{"id":202438,"date":"2023-06-02T05:00:00","date_gmt":"2023-06-02T05:00:00","guid":{"rendered":"https:\/\/datascientest.com\/?p=202438"},"modified":"2023-06-01T15:54:29","modified_gmt":"2023-06-01T15:54:29","slug":"comment-arreter-lhallucination-des-intelligences-artificielles","status":"publish","type":"post","link":"https:\/\/datascientest.com\/comment-arreter-lhallucination-des-intelligences-artificielles","title":{"rendered":"Comment arr\u00eater l\u2019hallucination des intelligences artificielles"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"202438\" class=\"elementor elementor-202438\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a6e85b2 e-flex e-con-boxed e-con\" data-id=\"a6e85b2\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-eeb0d11 elementor-widget elementor-widget-heading\" data-id=\"eeb0d11\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Depuis toujours les intelligences artificielles ont hallucin\u00e9 des r\u00e9ponses pour \u00eatre cr\u00e9atives et inventer des histoires. Mais, face \u00e0 la popularit\u00e9 des intelligences artificielles g\u00e9n\u00e9ratives comme sources d\u2019informations, les experts cherchent \u00e0 r\u00e9duire voire arr\u00eater ces hallucinations.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9d5029e e-flex e-con-boxed e-con\" data-id=\"9d5029e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e96b4de elementor-widget elementor-widget-heading\" data-id=\"e96b4de\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Quel est le probl\u00e8me des hallucinations ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c420652 elementor-widget elementor-widget-text-editor\" data-id=\"c420652\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><span style=\"font-weight: 400;\">Les intelligences artificielles ont <\/span><b>toujours<\/b><span style=\"font-weight: 400;\"> eu cette tendance \u00e0 \u201challuciner\u201d des r\u00e9ponses.<\/span><\/p><p><span style=\"font-weight: 400;\">Ces derni\u00e8res sont cod\u00e9es de sorte \u00e0 inventer une r\u00e9ponse plut\u00f4t qu&rsquo;\u00e0 dire <\/span><b>\u201cje ne sais pas\u201d<\/b><span style=\"font-weight: 400;\">. Pourtant, depuis leur acc\u00e8s au grand public, de nombreuses personnes s\u2019en servent <\/span><b>quotidiennement<\/b><span style=\"font-weight: 400;\"> pour avoir acc\u00e8s \u00e0 des informations rapidement et de mani\u00e8re \u00e9pur\u00e9e. Aujourd\u2019hui utilis\u00e9 dans des domaines complexes comme la m\u00e9decine ou le droit, le probl\u00e8me d\u2019hallucination est devenu<\/span><b> critique<\/b><span style=\"font-weight: 400;\">.<\/span><\/p><p><span style=\"font-weight: 400;\">Selon diff\u00e9rents centres de recherche, l\u2019origine des hallucinations viendrait de <\/span><a href=\"https:\/\/datascientest.com\/large-language-models-tout-savoir\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">la conception des mod\u00e8les LLM<\/span><\/a><span style=\"font-weight: 400;\">. Entra\u00een\u00e9 \u00e0 traiter et d\u2019accumuler des bases de donn\u00e9es \u00e9normes, ils ne savent pour autant pas faire <\/span><b>la distinction <\/b><span style=\"font-weight: 400;\">entre ce qui est factuel ou non. Leur fonction principale se limite \u00e0 pr\u00e9dire quel mot vient apr\u00e8s l\u2019autre.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e56c293 elementor-widget elementor-widget-image\" data-id=\"e56c293\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/13330330_Feb-Business_9-1024x1024.jpg\" class=\"attachment-large size-large wp-image-202441\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/13330330_Feb-Business_9-1024x1024.jpg 1024w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/13330330_Feb-Business_9-300x300.jpg 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/13330330_Feb-Business_9-150x150.jpg 150w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/13330330_Feb-Business_9-768x768.jpg 768w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/13330330_Feb-Business_9-1536x1536.jpg 1536w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/13330330_Feb-Business_9-2048x2048.jpg 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-63cfb52 e-flex e-con-boxed e-con\" data-id=\"63cfb52\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5db7dc1 elementor-widget elementor-widget-heading\" data-id=\"5db7dc1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Comment arr\u00eater cette hallucination ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9422a15 elementor-widget elementor-widget-text-editor\" data-id=\"9422a15\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Pour endiguer cette habitude, de nombreuses exp\u00e9riences ont d\u00e9j\u00e0 \u00e9t\u00e9 men\u00e9es. La plus r\u00e9cente concerne <\/span><a href=\"https:\/\/arxiv.org\/abs\/2305.14325\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">des chercheurs du MIT<\/span><\/a><span style=\"font-weight: 400;\"> qui ont tent\u00e9 de cr\u00e9er <\/span><b>\u201cune soci\u00e9t\u00e9 d\u2019esprits\u201d<\/b><span style=\"font-weight: 400;\"> entre IA. L\u2019objectif \u00e9tait de poser une question \u00e0 plusieurs IA et de les laisser d\u00e9battre jusqu\u2019\u00e0 ce qu\u2019<\/span><b>une seule r\u00e9ponse<\/b><span style=\"font-weight: 400;\"> l\u2019emporte. D\u2019autres entreprises comme Google et Microsoft essayent de leur c\u00f4t\u00e9 de rendre plus \u201cintelligentes\u201d ces IA g\u00e9n\u00e9ratives.\u00a0<\/span><\/p><p><a href=\"https:\/\/datascientest.com\/reinforcement-learning\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Une technique appel\u00e9e apprentissage par renforcement<\/span><\/a><span style=\"font-weight: 400;\"> avec retour d&rsquo;information humain, dans laquelle des testeurs humains am\u00e9liorent manuellement les r\u00e9ponses d&rsquo;un robot et les renvoient ensuite au syst\u00e8me pour l&rsquo;am\u00e9liorer, est <\/span><b>largement reconnue<\/b><span style=\"font-weight: 400;\"> comme ayant permis \u00e0 ChatGPT d&rsquo;\u00eatre bien meilleur que les chatbots qui l&rsquo;ont pr\u00e9c\u00e9d\u00e9.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Une approche populaire consiste aussi \u00e0 <\/span><b>connecter<\/b><span style=\"font-weight: 400;\"> les chatbots \u00e0 des bases de donn\u00e9es d&rsquo;informations factuelles ou plus fiables, telles que Wikipedia, Google search ou des collections d&rsquo;articles acad\u00e9miques ou de documents commerciaux sur mesure.<\/span><\/p><p><span style=\"font-weight: 400;\">Une autre solution serait de rendre les IA <\/span><b>moins cr\u00e9atives<\/b><span style=\"font-weight: 400;\"> comme le font actuellement les grandes entreprises. Lorsque Google g\u00e9n\u00e8re des r\u00e9sultats de recherche \u00e0 l&rsquo;aide de sa technologie de chatbot, il effectue \u00e9galement une recherche normale en parall\u00e8le, puis compare si la r\u00e9ponse du bot et les r\u00e9sultats de la recherche traditionnelle correspondent. Si ce n&rsquo;est pas le cas, la r\u00e9ponse de l&rsquo;IA n&rsquo;appara\u00eet m\u00eame pas. L&rsquo;entreprise a modifi\u00e9 son robot pour qu&rsquo;il soit moins cr\u00e9atif, ce qui signifie qu&rsquo;il n&rsquo;est pas tr\u00e8s dou\u00e9 pour \u00e9crire des po\u00e8mes ou avoir des conversations int\u00e9ressantes, mais qu&rsquo;il est <\/span><b>moins susceptible de mentir<\/b><span style=\"font-weight: 400;\">. En limitant son robot de recherche \u00e0 la corroboration des r\u00e9sultats de recherche existants, l&rsquo;entreprise a pu <\/span><b>r\u00e9duire<\/b><span style=\"font-weight: 400;\"> le nombre d&rsquo;hallucinations et d&rsquo;inexactitudes.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8057743 elementor-widget elementor-widget-image\" data-id=\"8057743\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"516\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/audit-4576720_1920.jpg\" class=\"attachment-large size-large wp-image-202440\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-76cc8a2 elementor-widget elementor-widget-text-editor\" data-id=\"76cc8a2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Pourtant les hallucinations sont aussi <\/span><b>une bonne chose<\/b><span style=\"font-weight: 400;\"> pour les IA, elles leur permettent d\u2019\u00eatre cr\u00e9atifs et d&rsquo;imaginer des histoires ou des sc\u00e9narios. Arrivons-nous \u00e0 un tournant de l\u2019IA g\u00e9n\u00e9ratives ou <\/span><b>des sous-types d\u2019IA g\u00e9n\u00e9ratives <\/b><span style=\"font-weight: 400;\">commencerait \u00e0 voir le jour ? Certaines seraient sp\u00e9cialis\u00e9es dans <\/span><b>la cr\u00e9ation<\/b><span style=\"font-weight: 400;\"> d\u2019histoires ou de sc\u00e9narios et les autres serviront d\u2019outil de <\/span><b>recherche et d\u2019informations<\/b><span style=\"font-weight: 400;\">. Si cet article vous a plu et si vous envisagez une carri\u00e8re dans la Data Science, n\u2019h\u00e9sitez pas \u00e0 d\u00e9couvrir <\/span><a href=\"https:\/\/datascientest.com\/blog-data-ia-actualites\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">nos articles<\/span><\/a><span style=\"font-weight: 400;\"> ou <\/span><a href=\"https:\/\/datascientest.com\/formations-data\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">nos offres de formations<\/span><\/a><span style=\"font-weight: 400;\"> sur DataScientest.<\/span><\/p><p><i><span style=\"font-weight: 400;\">Source : washingtonpost.com<\/span><\/i><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Depuis toujours les intelligences artificielles ont hallucin\u00e9 des r\u00e9ponses pour \u00eatre cr\u00e9atives et inventer des histoires. Mais, face \u00e0 la popularit\u00e9 des intelligences artificielles g\u00e9n\u00e9ratives comme sources d\u2019informations, les experts cherchent \u00e0 r\u00e9duire voire arr\u00eater ces hallucinations. Quel est le probl\u00e8me des hallucinations ? Les intelligences artificielles ont toujours eu cette tendance \u00e0 \u201challuciner\u201d des [&hellip;]<\/p>\n","protected":false},"author":45,"featured_media":202439,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2431],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Comment arr\u00eater l\u2019hallucination des intelligences artificielles<\/title>\n<meta name=\"description\" content=\"Face \u00e0 la popularit\u00e9 des intelligences artificielles g\u00e9n\u00e9ratives comme sources d\u2019informations, les experts cherchent \u00e0 r\u00e9duire voire arr\u00eater ces hallucinations\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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