{"id":110780,"date":"2025-05-27T11:11:15","date_gmt":"2025-05-27T06:41:15","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/mastering-retrieval-augmented-generation-rag-from-beginner-to-expert-5fgi\/"},"modified":"2025-05-27T11:11:15","modified_gmt":"2025-05-27T06:41:15","slug":"mastering-retrieval-augmented-generation-rag-from-beginner-to-expert-5fgi","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/mastering-retrieval-augmented-generation-rag-from-beginner-to-expert-5fgi\/","title":{"rendered":"\u062a\u0633\u0644\u0637 \u0628\u0631 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc-\u0622\u0645\u0631\u06cc\u0643\u0627 (RAG): \u0627\u0632 \u0645\u0628\u062a\u062f\u06cc \u062a\u0627 \u0645\u062a\u062e\u0635\u0635"},"content":{"rendered":"<div data-article-id=\"2531738\" id=\"article-body\">\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 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href=\"https:\/\/nabfollower.com\/blog\/mastering-retrieval-augmented-generation-rag-from-beginner-to-expert-5fgi\/#%DA%86%D8%B1%D8%A7_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%D8%A8%D8%B2%D8%B1%DA%AF_%D8%B2%D8%A8%D8%A7%D9%86_%D8%A8%D9%87_%D8%AA%D9%86%D9%87%D8%A7%DB%8C%DB%8C_%DA%A9%D8%A7%D9%81%DB%8C_%D9%86%DB%8C%D8%B3%D8%AA%D9%86%D8%AF\" >\u0686\u0631\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0632\u0628\u0627\u0646 \u0628\u0647 \u062a\u0646\u0647\u0627\u06cc\u06cc \u06a9\u0627\u0641\u06cc \u0646\u06cc\u0633\u062a\u0646\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/mastering-retrieval-augmented-generation-rag-from-beginner-to-expert-5fgi\/#%D8%B1%D8%A7%D9%87_%D8%A8%D9%87%D8%AA%D8%B1_%D8%A7%D8%B2_%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0631\u0627\u0647 \u0628\u0647\u062a\u0631: \u0627\u0632 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href=\"https:\/\/nabfollower.com\/blog\/mastering-retrieval-augmented-generation-rag-from-beginner-to-expert-5fgi\/#%D8%AA%D8%B9%D8%A8%DB%8C%D9%87_%D9%87%D8%A7_%DA%86%DB%8C%D8%B3%D8%AA_%D9%88_%DA%86%D8%B1%D8%A7_%D8%A2%D9%86%D9%87%D8%A7_%D8%A7%D9%87%D9%85%DB%8C%D8%AA_%D8%AF%D8%A7%D8%B1%D9%86%D8%AF%D8%9F\" >\u062a\u0639\u0628\u06cc\u0647 \u0647\u0627 \u0686\u06cc\u0633\u062a \u0648 \u0686\u0631\u0627 \u0622\u0646\u0647\u0627 \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0631\u0646\u062f\u061f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/mastering-retrieval-augmented-generation-rag-from-beginner-to-expert-5fgi\/#%D8%AA%D8%B9%D8%A8%DB%8C%D9%87_%D9%87%D8%A7%DB%8C_%D9%BE%D8%B1%D8%A7%DA%A9%D9%86%D8%AF%D9%87\" >\u062a\u0639\u0628\u06cc\u0647 \u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0646\u062f\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nabfollower.com\/blog\/mastering-retrieval-augmented-generation-rag-from-beginner-to-expert-5fgi\/#%D8%AA%D8%B9%D8%A8%DB%8C%D9%87_%D9%87%D8%A7%DB%8C_%D9%85%D8%AA%D8%B1%D8%A7%DA%A9%D9%85\" >\u062a\u0639\u0628\u06cc\u0647 \u0647\u0627\u06cc \u0645\u062a\u0631\u0627\u06a9\u0645<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/mastering-retrieval-augmented-generation-rag-from-beginner-to-expert-5fgi\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_2_%D8%A8%D8%A7%D8%B2%DB%8C%D8%A7%D8%A8%DB%8C_%D8%A8%D8%AE%D8%B4_%D9%87%D8%A7%DB%8C_%D9%85%D9%86%D8%A7%D8%B3%D8%A8_%D8%B1%D8%A7_%D9%BE%DB%8C%D8%AF%D8%A7_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0645\u0631\u062d\u0644\u0647 2: \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc (\u0628\u062e\u0634 \u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f)<\/a><ul class='ez-toc-list-level-3' 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href=\"https:\/\/nabfollower.com\/blog\/mastering-retrieval-augmented-generation-rag-from-beginner-to-expert-5fgi\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_3_%D8%B1%D8%AA%D8%A8%D9%87_%D8%A8%D9%86%D8%AF%DB%8C_%D9%85%D8%AC%D8%AF%D8%AF\" >\u0645\u0631\u062d\u0644\u0647 3: \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u0645\u062c\u062f\u062f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/nabfollower.com\/blog\/mastering-retrieval-augmented-generation-rag-from-beginner-to-expert-5fgi\/#%D8%A7%D9%86%D9%88%D8%A7%D8%B9_%D8%B1%D8%AA%D8%A8%D9%87_%D8%A8%D9%86%D8%AF%DB%8C_%D9%85%D8%AC%D8%AF%D8%AF\" >\u0627\u0646\u0648\u0627\u0639 \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u0645\u062c\u062f\u062f:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/nabfollower.com\/blog\/mastering-retrieval-augmented-generation-rag-from-beginner-to-expert-5fgi\/#%D9%85%D8%B4%DA%A9%D9%84%D8%A7%D8%AA%DB%8C_%DA%A9%D9%87_%D9%85%D9%85%DA%A9%D9%86_%D8%A7%D8%B3%D8%AA_%D8%A8%D8%A7_%D8%A2%D9%86_%D8%B1%D9%88%D8%A8%D8%B1%D9%88_%D8%B4%D9%88%DB%8C%D8%AF\" >\u0645\u0634\u06a9\u0644\u0627\u062a\u06cc \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0627 \u0622\u0646 \u0631\u0648\u0628\u0631\u0648 \u0634\u0648\u06cc\u062f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/nabfollower.com\/blog\/mastering-retrieval-augmented-generation-rag-from-beginner-to-expert-5fgi\/#%D8%AF%D8%B1_%D9%88%D8%B3%D8%B7_%DA%AF%D9%85%D8%B4%D8%AF%D9%87\" >\u062f\u0631 \u0648\u0633\u0637 \u06af\u0645\u0634\u062f\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/nabfollower.com\/blog\/mastering-retrieval-augmented-generation-rag-from-beginner-to-expert-5fgi\/#%D8%A8%D8%A7%D8%B2%DB%8C%D8%A7%D8%A8%DB%8C_%D8%A7%D8%B4%D8%AA%D8%A8%D8%A7%D9%87\" >\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0634\u062a\u0628\u0627\u0647<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/nabfollower.com\/blog\/mastering-retrieval-augmented-generation-rag-from-beginner-to-expert-5fgi\/#%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D8%AF%D9%82%DB%8C%D9%82_%D8%AF%D8%B1_%D9%85%D9%82%D8%A7%D8%A8%D9%84_RAG\" >\u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 RAG<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/nabfollower.com\/blog\/mastering-retrieval-augmented-generation-rag-from-beginner-to-expert-5fgi\/#%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D8%AF%D9%82%DB%8C%D9%82\" >\u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/nabfollower.com\/blog\/mastering-retrieval-augmented-generation-rag-from-beginner-to-expert-5fgi\/#%D8%AE%DB%8C%D8%B4\" >\u062e\u06cc\u0634<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/nabfollower.com\/blog\/mastering-retrieval-augmented-generation-rag-from-beginner-to-expert-5fgi\/#%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1%D9%87%D8%A7%DB%8C_%D9%85%D8%B4%D8%AA%D8%B1%DA%A9_%D9%88_%D9%81%D8%B1%D9%85_%D9%87%D8%A7%DB%8C_%DA%A9%D8%A7%D9%85%D9%84\" >\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0634\u062a\u0631\u06a9 \u0648 \u0641\u0631\u0645 \u0647\u0627\u06cc \u06a9\u0627\u0645\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/nabfollower.com\/blog\/mastering-retrieval-augmented-generation-rag-from-beginner-to-expert-5fgi\/#%D8%A7%D9%81%DA%A9%D8%A7%D8%B1_%D9%86%D9%87%D8%A7%DB%8C%DB%8C\" >\u0627\u0641\u06a9\u0627\u0631 \u0646\u0647\u0627\u06cc\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/nabfollower.com\/blog\/mastering-retrieval-augmented-generation-rag-from-beginner-to-expert-5fgi\/#5_%D8%B3%D9%88%D8%A7%D9%84_%D9%85%D8%B5%D8%A7%D8%AD%D8%A8%D9%87_RAG_%D8%A8%D8%A7%DB%8C%D8%AF\" >5 \u0633\u0648\u0627\u0644 \u0645\u0635\u0627\u062d\u0628\u0647 RAG \u0628\u0627\u06cc\u062f<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_%D8%A8%D8%A7%DB%8C%D8%AF_%D8%A8%D9%87_RAG_%D8%A7%D9%87%D9%85%DB%8C%D8%AA_%D8%AF%D9%87%DB%8C%D8%AF%D8%9F\"><\/span>\n<p>  \u0686\u0631\u0627 \u0628\u0627\u06cc\u062f \u0628\u0647 RAG \u0627\u0647\u0645\u06cc\u062a \u062f\u0647\u06cc\u062f\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u0628\u062e\u0634 HR \u06cc\u06a9 \u0634\u0631\u06a9\u062a \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc PDF 100 \u0635\u0641\u062d\u0647 \u0627\u06cc \u067e\u0631 \u0627\u0632 \u0633\u06cc\u0627\u0633\u062a \u0647\u0627\u06cc \u06a9\u0627\u0631\u0645\u0646\u062f\u0627\u0646 \u0627\u0633\u062a. \u06cc\u06a9 \u0631\u0648\u0632 \u060c \u06cc\u06a9 \u06a9\u0627\u0631\u0622\u0645\u0648\u0632 \u0628\u0647 \u0633\u0645\u062a \u0645\u06cc\u0632 \u0634\u0645\u0627 \u0645\u06cc \u0631\u0648\u062f \u0648 \u0645\u06cc \u067e\u0631\u0633\u062f:<\/p>\n<blockquote>\n<p>&#8220;\u0686\u0646\u062f \u0631\u0648\u0632 \u06a9\u0627\u0631 \u0627\u0632 \u062e\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0648\u0631\u0632\u0627\u0646 \u0645\u062c\u0627\u0632 \u0627\u0633\u062a\u061f&#8221;<\/p>\n<\/blockquote>\n<p>\u0634\u0645\u0627 \u0633\u0646\u062f \u0631\u0627 \u0628\u0627\u0632 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u060c \u0641\u0634\u0627\u0631 \u062f\u0647\u06cc\u062f <strong>ctrl+f<\/strong>\u060c \u0648 \u0646\u0648\u0639 &#8220;\u06a9\u0627\u0631 \u0627\u0632 \u062e\u0627\u0646\u0647&#8221; \u0631\u0627 \u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f. \u0627\u0645\u0627 PDF \u0627\u0632 \u0627\u06cc\u0646 \u0627\u0635\u0637\u0644\u0627\u062d \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f <strong>&#8220;\u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u06a9\u0627\u0631 \u0627\u0632 \u0631\u0627\u0647 \u062f\u0648\u0631.&#8221;<\/strong> \u0634\u0645\u0627 \u0628\u06cc \u067e\u0627\u06cc\u0627\u0646 \u0645\u06cc \u0631\u0648\u06cc\u062f \u060c \u0628\u062e\u0634 \u0647\u0627\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc \u0631\u0627 \u0645\u06cc \u062e\u0648\u0627\u0646\u06cc\u062f \u0648 \u0647\u0646\u0648\u0632 \u0647\u0645 \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u067e\u0627\u0633\u062e \u0631\u0648\u0634\u0646\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f. \u0646\u0627\u0627\u0645\u06cc\u062f \u06a9\u0646\u0646\u062f\u0647 \u0627\u0633\u062a<\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06cc\u06a9 \u0686\u062a \u0628\u0627\u0628\u0627\u062a \u0647\u0648\u0634\u0645\u0646\u062f \u0631\u0627 \u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06a9\u0644 PDF \u0631\u0627 \u0628\u062e\u0648\u0627\u0646\u062f \u060c \u0645\u0639\u0646\u06cc \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u062f \u0648 \u062f\u0631 3 \u062b\u0627\u0646\u06cc\u0647 \u0628\u06af\u0648\u06cc\u062f:<\/p>\n<blockquote>\n<p>&#8220;\u06a9\u0627\u0631\u0648\u0631\u0632\u0627\u0646 \u0648\u0627\u062c\u062f \u0634\u0631\u0627\u06cc\u0637 5 \u0631\u0648\u0632 \u06a9\u0627\u0631\u06cc \u0627\u0632 \u0631\u0627\u0647 \u062f\u0648\u0631 \u062f\u0631 \u0645\u0627\u0647 \u0647\u0633\u062a\u0646\u062f.&#8221;<\/p>\n<\/blockquote>\n<p>\u0627\u06cc\u0646 \u0642\u062f\u0631\u062a \u0627\u0633\u062a <strong>RAG: \u0646\u0633\u0644 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc<\/strong>\u0628\u0634\u0631 \u0645\u06cc \u062f\u0647\u062f <strong>\u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0632 \u0627\u0633\u0646\u0627\u062f \u0648\u0627\u0642\u0639\u06cc<\/strong> &#8211; \u062d\u062f\u0633 \u0646\u0645\u06cc \u0632\u0646\u062f.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%D8%A8%D8%B2%D8%B1%DA%AF_%D8%B2%D8%A8%D8%A7%D9%86_%D8%A8%D9%87_%D8%AA%D9%86%D9%87%D8%A7%DB%8C%DB%8C_%DA%A9%D8%A7%D9%81%DB%8C_%D9%86%DB%8C%D8%B3%D8%AA%D9%86%D8%AF\"><\/span>\n<p>  \u0686\u0631\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0632\u0628\u0627\u0646 \u0628\u0647 \u062a\u0646\u0647\u0627\u06cc\u06cc \u06a9\u0627\u0641\u06cc \u0646\u06cc\u0633\u062a\u0646\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>LLMS \u0645\u0627\u0646\u0646\u062f <strong>GPT-4<\/strong> \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0647\u0633\u062a\u0646\u062f \u0627\u0645\u0627 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0627\u0631\u0646\u062f:<\/p>\n<ul>\n<li>\u0628\u0639\u0636\u06cc \u0627\u0648\u0642\u0627\u062a <strong>\u062a\u0648\u0647\u06cc\u0646<\/strong> &#8211; \u0622\u0646\u0647\u0627 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc\u06cc \u0631\u0627 \u062a\u0634\u06a9\u06cc\u0644 \u0645\u06cc \u062f\u0647\u0646\u062f \u06a9\u0647 \u0648\u0627\u0642\u0639\u06cc \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u0646\u062f \u0627\u0645\u0627 \u062f\u0631\u0633\u062a \u0646\u06cc\u0633\u062a\u0646\u062f.<\/li>\n<li>\u062f\u0627\u0646\u0634 \u0622\u0646\u0647\u0627 \u06cc\u062e \u0632\u062f\u0647 \u0627\u0633\u062a. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c GPT-4 \u0641\u0642\u0637 \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f <strong>2023<\/strong>\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0647\u0631 \u0686\u06cc\u0632\u06cc \u067e\u0633 \u0627\u0632 \u0622\u0646 \u0646\u0627\u0634\u0646\u0627\u062e\u062a\u0647 \u0627\u0633\u062a.<\/li>\n<li>\u0622\u0646\u0647\u0627 \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0633\u062a\u0631\u0633\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0646\u0646\u062f <strong>\u0627\u0633\u0646\u0627\u062f \u062e\u0635\u0648\u0635\u06cc<\/strong> \u0645\u0627\u0646\u0646\u062f PDF \u06cc\u0627 \u0633\u06cc\u0627\u0633\u062a\u0647\u0627\u06cc \u062f\u0627\u062e\u0644\u06cc.<\/li>\n<li>\u0622\u0646\u0647\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0646\u0645\u06cc \u06a9\u0646\u0646\u062f <strong>\u062c\u0633\u062a\u062c\u0648<\/strong>\u060c \u0622\u0646\u0647\u0627 \u0641\u0642\u0637 \u0627\u0632 \u062d\u0627\u0641\u0638\u0647 \u067e\u0627\u0633\u062e \u0645\u06cc \u062f\u0647\u0646\u062f.<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B1%D8%A7%D9%87_%D8%A8%D9%87%D8%AA%D8%B1_%D8%A7%D8%B2_%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u0631\u0627\u0647 \u0628\u0647\u062a\u0631: \u0627\u0632 \u067e\u0627\u0631\u0686\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>RAG (\u0646\u0633\u0644 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc-\u0622\u0645\u0631\u06cc\u0643\u0627)<\/strong> \u06cc\u06a9 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0647\u0648\u0634\u0645\u0646\u062f \u0631\u0627 \u0628\u0647 \u0627\u0633\u0646\u0627\u062f \u062e\u0627\u0631\u062c\u06cc \u0645\u062a\u0635\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0647 \u062c\u0627\u06cc \u062d\u062f\u0633 \u0632\u062f\u0646 \u060c \u0622\u0646 <strong>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0635\u062d\u06cc\u062d \u0631\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u06a9\u0646\u062f<\/strong> \u0648 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u062f\u0642\u06cc\u0642\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0627\u06af\u0631 \u06a9\u0627\u0631\u0622\u0645\u0648\u0632 \u062f\u0648\u0628\u0627\u0631\u0647 \u0647\u0645\u0627\u0646 \u0633\u0624\u0627\u0644 \u0631\u0627 \u0628\u067e\u0631\u0633\u062f \u060c \u0633\u06cc\u0633\u062a\u0645 \u062e\u0637 \u0645\u0634\u06cc HR \u0631\u0627 \u062c\u0633\u062a\u062c\u0648 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u067e\u0627\u0633\u062e \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<blockquote>\n<p>&#8220;\u06a9\u0627\u0631\u0648\u0631\u0632\u0627\u0646 \u0648\u0627\u062c\u062f \u0634\u0631\u0627\u06cc\u0637 5 \u0631\u0648\u0632 \u06a9\u0627\u0631\u06cc \u0627\u0632 \u0631\u0627\u0647 \u062f\u0648\u0631 \u062f\u0631 \u0645\u0627\u0647 \u0647\u0633\u062a\u0646\u062f.&#8221;<\/p>\n<\/blockquote>\n<p>\u0627\u06cc\u0646 \u0633\u0631\u06cc\u0639 \u060c \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u0648 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u0633\u062a <strong>\u0645\u062d\u062a\u0648\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc<\/strong>\u0628\u0634\u0631<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_1_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7_%D8%B1%D8%A7_%D8%A2%D9%85%D8%A7%D8%AF%D9%87_%DA%A9%D9%86%DB%8C%D8%AF_%D9%85%D8%B5%D8%B1%D9%81\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 1: \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0622\u0645\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f (\u0645\u0635\u0631\u0641)<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%DA%86%D8%A7%DA%A9_%D8%AF%D9%87%DB%8C\"><\/span>\n<p>  \u0686\u0627\u06a9 \u062f\u0647\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0633\u0646\u062f \u0634\u0645\u0627 \u0645\u0627\u0646\u0646\u062f \u06cc\u06a9 \u06a9\u06cc\u06a9 \u0628\u0632\u0631\u06af \u0627\u0633\u062a. chunking \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0642\u0633\u0645\u062a \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 &#8211; 256 \u06cc\u0627 512 \u0646\u0634\u0627\u0646\u0647 &#8211; \u062e\u0631\u062f \u0645\u06cc \u06a9\u0646\u062f \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062c\u0633\u062a\u062c\u0648 \u0633\u0627\u062f\u0647 \u062a\u0631 \u0627\u0633\u062a.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AA%D8%B9%D8%A8%DB%8C%D9%87\"><\/span>\n<p>  \u062a\u0639\u0628\u06cc\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0647\u0631 \u0642\u0637\u0639\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f: \u0628\u0647 \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 (\u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0627\u0639\u062f\u0627\u062f) \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<ul>\n<li><strong>\u062a\u0639\u0628\u06cc\u0647 Openai<\/strong><\/li>\n<li>\n<strong>\u0628\u0631\u062e\u0627\u0633\u062a\u0646<\/strong> (\u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062f\u0648 \u0637\u0631\u0641\u0647 \u0627\u0632 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627)<\/li>\n<\/ul>\n<p>\u0686\u0631\u0627\u061f \u0632\u06cc\u0631\u0627 \u0631\u0627\u06cc\u0627\u0646\u0647 \u0647\u0627 \u062f\u0631\u06a9 \u0645\u06cc \u06a9\u0646\u0646\u062f <strong>\u0634\u0645\u0627\u0631\u0647<\/strong>\u060c \u0646\u0647 \u06a9\u0644\u0645\u0627\u062a. \u062a\u0639\u0628\u06cc\u0647 \u0647\u0627 \u0628\u0647 \u062f\u0633\u062a\u06af\u0627\u0647 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 <strong>\u0645\u0639\u0646\u06cc<\/strong> \u067e\u0634\u062a \u0645\u062a\u0646<\/p>\n<p>\u0645\u062b\u0627\u0644: &#8220;\u0645\u0631\u062e\u0635\u06cc \u062a\u0639\u0637\u06cc\u0644\u0627\u062a&#8221; \u0648 &#8220;\u062a\u0639\u0637\u06cc\u0644\u0627\u062a \u067e\u0631\u062f\u0627\u062e\u062a \u0634\u062f\u0647&#8221; \u0639\u0628\u0627\u0631\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u06cc \u0647\u0633\u062a\u0646\u062f \u0627\u0645\u0627 \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u06cc\u06a9\u0633\u0627\u0646 \u0647\u0633\u062a\u0646\u062f. \u062a\u0639\u0628\u06cc\u0647 \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u06af\u0648\u06cc\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%B0%D8%AE%DB%8C%D8%B1%D9%87_%D8%AF%D8%B1_%DB%8C%DA%A9_%D9%BE%D8%A7%DB%8C%DA%AF%D8%A7%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%D8%A8%D8%B1%D8%AF%D8%A7%D8%B1\"><\/span>\n<p>  \u0630\u062e\u06cc\u0631\u0647 \u062f\u0631 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u0628\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u06cc\u0698\u0647 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0633\u0631\u06cc\u0639 \u0645\u06cc \u0631\u0648\u0646\u062f:<\/p>\n<ul>\n<li>\n<strong>\u06a9\u0631\u0648\u0645\u0627<\/strong> &#8211; \u0645\u0628\u062a\u062f\u06cc \u062f\u0648\u0633\u062a\u0627\u0646\u0647 \u0648 \u0645\u062d\u0644\u06cc<\/li>\n<li>\n<strong>\u06a9\u0644\u0648\u0686\u0647<\/strong> -\u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u0628\u0631 \u0648 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631<\/li>\n<li>\n<strong>\u062e\u06cc\u0627\u0646\u062a<\/strong> -\u0627\u0628\u0632\u0627\u0631 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u062a\u0648\u0633\u0637 \u0641\u06cc\u0633 \u0628\u0648\u06a9 \u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u067e\u0631 \u0633\u0631\u0639\u062a<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D8%B9%D8%A8%DB%8C%D9%87_%D9%87%D8%A7_%DA%86%DB%8C%D8%B3%D8%AA_%D9%88_%DA%86%D8%B1%D8%A7_%D8%A2%D9%86%D9%87%D8%A7_%D8%A7%D9%87%D9%85%DB%8C%D8%AA_%D8%AF%D8%A7%D8%B1%D9%86%D8%AF%D8%9F\"><\/span>\n<p>  \u062a\u0639\u0628\u06cc\u0647 \u0647\u0627 \u0686\u06cc\u0633\u062a \u0648 \u0686\u0631\u0627 \u0622\u0646\u0647\u0627 \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0631\u0646\u062f\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u062a\u0639\u0628\u06cc\u0647<\/strong> \u0645\u062a\u0646 \u0631\u0627 \u0628\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u0639\u0646\u06cc \u0631\u0627 \u062c\u0633\u062a\u062c\u0648 \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0646\u06cc\u0645 &#8211; \u0646\u0647 \u0641\u0642\u0637 \u06a9\u0644\u0645\u0627\u062a.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AA%D8%B9%D8%A8%DB%8C%D9%87_%D9%87%D8%A7%DB%8C_%D9%BE%D8%B1%D8%A7%DA%A9%D9%86%D8%AF%D9%87\"><\/span>\n<p>  \u062a\u0639\u0628\u06cc\u0647 \u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0646\u062f\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u0627\u0628\u0632\u0627\u0631\u0647\u0627: <strong>TF-IDF<\/strong> (\u0641\u0631\u06a9\u0627\u0646\u0633 \u0641\u0631\u06a9\u0627\u0646\u0633 &#8211; \u0641\u0631\u06a9\u0627\u0646\u0633 \u0627\u0633\u0646\u0627\u062f \u0646\u0647\u0645) \u060c <strong>BM25<\/strong>\n<\/li>\n<li>\u0633\u0631\u06cc\u0639 \u060c \u0628\u0627 \u0634\u0631\u0627\u06cc\u0637 \u062f\u0642\u06cc\u0642 \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0631\u062f<\/li>\n<li>\u0645\u0639\u0646\u0627\u06cc \u0639\u0645\u06cc\u0642 \u062a\u0631 \u0631\u0627 \u062f\u0631\u06a9 \u0646\u0645\u06cc \u06a9\u0646\u062f<\/li>\n<\/ul>\n<p><strong>\u0646\u0645\u0648\u0646\u0647<\/strong>: \u0627\u06af\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f &#8220;\u062a\u0639\u0637\u06cc\u0644\u0627\u062a&#8221; \u0633\u0624\u0627\u0644 \u06a9\u0646\u06cc\u062f \u0648 \u062f\u06a9\u062a\u0631 \u0645\u06cc \u06af\u0648\u06cc\u062f &#8220;\u062a\u0639\u0637\u06cc\u0644\u0627\u062a&#8221; \u060c \u062a\u0639\u0628\u06cc\u0647 \u067e\u0631\u0627\u06a9\u0646\u062f\u0647 <strong>\u0627\u0632 \u062f\u0633\u062a \u062f\u0627\u062f\u0646<\/strong> \u0622\u0646<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AA%D8%B9%D8%A8%DB%8C%D9%87_%D9%87%D8%A7%DB%8C_%D9%85%D8%AA%D8%B1%D8%A7%DA%A9%D9%85\"><\/span>\n<p>  \u062a\u0639\u0628\u06cc\u0647 \u0647\u0627\u06cc \u0645\u062a\u0631\u0627\u06a9\u0645<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u0627\u0628\u0632\u0627\u0631\u0647\u0627: <strong>\u0628\u0631\u062e\u0627\u0633\u062a\u0646<\/strong>\u0628\u0627 <strong>\u062d\u06a9\u0645<\/strong>\u0628\u0627 <strong>\u062a\u0639\u0628\u06cc\u0647 Openai<\/strong>\n<\/li>\n<li>\u0632\u0645\u06cc\u0646\u0647 \u0648 \u0645\u0639\u0646\u06cc \u0631\u0627 \u062f\u0631\u06a9 \u0645\u06cc \u06a9\u0646\u062f<\/li>\n<li>\u0645\u0637\u0627\u0628\u0642\u062a \u0628\u0647\u062a\u0631 \u060c \u062d\u062a\u06cc \u0627\u06af\u0631 \u06a9\u0644\u0645\u0627\u062a \u062f\u0642\u06cc\u0642 \u0645\u062a\u0641\u0627\u0648\u062a \u0628\u0627\u0634\u0646\u062f<\/li>\n<\/ul>\n<p><strong>\u0646\u0645\u0648\u0646\u0647<\/strong>: \u062f\u0631 \u0645\u0648\u0631\u062f &#8220;\u0633\u06cc\u0627\u0633\u062a \u062a\u0639\u0637\u06cc\u0644\u0627\u062a&#8221; \u0628\u067e\u0631\u0633\u06cc\u062f \u060c \u0648 Doc \u0645\u06cc \u06af\u0648\u06cc\u062f &#8220;30 \u0631\u0648\u0632 \u0645\u0631\u062e\u0635\u06cc \u067e\u0631\u062f\u0627\u062e\u062a \u0634\u062f\u0647 \u0627\u0633\u062a.&#8221; \u062c\u0627\u0633\u0627\u0632\u06cc \u0647\u0627\u06cc \u0645\u062a\u0631\u0627\u06a9\u0645 <strong>\u062a\u0637\u0628\u06cc\u0642<\/strong> \u0622\u0646<\/p>\n<p>\u062a\u0639\u0628\u06cc\u0647 \u0645\u062a\u0631\u0627\u06a9\u0645 \u0628\u0631\u0627\u06cc RAG \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0627\u0633\u062a \u0632\u06cc\u0631\u0627 \u0645\u0639\u0646\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u0627\u0633\u062a.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_2_%D8%A8%D8%A7%D8%B2%DB%8C%D8%A7%D8%A8%DB%8C_%D8%A8%D8%AE%D8%B4_%D9%87%D8%A7%DB%8C_%D9%85%D9%86%D8%A7%D8%B3%D8%A8_%D8%B1%D8%A7_%D9%BE%DB%8C%D8%AF%D8%A7_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 2: \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc (\u0628\u062e\u0634 \u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f)<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u0642\u062a\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0686\u06cc\u0632\u06cc \u0645\u06cc \u067e\u0631\u0633\u062f:<\/p>\n<ul>\n<li>\u0627\u06cc\u0646 \u0627\u0633\u062a <strong>\u062a\u0628\u062f\u06cc\u0644 \u0628\u0647 \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631<\/strong>\n<\/li>\n<li>\u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0647\u0645\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0633\u0646\u062f<\/li>\n<li>\u0646\u0632\u062f\u06cc\u06a9\u062a\u0631\u06cc\u0646 \u0645\u0633\u0627\u0628\u0642\u0627\u062a \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u0634\u0648\u0646\u062f<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AA%DA%A9%D9%86%DB%8C%DA%A9_%D9%87%D8%A7%DB%8C_%D8%B4%D8%A8%D8%A7%D9%87%D8%AA\"><\/span>\n<p>  \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0634\u0628\u0627\u0647\u062a<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0634\u0628\u0627\u0647\u062a<\/strong>: \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc <strong>\u0632\u0627\u0648\u06cc\u0647<\/strong> \u0628\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u0632\u0627\u0648\u06cc\u0647 \u06a9\u0648\u0686\u06a9\u062a\u0631 = \u0645\u0634\u0627\u0628\u0647 \u0628\u06cc\u0634\u062a\u0631.<\/li>\n<li>\n<strong>\u0641\u0627\u0635\u0644\u0647 \u0627\u0642\u0644\u06cc\u062f\u0633\u06cc<\/strong>: \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc <strong>\u0641\u0627\u0635\u0644\u0647<\/strong> \u0628\u06cc\u0646 \u0646\u0642\u0627\u0637 \u0646\u0632\u062f\u06cc\u06a9\u062a\u0631 = \u0634\u0628\u06cc\u0647 \u062a\u0631.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D8%B1%D9%88%D8%B4%D9%87%D8%A7%DB%8C_%D8%A8%D8%A7%D8%B2%DB%8C%D8%A7%D8%A8%DB%8C\"><\/span>\n<p>  \u0631\u0648\u0634\u0647\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ol>\n<li>\n<p><strong>\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f<\/strong><\/p>\n<p>\u0641\u0642\u0637 \u06cc\u06a9 \u0642\u0637\u0639\u0647 \u062a\u0646\u0627\u0633\u0628 \u0627\u0646\u062f\u0627\u0645 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0647 \u0645\u062f\u0644 \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f. \u0633\u0631\u06cc\u0639 \u0627\u0645\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0641\u0627\u0642\u062f \u0632\u0645\u06cc\u0646\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u067e\u0646\u062c\u0631\u0647<\/strong><\/p>\n<p>\u0645\u0633\u0627\u0628\u0642\u0647 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u062c\u0645\u0644\u0627\u062a \u0627\u0637\u0631\u0627\u0641 \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u062f &#8211; \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u062f\u0644 \u0632\u0645\u06cc\u0646\u0647 \u0631\u0627 \u0628\u0647\u062a\u0631 \u0645\u06cc \u0641\u0647\u0645\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06af\u0631\u0648\u0647<\/strong><\/p>\n<p>\u0686\u0646\u062f\u06cc\u0646 \u0627\u0646\u062f\u0627\u0632\u0647 \u062a\u06a9\u0647 (128 \u060c 256 \u060c 512) \u0631\u0627 \u0627\u0645\u062a\u062d\u0627\u0646 \u0645\u06cc \u06a9\u0646\u062f \u060c \u0628\u0647\u062a\u0631\u06cc\u0646 \u062a\u06a9\u0647 \u0647\u0627 \u0631\u0627 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u0645\u0631\u062a\u0628 \u0645\u06cc \u06a9\u0646\u062f <strong>\u0645\u062c\u062f\u062f\u0627\u064b<\/strong>\u0628\u0634\u0631<\/p>\n<\/li>\n<\/ol>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_3_%D8%B1%D8%AA%D8%A8%D9%87_%D8%A8%D9%86%D8%AF%DB%8C_%D9%85%D8%AC%D8%AF%D8%AF\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 3: \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u0645\u062c\u062f\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0645\u06a9\u0646 \u0627\u0633\u062a 10 \u0642\u0637\u0639\u0647 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f-\u0627\u0645\u0627 LLMS \u0641\u0642\u0637 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f 3-5 \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u060c \u0645\u0627 <strong>\u0645\u0631\u062a\u0628<\/strong> \u0622\u0646\u0647\u0627 \u0631\u0627 \u0627\u0632 \u0646\u0638\u0631 \u0627\u0647\u0645\u06cc\u062a.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A7%D9%86%D9%88%D8%A7%D8%B9_%D8%B1%D8%AA%D8%A8%D9%87_%D8%A8%D9%86%D8%AF%DB%8C_%D9%85%D8%AC%D8%AF%D8%AF\"><\/span>\n<p>  \u0627\u0646\u0648\u0627\u0639 \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u0645\u062c\u062f\u062f:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0648\u0627\u0698\u06af\u0627\u0646\u06cc<\/strong>: \u0628\u0631 \u0627\u0633\u0627\u0633 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc (TF-IDF \u060c BM25)<\/li>\n<li>\n<strong>\u0645\u0639\u0646\u0627\u06cc\u06cc<\/strong>: \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u0639\u0646\u06cc (\u0628\u0631\u062a \u060c \u0647\u0645\u0627\u0647\u0646\u06af)<\/li>\n<li>\n<strong>LTR (\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc)<\/strong>: \u0645\u062f\u0644 ML \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0647\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0633\u062a<\/li>\n<li>\n<strong>\u062a\u0631\u06a9\u06cc\u0628\u06cc<\/strong>: \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0648 \u0631\u0648\u0634\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0645\u0639\u0646\u06cc<\/li>\n<\/ul>\n<p>\u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f \u0645\u0627\u0646\u0646\u062f \u0642\u0627\u0636\u06cc \u06a9\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u067e\u0627\u0633\u062e \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u0642\u0627\u0644 \u0628\u0647 LLM \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u06a9\u0646\u062f \u060c \u062f\u0648\u0628\u0627\u0631\u0647 \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B4%DA%A9%D9%84%D8%A7%D8%AA%DB%8C_%DA%A9%D9%87_%D9%85%D9%85%DA%A9%D9%86_%D8%A7%D8%B3%D8%AA_%D8%A8%D8%A7_%D8%A2%D9%86_%D8%B1%D9%88%D8%A8%D8%B1%D9%88_%D8%B4%D9%88%DB%8C%D8%AF\"><\/span>\n<p>  \u0645\u0634\u06a9\u0644\u0627\u062a\u06cc \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0627 \u0622\u0646 \u0631\u0648\u0628\u0631\u0648 \u0634\u0648\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AF%D8%B1_%D9%88%D8%B3%D8%B7_%DA%AF%D9%85%D8%B4%D8%AF%D9%87\"><\/span>\n<p>  \u062f\u0631 \u0648\u0633\u0637 \u06af\u0645\u0634\u062f\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>LLMS \u0628\u06cc\u0634\u062a\u0631 \u0631\u0648\u06cc <strong>\u0634\u0631\u0648\u0639 \u0648 \u067e\u0627\u06cc\u0627\u0646<\/strong> \u0627\u0632 \u0648\u0631\u0648\u062f\u06cc &#8211; \u0627\u063a\u0644\u0628 \u0627\u0632 \u0648\u0633\u0637 \u067e\u0631\u0634 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p><strong>\u062b\u0627\u0628\u062a \u06a9\u0631\u062f\u0646<\/strong>: \u0645\u062d\u062a\u0648\u0627\u06cc \u06a9\u0644\u06cc\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639\/\u067e\u0627\u06cc\u0627\u0646 \u062d\u0631\u06a9\u062a \u062f\u0647\u06cc\u062f \u060c \u062a\u06a9\u0647 \u0647\u0627\u06cc \u06a9\u0644 \u0631\u0627 \u0645\u062d\u062f\u0648\u062f \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0632 \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u0645\u062c\u062f\u062f \u0628\u0647\u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><strong>\u0646\u0645\u0648\u0646\u0647<\/strong>: \u0627\u06af\u0631 \u062c\u0648\u0627\u0628 \u062f\u0631 \u0628\u0646\u062f 3 \u0627\u0632 5 \u0627\u0633\u062a \u060c \u062a\u06a9\u0647 \u0631\u0627 \u0645\u062c\u062f\u062f\u0627\u064b \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f \u06cc\u0627 \u0622\u0646 \u0631\u0627 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0628\u0647 \u0633\u0645\u062a \u0628\u0627\u0644\u0627 \u0628\u06a9\u0634\u06cc\u062f.<\/p>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A8%D8%A7%D8%B2%DB%8C%D8%A7%D8%A8%DB%8C_%D8%A7%D8%B4%D8%AA%D8%A8%D8%A7%D9%87\"><\/span>\n<p>  \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0634\u062a\u0628\u0627\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0639\u0636\u06cc \u0627\u0648\u0642\u0627\u062a \u062a\u06a9\u0647 \u0647\u0627\u06cc \u0628\u06cc \u0631\u0628\u0637 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f &#8211; \u0645\u0646\u062c\u0631 \u0628\u0647 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0627\u0634\u062a\u0628\u0627\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<p><strong>\u062b\u0627\u0628\u062a \u06a9\u0631\u062f\u0646<\/strong>:  <\/p>\n<ul>\n<li>\u0628\u0647\u0628\u0648\u062f chunking (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u0627\u0632 \u0634\u06a9\u0633\u062a\u0646 \u062c\u0645\u0644\u0627\u062a \u062e\u0648\u062f\u062f\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f)\n<\/li>\n<li>\u0627\u0632 \u062a\u0639\u0628\u06cc\u0647 \u0628\u0647\u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f (\u0645\u062a\u0631\u0627\u06a9\u0645 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u067e\u0631\u0627\u06a9\u0646\u062f\u0647)\n<\/li>\n<li>\u0641\u06cc\u0644\u062a\u0631\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u062f\u0642\u062a \u062c\u0633\u062a\u062c\u0648 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f<\/li>\n<\/ul>\n<p><strong>\u0646\u0645\u0648\u0646\u0647<\/strong>: \u06cc\u06a9 \u0633\u0648\u0627\u0644 \u0633\u06cc\u0627\u0633\u062a \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0627\u0644\u06cc \u0631\u0627 \u0628\u0647 \u0627\u0631\u0645\u063a\u0627\u0646 \u0645\u06cc \u0622\u0648\u0631\u062f\u061f \u0628\u0647 \u0627\u062d\u062a\u0645\u0627\u0644 \u0632\u06cc\u0627\u062f \u0634\u0645\u0627 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u067e\u0627\u0644\u0627\u06cc\u0634 \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0628\u0631\u062f\u0627\u0631 \u06cc\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u062a\u06a9\u0647 \u062e\u0648\u062f \u062f\u0627\u0631\u06cc\u062f.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D8%AF%D9%82%DB%8C%D9%82_%D8%AF%D8%B1_%D9%85%D9%82%D8%A7%D8%A8%D9%84_RAG\"><\/span>\n<p>  \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 RAG<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D8%AF%D9%82%DB%8C%D9%82\"><\/span>\n<p>  \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0634\u0645\u0627 <strong>LLM \u0631\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u062f<\/strong> \u0628\u0631\u0627\u06cc \u0635\u062d\u0628\u062a \u0628\u0627 \u0644\u062d\u0646 \u06cc\u0627 \u0633\u0628\u06a9 \u062e\u0627\u0635.<\/p>\n<ul>\n<li>\u0639\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u0634\u062e\u0635\u06cc \u0633\u0627\u0632\u06cc \u06cc\u0627 \u0645\u0627\u0631\u06a9 \u062a\u062c\u0627\u0631\u06cc<\/li>\n<li>\u06af\u0631\u0627\u0646 \u060c \u0622\u0647\u0633\u062a\u0647 \u060c \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f<\/li>\n<\/ul>\n<p><strong>\u0646\u0645\u0648\u0646\u0647<\/strong>: \u0634\u0645\u0627 \u06cc\u06a9 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0645\u0627\u0646\u0646\u062f \u0634\u06a9\u0633\u067e\u06cc\u0631 \u0628\u0647 \u0646\u0638\u0631 \u0628\u0631\u0633\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AE%DB%8C%D8%B4\"><\/span>\n<p>  \u062e\u06cc\u0634<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0634\u0645\u0627 \u0645\u062f\u0644 \u0631\u0627 \u0644\u0645\u0633 \u0646\u0645\u06cc \u06a9\u0646\u06cc\u062f. \u0639\u0627\u062f\u0644 <strong>\u0627\u0633\u0646\u0627\u062f \u062e\u0648\u062f \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f<\/strong>\u060c \u0648 \u0645\u062f\u0644 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e \u062f\u0627\u062f\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<ul>\n<li>\u0628\u0647 \u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0622\u0633\u0627\u0646<\/li>\n<li>\u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0622\u0645\u0648\u0632\u0634<\/li>\n<li>\u062e\u0627\u0631\u062c \u0627\u0632 \u062c\u0639\u0628\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f<\/li>\n<\/ul>\n<p><strong>\u0646\u0645\u0648\u0646\u0647<\/strong>: \u0634\u0645\u0627 \u0633\u06cc\u0627\u0633\u062a \u0647\u0627\u06cc HR \u0631\u0627 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u062f. \u0627\u06a9\u0646\u0648\u0646 Chatbot \u0628\u0647 \u0633\u0624\u0627\u0644\u0627\u062a HR \u0641\u0648\u0631\u0627\u064b \u067e\u0627\u0633\u062e \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p><strong>\u0628\u0627 \u067e\u0627\u0631\u0686\u0647 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f<\/strong> -\u0641\u0642\u0637 \u062f\u0631 \u0635\u0648\u0631\u062a\u06cc \u06a9\u0647 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0645\u0627 \u0628\u0627\u0634\u062f \u0634\u062e\u0635\u06cc\u062a \u06cc\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0644\u062d\u0646 \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1%D9%87%D8%A7%DB%8C_%D9%85%D8%B4%D8%AA%D8%B1%DA%A9_%D9%88_%D9%81%D8%B1%D9%85_%D9%87%D8%A7%DB%8C_%DA%A9%D8%A7%D9%85%D9%84\"><\/span>\n<p>  \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0634\u062a\u0631\u06a9 \u0648 \u0641\u0631\u0645 \u0647\u0627\u06cc \u06a9\u0627\u0645\u0644<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>\n<strong>\u062e\u06cc\u0634<\/strong>: \u0646\u0633\u0644 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc\n<\/li>\n<li>\n<strong>LLM<\/strong>: \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af\n<\/li>\n<li>\n<strong>\u0628\u0631\u062e\u0627\u0633\u062a\u0646<\/strong>: \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062f\u0648 \u0637\u0631\u0641\u0647 \u0627\u0632 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627\n<\/li>\n<li>\n<strong>\u062e\u06cc\u0627\u0646\u062a<\/strong>: \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u0627\u0647\u062a AI \u0641\u06cc\u0633 \u0628\u0648\u06a9\n<\/li>\n<li>\n<strong>TF-IDF<\/strong>: \u0641\u0631\u06a9\u0627\u0646\u0633 \u0641\u0631\u06a9\u0627\u0646\u0633 \u0641\u0631\u06a9\u0627\u0646\u0633 \u0645\u0633\u062a\u0646\u062f\n<\/li>\n<li>\n<strong>ltr<\/strong>: \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc\n<\/li>\n<li>\n<strong>NLTK<\/strong>: \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0628\u0632\u0627\u0631 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc\n<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D9%81%DA%A9%D8%A7%D8%B1_%D9%86%D9%87%D8%A7%DB%8C%DB%8C\"><\/span>\n<p>  \u0627\u0641\u06a9\u0627\u0631 \u0646\u0647\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u067e\u0627\u0631\u0686\u0647 \u06cc\u06a9 \u0627\u0633\u062a <strong>\u062a\u0639\u0648\u06cc\u0636 \u0628\u0627\u0632\u06cc<\/strong>\u0628\u0634\u0631 \u0627\u06cc\u0646 LLMS \u0631\u0627 \u0628\u0647 \u062f\u0627\u0646\u0634 \u0648\u0627\u0642\u0639\u06cc \u0648 \u0628\u0647 \u0631\u0648\u0632 \u0645\u06cc \u06a9\u0646\u062f &#8211; \u062f\u0633\u062a\u06cc\u0627\u0631\u0627\u0646 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627\u0647\u0648\u0634 \u062a\u0631 \u0648 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u062a\u0631 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<p>\u0645\u0646 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u062f\u0631 \u062d\u0627\u0644 \u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0647\u0633\u062a\u0645 <strong>\u0645\u0635\u0627\u062d\u0628\u0647 \u0647\u0627\u06cc \u0645\u0647\u0646\u062f\u0633\u06cc \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631<\/strong>\u060c \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u0647\u0645\u0647 \u062c\u0627 \u0627\u0633\u062a. \u0645\u0646 \u0641\u06a9\u0631 \u06a9\u0631\u062f\u0645 \u060c \u0627\u06af\u0631 \u0627\u06cc\u0646 \u0631\u0627 \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u0645 \u060c \u0686\u0631\u0627 \u0628\u0647 \u062f\u06cc\u06af\u0631\u0627\u0646 \u0646\u06cc\u0632 \u06a9\u0645\u06a9 \u0646\u0645\u06cc \u06a9\u0646\u0645\u061f<\/p>\n<p>\u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0645\u0646 \u0627\u06cc\u0646 \u067e\u0633\u062a \u0631\u0627 \u0646\u0648\u0634\u062a\u0645 \u062a\u0627 RAG \u0628\u0631\u0627\u06cc \u0647\u0631 \u06a9\u0633\u06cc \u06a9\u0647 \u0628\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f \u0628\u0627\u0634\u062f \u0633\u0627\u062f\u0647 \u0648 \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u062f.<\/p>\n<p>\u0645\u0646 \u0645\u0637\u0627\u0644\u0628 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u060c \u0627\u0628\u0632\u0627\u0631 \u0648 \u0645\u0635\u0627\u062d\u0628\u0647 \u0622\u0645\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0645. <strong>\u062f\u0631 \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0627\u0634\u06cc\u062f<\/strong><\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"5_%D8%B3%D9%88%D8%A7%D9%84_%D9%85%D8%B5%D8%A7%D8%AD%D8%A8%D9%87_RAG_%D8%A8%D8%A7%DB%8C%D8%AF\"><\/span>\n<p>  5 \u0633\u0648\u0627\u0644 \u0645\u0635\u0627\u062d\u0628\u0647 RAG \u0628\u0627\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li>\n<strong>\u0646\u0633\u0644 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc (RAG) \u0686\u06cc\u0633\u062a \u0648 \u0628\u0627 LLM \u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u0686\u0647 \u062a\u0641\u0627\u0648\u062a\u06cc \u062f\u0627\u0631\u062f\u061f<\/strong>\n<\/li>\n<li>\n<strong>\u062a\u0641\u0627\u0648\u062a \u0628\u06cc\u0646 \u062a\u0639\u0628\u06cc\u0647 \u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0646\u062f\u0647 \u0648 \u0645\u062a\u0631\u0627\u06a9\u0645 \u0686\u06cc\u0633\u062a\u061f \u0686\u0647 \u0632\u0645\u0627\u0646\u06cc \u0628\u0627\u06cc\u062f \u0627\u0632 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f\u061f<\/strong>\n<\/li>\n<li>\n<strong>\u0645\u0634\u06a9\u0644 &#8220;\u06af\u0645\u0634\u062f\u0647 \u062f\u0631 \u0648\u0633\u0637&#8221; \u0648 \u0646\u062d\u0648\u0647 \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0622\u0646 \u0631\u0627 \u062a\u0648\u0636\u06cc\u062d \u062f\u0647\u06cc\u062f.<\/strong>\n<\/li>\n<li>\n<strong>\u0686\u06af\u0648\u0646\u0647 \u0634\u0628\u0627\u0647\u062a \u06a9\u0633\u06cc\u0646 \u0648 \u0641\u0627\u0635\u0644\u0647 \u0627\u0642\u0644\u06cc\u062f\u0633\u06cc \u062f\u0631 \u06cc\u0627\u0641\u062a\u0646 \u062a\u06a9\u0647 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0627\u0633\u0646\u0627\u062f \u0645\u0631\u0628\u0648\u0637\u0647 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u0646\u062f\u061f<\/strong>\n<\/li>\n<li>\n<strong>\u0686\u0647 \u0645\u0648\u0642\u0639 \u0628\u0627\u06cc\u062f \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0628\u0631 \u0631\u0648\u06cc Rag \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f \u060c \u0648 \u0686\u0647 \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0628\u0627 \u0622\u0646 \u0628\u0647 \u0648\u062c\u0648\u062f \u0622\u0645\u062f\u0647 \u0627\u0633\u062a\u061f<\/strong>\n<\/li>\n<\/ol>\n<p>\ud83d\udd8a <em>\u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 Shaik Salma Aga<\/em>  <\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0686\u0631\u0627 \u0628\u0627\u06cc\u062f \u0628\u0647 RAG \u0627\u0647\u0645\u06cc\u062a \u062f\u0647\u06cc\u062f\u061f \u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u0628\u062e\u0634 HR \u06cc\u06a9 \u0634\u0631\u06a9\u062a \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc PDF 100 \u0635\u0641\u062d\u0647 \u0627\u06cc \u067e\u0631 \u0627\u0632 \u0633\u06cc\u0627\u0633\u062a \u0647\u0627\u06cc \u06a9\u0627\u0631\u0645\u0646\u062f\u0627\u0646 \u0627\u0633\u062a. \u06cc\u06a9 \u0631\u0648\u0632 \u060c \u06cc\u06a9 \u06a9\u0627\u0631\u0622\u0645\u0648\u0632 \u0628\u0647 \u0633\u0645\u062a \u0645\u06cc\u0632 \u0634\u0645\u0627 \u0645\u06cc \u0631\u0648\u062f \u0648 \u0645\u06cc \u067e\u0631\u0633\u062f: &#8220;\u0686\u0646\u062f \u0631\u0648\u0632 \u06a9\u0627\u0631 \u0627\u0632 \u062e\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0648\u0631\u0632\u0627\u0646 \u0645\u062c\u0627\u0632 \u0627\u0633\u062a\u061f&#8221; \u0634\u0645\u0627 \u0633\u0646\u062f \u0631\u0627 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":110781,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-110780","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/110780","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=110780"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/110780\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/110781"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=110780"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=110780"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=110780"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}