{"id":101380,"date":"2025-03-13T18:21:41","date_gmt":"2025-03-13T14:51:41","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/%d8%a8%d8%b1%d8%b1%d8%b3%db%8c-%da%a9%d8%af-%d9%85%d8%b9%db%8c%d8%a7%d8%b1-kody-vs-raw-llms-gpt-claude\/"},"modified":"2025-03-13T18:21:41","modified_gmt":"2025-03-13T14:51:41","slug":"%d8%a8%d8%b1%d8%b1%d8%b3%db%8c-%da%a9%d8%af-%d9%85%d8%b9%db%8c%d8%a7%d8%b1-kody-vs-raw-llms-gpt-claude","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/%d8%a8%d8%b1%d8%b1%d8%b3%db%8c-%da%a9%d8%af-%d9%85%d8%b9%db%8c%d8%a7%d8%b1-kody-vs-raw-llms-gpt-claude\/","title":{"rendered":"\u0628\u0631\u0631\u0633\u06cc \u06a9\u062f \u0645\u0639\u06cc\u0627\u0631: Kody vs Raw LLMS (GPT &#038; Claude)"},"content":{"rendered":"<div data-article-id=\"2330750\" id=\"article-body\">\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 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=\"\u062a\u063a\u06cc\u06cc\u0631 \u0648\u0636\u0639\u06cc\u062a \u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628\"><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 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d8%b1%d8%b1%d8%b3%db%8c-%da%a9%d8%af-%d9%85%d8%b9%db%8c%d8%a7%d8%b1-kody-vs-raw-llms-gpt-claude\/#%D9%85%D9%82%D8%AF%D9%85%D9%87\" >\u0645\u0642\u062f\u0645\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d8%b1%d8%b1%d8%b3%db%8c-%da%a9%d8%af-%d9%85%d8%b9%db%8c%d8%a7%d8%b1-kody-vs-raw-llms-gpt-claude\/#%D9%88%D8%A7%D9%82%D8%B9%DB%8C%D8%AA_%D8%A8%D8%B1%D8%B1%D8%B3%DB%8C_%DA%A9%D8%AF_LLM\" >\u0648\u0627\u0642\u0639\u06cc\u062a \u0628\u0631\u0631\u0633\u06cc \u06a9\u062f LLM<\/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\/%d8%a8%d8%b1%d8%b1%d8%b3%db%8c-%da%a9%d8%af-%d9%85%d8%b9%db%8c%d8%a7%d8%b1-kody-vs-raw-llms-gpt-claude\/#%D9%85%D8%B9%DB%8C%D8%A7%D8%B1_%D8%B1%D8%A7_%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%DA%A9%D8%B1%D8%AF%DB%8C%D9%85\" >\u0645\u0639\u06cc\u0627\u0631 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f\u06cc\u0645<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d8%b1%d8%b1%d8%b3%db%8c-%da%a9%d8%af-%d9%85%d8%b9%db%8c%d8%a7%d8%b1-kody-vs-raw-llms-gpt-claude\/#%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87\" >\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d8%b1%d8%b1%d8%b3%db%8c-%da%a9%d8%af-%d9%85%d8%b9%db%8c%d8%a7%d8%b1-kody-vs-raw-llms-gpt-claude\/#%D9%85%D8%B9%DB%8C%D8%A7%D8%B1%D9%87%D8%A7\" >\u0645\u0639\u06cc\u0627\u0631\u0647\u0627<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d8%b1%d8%b1%d8%b3%db%8c-%da%a9%d8%af-%d9%85%d8%b9%db%8c%d8%a7%d8%b1-kody-vs-raw-llms-gpt-claude\/#%D8%A7%D8%B7%D9%85%DB%8C%D9%86%D8%A7%D9%86_%D8%A7%D8%B2_%D8%A2%D8%B2%D9%85%D8%A7%DB%8C%D8%B4_%D9%85%D9%86%D8%B5%D9%81%D8%A7%D9%86%D9%87_LLMS\" >\u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0645\u0646\u0635\u0641\u0627\u0646\u0647 LLMS<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d8%b1%d8%b1%d8%b3%db%8c-%da%a9%d8%af-%d9%85%d8%b9%db%8c%d8%a7%d8%b1-kody-vs-raw-llms-gpt-claude\/#%D8%B6%D8%B1%DB%8C%D8%A8_%D8%AA%D8%BA%DB%8C%DB%8C%D8%B1_CV_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\" >\u0636\u0631\u06cc\u0628 \u062a\u063a\u06cc\u06cc\u0631 (CV) \u0686\u06cc\u0633\u062a\u061f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d8%b1%d8%b1%d8%b3%db%8c-%da%a9%d8%af-%d9%85%d8%b9%db%8c%d8%a7%d8%b1-kody-vs-raw-llms-gpt-claude\/#%D9%86%D8%AA%D8%A7%DB%8C%D8%AC_%D9%85%D8%A7_CV\" >\u0646\u062a\u0627\u06cc\u062c \u0645\u0627 (CV)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d8%b1%d8%b1%d8%b3%db%8c-%da%a9%d8%af-%d9%85%d8%b9%db%8c%d8%a7%d8%b1-kody-vs-raw-llms-gpt-claude\/#%D8%A7%D8%B6%D8%A7%D9%81%D9%87_%DA%A9%D8%B1%D8%AF%D9%86_%D9%BE%DB%8C%DA%86_%D9%88_%D8%AA%D8%A7%D8%A8_%D9%82%D9%88%D8%A7%D9%85\" >\u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u067e\u06cc\u0686 \u0648 \u062a\u0627\u0628 \u0642\u0648\u0627\u0645<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d8%b1%d8%b1%d8%b3%db%8c-%da%a9%d8%af-%d9%85%d8%b9%db%8c%d8%a7%d8%b1-kody-vs-raw-llms-gpt-claude\/#%D9%86%D8%AA%D8%A7%DB%8C%D8%AC\" >\u0646\u062a\u0627\u06cc\u062c<\/a><\/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\/%d8%a8%d8%b1%d8%b1%d8%b3%db%8c-%da%a9%d8%af-%d9%85%d8%b9%db%8c%d8%a7%d8%b1-kody-vs-raw-llms-gpt-claude\/#%D8%B1%D9%88%D8%B4%D9%86_%DA%A9%D8%B1%D8%AF%D9%86_%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D9%86%D9%85%D8%B1%D9%87_F1\" >\u0631\u0648\u0634\u0646 \u06a9\u0631\u062f\u0646 \u062a\u0646\u0638\u06cc\u0645 \u0646\u0645\u0631\u0647 F1<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d8%b1%d8%b1%d8%b3%db%8c-%da%a9%d8%af-%d9%85%d8%b9%db%8c%d8%a7%d8%b1-kody-vs-raw-llms-gpt-claude\/#%D9%85%D8%B7%D8%A7%D9%84%D8%B9%D9%87_%D9%85%D8%AF%D8%A7%D9%88%D9%85_%D9%88_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%87%D8%A7%DB%8C_%D8%A2%DB%8C%D9%86%D8%AF%D9%87\" >\u0645\u0637\u0627\u0644\u0639\u0647 \u0645\u062f\u0627\u0648\u0645 \u0648 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D9%82%D8%AF%D9%85%D9%87\"><\/span>\n<p>  \u0645\u0642\u062f\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>IDE \u0647\u0627\u06cc \u0628\u0627 \u0642\u062f\u0631\u062a AI \u0627\u0645\u0633\u0627\u0644 \u0645\u0646\u0641\u062c\u0631 \u0634\u062f-\u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc \u060c \u0647\u0631 Dev \u06cc\u06a9 \u0631\u0628\u0627\u062a \u06a9\u0648\u0686\u06a9 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f.<\/p>\n<p>\u0627\u0645\u0627 \u0633\u0644\u0627\u0645 \u060c \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0642\u0633\u0645\u062a \u0633\u0631\u06af\u0631\u0645 \u06a9\u0646\u0646\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0628\u0631\u0631\u0633\u06cc \u06a9\u062f\u061f \u0646\u0647 \u062e\u06cc\u0644\u06cc \u0632\u06cc\u0627\u062f<\/p>\n<p>\u0627\u06cc\u0646 \u062c\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u0634\u0631\u0648\u0639 \u0628\u0647 \u062a\u0639\u062c\u0628 \u06a9\u0631\u062f\u06cc\u0645: \u0622\u06cc\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0632\u0628\u0627\u0646 (LLM) \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627\u06cc \u06a9\u0634\u0634 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0631\u0637\u0631\u0641 \u06a9\u0646\u0646\u062f\u061f<\/p>\n<p>\u0645\u0627 \u0645\u0638\u0646\u0648\u0646\u0627\u0646 \u0645\u0639\u0645\u0648\u0644 (GPT-4O \u0648 Claude Sonnet 3.7) \u0631\u0627 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062e\u0637 \u0644\u0648\u0644\u0647 \u0645\u0627 \u060c Kody \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u06cc\u0645 \u0648 \u0627\u06cc\u0646 \u0645\u0639\u06cc\u0627\u0631 \u0647\u0645\u0627\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u062f\u06cc\u0645.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%88%D8%A7%D9%82%D8%B9%DB%8C%D8%AA_%D8%A8%D8%B1%D8%B1%D8%B3%DB%8C_%DA%A9%D8%AF_LLM\"><\/span>\n<p>  \u0648\u0627\u0642\u0639\u06cc\u062a \u0628\u0631\u0631\u0633\u06cc \u06a9\u062f LLM<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0635\u0627\u062f\u0642 \u0628\u0627\u0634\u06cc\u0645: \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u06cc\u06a9 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631\u0631\u0633\u06cc \u06a9\u062f \u0634\u0645\u0627 \u0631\u0627 \u0634\u06af\u0641\u062a \u0627\u0646\u06af\u06cc\u0632 \u0628\u0647 \u0646\u0638\u0631 \u0628\u0631\u0633\u0627\u0646\u062f &#8211; \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0645\u062a\u0648\u062c\u0647 \u0634\u0648\u06cc\u062f LLM \u0647\u0627 \u0648\u0627\u0642\u0639\u0627\u064b \u067e\u0631 \u0633\u0631 \u0648 \u0635\u062f\u0627 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p>\u0622\u0646\u0647\u0627 \u06cc\u06a9 \u062a\u0646 \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0636\u0627\u0641\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f \u06a9\u0647 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0622\u0646\u0647\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u06cc \u0631\u0628\u0637 \u06cc\u0627 \u06a9\u0627\u0645\u0644\u0627\u064b \u0646\u0627\u062f\u0631\u0633\u062a \u0628\u0627\u0634\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06a9\u0645\u062a\u0631\u06cc\u0646 \u0633\u0637\u062d \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<ul>\n<li>\n<p><strong>\u0622\u0645\u0648\u0632\u0634 \u06a9\u062f \u0646\u0627\u0642\u0635:<\/strong> LLM \u0647\u0627 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u06a9\u062f \u0639\u0627\u0644\u06cc \u0648 \u06a9\u062f \u06a9\u0627\u0645\u0644\u0627\u064b \u0634\u0646\u06cc\u0639 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u062d\u062f\u0633 \u0628\u0632\u0646\u06cc\u062f \u0686\u0647\u061f \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u0627\u0633\u062a \u06a9\u0647 \u0622\u0646\u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0645\u0634\u06a9\u0648\u06a9 \u0631\u0627 \u062c\u0630\u0628 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0633\u0631 \u0648 \u0635\u062f\u0627 \u0628\u06cc\u0634 \u0627\u0632 \u0633\u06cc\u06af\u0646\u0627\u0644:<\/strong> \u062d\u062a\u06cc \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0622\u0646\u0647\u0627 \u06cc\u06a9 \u0627\u0634\u06a9\u0627\u0644 \u0642\u0627\u0646\u0648\u0646\u06cc \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u0646\u062f \u060c \u0622\u0646\u0647\u0627 \u0622\u0646 \u0631\u0627 \u0632\u06cc\u0631 \u0644\u06cc\u0633\u062a \u0644\u0628\u0627\u0633\u0634\u0648\u06cc\u06cc \u0627\u0632 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0627\u062a &#8220;\u0645\u0647&#8221; \u062f\u0641\u0646 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0646\u0637\u0642 \u0628\u06cc\u0634 \u0627\u0632 \u0646\u062d\u0648:<\/strong> \u0645\u0637\u0645\u0626\u0646\u0627\u064b \u060c \u0622\u0646\u0647\u0627 \u0628\u0627 \u0646\u062d\u0648 \u0645\u0646\u0627\u0633\u0628 \u0647\u0633\u062a\u0646\u062f \u060c \u0627\u0645\u0627 \u0645\u0646\u0637\u0642 \u0639\u0645\u06cc\u0642 \u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f\u061f \u0627\u063a\u0644\u0628 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u0648 \u0628\u0644\u0647 \u060c \u062a\u0641\u0633\u06cc\u0631 \u0628\u06cc \u0631\u0628\u0637 \u06a9\u0645\u06a9\u06cc \u0646\u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fpsr67f6bf5l6o8d41lni.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"768\" height=\"447\" title=\"\"><\/p>\n<p><strong>TL \u061b<\/strong> \u062a\u06a9\u06cc\u0647 \u0628\u0627 100 \u066a \u0628\u0647 LLM \u0647\u0627\u06cc \u062e\u0627\u0645 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0631\u0633\u06cc \u06a9\u062f \u0634\u0645\u0627 \u0631\u0627 \u06a9\u062b\u06cc\u0641 \u06a9\u0646\u062f. \u062e\u0637 \u0644\u0648\u0644\u0647 \u0639\u0627\u0645\u0644 \u06a9\u062f\u06cc \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f &#8211; \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc \u060c \u06cc\u06a9 \u0631\u0648\u0634 \u062c\u0627\u0644\u0628 \u0628\u0631\u0627\u06cc \u06af\u0641\u062a\u0646 &#8220;<strong>\u0645\u0627 \u0645\u0632\u062e\u0631\u0641\u0627\u062a \u0631\u0627 \u0641\u06cc\u0644\u062a\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u0648\u0627\u0642\u0639\u06cc \u0648 \u0639\u0645\u0644\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f.<\/strong>&#8220;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B9%DB%8C%D8%A7%D8%B1_%D8%B1%D8%A7_%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%DA%A9%D8%B1%D8%AF%DB%8C%D9%85\"><\/span>\n<p>  \u0645\u0639\u06cc\u0627\u0631 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f\u06cc\u0645<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87\"><\/span>\n<p>  \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0627 10 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0634\u0634 (PRS) \u0631\u0627 \u0627\u0632 \u06cc\u06a9 repo \u06af\u0631\u0641\u062a\u06cc\u0645 &#8211; \u0628\u0647 \u0647\u0631 \u062d\u0627\u0644 \u060c \u06cc\u06a9 \u06a9\u0627\u0631 \u062f\u0631 \u062d\u0627\u0644 \u0627\u0646\u062c\u0627\u0645 \u0627\u0633\u062a &#8211; \u0648 \u0633\u0647 \u0628\u0631\u0631\u0633\u06cc \u0645\u062c\u0632\u0627 \u062f\u0631 \u0647\u0631 \u06cc\u06a9 \u0627\u062c\u0631\u0627 \u06a9\u0631\u062f\u06cc\u0645.<\/p>\n<p>** 1. \u06a9\u062f\u06cc<\/p>\n<ol>\n<li>\u06a9\u0644\u0648\u062f \u063a\u0632\u0644 3.7<\/li>\n<li>Openai GPT-4O **<\/li>\n<\/ol>\n<p>\u0645\u0627 \u0645\u06cc \u062f\u0627\u0646\u06cc\u0645 \u06a9\u0647 10 PR \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0645\u0627\u0646\u0646\u062f \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u06a9\u0648\u0686\u06a9 \u0628\u0647 \u0646\u0638\u0631 \u0628\u0631\u0633\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u060c \u0647\u062f\u0641 \u0645\u0627 \u0627\u062c\u0631\u0627\u06cc \u06cc\u06a9 \u0628\u0648\u062f <strong>\u0645\u0642\u0627\u06cc\u0633\u0647 \u0639\u0645\u06cc\u0642 \u06a9\u0646\u062a\u0631\u0644 \u0634\u062f\u0647<\/strong> \u0642\u0628\u0644 \u0627\u0632 \u0645\u0642\u06cc\u0627\u0633 \u06af\u0630\u0627\u0631\u06cc \u0647\u0631 \u0631\u0648\u0627\u0628\u0637 \u0639\u0645\u0648\u0645\u06cc \u0628\u0627 \u062f\u0642\u062a \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f \u062a\u0627 \u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u0645\u0633\u0627\u0626\u0644 \u0631\u0627 \u067e\u0648\u0634\u0634 \u062f\u0647\u062f \u060c \u0627\u0632 \u0646\u0642\u0635 \u0647\u0627\u06cc \u0627\u0645\u0646\u06cc\u062a\u06cc \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u0646\u0627\u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0647\u0627\u06cc \u0633\u0628\u06a9 \u06a9\u062f. \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 A \u0631\u0627 \u06a9\u0634\u0641 \u0645\u06cc \u06a9\u0646\u0646\u062f *<em>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u062a\u0631 \u0648 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0632\u0628\u0627\u0646 \u06af\u0633\u062a\u0631\u062f\u0647 \u062a\u0631.<br \/>*<\/em><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%B9%DB%8C%D8%A7%D8%B1%D9%87%D8%A7\"><\/span>\n<p>  \u0645\u0639\u06cc\u0627\u0631\u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0627 \u067e\u06cc\u06af\u06cc\u0631\u06cc \u06a9\u0631\u062f\u06cc\u0645:<\/p>\n<ul>\n<li>\n<strong>\u0645\u062b\u0628\u062a \u0648\u0627\u0642\u0639\u06cc (TP):<\/strong> \u0645\u0634\u06a9\u0644\u0627\u062a \u0648\u0627\u0642\u0639\u06cc \u06af\u0631\u0641\u062a\u0627\u0631 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<li>\n<strong>\u0645\u062b\u0628\u062a \u06a9\u0627\u0630\u0628 (FP):<\/strong> \u0647\u0634\u062f\u0627\u0631\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u0648\u0627\u0642\u0639 \u0645\u0633\u0627\u0626\u0644\u06cc \u0646\u0628\u0648\u062f\u0646\u062f.<\/li>\n<li>\n<strong>\u0645\u0646\u0641\u06cc \u06a9\u0627\u0630\u0628 (FN):<\/strong> \u0627\u0634\u06a9\u0627\u0644\u0627\u062a \u0648\u0627\u0642\u0639\u06cc \u06a9\u0647 \u0627\u0632 \u0628\u06cc\u0646 \u0631\u0641\u062a.<\/li>\n<\/ul>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627 \u060c \u0645\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u06a9\u0631\u062f\u06cc\u0645:<\/p>\n<ul>\n<li>\n<strong>\u062f\u0642\u062a:<\/strong> \u0647\u0634\u062f\u0627\u0631\u0647\u0627 \u0686\u0642\u062f\u0631 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u0647\u0633\u062a\u0646\u062f\u061f<\/li>\n<li>\n<strong>\u0628\u0647 \u06cc\u0627\u062f \u0628\u06cc\u0627\u0648\u0631\u06cc\u062f:<\/strong> \u0686\u0646\u062f \u0645\u0633\u0626\u0644\u0647 \u0648\u0627\u0642\u0639\u06cc \u067e\u0631\u0686\u0645 \u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u061f<\/li>\n<li>\n<strong>\u0627\u0645\u062a\u06cc\u0627\u0632 F1:<\/strong> \u062f\u0642\u062a \u0631\u0627 \u062a\u0639\u0627\u062f\u0644 \u0648 \u06cc\u0627\u062f\u0622\u0648\u0631\u06cc \u06a9\u0646\u06cc\u062f (\u0634\u0645\u0627 \u06cc\u06a9 \u0634\u0645\u0627\u0631\u0647 \u0628\u0631\u0627\u06cc \u062d\u0627\u06a9\u0645 \u06a9\u0631\u062f\u0646 \u0647\u0645\u0647 \u0622\u0646\u0647\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u06cc\u062f).<\/li>\n<\/ul>\n<p>\u0645\u0627 \u0646\u06cc\u0632 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u06cc\u0645 <strong>\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0648 \u0636\u0631\u06cc\u0628 \u062a\u063a\u06cc\u06cc\u0631 (CV)<\/strong> \u0628\u0631\u0627\u06cc \u062f\u06cc\u062f\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u0622\u06cc\u0627 \u0647\u0631 \u0645\u062f\u0644 \u0633\u0627\u0632\u06af\u0627\u0631 \u0627\u0633\u062a \u06cc\u0627 \u0641\u0642\u0637 \u062a\u0627\u0633 \u0647\u0627\u06cc \u0646\u0648\u0631\u062f \u0631\u0648\u06cc PRS \u0634\u0645\u0627 \u0627\u0633\u062a.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D8%B7%D9%85%DB%8C%D9%86%D8%A7%D9%86_%D8%A7%D8%B2_%D8%A2%D8%B2%D9%85%D8%A7%DB%8C%D8%B4_%D9%85%D9%86%D8%B5%D9%81%D8%A7%D9%86%D9%87_LLMS\"><\/span>\n<p>  \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0645\u0646\u0635\u0641\u0627\u0646\u0647 LLMS<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u062d\u0641\u0638 \u0645\u0639\u06cc\u0627\u0631 <strong>\u0645\u0646\u0635\u0641\u0627\u0646\u0647 \u0648 \u0642\u0627\u0628\u0644 \u062a\u06a9\u0631\u0627\u0631<\/strong>\u060c \u0645\u0627 GPT-4O \u0648 Claude Sonnet 3.7 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <strong>\u06cc\u06a9\u0633\u0627\u0646<\/strong> \u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u06a9\u062f \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0633\u0631\u06cc\u0639 \u062e\u0648\u062f \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0639\u0645\u0648\u0645 \u0646\u06cc\u0633\u062a \u060c \u0645\u0627 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0631\u062f\u06cc\u0645 \u06a9\u0647 \u0622\u0646 \u0631\u0627 <strong>\u0645\u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u06a9\u06cc\u0641\u06cc\u062a \u06a9\u062f \u060c \u0627\u0645\u0646\u06cc\u062a \u0648 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647 \u0647\u0627<\/strong>\u060c \u0628\u062f\u0648\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u0627\u0632 \u0647\u0631 \u0631\u0648\u06cc\u06a9\u0631\u062f\u06cc \u062e\u0627\u0635 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0647\u0645\u0647 \u0645\u062f\u0644 \u0647\u0627 \u062f\u0631 \u0647\u0645\u0627\u0646 \u0633\u0637\u062d \u0632\u0645\u06cc\u0646\u0647 \u0648 \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0628\u062f\u0648\u0646 \u062a\u0646\u0638\u06cc\u0645 \u0627\u0636\u0627\u0641\u06cc \u060c \u0628\u062f\u0648\u0646 \u0627\u0646\u062a\u062e\u0627\u0628 \u06af\u06cc\u0644\u0627\u0633.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B6%D8%B1%DB%8C%D8%A8_%D8%AA%D8%BA%DB%8C%DB%8C%D8%B1_CV_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\"><\/span>\n<p>  \u0636\u0631\u06cc\u0628 \u062a\u063a\u06cc\u06cc\u0631 (CV) \u0686\u06cc\u0633\u062a\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0633\u0627\u0633\u0627\u064b \u060c <strong>CV<\/strong> \u0628\u0647 \u0645\u0627 \u0645\u06cc \u06af\u0648\u06cc\u062f \u0627\u06af\u0631 \u0646\u062a\u0627\u06cc\u062c \u0634\u0645\u0627 \u062f\u0631 \u0647\u0645\u0647 \u062c\u0627 \u0628\u0627\u0634\u062f \u06cc\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0627\u0633\u062a:<\/p>\n<p>CV = (\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \/ \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646) 100 \u00d7<\/p>\n<ul>\n<li>\n<strong>\u0628\u062f\u0648\u0646 \u0628\u0639\u062f:<\/strong> \u0628\u0647 \u0645\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u0645\u0642\u06cc\u0627\u0633 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0628\u062f\u0648\u0646 \u0633\u0631\u062f\u0631\u06af\u0645\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0646\u06cc\u0645.<\/li>\n<li>\n<strong>CV \u0628\u0627\u0644\u0627\u062a\u0631:<\/strong> \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06cc\u06a9 \u0628\u0631\u062c Jenga \u0644\u0631\u0632\u0627\u0646 \u067e\u0627\u06cc\u062f\u0627\u0631 \u0627\u0633\u062a.<\/li>\n<li>\n<strong>\u0639\u0627\u062f\u06cc \u0633\u0627\u0632\u06cc:<\/strong> \u0628\u0627 \u0646\u062a\u0627\u06cc\u062c \u0645\u062a\u0648\u0633\u0637 \u200b\u200b\u0634\u0645\u0627 \u062a\u063a\u06cc\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u0631\u0627 \u062f\u0631 \u0645\u062a\u0646 \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%86%D8%AA%D8%A7%DB%8C%D8%AC_%D9%85%D8%A7_CV\"><\/span>\n<p>  \u0646\u062a\u0627\u06cc\u062c \u0645\u0627 (CV)<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>Kody (0.402):<\/strong> \u062c\u0627\u0645\u062f \u060c \u0633\u0627\u0632\u06af\u0627\u0631<\/li>\n<li>\n<strong>\u06a9\u0644\u0648\u062f (0.774):<\/strong> \u0646\u0648\u0639 \u0647\u0645\u0647 \u062c\u0627<\/li>\n<li>\n<strong>GPT (1.651):<\/strong> \u062d\u062a\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0648 \u067e\u0627\u06cc\u06cc\u0646 \u062a\u0631 \u0627\u0632 \u0631\u0645\u0632\u0646\u06af\u0627\u0631\u06cc \u0645\u062d\u0644\u06cc \u0634\u0645\u0627.<\/li>\n<\/ul>\n<p><strong>\u0642\u0627\u0646\u0648\u0646 \u0634\u0633\u062a:<\/strong><\/p>\n<ul>\n<li>CV <0.15 \u2192 \u0641\u0648\u0642 \u0627\u0644\u0639\u0627\u062f\u0647 \u062b\u0627\u0628\u062a<\/li>\n<li>0.15-0.30 \u2192 \u0646\u0648\u0633\u0627\u0646\u0627\u062a \u0645\u062a\u0648\u0633\u0637<\/li>\n<li>0.30 \u2192 \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u06cc\u0633 \u060c \u067e\u0631\u0632\u0631\u0642 \u0648 \u0628\u0631\u0642 \u0627\u0633\u062a<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D8%B6%D8%A7%D9%81%D9%87_%DA%A9%D8%B1%D8%AF%D9%86_%D9%BE%DB%8C%DA%86_%D9%88_%D8%AA%D8%A7%D8%A8_%D9%82%D9%88%D8%A7%D9%85\"><\/span>\n<p>  \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u067e\u06cc\u0686 \u0648 \u062a\u0627\u0628 \u0642\u0648\u0627\u0645<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0645\u0627 \u062f\u0648\u0633\u062a \u062f\u0627\u0631\u06cc\u0645 \u0645\u0646\u0635\u0641\u0627\u0646\u0647 \u0628\u0627\u0634\u06cc\u0645 (\u0627\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0639\u0645\u0644\u06cc) \u060c \u0645\u0627 \u06cc\u06a9 \u0645\u062c\u0627\u0632\u0627\u062a \u0642\u0648\u0627\u0645 (\u0648\u0632\u0646 = 0.2) \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u06a9\u0631\u062f\u06cc\u0645 \u062a\u0627 \u0646\u0645\u0631\u0627\u062a \u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u062f\u0648\u0633\u062a \u062f\u0627\u0631\u0646\u062f \u0633\u0631\u06af\u0631\u062f\u0627\u0646 \u0628\u0627\u0634\u0646\u062f \u060c \u067e\u0627\u06cc\u06cc\u0646 \u0628\u06cc\u0627\u0648\u0631\u06cc\u0645:<\/p>\n<ul>\n<li>\n<strong>\u06a9\u062f\u06cc:<\/strong> \u0646\u0645\u0631\u0647 \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 0.581 \u067e\u0648\u0646\u062f (\u062d\u062f\u0648\u062f 8 \u066a \u0642\u0637\u0631\u0647 &#8211; \u0628\u062f\u0648\u0646 \u0628\u0632\u0631\u06af)<\/li>\n<li>\n<strong>\u06a9\u0644\u0648\u062f:<\/strong> 0.283 \u067e\u0648\u0646\u062f \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 (15.5 \u066a \u0627\u0641\u062a)<\/li>\n<li>\n<strong>GPT:<\/strong> 0.072 ~ \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 (33.0 \u066a \u0642\u0637\u0631\u0647 &#8211; \u062f\u0631\u0635\u062f\u06cc)<\/li>\n<\/ul>\n<p>\u0627\u06af\u0631 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0647\u062a\u0631 \u0628\u0627\u0634\u06cc\u062f \u060c \u0648\u0632\u0646 \u0631\u0627 \u067e\u0627\u06cc\u06cc\u0646 \u0628\u06cc\u0627\u0648\u0631\u06cc\u062f (\u0645\u0627\u0646\u0646\u062f 0.1). \u0627\u06af\u0631 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0648\u062d\u0634\u06cc \u0628\u0627\u0634\u06cc\u062f \u060c \u0622\u0646 \u0631\u0627 \u0628\u0647 0.5 \u0644\u0646\u06af \u0628\u0632\u0646\u06cc\u062f. \u0645\u0627 0.2 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u06cc\u0645 \u0632\u06cc\u0631\u0627 \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0646\u0648\u0633\u0627\u0646\u0627\u062a \u0628\u0632\u0631\u06af\u06cc \u0631\u0627 \u0645\u062c\u0627\u0632\u0627\u062a \u0645\u06cc \u06a9\u0646\u062f \u0627\u0645\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f\u06cc \u062e\u0648\u0628 \u0631\u0627 \u062a\u062d\u062a \u0627\u0644\u0634\u0639\u0627\u0639 \u0642\u0631\u0627\u0631 \u0646\u0645\u06cc \u062f\u0647\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%86%D8%AA%D8%A7%DB%8C%D8%AC\"><\/span>\n<p>  \u0646\u062a\u0627\u06cc\u062c<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ft350696w3pvyem4twj0k.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"393\" title=\"\"><\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0635\u0641\u062d\u0647 \u0627\u0645\u062a\u06cc\u0627\u0632 \u0646\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645:<\/p>\n<p><strong>1. F1 Original<\/strong><\/p>\n<ul>\n<li>\u06a9\u062f\u06cc: 0.65 \u067e\u0648\u0646\u062f<\/li>\n<li>\u06a9\u0644\u0648\u062f: 0.48 \u067e\u0648\u0646\u062f<\/li>\n<li>GPT: 0.18 \u067e\u0648\u0646\u062f<\/li>\n<li><strong>\u06a9\u062f\u06cc \u062f\u0631 \u062d\u062f\u0648\u062f 1.35 \u00d7 \u0628\u0627\u0644\u0627\u062a\u0631 \u0627\u0632 \u06a9\u0644\u0648\u062f \u0648 3.6 \u00d7 \u0628\u0627\u0644\u0627\u062a\u0631 \u0627\u0632 GPT.<\/strong><\/li>\n<\/ul>\n<p><strong>\u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 F1 (DP)<\/strong><\/p>\n<ul>\n<li>\u06a9\u062f\u06cc: 0.60 \u067e\u0648\u0646\u062f<\/li>\n<li>\u06a9\u0644\u0648\u062f: 0.40 \u067e\u0648\u0646\u062f<\/li>\n<li>GPT: 0.15 \u067e\u0648\u0646\u062f<\/li>\n<li><strong>Kody&#39;s 1.5 \u00d7 \u0628\u0647\u062a\u0631 \u0627\u0632 \u06a9\u0644\u0648\u062f \u0648 4 \u00d7 \u0628\u0647\u062a\u0631 \u0627\u0632 GPT.<\/strong><\/li>\n<\/ul>\n<p><strong>3. F1 \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 (CV)<\/strong><\/p>\n<ul>\n<li>\u06a9\u062f\u06cc: 0.58 \u067e\u0648\u0646\u062f<\/li>\n<li>\u06a9\u0644\u0648\u062f: 0.28 \u067e\u0648\u0646\u062f<\/li>\n<li>GPT: 0.07 ~<\/li>\n<li><strong>\u06a9\u062f\u06cc 2.1 \u00d7 \u0628\u0647\u062a\u0631 \u0627\u0632 \u06a9\u0644\u0648\u062f \u0648 8.3 \u00d7 \u0628\u0647\u062a\u0631 \u0627\u0632 GPT. \u0627\u06cc\u0646 \u0627\u0633\u0627\u0633\u0627\u064b \u0633\u0627\u0644\u0647\u0627\u06cc \u0633\u0628\u06a9 \u062f\u0631 \u0633\u0631\u0632\u0645\u06cc\u0646 \u0628\u0631\u0631\u0633\u06cc \u06a9\u062f \u0627\u0633\u062a.<\/strong><\/li>\n<\/ul>\n<p><strong>\u062a\u0635\u0648\u06cc\u0631 \u0628\u0632\u0631\u06af:<\/strong> Kody \u0633\u0627\u0632\u06af\u0627\u0631\u062a\u0631\u06cc\u0646 \u0648 \u0628\u0631\u062a\u0631 \u0627\u0633\u062a. \u06a9\u0644\u0648\u062f \u0628\u0647 \u0645\u06cc\u0627\u0646\u0647 \u0628\u0631\u062e\u0648\u0631\u062f \u0645\u06cc \u06a9\u0646\u062f. GPT-4O-\u062e\u0648\u0628 \u060c \u0628\u0627 \u0642\u0648\u0627\u0645 \u0645\u0628\u0627\u0631\u0632\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u062f\u0631 \u0646\u0632\u062f\u06cc\u06a9\u06cc \u067e\u0627\u06cc\u06cc\u0646 \u0628\u0647 \u067e\u0627\u06cc\u0627\u0646 \u0645\u06cc \u0631\u0633\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B1%D9%88%D8%B4%D9%86_%DA%A9%D8%B1%D8%AF%D9%86_%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D9%86%D9%85%D8%B1%D9%87_F1\"><\/span>\n<p>  \u0631\u0648\u0634\u0646 \u06a9\u0631\u062f\u0646 \u062a\u0646\u0638\u06cc\u0645 \u0646\u0645\u0631\u0647 F1<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u06cc\u06a9 \u0645\u0639\u0631\u0641\u06cc \u06a9\u0631\u062f\u06cc\u0645 <strong>\u0646\u0645\u0631\u0647 F1 \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647<\/strong> \u0628\u0631\u0627\u06cc \u0645\u062c\u0627\u0632\u0627\u062a \u0645\u062f\u0644\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0645\u062a\u0646\u0627\u0642\u0636 \u0628\u0648\u062f\u0646\u062f. \u0627\u06cc\u062f\u0647 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a: \u0627\u06af\u0631 \u06cc\u06a9 \u0645\u062f\u0644 \u062f\u0631 \u06cc\u06a9 \u0631\u0648\u0627\u0628\u0637 \u0639\u0645\u0648\u0645\u06cc \u06cc\u06a9 \u0645\u0633\u0626\u0644\u0647 \u062c\u062f\u06cc \u0631\u0627 \u067e\u0631\u0686\u0645 \u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u062f \u0627\u0645\u0627 \u06cc\u06a9 \u0645\u0633\u0626\u0644\u0647 \u0645\u0634\u0627\u0628\u0647 \u0631\u0627 \u062f\u0631 \u062f\u06cc\u06af\u0631\u06cc \u0627\u0632 \u062f\u0633\u062a \u0645\u06cc \u062f\u0647\u062f \u060c \u0627\u06cc\u0646 \u06cc\u06a9 \u0645\u0634\u06a9\u0644 \u0627\u0633\u062a.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 \u0622\u0646 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\u0645\u0627 \u0627\u0639\u0645\u0627\u0644 \u06a9\u0631\u062f\u06cc\u0645 <strong>\u0645\u062c\u0627\u0632\u0627\u062a<\/strong> (\u0648\u0632\u0646 = 0.2) \u0628\u0647 \u0645\u062f\u0644\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0646\u0648\u0639 \u0628\u0627\u0644\u0627\u06cc\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646\u062f.<\/li>\n<li>\u0645\u062f\u0644\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a <strong>\u0628\u0627\u0632\u062e\u0648\u0631\u062f \u067e\u0627\u06cc\u062f\u0627\u0631\u062a\u0631 \u0648 \u0642\u0627\u0628\u0644 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc<\/strong> \u0628\u06cc\u0634\u062a\u0631 \u0646\u0645\u0631\u0647 \u0627\u0635\u0644\u06cc \u062e\u0648\u062f \u0631\u0627 \u062d\u0641\u0638 \u06a9\u0631\u062f\u0646\u062f.<\/li>\n<li>\u0645\u062f\u0644\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0627\u0634\u062a\u0646\u062f <strong>\u0646\u0648\u0633\u0627\u0646\u0627\u062a \u0648\u062d\u0634\u06cc<\/strong> \u06cc\u06a9 \u0636\u0631\u0628\u0647 \u0628\u0632\u0631\u06af\u062a\u0631 \u06af\u0631\u0641\u062a.<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u0641\u0642\u0637 \u06cc\u06a9 \u062a\u063a\u06cc\u06cc\u0631 \u0646\u0638\u0631\u06cc \u0646\u06cc\u0633\u062a-\u0627\u06cc\u0646 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u0646\u0627\u0627\u0645\u06cc\u062f\u06cc \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0645\u0647\u0646\u062f\u0633\u0627\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0648\u0628\u0631\u0648 \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0627 \u062e\u0648\u062f\u0634\u0627\u0646 \u0645\u062a\u0646\u0627\u0642\u0636 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B7%D8%A7%D9%84%D8%B9%D9%87_%D9%85%D8%AF%D8%A7%D9%88%D9%85_%D9%88_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%87%D8%A7%DB%8C_%D8%A2%DB%8C%D9%86%D8%AF%D9%87\"><\/span>\n<p>  \u0645\u0637\u0627\u0644\u0639\u0647 \u0645\u062f\u0627\u0648\u0645 \u0648 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06cc\u0646 \u0641\u0642\u0637 \u0627\u0648\u0644\u06cc\u0646 \u067e\u0627\u0633 \u0645\u0627\u0633\u062a. \u0645\u0627 \u0647\u0645\u0686\u0646\u0627\u0646 \u0628\u0647 PRS \u0628\u06cc\u0634\u062a\u0631 \u060c \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u062d\u0641\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u0646\u06a9\u062a\u0647 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u062a\u0648\u0642\u0641 \u0646\u0645\u06cc \u0634\u0648\u06cc\u0645. \u0628\u0627 \u06af\u0633\u062a\u0631\u0634 \u060c \u0627\u0646\u062a\u0638\u0627\u0631 \u0645\u06cc \u0631\u0648\u062f \u0628\u06cc\u0646\u0634 \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627\u06cc \u0639\u0645\u06cc\u0642 \u062a\u0631\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645 \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0647\u0645\u0647 \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0646\u062d\u0648\u0647 \u0627\u0646\u062c\u0627\u0645 \u0628\u0631\u0631\u0633\u06cc \u06a9\u062f \u0631\u0627 \u0631\u062f\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p>&#8211;<\/p>\n<p><strong>\u062e\u0637 \u067e\u0627\u06cc\u06cc\u0646\u061f<\/strong> LLMS \u0628\u0647 \u062a\u0646\u0647\u0627\u06cc\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u06a9\u062f \u062a\u0648\u0644\u06cc\u062f \u06a9\u0645\u06cc \u0648\u062d\u0634\u06cc \u0628\u0627\u0634\u062f. \u062f\u0631 \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 \u0639\u0627\u0645\u0644 &#8211; \u0645\u0627\u0646\u0646\u062f Kody &#8211; \u0645\u062e\u0644\u0648\u0637 \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0627 \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u0648\u0627\u0642\u0639\u06cc \u0648 \u0645\u0641\u06cc\u062f\u06cc \u06a9\u0647 \u0634\u0645\u0627 \u0631\u0627 \u062a\u062d\u062a \u0645\u062b\u0628\u062a \u06a9\u0627\u0630\u0628 \u06cc\u0627 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0627\u062a \u062a\u0635\u0627\u062f\u0641\u06cc \u062f\u0641\u0646 \u0646\u0645\u06cc \u06a9\u0646\u062f \u060c \u0628\u0647 \u067e\u0627\u06cc\u0627\u0646 \u0645\u06cc \u0631\u0633\u062f.<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0645\u0642\u062f\u0645\u0647 IDE \u0647\u0627\u06cc \u0628\u0627 \u0642\u062f\u0631\u062a AI \u0627\u0645\u0633\u0627\u0644 \u0645\u0646\u0641\u062c\u0631 \u0634\u062f-\u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc \u060c \u0647\u0631 Dev \u06cc\u06a9 \u0631\u0628\u0627\u062a \u06a9\u0648\u0686\u06a9 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f. \u0627\u0645\u0627 \u0633\u0644\u0627\u0645 \u060c \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0642\u0633\u0645\u062a \u0633\u0631\u06af\u0631\u0645 \u06a9\u0646\u0646\u062f\u0647 \u0627\u0633\u062a. \u0628\u0631\u0631\u0633\u06cc \u06a9\u062f\u061f \u0646\u0647 \u062e\u06cc\u0644\u06cc \u0632\u06cc\u0627\u062f \u0627\u06cc\u0646 \u062c\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u0634\u0631\u0648\u0639 \u0628\u0647 \u062a\u0639\u062c\u0628 \u06a9\u0631\u062f\u06cc\u0645: \u0622\u06cc\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0632\u0628\u0627\u0646 (LLM) \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627\u06cc \u06a9\u0634\u0634 \u0634\u0645\u0627 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":101381,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media2.dev.to\/dynamic\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fvebm7ymjhi25u10hlchr.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-101380","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\/101380","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=101380"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/101380\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/101381"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=101380"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=101380"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=101380"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}