{"id":23905,"date":"2025-01-18T03:06:44","date_gmt":"2025-01-18T01:06:44","guid":{"rendered":"https:\/\/infopolicy.net\/?p=23905"},"modified":"2025-01-18T14:23:40","modified_gmt":"2025-01-18T12:23:40","slug":"","status":"publish","type":"post","link":"https:\/\/infopolicy.net\/en\/kag-luchshaya-alternativa-rag-dlya-prilozhenij-znanij-spetsifichnyh-dlya-predmetnoj-oblasti\/","title":{"rendered":"","raw":""},"content":{"rendered":"","protected":false,"raw":""},"excerpt":{"rendered":"","protected":false,"raw":""},"author":1,"featured_media":23908,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_ru_post_content":"<p id=\"d048\" class=\"pw-post-body-paragraph mk ml gd mm b mn mo mp mq mr ms mt mu mv mw mx my mz na nb nc nd ne nf ng nh fw bk\" data-selectable-paragraph=\"\"><span>\u0420\u043e\u0441\u0442 \u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u044f\u0437\u044b\u043a\u043e\u0432\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 (LLM) \u043f\u0440\u0438\u0432\u0435\u043b \u043a \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u0440\u043e\u0440\u044b\u0432\u0430\u043c \u0432 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u0435\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u044f\u0437\u044b\u043a\u0430 (NLP). Retrieval-Augmented Generation (RAG), \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043e\u0431\u043e\u0433\u0430\u0449\u0430\u0435\u0442 LLM \u0432\u043d\u0435\u0448\u043d\u0438\u043c\u0438 \u0437\u043d\u0430\u043d\u0438\u044f\u043c\u0438, \u0441\u044b\u0433\u0440\u0430\u043b\u0430 \u0440\u0435\u0448\u0430\u044e\u0449\u0443\u044e \u0440\u043e\u043b\u044c \u0432 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439, \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u043d\u044b\u0445 \u0434\u043b\u044f \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438. \u041e\u0434\u043d\u0430\u043a\u043e RAG \u0431\u043e\u0440\u0435\u0442\u0441\u044f \u0441 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u043c\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u043c\u0438, \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e \u0432 \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u043e\u0431\u043b\u0430\u0441\u0442\u044f\u0445, \u0442\u0440\u0435\u0431\u0443\u044e\u0449\u0438\u0445 \u043b\u043e\u0433\u0438\u043a\u0438, \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u0438 \u0441\u0432\u044f\u0437\u043d\u043e\u0433\u043e \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f.<\/span><\/p>\n<p id=\"bd84\" class=\"pw-post-body-paragraph mk ml gd mm b mn mo mp mq mr ms mt mu mv mw mx my mz na nb nc nd ne nf ng nh fw bk\" data-selectable-paragraph=\"\"><span>\u0427\u0442\u043e\u0431\u044b \u043f\u0440\u0435\u043e\u0434\u043e\u043b\u0435\u0442\u044c \u044d\u0442\u0438 \u043f\u0440\u043e\u0431\u0435\u043b\u044b,\u00a0<\/span><strong class=\"mm ge\"><span>Knowledge Augmented Generation (KAG)<\/span><\/strong><span>\u00a0\u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0438\u043d\u043d\u043e\u0432\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430. \u0411\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u043c\u0443 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u044e \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432 \u043f\u043e\u0438\u0441\u043a\u0430 RAG \u0441\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043b\u043e\u0433\u0438\u043a\u043e\u0439 \u0433\u0440\u0430\u0444\u043e\u0432 \u0437\u043d\u0430\u043d\u0438\u0439 (KG), KAG \u0443\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u043d\u043e\u0432\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0434\u043b\u044f \u0441\u0438\u0441\u0442\u0435\u043c, \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043d\u0430 \u0437\u043d\u0430\u043d\u0438\u044f\u0445.<\/span><\/p>\n\n<h1 id=\"f4e2\" class=\"ni nj gd bf nk nl nm nn no np nq nr ns nt nu nv nw nx ny nz oa ob oc od oe of bk\" data-selectable-paragraph=\"\"><span>\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f RAG<\/span><\/h1>\n<p id=\"d239\" class=\"pw-post-body-paragraph mk ml gd mm b mn og mp mq mr oh mt mu mv oi mx my mz oj nb nc nd ok nf ng nh fw bk\" data-selectable-paragraph=\"\"><span>\u0425\u043e\u0442\u044f RAG \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u044b\u0439 \u0441\u043f\u043e\u0441\u043e\u0431 \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f LLM \u043f\u0443\u0442\u0435\u043c \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0439 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0441\u0445\u043e\u0434\u0441\u0442\u0432\u0430 \u0432\u0435\u043a\u0442\u043e\u0440\u043e\u0432, \u043e\u043d \u0441\u0442\u0430\u043b\u043a\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0441 \u0441\u0435\u0440\u044c\u0435\u0437\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430\u043c\u0438:<\/span><\/p>\n\n<h1 id=\"3e0f\" class=\"ni nj gd bf nk nl nm nn no np nq nr ns nt nu nv nw nx ny nz oa ob oc od oe of bk\" data-selectable-paragraph=\"\"><span>1. \u041b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f<\/span><\/h1>\n<ul class=\"\">\n \t<li id=\"c9d2\" class=\"mk ml gd mm b mn og mp mq mr oh mt mu mv oi mx my mz oj nb nc nd ok nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u0421\u0438\u0441\u0442\u0435\u043c\u044b RAG \u043f\u043e\u043b\u0430\u0433\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u0441\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u0438\u043b\u0438 \u0432\u0435\u043a\u0442\u043e\u0440\u0430 \u0434\u043b\u044f \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445. \u041e\u0434\u043d\u0430\u043a\u043e \u043e\u043d\u0438 \u0447\u0430\u0441\u0442\u043e \u043d\u0435 \u043f\u043e\u043d\u0438\u043c\u0430\u044e\u0442 \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0439, \u0442\u0430\u043a\u0438\u0445 \u043a\u0430\u043a \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438, \u0447\u0438\u0441\u043b\u043e\u0432\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043f\u0440\u0438\u0447\u0438\u043d\u043d\u043e-\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u0441\u0432\u044f\u0437\u0438.<\/span><\/li>\n \t<li id=\"0b4a\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u0438\u0445 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0430\u0442\u044c \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u043e\u0432 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e \u0432 \u0442\u0430\u043a\u0438\u0445 \u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u043e\u0431\u043b\u0430\u0441\u0442\u044f\u0445, \u043a\u0430\u043a \u043f\u0440\u0430\u0432\u043e \u0438\u043b\u0438 \u043d\u0430\u0443\u043a\u0430.<\/span><\/li>\n<\/ul>\n<h1 id=\"f558\" class=\"ni nj gd bf nk nl nm nn no np nq nr ns nt nu nv nw nx ny nz oa ob oc od oe of bk\" data-selectable-paragraph=\"\"><span>2. \u0418\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u044b\u0435 \u0438 \u0448\u0443\u043c\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b<\/span><\/h1>\n<ul class=\"\">\n \t<li id=\"42e1\" class=\"mk ml gd mm b mn og mp mq mr oh mt mu mv oi mx my mz oj nb nc nd ok nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u043f\u043e\u0438\u0441\u043a\u0430 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0441\u0445\u043e\u0434\u0441\u0442\u0432\u0430 \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u0438\u0432\u0435\u0441\u0442\u0438 \u043a \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u044e\u0449\u0438\u043c\u0441\u044f, \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u044b\u043c \u0438\u043b\u0438 \u043d\u0435\u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u044b\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u043c \u043f\u043e\u0438\u0441\u043a\u0430, \u0447\u0442\u043e \u0437\u0430\u0442\u0440\u0443\u0434\u043d\u0438\u0442 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0437\u043d\u0430\u0447\u0438\u043c\u044b\u0445 \u0441\u0432\u0435\u0434\u0435\u043d\u0438\u0439 \u0434\u043b\u044f \u043f\u043e\u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0445 \u0437\u0430\u0434\u0430\u0447.<\/span><\/li>\n<\/ul>\n<h1 id=\"f101\" class=\"ni nj gd bf nk nl nm nn no np nq nr ns nt nu nv nw nx ny nz oa ob oc od oe of bk\" data-selectable-paragraph=\"\"><span>3. \u0421\u0431\u043e\u0438, \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u043d\u044b\u0435 \u0434\u043b\u044f \u0434\u043e\u043c\u0435\u043d\u0430<\/span><\/h1>\n<ul class=\"\">\n \t<li id=\"1680\" class=\"mk ml gd mm b mn og mp mq mr oh mt mu mv oi mx my mz oj nb nc nd ok nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u041f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0431\u043b\u0430\u0441\u0442\u0438, \u0442\u0430\u043a\u0438\u0435 \u043a\u0430\u043a \u0437\u0434\u0440\u0430\u0432\u043e\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u0444\u0438\u043d\u0430\u043d\u0441\u044b, \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u043e\u0447\u0435\u043d\u044c \u0442\u043e\u0447\u043d\u044b\u0445 \u0438 \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043e\u0442\u0432\u0435\u0442\u043e\u0432. \u0421\u0438\u0441\u0442\u0435\u043c\u044b RAG \u0447\u0430\u0441\u0442\u043e \u043d\u0435 \u0441\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0441 \u044d\u0442\u0438\u043c\u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u044f\u043c\u0438, \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u0435\u0442 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0439 \u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u0438.<\/span><\/li>\n<\/ul>\n<h1 id=\"43c7\" class=\"ni nj gd bf nk nl nm nn no np nq nr ns nt nu nv nw nx ny nz oa ob oc od oe of bk\" data-selectable-paragraph=\"\"><span>\u0427\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442 KAG?<\/span><\/h1>\n<p id=\"81ad\" class=\"pw-post-body-paragraph mk ml gd mm b mn og mp mq mr oh mt mu mv oi mx my mz oj nb nc nd ok nf ng nh fw bk\" data-selectable-paragraph=\"\"><span>KAG \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0441\u0438\u043b\u0443<\/span><mark class=\"xb xc ao\"><span>\u0433\u0440\u0430\u0444\u044b \u0437\u043d\u0430\u043d\u0438\u0439<\/span><\/mark><span>\u0434\u043b\u044f \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u044f \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0439, \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u0438 \u043f\u043e\u0438\u0441\u043a\u0430. \u0412 \u043e\u0442\u043b\u0438\u0447\u0438\u0435 \u043e\u0442 RAG, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0444\u043e\u043a\u0443\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043d\u0430 \u043f\u043e\u0438\u0441\u043a\u0435 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u043d\u043e\u0433\u043e \u0441\u0445\u043e\u0434\u0441\u0442\u0432\u0430, KAG \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0439 \u0433\u0440\u0430\u0444\u043e\u0432 \u0437\u043d\u0430\u043d\u0438\u0439.<\/span><\/p>\n\n<h1 id=\"ec38\" class=\"ni nj gd bf nk nl nm nn no np nq nr ns nt nu nv nw nx ny nz oa ob oc od oe of bk\" data-selectable-paragraph=\"\"><span>1. \u041f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0437\u043d\u0430\u043d\u0438\u0439, \u0443\u0434\u043e\u0431\u043d\u043e\u0435 \u0434\u043b\u044f LLM<\/span><\/h1>\n<p id=\"5dac\" class=\"pw-post-body-paragraph mk ml gd mm b mn og mp mq mr oh mt mu mv oi mx my mz oj nb nc nd ok nf ng nh fw bk\" data-selectable-paragraph=\"\"><span>KAG \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442\u00a0<\/span><strong class=\"mm ge\"><span>\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 LLMFriSPG<\/span><\/strong><span>\u00a0, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0440\u0435\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u0443\u0435\u0442 \u0437\u043d\u0430\u043d\u0438\u044f \u0432 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0438 \u0441 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044f\u043c\u0438 LLM:<\/span><\/p>\n\n<ul class=\"\">\n \t<li id=\"b962\" class=\"mk ml gd mm b mn mo mp mq mr ms mt mu mv mw mx my mz na nb nc nd ne nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u0412 \u043d\u0435\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u043f\u043e\u0434\u0445\u043e\u0434\u044b \u0431\u0435\u0437 \u0441\u0445\u0435\u043c \u0438 \u0441 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u043c\u0438 \u043f\u043e \u0441\u0445\u0435\u043c\u0430\u043c, \u0447\u0442\u043e \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u043a\u0430\u043a \u0441 \u043d\u0435\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438, \u0442\u0430\u043a \u0438 \u0441\u043e \u0437\u043d\u0430\u043d\u0438\u044f\u043c\u0438 \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f.<\/span><\/li>\n \t<li id=\"033a\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u041e\u043d \u043e\u0431\u043b\u0435\u0433\u0447\u0430\u0435\u0442 \u0438\u0435\u0440\u0430\u0440\u0445\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435, \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u044f \u043d\u0435\u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c\u0438 \u0437\u043d\u0430\u043d\u0438\u044f\u043c\u0438 \u0432 KG.<\/span><\/li>\n<\/ul>\n<h1 id=\"12b3\" class=\"ni nj gd bf nk nl nm nn no np nq nr ns nt nu nv nw nx ny nz oa ob oc od oe of bk\" data-selectable-paragraph=\"\"><span>2. \u0412\u0437\u0430\u0438\u043c\u043d\u043e\u0435 \u0438\u043d\u0434\u0435\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u043e\u0438\u0441\u043a\u0430<\/span><\/h1>\n<p id=\"1897\" class=\"pw-post-body-paragraph mk ml gd mm b mn og mp mq mr oh mt mu mv oi mx my mz oj nb nc nd ok nf ng nh fw bk\" data-selectable-paragraph=\"\"><span>\u0421\u043e\u0437\u0434\u0430\u0432\u0430\u044f\u00a0<\/span><strong class=\"mm ge\"><span>\u0432\u0437\u0430\u0438\u043c\u043d\u0443\u044e \u0438\u043d\u0434\u0435\u043a\u0441\u0430\u0446\u0438\u044e<\/span><\/strong><span>\u00a0\u043c\u0435\u0436\u0434\u0443 \u0433\u0440\u0430\u0444\u043e\u043c \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u043c\u0438 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u0430\u043c\u0438, KAG \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u0438\u0441\u043a\u0430. \u042d\u0442\u0430 \u0434\u0432\u0443\u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442:<\/span><\/p>\n\n<ul class=\"\">\n \t<li id=\"486d\" class=\"mk ml gd mm b mn mo mp mq mr ms mt mu mv mw mx my mz na nb nc nd ne nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u043e-\u043e\u0431\u043e\u0433\u0430\u0449\u0435\u043d\u043d\u044b\u0435 \u043e\u0442\u0432\u0435\u0442\u044b, \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u044e\u0449\u0438\u0435 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0441\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c\u0438 \u0441\u0432\u044f\u0437\u044f\u043c\u0438.<\/span><\/li>\n \t<li id=\"6cbc\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0430 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043c\u043d\u043e\u0433\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f.<\/span><\/li>\n<\/ul>\n<h1 id=\"f1db\" class=\"ni nj gd bf nk nl nm nn no np nq nr ns nt nu nv nw nx ny nz oa ob oc od oe of bk\" data-selectable-paragraph=\"\"><span>3. \u041b\u043e\u0433\u0438\u043a\u043e-\u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435<\/span><\/h1>\n<p id=\"e5be\" class=\"pw-post-body-paragraph mk ml gd mm b mn og mp mq mr oh mt mu mv oi mx my mz oj nb nc nd ok nf ng nh fw bk\" data-selectable-paragraph=\"\"><span>KAG \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0433\u0438\u0431\u0440\u0438\u0434\u043d\u0443\u044e \u0441\u0438\u0441\u0442\u0435\u043c\u0443 \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u0435\u0442:<\/span><\/p>\n\n<ul class=\"\">\n \t<li id=\"9ca9\" class=\"mk ml gd mm b mn mo mp mq mr ms mt mu mv mw mx my mz na nb nc nd ne nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><strong class=\"mm ge\"><span>\u041f\u043e\u0438\u0441\u043a \u0442\u043e\u0447\u043d\u043e\u0433\u043e \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f<\/span><\/strong><span>\u00a0\u0434\u043b\u044f \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0439 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438.<\/span><\/li>\n \t<li id=\"3398\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><strong class=\"mm ge\"><span>\u041b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435<\/span><\/strong><span>\u00a0\u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432.<\/span><\/li>\n \t<li id=\"d55f\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><strong class=\"mm ge\"><span>\u0427\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u044f<\/span><\/strong><span>\u00a0\u0434\u043b\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432, \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u043c\u0438.<\/span><\/li>\n<\/ul>\n<h1 id=\"7ca7\" class=\"ni nj gd bf nk nl nm nn no np nq nr ns nt nu nv nw nx ny nz oa ob oc od oe of bk\" data-selectable-paragraph=\"\"><span>4. \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0432\u044b\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043d\u0438\u0435<\/span><\/h1>\n<p id=\"4425\" class=\"pw-post-body-paragraph mk ml gd mm b mn og mp mq mr oh mt mu mv oi mx my mz oj nb nc nd ok nf ng nh fw bk\" data-selectable-paragraph=\"\"><span>KAG \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u0443\u0435\u0442 \u0437\u043d\u0430\u043d\u0438\u044f, \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u043d\u044b\u0435 \u0434\u043b\u044f \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438, \u0443\u043b\u0443\u0447\u0448\u0430\u044f:<\/span><\/p>\n\n<ul class=\"\">\n \t<li id=\"ed32\" class=\"mk ml gd mm b mn mo mp mq mr ms mt mu mv mw mx my mz na nb nc nd ne nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u0422\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0437\u0430 \u0441\u0447\u0435\u0442 \u043b\u0443\u0447\u0448\u0435\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u043d\u0430\u043d\u0438\u0439.<\/span><\/li>\n \t<li id=\"0149\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u0421\u0432\u044f\u0437\u043d\u043e\u0441\u0442\u044c \u043f\u0443\u0442\u0435\u043c \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u044f \u0440\u0430\u0437\u0440\u043e\u0437\u043d\u0435\u043d\u043d\u044b\u0445 \u0437\u043d\u0430\u043d\u0438\u0439 \u0432 \u0446\u0435\u043b\u043e\u0441\u0442\u043d\u0443\u044e \u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443.<\/span><\/li>\n<\/ul>\n<h1 id=\"72ef\" class=\"ni nj gd bf nk nl nm nn no np nq nr ns nt nu nv nw nx ny nz oa ob oc od oe of bk\" data-selectable-paragraph=\"\"><span>5. \u0420\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043c\u043e\u0434\u0435\u043b\u0438<\/span><\/h1>\n<p id=\"2b71\" class=\"pw-post-body-paragraph mk ml gd mm b mn og mp mq mr oh mt mu mv oi mx my mz oj nb nc nd ok nf ng nh fw bk\" data-selectable-paragraph=\"\"><span>\u0414\u043b\u044f \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0438 \u0441\u0432\u043e\u0435\u0439 \u043f\u0435\u0440\u0435\u0434\u043e\u0432\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b KAG \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0435\u0442 \u0431\u0430\u0437\u043e\u0432\u044b\u0435 LLM, \u0443\u043b\u0443\u0447\u0448\u0430\u044f \u0438\u0445:<\/span><\/p>\n\n<ul class=\"\">\n \t<li id=\"7cc1\" class=\"mk ml gd mm b mn mo mp mq mr ms mt mu mv mw mx my mz na nb nc nd ne nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u041f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u0435\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u044f\u0437\u044b\u043a\u0430 (\u041f\u0415\u042f).<\/span><\/li>\n \t<li id=\"f3ed\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u0412\u044b\u0432\u043e\u0434 \u043d\u0430 \u0435\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u044f\u0437\u044b\u043a\u0435 (NLI).<\/span><\/li>\n \t<li id=\"aa92\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0435\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u044f\u0437\u044b\u043a\u0430 (NLG).<\/span><\/li>\n<\/ul>\n<h1 id=\"eec9\" class=\"ni nj gd bf nk nl nm nn no np nq nr ns nt nu nv nw nx ny nz oa ob oc od oe of bk\" data-selectable-paragraph=\"\"><span>\u041c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f<\/span><\/h1>\n<h2 id=\"9c8c\" class=\"ot nj gd bf nk ou ov ow no ox oy oz ns mv pa pb pc mz pd pe pf nd pg ph pi pj bk\" data-selectable-paragraph=\"\"><span>\u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438<\/span><\/h2>\n<p id=\"6441\" class=\"pw-post-body-paragraph mk ml gd mm b mn og mp mq mr oh mt mu mv oi mx my mz oj nb nc nd ok nf ng nh fw bk\" data-selectable-paragraph=\"\"><span>\u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 KAG \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0445 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432:<\/span><\/p>\n\n<ol class=\"\">\n \t<li id=\"cc74\" class=\"mk ml gd mm b mn mo mp mq mr ms mt mu mv mw mx my mz na nb nc nd ne nf ng nh pk om on bk\" data-selectable-paragraph=\"\"><span>KAG-Builder<\/span><\/li>\n<\/ol>\n<ul class=\"\">\n \t<li id=\"5151\" class=\"mk ml gd mm b mn mo mp mq mr ms mt mu mv mw mx my mz na nb nc nd ne nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u0421\u043e\u0437\u0434\u0430\u0435\u0442 \u0438\u043d\u0434\u0435\u043a\u0441\u044b \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u044f<\/span><\/li>\n \t<li id=\"966d\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u0418\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0437\u043d\u0430\u043d\u0438\u044f \u0441 \u043e\u043f\u0438\u0441\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043e\u043c<\/span><\/li>\n \t<li id=\"a0fd\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u0412\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435<\/span><\/li>\n<\/ul>\n<ol class=\"\">\n \t<li id=\"ead2\" class=\"mk ml gd mm b mn mo mp mq mr ms mt mu mv mw mx my mz na nb nc nd ne nf ng nh pk om on bk\" data-selectable-paragraph=\"\"><span>KAG-\u0420\u0435\u0448\u0430\u0442\u0435\u043b\u044c<\/span><\/li>\n<\/ol>\n<ul class=\"\">\n \t<li id=\"ed3e\" class=\"mk ml gd mm b mn mo mp mq mr ms mt mu mv mw mx my mz na nb nc nd ne nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u041e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u0437\u0430\u043f\u0440\u043e\u0441\u044b \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u0444\u043e\u0440\u043c<\/span><\/li>\n \t<li id=\"e020\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u0420\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u0433\u0438\u0431\u0440\u0438\u0434\u043d\u044b\u0435 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0438 \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0439<\/span><\/li>\n \t<li id=\"ede8\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u0413\u0435\u043d\u0435\u0440\u0438\u0440\u0443\u0435\u0442 \u043e\u0442\u0432\u0435\u0442\u044b \u0441 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u043d\u043e\u0439 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c\u044e<\/span><\/li>\n<\/ul>\n<h2 id=\"344a\" class=\"ot nj gd bf nk ou ov ow no ox oy oz ns mv pa pb pc mz pd pe pf nd pg ph pi pj bk\" data-selectable-paragraph=\"\"><span>\u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438<\/span><\/h2>\n<p id=\"e2e5\" class=\"pw-post-body-paragraph mk ml gd mm b mn og mp mq mr oh mt mu mv oi mx my mz oj nb nc nd ok nf ng nh fw bk\" data-selectable-paragraph=\"\"><span>\u0424\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u0442\u0440\u0438 \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438:<\/span><\/p>\n\n<ul class=\"\">\n \t<li id=\"3a42\" class=\"mk ml gd mm b mn mo mp mq mr ms mt mu mv mw mx my mz na nb nc nd ne nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u041f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u0435\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u044f\u0437\u044b\u043a\u0430 \u0437\u0430 \u0441\u0447\u0435\u0442 \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u044f \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430<\/span><\/li>\n \t<li id=\"8c02\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u0412\u044b\u0432\u043e\u0434 \u043d\u0430 \u0435\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f<\/span><\/li>\n \t<li id=\"832f\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0435\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u044f\u0437\u044b\u043a\u0430 \u0441 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u043c\u0438 \u043f\u043e \u0437\u043d\u0430\u043d\u0438\u044f\u043c<\/span><\/li>\n<\/ul>\n<h1 id=\"03e7\" class=\"ni nj gd bf nk nl nm nn no np nq nr ns nt nu nv nw nx ny nz oa ob oc od oe of bk\" data-selectable-paragraph=\"\"><span>\u042d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b<\/span><\/h1>\n<h2 id=\"716c\" class=\"ot nj gd bf nk ou ov ow no ox oy oz ns mv pa pb pc mz pd pe pf nd pg ph pi pj bk\" data-selectable-paragraph=\"\"><span>\u041f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043b\u043e\u043d\u0430<\/span><\/h2>\n<p id=\"6ec3\" class=\"pw-post-body-paragraph mk ml gd mm b mn og mp mq mr oh mt mu mv oi mx my mz oj nb nc nd ok nf ng nh fw bk\" data-selectable-paragraph=\"\"><span>\u0424\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a \u043f\u0440\u043e\u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u043b \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u044f \u0432 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u043d\u0430\u0431\u043e\u0440\u0430\u0445 \u0434\u0430\u043d\u043d\u044b\u0445:<\/span><\/p>\n\n<ul class=\"\">\n \t<li id=\"f659\" class=\"mk ml gd mm b mn mo mp mq mr ms mt mu mv mw mx my mz na nb nc nd ne nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>HotpotQA: \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 F1 \u043d\u0430 19,6%<\/span><\/li>\n \t<li id=\"fddc\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>2WikiMultiHopQA: \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 F1 \u043d\u0430 33,5%<\/span><\/li>\n \t<li id=\"9732\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>MuSiQue: \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 F1 \u043d\u0430 12,2%<\/span><\/li>\n<\/ul>\n<h2 id=\"0bbe\" class=\"ot nj gd bf nk ou ov ow no ox oy oz ns mv pa pb pc mz pd pe pf nd pg ph pi pj bk\" data-selectable-paragraph=\"\"><span>\u0421\u043e\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u043f\u043e \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438<\/span><\/h2>\n<p id=\"bd8e\" class=\"pw-post-body-paragraph mk ml gd mm b mn og mp mq mr oh mt mu mv oi mx my mz oj nb nc nd ok nf ng nh fw bk\" data-selectable-paragraph=\"\"><span>\u041d\u0435\u0441\u043c\u043e\u0442\u0440\u044f \u043d\u0430 \u043c\u043d\u043e\u0433\u043e\u043e\u0431\u0435\u0449\u0430\u044e\u0449\u0438\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b, \u0434\u0430\u043d\u043d\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0441\u0442\u0430\u043b\u043a\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430\u043c\u0438:<\/span><\/p>\n\n<ul class=\"\">\n \t<li id=\"3895\" class=\"mk ml gd mm b mn mo mp mq mr ms mt mu mv mw mx my mz na nb nc nd ne nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u0412\u044b\u0441\u043e\u043a\u0438\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0438\u0437-\u0437\u0430 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u0432\u044b\u0437\u043e\u0432\u043e\u0432 LLM<\/span><\/li>\n \t<li id=\"74dc\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u043a\u043e\u043c\u043f\u043b\u0435\u043a\u0441\u043d\u043e\u0439 \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b<\/span><\/li>\n \t<li id=\"a99d\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a \u0440\u0435\u0441\u0443\u0440\u0441\u043e\u0435\u043c\u043a\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435<\/span><\/li>\n<\/ul>\n<h1 id=\"2753\" class=\"ni nj gd bf nk nl nm nn no np nq nr ns nt nu nv nw nx ny nz oa ob oc od oe of bk\" data-selectable-paragraph=\"\"><span>\u0420\u0435\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f<\/span><\/h1>\n<h1 id=\"b7e3\" class=\"ni nj gd bf nk nl nm nn no np nq nr ns nt nu nv nw nx ny nz oa ob oc od oe of bk\" data-selectable-paragraph=\"\"><span>\u0412\u043e\u043f\u0440\u043e\u0441\u044b \u0438 \u043e\u0442\u0432\u0435\u0442\u044b \u043f\u043e \u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u043e\u043c\u0443 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044e<\/span><\/h1>\n<p id=\"0ca5\" class=\"pw-post-body-paragraph mk ml gd mm b mn og mp mq mr oh mt mu mv oi mx my mz oj nb nc nd ok nf ng nh fw bk\" data-selectable-paragraph=\"\"><span>KAG \u0431\u044b\u043b \u0432\u043d\u0435\u0434\u0440\u0435\u043d \u0434\u043b\u044f \u043e\u0442\u0432\u0435\u0442\u0430 \u043d\u0430 \u0441\u043b\u043e\u0436\u043d\u044b\u0435 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u0437\u0430\u043f\u0440\u043e\u0441\u044b. \u041f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 RAG, KAG \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u0438\u043b:<\/span><\/p>\n\n<ul class=\"\">\n \t<li id=\"d8a3\" class=\"mk ml gd mm b mn mo mp mq mr ms mt mu mv mw mx my mz na nb nc nd ne nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435\u00a0<\/span><strong class=\"mm ge\"><span>\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 F1 \u043d\u0430 33,5%<\/span><\/strong><span>\u00a0.<\/span><\/li>\n \t<li id=\"587f\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u041f\u0440\u0435\u0432\u043e\u0441\u0445\u043e\u0434\u043d\u0430\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432.<\/span><\/li>\n<\/ul>\n<h1 id=\"4da9\" class=\"ni nj gd bf nk nl nm nn no np nq nr ns nt nu nv nw nx ny nz oa ob oc od oe of bk\" data-selectable-paragraph=\"\"><span>\u0412\u043e\u043f\u0440\u043e\u0441\u044b \u0438 \u043e\u0442\u0432\u0435\u0442\u044b \u043f\u043e \u0437\u0434\u0440\u0430\u0432\u043e\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044e<\/span><\/h1>\n<p id=\"8f32\" class=\"pw-post-body-paragraph mk ml gd mm b mn og mp mq mr oh mt mu mv oi mx my mz oj nb nc nd ok nf ng nh fw bk\" data-selectable-paragraph=\"\"><span>\u0412 \u043c\u0435\u0434\u0438\u0446\u0438\u043d\u0441\u043a\u043e\u0439 \u0441\u0444\u0435\u0440\u0435 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044f KAG \u043f\u0440\u0435\u0432\u0437\u043e\u0448\u043b\u0430 \u0442\u0440\u0430\u0434\u0438\u0446\u0438\u043e\u043d\u043d\u0443\u044e RAG, \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f:<\/span><\/p>\n\n<ul class=\"\">\n \t<li id=\"0aba\" class=\"mk ml gd mm b mn mo mp mq mr ms mt mu mv mw mx my mz na nb nc nd ne nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u0422\u043e\u0447\u043d\u044b\u0435 \u0438 \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u043c\u0435\u0434\u0438\u0446\u0438\u043d\u0441\u043a\u0438\u0435 \u0437\u0430\u043f\u0440\u043e\u0441\u044b.<\/span><\/li>\n \t<li id=\"1129\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u041f\u043e\u0432\u044b\u0448\u0435\u043d\u043d\u0430\u044f \u043d\u0430\u0434\u0435\u0436\u043d\u043e\u0441\u0442\u044c \u0432 \u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u044f\u0445 \u043e\u043a\u0430\u0437\u0430\u043d\u0438\u044f \u043c\u0435\u0434\u0438\u0446\u0438\u043d\u0441\u043a\u043e\u0439 \u043f\u043e\u043c\u043e\u0449\u0438, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0445 \u0441 \u0437\u0430\u0431\u043e\u043b\u0435\u0432\u0430\u043d\u0438\u044f\u043c\u0438, \u0441\u0438\u043c\u043f\u0442\u043e\u043c\u0430\u043c\u0438 \u0438 \u043c\u0435\u0442\u043e\u0434\u0430\u043c\u0438 \u043b\u0435\u0447\u0435\u043d\u0438\u044f.<\/span><\/li>\n<\/ul>\n<h1 id=\"45f2\" class=\"ni nj gd bf nk nl nm nn no np nq nr ns nt nu nv nw nx ny nz oa ob oc od oe of bk\" data-selectable-paragraph=\"\"><span>\u042d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430<\/span><\/h1>\n<h1 id=\"dd7b\" class=\"ni nj gd bf nk nl nm nn no np nq nr ns nt nu nv nw nx ny nz oa ob oc od oe of bk\" data-selectable-paragraph=\"\"><span>1. \u0422\u0435\u0441\u0442\u043e\u0432\u044b\u0435 \u043d\u0430\u0431\u043e\u0440\u044b \u0434\u0430\u043d\u043d\u044b\u0445<\/span><\/h1>\n<ul class=\"\">\n \t<li id=\"7dda\" class=\"mk ml gd mm b mn og mp mq mr oh mt mu mv oi mx my mz oj nb nc nd ok nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u041d\u0430 \u0442\u0430\u043a\u0438\u0445 \u043d\u0430\u0431\u043e\u0440\u0430\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u043a\u0430\u043a HotpotQA \u0438 2WikiMultiHopQA, KAG \u043f\u0440\u043e\u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u043b:<\/span><\/li>\n \t<li id=\"eccf\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><strong class=\"mm ge\"><span>\u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 F1 \u0434\u043b\u044f HotpotQA \u0441\u043e\u0441\u0442\u0430\u0432\u0438\u043b\u043e 19,6%<\/span><\/strong><span>\u00a0.<\/span><\/li>\n \t<li id=\"bdd1\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><strong class=\"mm ge\"><span>\u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 F1 \u0434\u043b\u044f 2WikiMultiHopQA \u0441\u043e\u0441\u0442\u0430\u0432\u0438\u043b\u043e 33,5%<\/span><\/strong><span>\u00a0.<\/span><\/li>\n \t<li id=\"89ac\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u042d\u0442\u0438 \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u044f \u043f\u043e\u0434\u0447\u0435\u0440\u043a\u0438\u0432\u0430\u044e\u0442 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c KAG \u043b\u0443\u0447\u0448\u0435, \u0447\u0435\u043c RAG, \u0441\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c\u0441\u044f \u0441 \u0437\u0430\u0434\u0430\u0447\u0430\u043c\u0438 \u043c\u043d\u043e\u0433\u043e\u0448\u0430\u0433\u043e\u0432\u043e\u0433\u043e \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f.<\/span><\/li>\n<\/ul>\n<h1 id=\"aea2\" class=\"ni nj gd bf nk nl nm nn no np nq nr ns nt nu nv nw nx ny nz oa ob oc od oe of bk\" data-selectable-paragraph=\"\"><span>2. \u042d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u0438\u0441\u043a\u0430<\/span><\/h1>\n<ul class=\"\">\n \t<li id=\"2692\" class=\"mk ml gd mm b mn og mp mq mr oh mt mu mv oi mx my mz oj nb nc nd ok nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f KAG \u0434\u043e\u0441\u0442\u0438\u0433\u043b\u0430 \u0431\u043e\u043b\u0435\u0435 \u0432\u044b\u0441\u043e\u043a\u0438\u0445 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u0439 \u043f\u043e\u043b\u043d\u043e\u0442\u044b \u0437\u0430 \u0441\u0447\u0435\u0442 \u0441\u0432\u043e\u0438\u0445 \u0438\u043d\u043d\u043e\u0432\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0439 \u0432\u0437\u0430\u0438\u043c\u043d\u043e\u0433\u043e \u0438\u043d\u0434\u0435\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0444\u043e\u0440\u043c.<\/span><\/li>\n<\/ul>\n<h1 id=\"fb5d\" class=\"ni nj gd bf nk nl nm nn no np nq nr ns nt nu nv nw nx ny nz oa ob oc od oe of bk\" data-selectable-paragraph=\"\"><span>3. \u0414\u043e\u043c\u0435\u043d\u043d\u044b\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f<\/span><\/h1>\n<ul class=\"\">\n \t<li id=\"a28b\" class=\"mk ml gd mm b mn og mp mq mr oh mt mu mv oi mx my mz oj nb nc nd ok nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u041f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0432 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u043e\u0433\u043e \u0437\u0434\u0440\u0430\u0432\u043e\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0438 \u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u043e\u0433\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u043e \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c KAG \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0442\u044c \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f.<\/span><\/li>\n<\/ul>\n<h1 id=\"e902\" class=\"ni nj gd bf nk nl nm nn no np nq nr ns nt nu nv nw nx ny nz oa ob oc od oe of bk\" data-selectable-paragraph=\"\"><span>KAG \u043f\u0440\u043e\u0442\u0438\u0432 RAG: \u043f\u043e\u0447\u0435\u043c\u0443 KAG \u2014 \u044d\u0442\u043e \u0431\u0443\u0434\u0443\u0449\u0435\u0435<\/span><\/h1>\n<p id=\"4f28\" class=\"pw-post-body-paragraph mk ml gd mm b mn og mp mq mr oh mt mu mv oi mx my mz oj nb nc nd ok nf ng nh fw bk\" data-selectable-paragraph=\"\"><span>RAG \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u043b\u0430 \u043f\u0440\u043e\u0447\u043d\u0443\u044e \u043e\u0441\u043d\u043e\u0432\u0443 \u0434\u043b\u044f \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u044f LLM, \u043d\u043e \u0435\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u043e\u0447\u0435\u0432\u0438\u0434\u043d\u044b \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u044f\u0445 \u0441 \u0432\u044b\u0441\u043e\u043a\u0438\u043c\u0438 \u0441\u0442\u0430\u0432\u043a\u0430\u043c\u0438. KAG \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0443\u0441\u0442\u0440\u0430\u043d\u044f\u0435\u0442 \u044d\u0442\u0438 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u0438, \u043d\u043e \u0438 \u043f\u0435\u0440\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0441\u0438\u0441\u0442\u0435\u043c, \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043d\u0430 \u0437\u043d\u0430\u043d\u0438\u044f\u0445.<\/span><\/p>\n<p id=\"57ad\" class=\"pw-post-body-paragraph mk ml gd mm b mn mo mp mq mr ms mt mu mv mw mx my mz na nb nc nd ne nf ng nh fw bk\" data-selectable-paragraph=\"\"><span>\u041e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0433\u0440\u0430\u0444\u043e\u0432 \u0437\u043d\u0430\u043d\u0438\u0439 \u0441 \u0433\u0438\u0431\u043a\u043e\u0441\u0442\u044c\u044e LLM, KAG \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442:<\/span><\/p>\n\n<ul class=\"\">\n \t<li id=\"fcf0\" class=\"mk ml gd mm b mn mo mp mq mr ms mt mu mv mw mx my mz na nb nc nd ne nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u041f\u043e\u0432\u044b\u0448\u0435\u043d\u043d\u0430\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c.<\/span><\/li>\n \t<li id=\"9e5e\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u041b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c.<\/span><\/li>\n \t<li id=\"1c8f\" class=\"mk ml gd mm b mn oo mp mq mr op mt mu mv oq mx my mz or nb nc nd os nf ng nh ol om on bk\" data-selectable-paragraph=\"\"><span>\u041f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0435 \u0443\u0434\u043e\u0431\u0441\u0442\u0432\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u0432 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f\u0445.<\/span><\/li>\n<\/ul>\n<p id=\"9371\" class=\"pw-post-body-paragraph mk ml gd mm b mn mo mp mq mr ms mt mu mv mw mx my mz na nb nc nd ne nf ng nh fw bk\" data-selectable-paragraph=\"\"><span>\u0411\u043e\u043b\u0435\u0435 \u0442\u043e\u0433\u043e, \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430 KAG \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c \u0442\u0430\u043a\u0438\u0445 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c, \u043a\u0430\u043a OpenSPG, \u0434\u0435\u043b\u0430\u0435\u0442 \u0435\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u043c \u0434\u043b\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u043e\u0432, \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u044f \u0448\u0438\u0440\u043e\u043a\u043e\u0435 \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u0435 \u0438 \u0438\u043d\u043d\u043e\u0432\u0430\u0446\u0438\u0438.<\/span><\/p>\n\n<h1 id=\"48a5\" class=\"ni nj gd bf nk nl nm nn no np nq nr ns nt nu nv nw nx ny nz oa ob oc od oe of bk\" data-selectable-paragraph=\"\"><span>\u0417\u0430\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435<\/span><\/h1>\n<p id=\"9a85\" class=\"pw-post-body-paragraph mk ml gd mm b mn og mp mq mr oh mt mu mv oi mx my mz oj nb nc nd ok nf ng nh fw bk\" data-selectable-paragraph=\"\"><span>KAG \u2014 \u044d\u0442\u043e \u0440\u0435\u0432\u043e\u043b\u044e\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0434\u043b\u044f \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u0418\u0418, \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u044e\u0449\u0438\u0439 \u043d\u0435\u043f\u0440\u0435\u0432\u0437\u043e\u0439\u0434\u0435\u043d\u043d\u0443\u044e \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c, \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u044c. \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e, \u0441\u043e\u0437\u0434\u0430\u0435\u0442\u0435 \u043b\u0438 \u0432\u044b \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0434\u043b\u044f \u0437\u0434\u0440\u0430\u0432\u043e\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f, \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u043b\u0438 \u043f\u0440\u0430\u0432\u0430, KAG \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u0438 \u0433\u0438\u0431\u043a\u043e\u0441\u0442\u044c, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0435 \u0434\u043b\u044f \u0443\u0441\u043f\u0435\u0445\u0430.<\/span><\/p>\n\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a:\n<a href=\"https:\/\/ai.plainenglish.io\/kag-a-better-alternative-to-rag-for-domain-specific-knowledge-applications-046054bedde1\">https:\/\/ai.plainenglish.io\/kag-a-better-alternative-to-rag-for-domain-specific-knowledge-applications-046054bedde1<\/a>","_ru_post_name":"kag-luchshaya-alternativa-rag-dlya-prilozhenij-znanij-spetsifichnyh-dlya-predmetnoj-oblasti","_ru_post_excerpt":"","_ru_post_title":"KAG: \u041b\u0443\u0447\u0448\u0430\u044f \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 RAG \u0434\u043b\u044f \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u0437\u043d\u0430\u043d\u0438\u0439, \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u043d\u044b\u0445 \u0434\u043b\u044f \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438","_en_post_content":"","_en_post_name":"","_en_post_excerpt":"","_en_post_title":"","edit_language":"en","jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":false,"jetpack_social_options":{"image_generator_settings":{"template":"highway","enabled":false},"version":2}},"categories":[38],"tags":[],"class_list":["post-23905","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-sztuczna-inteligencja-ii-ai"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/infopolicy.net\/wp-content\/uploads\/2025\/01\/KAG.png","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/pffTZ2-6dz","jetpack_likes_enabled":true,"jetpack-related-posts":[{"id":24812,"url":"https:\/\/infopolicy.net\/en\/rag-bolee-bezopasnyj-put-k-ispolzovaniyu-ii-v-sotsialnom-sektore\/","url_meta":{"origin":23905,"position":0},"title":"RAG: \u0431\u043e\u043b\u0435\u0435 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u044b\u0439 \u043f\u0443\u0442\u044c \u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044e \u0418\u0418 \u0432 \u0441\u043e\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u043c \u0441\u0435\u043a\u0442\u043e\u0440\u0435","author":"infopolicy","date":"14.05.2025","format":false,"excerpt":"\u0412 \u044d\u0442\u043e\u043c \u0431\u043b\u043e\u0433\u0435\u00a0\u0414\u0436\u0438\u043c \u0424\u0440\u0443\u0445\u0442\u0435\u0440\u043c\u0430\u043d\u00a0\u2014 \u043d\u043e\u0432\u0430\u0442\u043e\u0440 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0418\u0418, \u0441\u0442\u0430\u0432\u0448\u0438\u0439 \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043d\u0435\u043a\u043e\u043c\u043c\u0435\u0440\u0447\u0435\u0441\u043a\u043e\u0439 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u2014 \u0438\u0441\u0441\u043b\u0435\u0434\u0443\u0435\u0442, \u043a\u0430\u043a \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f Retrieval-Augmented Generation (RAG) \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u043d\u044b\u0439 \u0438 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u044b\u0439 \u043f\u0443\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u0418\u0418 \u0432 \u0441\u043e\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u043c \u0441\u0435\u043a\u0442\u043e\u0440\u0435. \u041f\u043e\u0434\u0447\u0435\u0440\u043a\u0438\u0432\u0430\u044f \u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u043d\u0435\u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u0435\u043c\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u0418\u0418 \u0432 \u0447\u0443\u0432\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043e\u0431\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430\u0445, \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0435\u0434\u0430\u0432\u043d\u0438\u0435 \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f RAG, \u0447\u0442\u043e\u0431\u044b \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0435\u0433\u043e \u043a\u0430\u043a\u2026","rel":"","context":"In &quot;Policy&quot;","block_context":{"text":"Policy","link":"https:\/\/infopolicy.net\/en\/category\/policy\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/05\/RAG_CSO_cover.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/05\/RAG_CSO_cover.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/05\/RAG_CSO_cover.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/05\/RAG_CSO_cover.png?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/05\/RAG_CSO_cover.png?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/05\/RAG_CSO_cover.png?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":24578,"url":"https:\/\/infopolicy.net\/en\/pyat-rasprostranennyh-oshibok-kotorye-dopuskayut-inzhenery-ii-v-svoem-pervom-rag\/","url_meta":{"origin":23905,"position":1},"title":"\u041f\u044f\u0442\u044c \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u044b\u0445 \u043e\u0448\u0438\u0431\u043e\u043a, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u044e\u0442 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u044b \u0418\u0418 \u0432 \u0441\u0432\u043e\u0435\u043c \u043f\u0435\u0440\u0432\u043e\u043c RAG.","author":"infopolicy","date":"29.04.2025","format":false,"excerpt":"\u0411\u043e\u043b\u044c\u0448\u0443\u044e \u0447\u0430\u0441\u0442\u044c \u0441\u0432\u043e\u0435\u0433\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u044f \u0442\u0440\u0430\u0447\u0443 \u043d\u0430 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u0438 \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 Retrieval Augmented Generation (RAG). \u042f \u0432\u0435\u0440\u044e, \u0447\u0442\u043e RAG \u2014 \u044d\u0442\u043e, \u043f\u043e\u0436\u0430\u043b\u0443\u0439, \u0441\u0430\u043c\u043e\u0435 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0418\u0418. \u041e\u043d \u0432\u0435\u0437\u0434\u0435, \u043e\u0442 \u0447\u0430\u0442-\u0431\u043e\u0442\u043e\u0432 \u0434\u043e \u0440\u0435\u0437\u044e\u043c\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432. \u042f \u0442\u0430\u043a\u0436\u0435 \u0441\u0447\u0438\u0442\u0430\u044e, \u0447\u0442\u043e \u0431\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u043e \u044d\u0442\u0438\u0445 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u0432 \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0438\u0442\u043e\u0433\u0435 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043d\u0435\u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044b\u043c\u0438 \u043f\u043e \u0440\u0430\u0437\u043d\u044b\u043c \u043f\u0440\u0438\u0447\u0438\u043d\u0430\u043c, \u043c\u043d\u043e\u0433\u0438\u0435 \u0438\u0437\u2026","rel":"","context":"In &quot;Sztuczna Inteligencja (\u0418\u0418\/AI)&quot;","block_context":{"text":"Sztuczna Inteligencja (\u0418\u0418\/AI)","link":"https:\/\/infopolicy.net\/en\/category\/sztuczna-inteligencja-ii-ai\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/04\/RAG_cover.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/04\/RAG_cover.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/04\/RAG_cover.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/04\/RAG_cover.png?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/04\/RAG_cover.png?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/04\/RAG_cover.png?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":25976,"url":"https:\/\/infopolicy.net\/en\/10-luchshih-proektov-llm-i-rag-dlya-vashego-portfolio-v-oblasti-ii-2025-26\/","url_meta":{"origin":23905,"position":2},"title":"10 \u043b\u0443\u0447\u0448\u0438\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432 LLM \u0438 RAG \u0434\u043b\u044f \u0432\u0430\u0448\u0435\u0433\u043e \u043f\u043e\u0440\u0442\u0444\u043e\u043b\u0438\u043e \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0418\u0418 (2025\u201326)","author":"infopolicy","date":"17.08.2025","format":false,"excerpt":"\u0422\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 (RAG) (Retrieval-Augmented Generation)\u00a0\u043f\u043e\u0434\u043e\u0431\u043d\u0430 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044e \u043f\u0430\u043c\u044f\u0442\u0438 \u0432\u0430\u0448\u0435\u0433\u043e \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430\u00a0\u0438\u00a0\u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u044e \u0441\u0442\u0440\u043e\u043a\u0438 \u043f\u043e\u0438\u0441\u043a\u0430 Google. \u0412\u043c\u0435\u0441\u0442\u043e \u0442\u043e\u0433\u043e, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u0438\u0434\u0443\u043c\u044b\u0432\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0442\u043e\u0433\u043e, \u0447\u0442\u043e, \u043f\u043e \u0435\u0433\u043e \u043c\u043d\u0435\u043d\u0438\u044e, \u043e\u043d \u0443\u0437\u043d\u0430\u043b \u0432\u043e \u0432\u0440\u0435\u043c\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f, \u0432\u0430\u0448\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0442\u0435\u043f\u0435\u0440\u044c \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u044c \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u0443\u044e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u2014 \u043f\u043e \u0441\u0443\u0442\u0438, \u043e\u043d\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0430 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438 \u043d\u0430\u0447\u0430\u043b\u0430\u2026","rel":"","context":"In &quot;Sztuczna Inteligencja (\u0418\u0418\/AI)&quot;","block_context":{"text":"Sztuczna Inteligencja (\u0418\u0418\/AI)","link":"https:\/\/infopolicy.net\/en\/category\/sztuczna-inteligencja-ii-ai\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/08\/top10-llm-rag.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/08\/top10-llm-rag.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/08\/top10-llm-rag.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/08\/top10-llm-rag.png?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/08\/top10-llm-rag.png?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/08\/top10-llm-rag.png?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":23909,"url":"https:\/\/infopolicy.net\/en\/proverka-faktov-na-osnove-dokazatelstv-s-pomoshhyu-rag-i-malokadrovogo-vnutrikontekstnogo-obucheniya-s-llm\/","url_meta":{"origin":23905,"position":3},"title":"\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e RAG \u0438 \u043c\u0430\u043b\u043e\u043a\u0430\u0434\u0440\u043e\u0432\u043e\u0433\u043e \u0432\u043d\u0443\u0442\u0440\u0438\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0441 LLM","author":"infopolicy","date":"19.01.2025","format":false,"excerpt":"\u0412 \u044d\u043f\u043e\u0445\u0443 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0433\u0440\u0443\u0437\u043a\u0438 \u0434\u0435\u0437\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f \u0438 \u0438\u0441\u043a\u0430\u0436\u0435\u043d\u0438\u0435 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u0441\u0442\u0430\u043b\u0438 \u043d\u0435\u043e\u0431\u0443\u0437\u0434\u0430\u043d\u043d\u044b\u043c\u0438, \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u044f \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0443\u0433\u0440\u043e\u0437\u0443 \u0434\u043b\u044f \u043d\u0430\u0448\u0435\u0433\u043e \u043e\u0431\u0449\u0435\u0441\u0442\u0432\u0430. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u0442\u0430\u043b\u0430 \u0432\u0430\u0436\u043d\u0435\u0439\u0448\u0438\u043c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u043c \u0434\u043b\u044f \u0431\u043e\u0440\u044c\u0431\u044b \u0441 \u044d\u0442\u0438\u043c\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430\u043c\u0438, \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u0443\u044f \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u0438 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044f \u043b\u044e\u0434\u044f\u043c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0442\u044c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f. \u0421 \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u0435\u043c \u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u044f\u0437\u044b\u043a\u043e\u0432\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 (LLM) \u043c\u044b \u0441\u0442\u0430\u043b\u0438 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044f\u043c\u0438 \u0441\u043c\u0435\u043d\u044b \u043f\u0430\u0440\u0430\u0434\u0438\u0433\u043c\u044b \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438\u2026","rel":"","context":"In &quot;\u0411\u0435\u0437 \u0440\u0443\u0431\u0440\u0438\u043a\u0438&quot;","block_context":{"text":"\u0411\u0435\u0437 \u0440\u0443\u0431\u0440\u0438\u043a\u0438","link":"https:\/\/infopolicy.net\/en\/category\/bez-rubriki\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/01\/llm-kag.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/01\/llm-kag.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/01\/llm-kag.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/01\/llm-kag.png?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/01\/llm-kag.png?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/01\/llm-kag.png?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":25655,"url":"https:\/\/infopolicy.net\/en\/rag-mertv-anthropic-govorit-net\/","url_meta":{"origin":23905,"position":4},"title":"RAG \u043c\u0435\u0440\u0442\u0432?: Anthropic \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u00ab\u043d\u0435\u0442\u00bb","author":"infopolicy","date":"05.07.2025","format":false,"excerpt":"\u0412\u0430\u0448\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u0430 RAG \u043d\u0435 \u0434\u0430\u0435\u0442 \u0447\u0435\u0442\u043a\u0438\u0445 \u043e\u0442\u0432\u0435\u0442\u043e\u0432? \u041d\u043e\u0432\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u044b\u0439 \u043f\u043e\u0434\u0445\u043e\u0434 Anthropic \u043a \u043f\u043e\u0438\u0441\u043a\u0443 \u043c\u043e\u0436\u0435\u0442 \u0438\u0437\u043c\u0435\u043d\u0438\u0442\u044c \u0442\u043e, \u043a\u0430\u043a \u0432\u0430\u0448\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u0438 \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0435. \u0423\u0437\u043d\u0430\u0439\u0442\u0435, \u043a\u0430\u043a \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0431\u043e\u043b\u0435\u0435 \u0443\u043c\u043d\u044b\u0435 \u043e\u0442\u0432\u0435\u0442\u044b, \u0432 \u044d\u0442\u043e\u0439 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043a \u043f\u0440\u043e\u0447\u0442\u0435\u043d\u0438\u044e \u0441\u0442\u0430\u0442\u044c\u0435. \u041c\u043d\u043e\u0433\u0438\u0435 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0438 \u0431\u043e\u0440\u043e\u043b\u0438\u0441\u044c \u0441 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u043c\u0438 \u0441\u0438\u0441\u0442\u0435\u043c RAG, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u044b\u0439 \u043f\u043e\u0434\u0445\u043e\u0434 Anthropic \u043a\u2026","rel":"","context":"In &quot;Sztuczna Inteligencja (\u0418\u0418\/AI)&quot;","block_context":{"text":"Sztuczna Inteligencja (\u0418\u0418\/AI)","link":"https:\/\/infopolicy.net\/en\/category\/sztuczna-inteligencja-ii-ai\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/07\/rag.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/07\/rag.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2025\/07\/rag.png?resize=525%2C300&ssl=1 1.5x, 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