{"id":2526,"date":"2025-03-24T20:49:48","date_gmt":"2025-03-24T19:49:48","guid":{"rendered":"https:\/\/www.linkidoc.fr\/blog\/2025\/03\/24\/5-questions-sur-la-generation-de-la-recuperation\/"},"modified":"2025-03-24T20:49:51","modified_gmt":"2025-03-24T19:49:51","slug":"5-questions-sur-la-generation-de-la-recuperation","status":"publish","type":"post","link":"https:\/\/www.linkidoc.fr\/blog\/2025\/03\/24\/5-questions-sur-la-generation-de-la-recuperation\/","title":{"rendered":"5 questions sur la g\u00e9n\u00e9ration de la r\u00e9cup\u00e9ration"},"content":{"rendered":"
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1. Qu'est-ce que la g\u00e9n\u00e9ration aupr\u00e8s de la r\u00e9cup\u00e9ration?<\/h2>\n

Le chiffon est un moyen de tirer parti des mod\u00e8les de grande langue d\u00e9j\u00e0 form\u00e9s tels que GPT-4, Gemini, Bard et Llama lors de la cr\u00e9ation d'applications aliment\u00e9es par l'intelligence artificielle. En ajoutant des connaissances locales (telles que la politique hospitali\u00e8re ou les informations sur le protocole), le contexte (tel que les informations sur le profil des cliniciens) ou les ant\u00e9c\u00e9dents (tels que les donn\u00e9es cliniques des patients), RAG augmente les LLM pour \u00e9viter les probl\u00e8mes d'IA courants, tels que le manque d'informations sp\u00e9cifiques et les hallucinations LLM.<\/p>\n

2. Comment fonctionne le chiffon?<\/h2>\n

Rag \u00abenveloppe\u00bb essentiellement un LLM en ajoutant des informations pertinentes \u00e0 l'invite (requ\u00eate) envoy\u00e9e au LLM. Par exemple, supposons qu'un clinicien souhaite poser une question: \u00abDois-je augmenter la posologie de ce m\u00e9dicament pour ce patient?\u00bb Avec RAG, la question est d'abord trait\u00e9e pour comprendre le type de requ\u00eate et de d\u00e9tails abord\u00e9s. Ensuite, l'outil de chiffon pourrait r\u00e9cup\u00e9rer le protocole hospitalier pour le m\u00e9dicament, les recommandations du fabricant, les ant\u00e9c\u00e9dents du patient et les r\u00e9sultats r\u00e9cents de laboratoire, envoyant tout cela au LLM ainsi que la question du clinicien. Cela donne au LLM les connaissances, le contexte et l'histoire locaux pour aider \u00e0 r\u00e9pondre \u00e0 la question. Tout cela est invisible pour le clinicien parce que l'emballage de chiffon fait le travail de choix de quoi envoyer au LLM.<\/p>\n<\/p>\n

3. Comment le chiffon se compare-t-il \u00e0 un r\u00e9glage fin?<\/h2>\n

Le r\u00e9glage fin d'un LLM existant ajoute des informations au mod\u00e8le, g\u00e9n\u00e9ralement des donn\u00e9es priv\u00e9es. Cela peut \u00eatre utile pour am\u00e9liorer le LLM \u00e0 des t\u00e2ches sp\u00e9cifiques. RAG am\u00e9liore le LLM avec des informations \u00e0 jour et contextuellement utiles au moment o\u00f9 le LLM est interrog\u00e9. Les donn\u00e9es des patients ne sont pas enregistr\u00e9es dans le mod\u00e8le, mais le mod\u00e8le a toujours les derni\u00e8res informations dont elle a besoin pour r\u00e9pondre aux questions, et il n'y a aucun probl\u00e8me de s\u00e9curit\u00e9 de la fuite de donn\u00e9es confidentielles.<\/p>\n

4. Quels sont les avantages de l'utilisation du chiffon?<\/h2>\n

RAG \u00e9tend la valeur des LLM en donnant au mod\u00e8le des informations suppl\u00e9mentaires: documents et protocoles locaux et pertinents ainsi que des informations en temps r\u00e9el provenant de bases de donn\u00e9es cliniques. Les cliniciens et les chercheurs peuvent poser des questions en fonction de ce qui se passe cette minute, pas lorsque le LLM a \u00e9t\u00e9 form\u00e9. Ces informations suppl\u00e9mentaires permettent \u00e0 la LLM de fournir des r\u00e9ponses qui sont \u00e0 la fois plus pertinentes et plus pr\u00e9cises. Les \u00e9quipes informatiques peuvent \u00e9galement constituer des niveaux plus \u00e9lev\u00e9s de s\u00e9curit\u00e9 et des contr\u00f4les d'acc\u00e8s plus stricts, ne nourrissant que des informations que la personne qui pose la question est autoris\u00e9e \u00e0 conna\u00eetre.<\/p>\n

5. Quels sont les d\u00e9fis du chiffon?<\/h2>\n

Les applications RAG doivent pr\u00e9traiter les invites utilisateur pour d\u00e9cider des informations suppl\u00e9mentaires \u00e0 envoyer. Cela peut \u00eatre un travail difficile, et il y a une chance que l'application RAG envoie les mauvaises donn\u00e9es. De plus, ce n'est pas parce que vous avez donn\u00e9 un LLM que des informations suppl\u00e9mentaires signifient qu'elles comprendront correctement les donn\u00e9es et les incorporer dans la r\u00e9ponse.<\/p>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"

1. Qu'est-ce que la g\u00e9n\u00e9ration aupr\u00e8s de la r\u00e9cup\u00e9ration? Le chiffon est un moyen de tirer parti des mod\u00e8les de<\/p>\n","protected":false},"author":1,"featured_media":2527,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[531,131,2379,38],"class_list":["post-2526","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-non-classe","tag-generation","tag-questions","tag-recuperation","tag-sur","generate-columns","tablet-grid-50","mobile-grid-100","grid-parent","grid-50"],"yoast_head":"\n5 questions sur la g\u00e9n\u00e9ration de la r\u00e9cup\u00e9ration - Blog Linkidoc : consultant e-sant\u00e9<\/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:\/\/www.linkidoc.fr\/blog\/2025\/03\/24\/5-questions-sur-la-generation-de-la-recuperation\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"5 questions sur la g\u00e9n\u00e9ration de la r\u00e9cup\u00e9ration - Blog Linkidoc : consultant e-sant\u00e9\" \/>\n<meta property=\"og:description\" content=\"1. 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