{"id":60,"date":"2025-09-23T08:35:32","date_gmt":"2025-09-23T06:35:32","guid":{"rendered":"https:\/\/edu.ge.ch\/site\/ia\/?p=60"},"modified":"2026-01-20T10:24:14","modified_gmt":"2026-01-20T09:24:14","slug":"un-entrainement-sans-humain","status":"publish","type":"post","link":"https:\/\/edu.ge.ch\/site\/ia\/2025\/09\/23\/un-entrainement-sans-humain\/","title":{"rendered":"Un entrainement sans humain"},"content":{"rendered":"<div id=\"pl-60\"  class=\"panel-layout\"><div id=\"pg-60-0\"  class=\"panel-grid panel-no-style\"><div id=\"pgc-60-0-0\"  class=\"panel-grid-cell\"><div id=\"panel-60-0-0-0\" class=\"so-panel widget widget_sow-editor panel-first-child panel-last-child\" data-index=\"0\"><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-editor so-widget-sow-editor-base\">\n<div class=\"siteorigin-widget-tinymce textwidget\">\n\t<p>Il y a quelques semaines, je vous parlais de l'analogie d'Andrej Karpathy \u00e0 propos de l'entra\u00eenement des IA qui ressemble l'apprentissage des \u00e9l\u00e8ves : lire son cours, faire des exercices corrig\u00e9s, puis des exercices avec la solution non d\u00e9taill\u00e9e.<br \/>\nUne \u00e9quipe de recherche de l'universit\u00e9 de Tsinghua (Chine) a r\u00e9cemment pr\u00e9sent\u00e9 ce qu'elle a appel\u00e9 le \"zero human training\". Si on file la m\u00e9taphore, les \u00e9l\u00e8ves laisseraient de c\u00f4t\u00e9 profs et manuels scolaires pour travailler sur leurs propres exercices invent\u00e9s. (Ce que font parfois... les meilleurs \u00e9l\u00e8ves ?)<\/p>\n<p><\/p><\/div><\/div><\/div><\/div><\/div><\/div><p><p class=\"read-more-container\"><a title=\"Un entrainement sans humain\" class=\"read-more content-read-more\" href=\"https:\/\/edu.ge.ch\/site\/ia\/2025\/09\/23\/un-entrainement-sans-humain\/#more-60\" aria-label=\"En savoir plus sur Un entrainement sans humain\">Lire la suite<\/a><\/p><\/p>","protected":false},"excerpt":{"rendered":"<p>Il y a quelques semaines, je vous parlais de l&rsquo;analogie d&rsquo;Andrej Karpathy \u00e0 propos de l&rsquo;entra\u00eenement des IA qui ressemble l&rsquo;apprentissage des \u00e9l\u00e8ves : lire son cours, faire des exercices corrig\u00e9s, puis des exercices avec la solution non d\u00e9taill\u00e9e. Une \u00e9quipe de recherche de l&rsquo;universit\u00e9 de Tsinghua (Chine) a r\u00e9cemment pr\u00e9sent\u00e9 ce qu&rsquo;elle a appel\u00e9 &#8230; <a title=\"Un entrainement sans humain\" class=\"read-more\" href=\"https:\/\/edu.ge.ch\/site\/ia\/2025\/09\/23\/un-entrainement-sans-humain\/\" aria-label=\"En savoir plus sur Un entrainement sans humain\">Lire la suite<\/a><\/p>\n","protected":false},"author":24,"featured_media":63,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-60","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Un entrainement sans humain - IA et enseignement, un site du SEM<\/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:\/\/edu.ge.ch\/site\/ia\/2025\/09\/23\/un-entrainement-sans-humain\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Un entrainement sans humain - IA et enseignement, un site du SEM\" \/>\n<meta property=\"og:description\" content=\"Il y a quelques semaines, je vous parlais de l&#039;analogie d&#039;Andrej Karpathy \u00e0 propos de l&#039;entra\u00eenement des IA qui ressemble l&#039;apprentissage des \u00e9l\u00e8ves : lire son cours, faire des exercices corrig\u00e9s, puis des exercices avec la solution non d\u00e9taill\u00e9e. Une \u00e9quipe de recherche de l&#039;universit\u00e9 de Tsinghua (Chine) a r\u00e9cemment pr\u00e9sent\u00e9 ce qu&#039;elle a appel\u00e9 ... Lire la suite\" \/>\n<meta property=\"og:url\" content=\"https:\/\/edu.ge.ch\/site\/ia\/2025\/09\/23\/un-entrainement-sans-humain\/\" \/>\n<meta property=\"og:site_name\" content=\"IA et enseignement, un site du SEM\" \/>\n<meta property=\"article:published_time\" content=\"2025-09-23T06:35:32+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-01-20T09:24:14+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/edu.ge.ch\/site\/ia\/wp-content\/uploads\/sites\/280\/2025\/09\/2025-05-20-11_49_39-Absolute-Zero_-Reinforced-Self-play-Reasoning-with-Zero-Data-2505.03335v2.pdf-.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1039\" \/>\n\t<meta property=\"og:image:height\" content=\"345\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Eric Vanoncini\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"Eric Vanoncini\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/edu.ge.ch\\\/site\\\/ia\\\/2025\\\/09\\\/23\\\/un-entrainement-sans-humain\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/edu.ge.ch\\\/site\\\/ia\\\/2025\\\/09\\\/23\\\/un-entrainement-sans-humain\\\/\"},\"author\":{\"name\":\"Eric Vanoncini\",\"@id\":\"https:\\\/\\\/edu.ge.ch\\\/site\\\/ia\\\/#\\\/schema\\\/person\\\/8e90fec62a1c57c276d543499ab250e4\"},\"headline\":\"Un entrainement sans humain\",\"datePublished\":\"2025-09-23T06:35:32+00:00\",\"dateModified\":\"2026-01-20T09:24:14+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/edu.ge.ch\\\/site\\\/ia\\\/2025\\\/09\\\/23\\\/un-entrainement-sans-humain\\\/\"},\"wordCount\":814,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/edu.ge.ch\\\/site\\\/ia\\\/2025\\\/09\\\/23\\\/un-entrainement-sans-humain\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/edu.ge.ch\\\/site\\\/ia\\\/wp-content\\\/uploads\\\/sites\\\/280\\\/2025\\\/09\\\/2025-05-20-11_49_39-Absolute-Zero_-Reinforced-Self-play-Reasoning-with-Zero-Data-2505.03335v2.pdf-.png\",\"articleSection\":[\"Blog\"],\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/edu.ge.ch\\\/site\\\/ia\\\/2025\\\/09\\\/23\\\/un-entrainement-sans-humain\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/edu.ge.ch\\\/site\\\/ia\\\/2025\\\/09\\\/23\\\/un-entrainement-sans-humain\\\/\",\"url\":\"https:\\\/\\\/edu.ge.ch\\\/site\\\/ia\\\/2025\\\/09\\\/23\\\/un-entrainement-sans-humain\\\/\",\"name\":\"Un entrainement sans humain - 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