e60bce83"},"headline":"NLP : Qwant pr\u00e9sente un nouveau mod\u00e8le BERT compact en langue fran\u00e7aise","datePublished":"2021-09-13T11:49:00+00:00","dateModified":"2024-11-22T13:45:59+00:00","mainEntityOfPage":{"@id":"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/"},"wordCount":405,"publisher":{"@id":"https:\/\/betterweb.qwant.com\/#organization"},"image":{"@id":"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/#primaryimage"},"thumbnailUrl":"https:\/\/betterweb.qwant.com\/wp-content\/uploads\/sites\/3\/2021\/09\/peter-gombos-8y3e2M6APy4-unsplash.jpeg","keywords":["#FR","Research","tech"],"articleSection":["Tech"],"inLanguage":"fr-FR"},{"@type":"WebPage","@id":"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/","url":"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/","name":"NLP : Qwant pr\u00e9sente un nouveau mod\u00e8le BERT compact en langue fran\u00e7aise - Better Web","isPartOf":{"@id":"https:\/\/betterweb.qwant.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/#primaryimage"},"image":{"@id":"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/#primaryimage"},"thumbnailUrl":"https:\/\/betterweb.qwant.com\/wp-content\/uploads\/sites\/3\/2021\/09\/peter-gombos-8y3e2M6APy4-unsplash.jpeg","datePublished":"2021-09-13T11:49:00+00:00","dateModified":"2024-11-22T13:45:59+00:00","breadcrumb":{"@id":"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/#breadcrumb"},"inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/"]}]},{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/#primaryimage","url":"https:\/\/betterweb.qwant.com\/wp-content\/uploads\/sites\/3\/2021\/09\/peter-gombos-8y3e2M6APy4-unsplash.jpeg","contentUrl":"https:\/\/betterweb.qwant.com\/wp-content\/uploads\/sites\/3\/2021\/09\/peter-gombos-8y3e2M6APy4-unsplash.jpeg","width":2000,"height":1333},{"@type":"BreadcrumbList","@id":"https:\/\/betterweb.qwant.com\/2021\/09\/13\/nlp-qwant-presente-le-premier-modele-bert-en-langue-francaise\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Accueil","item":"https:\/\/betterweb.qwant.com\/"},{"@type":"ListItem","position":2,"name":"NLP : Qwant pr\u00e9sente un nouveau mod\u00e8le BERT compact en langue fran\u00e7aise"}]},{"@type":"WebSite","@id":"https:\/\/betterweb.qwant.com\/#website","url":"https:\/\/betterweb.qwant.com\/","name":"Better Web","description":"Le blog de Qwant, le moteur de recherche dont vous \u00eates l&#039;utilisateur, pas le produit","publisher":{"@id":"https:\/\/betterweb.qwant.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/betterweb.qwant.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-FR"},{"@type":"Organization","@id":"https:\/\/betterweb.qwant.com\/#organization","name":"Better Web","url":"https:\/\/betterweb.qwant.com\/","logo":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/betterweb.qwant.com\/#\/schema\/logo\/image\/","url":"https:\/\/betterweb.qwant.com\/wp-content\/uploads\/sites\/3\/2024\/05\/Qwant-Better-web-vertical.svg","contentUrl":"https:\/\/betterweb.qwant.com\/wp-content\/uploads\/sites\/3\/2024\/05\/Qwant-Better-web-vertical.svg","width":146,"height":54,"caption":"Better Web"},"image":{"@id":"https:\/\/betterweb.qwant.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/Qwantcom\/","https:\/\/x.com\/Qwant_FR"]},{"@type":"Person","@id":"https:\/\/betterweb.qwant.com\/#\/schema\/person\/4ff0b8b899e0358152323449e60bce83","name":"Team Qwant","sameAs":["http:\/\/www.qwant.com","qwantcom","https:\/\/x.com\/@Qwant_FR"],"url":"https:\/\/betterweb.qwant.com\/author\/teamqwant-2\/"}]}},"_links":{"self":[{"href":"https:\/\/betterweb.qwant.com\/wp-json\/wp\/v2\/posts\/333","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/betterweb.qwant.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/betterweb.qwant.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/betterweb.qwant.com\/wp-json\/wp\/v2\/users\/22"}],"replies":[{"embeddable":true,"href":"https:\/\/betterweb.qwant.com\/wp-json\/wp\/v2\/comments?post=333"}],"version-history":[{"count":2,"href":"https:\/\/betterweb.qwant.com\/wp-json\/wp\/v2\/posts\/333\/revisions"}],"predecessor-version":[{"id":1476,"href":"https:\/\/betterweb.qwant.com\/wp-json\/wp\/v2\/posts\/333\/revisions\/1476"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/betterweb.qwant.com\/wp-json\/wp\/v2\/media\/334"}],"wp:attachment":[{"href":"https:\/\/betterweb.qwant.com\/wp-json\/wp\/v2\/media?parent=333"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/betterweb.qwant.com\/wp-json\/wp\/v2\/categories?post=333"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/betterweb.qwant.com\/wp-json\/wp\/v2\/tags?post=333"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}