{"id":94680,"date":"2025-01-26T15:10:41","date_gmt":"2025-01-26T11:40:41","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/deepseek-r1-%d9%85%d9%88%d8%a7%d8%b1%d8%af-%d8%af%d8%a7%d8%ae%d9%84%db%8c-%d8%a2%d8%b3%d8%a7%d9%86-%d8%b4%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%f0%9f%90%8b\/"},"modified":"2025-01-26T15:10:41","modified_gmt":"2025-01-26T11:40:41","slug":"deepseek-r1-%d9%85%d9%88%d8%a7%d8%b1%d8%af-%d8%af%d8%a7%d8%ae%d9%84%db%8c-%d8%a2%d8%b3%d8%a7%d9%86-%d8%b4%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%f0%9f%90%8b","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/deepseek-r1-%d9%85%d9%88%d8%a7%d8%b1%d8%af-%d8%af%d8%a7%d8%ae%d9%84%db%8c-%d8%a2%d8%b3%d8%a7%d9%86-%d8%b4%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%f0%9f%90%8b\/","title":{"rendered":"DeepSeek-R1: \u0645\u0648\u0627\u0631\u062f \u062f\u0627\u062e\u0644\u06cc \u0622\u0633\u0627\u0646 \u0634\u062f\u0647 \u0627\u0633\u062a \ud83d\udc0b"},"content":{"rendered":"<div data-article-id=\"2241207\" id=\"article-body\">\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%2Fazx69go6rieenz2glovg.jpg\" alt=\"\u0627\u06cc\u0646 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0631\u0627 \u062e\u0631\u062f \u0645\u06cc \u06a9\u0646\u062f - DeepSeek R1 - YouTube\" loading=\"lazy\" width=\"686\" height=\"386\" title=\"\"><br \/>\u062e\u0648\u0628\u060c \u0627\u06cc\u0646 \u0647\u0641\u062a\u0647 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u062f\u0631 \u0645\u0648\u0631\u062f DeepSeek-R1 \u0628\u0648\u062f \u06a9\u0647 \u0633\u0631\u0641\u0635\u0644 \u062e\u0628\u0631\u0647\u0627 \u0628\u0648\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062f\u0631\u0633\u062a \u0627\u0632 \u0622\u0646 \u0628\u0641\u0647\u0645\u06cc\u0645 <code>What<\/code> \u0645\u062f\u0644 DeepSeek-R1 \u0627\u0633\u062a \u0648 \u0627\u06cc\u0646 \u0627\u0633\u062a <code>working internals<\/code> \u062f\u0631 \u0639\u0645\u0642<\/p>\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\/deepseek-r1-%d9%85%d9%88%d8%a7%d8%b1%d8%af-%d8%af%d8%a7%d8%ae%d9%84%db%8c-%d8%a2%d8%b3%d8%a7%d9%86-%d8%b4%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%f0%9f%90%8b\/#%D8%A7%D8%A8%D8%AA%D8%AF%D8%A7%D8%8C_DeepSeek-R1_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\" >\u0627\u0628\u062a\u062f\u0627\u060c DeepSeek-R1 \u0686\u06cc\u0633\u062a\u061f<\/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\/deepseek-r1-%d9%85%d9%88%d8%a7%d8%b1%d8%af-%d8%af%d8%a7%d8%ae%d9%84%db%8c-%d8%a2%d8%b3%d8%a7%d9%86-%d8%b4%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%f0%9f%90%8b\/#%D9%85%D8%B9%D9%85%D8%A7%D8%B1%DB%8C_%D9%81%D9%86%DB%8C\" >\u0645\u0639\u0645\u0627\u0631\u06cc \u0641\u0646\u06cc:<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/deepseek-r1-%d9%85%d9%88%d8%a7%d8%b1%d8%af-%d8%af%d8%a7%d8%ae%d9%84%db%8c-%d8%a2%d8%b3%d8%a7%d9%86-%d8%b4%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%f0%9f%90%8b\/#%D9%BE%D8%A7%DB%8C%D9%87_%D9%85%D8%AF%D9%84_%D9%BE%D8%A7%DB%8C%D9%87\" >\u067e\u0627\u06cc\u0647 \u0645\u062f\u0644 \u067e\u0627\u06cc\u0647:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/deepseek-r1-%d9%85%d9%88%d8%a7%d8%b1%d8%af-%d8%af%d8%a7%d8%ae%d9%84%db%8c-%d8%a2%d8%b3%d8%a7%d9%86-%d8%b4%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%f0%9f%90%8b\/#%D8%A7%D9%86%D9%88%D8%A7%D8%B9_R1\" >\u0627\u0646\u0648\u0627\u0639 R1:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/deepseek-r1-%d9%85%d9%88%d8%a7%d8%b1%d8%af-%d8%af%d8%a7%d8%ae%d9%84%db%8c-%d8%a2%d8%b3%d8%a7%d9%86-%d8%b4%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%f0%9f%90%8b\/#DeepSeek_Internals_%D8%AF%D8%B1_%D8%B9%D9%85%D9%82\" >DeepSeek Internals \u062f\u0631 \u0639\u0645\u0642:<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/deepseek-r1-%d9%85%d9%88%d8%a7%d8%b1%d8%af-%d8%af%d8%a7%d8%ae%d9%84%db%8c-%d8%a2%d8%b3%d8%a7%d9%86-%d8%b4%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%f0%9f%90%8b\/#1_%D8%AA%D9%82%D9%88%DB%8C%D8%AA_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D8%AF%D8%B1_%D9%87%D8%B3%D8%AA%D9%87_%D8%A2%D9%86\" >1. \u062a\u0642\u0648\u06cc\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062f\u0631 \u0647\u0633\u062a\u0647 \u0622\u0646:<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/deepseek-r1-%d9%85%d9%88%d8%a7%d8%b1%d8%af-%d8%af%d8%a7%d8%ae%d9%84%db%8c-%d8%a2%d8%b3%d8%a7%d9%86-%d8%b4%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%f0%9f%90%8b\/#%D8%A7%D9%84%D9%81_%D8%A8%D9%87%DB%8C%D9%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_%D8%AE%D8%B7_%D9%85%D8%B4%DB%8C_%D9%86%D8%B3%D8%A8%DB%8C_%DA%AF%D8%B1%D9%88%D9%87_GRPO\" >\u0627\u0644\u0641. \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u062e\u0637 \u0645\u0634\u06cc \u0646\u0633\u0628\u06cc \u06af\u0631\u0648\u0647 (GRPO)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/deepseek-r1-%d9%85%d9%88%d8%a7%d8%b1%d8%af-%d8%af%d8%a7%d8%ae%d9%84%db%8c-%d8%a2%d8%b3%d8%a7%d9%86-%d8%b4%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%f0%9f%90%8b\/#%D8%A8_%D9%85%D9%87%D9%86%D8%AF%D8%B3%DB%8C_%D9%BE%D8%A7%D8%AF%D8%A7%D8%B4_%D9%87%DB%8C%D8%A8%D8%B1%DB%8C%D8%AF\" >\u0628. \u0645\u0647\u0646\u062f\u0633\u06cc \u067e\u0627\u062f\u0627\u0634 \u0647\u06cc\u0628\u0631\u06cc\u062f:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/deepseek-r1-%d9%85%d9%88%d8%a7%d8%b1%d8%af-%d8%af%d8%a7%d8%ae%d9%84%db%8c-%d8%a2%d8%b3%d8%a7%d9%86-%d8%b4%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%f0%9f%90%8b\/#2_%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D8%AF%D9%82%DB%8C%D9%82_%D9%86%D8%B8%D8%A7%D8%B1%D8%AA_%D8%B4%D8%AF%D9%87_%D8%A8%D8%A7_%D8%B4%D8%B1%D9%88%D8%B9_%D8%B3%D8%B1%D8%AF_SFT\" >2. \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0646\u0638\u0627\u0631\u062a \u0634\u062f\u0647 \u0628\u0627 \u0634\u0631\u0648\u0639 \u0633\u0631\u062f (SFT):<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nabfollower.com\/blog\/deepseek-r1-%d9%85%d9%88%d8%a7%d8%b1%d8%af-%d8%af%d8%a7%d8%ae%d9%84%db%8c-%d8%a2%d8%b3%d8%a7%d9%86-%d8%b4%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%f0%9f%90%8b\/#A_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%D8%A7%D9%86%D8%AA%D8%AE%D8%A7%D8%A8_%D8%B4%D8%AF%D9%87\" >A. \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/deepseek-r1-%d9%85%d9%88%d8%a7%d8%b1%d8%af-%d8%af%d8%a7%d8%ae%d9%84%db%8c-%d8%a2%d8%b3%d8%a7%d9%86-%d8%b4%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%f0%9f%90%8b\/#%D8%A8_%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A7%D9%84%DA%AF%D9%88\" >\u0628. \u0627\u062c\u0631\u0627\u06cc \u0627\u0644\u06af\u0648:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/nabfollower.com\/blog\/deepseek-r1-%d9%85%d9%88%d8%a7%d8%b1%d8%af-%d8%af%d8%a7%d8%ae%d9%84%db%8c-%d8%a2%d8%b3%d8%a7%d9%86-%d8%b4%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%f0%9f%90%8b\/#3_%D9%86%D9%85%D9%88%D9%86%D9%87_%DA%AF%DB%8C%D8%B1%DB%8C_%D8%B1%D8%AF_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D8%A8%D8%A7_%DA%A9%DB%8C%D9%81%DB%8C%D8%AA_%D8%A8%D8%A7%D9%84%D8%A7\" >3. \u0646\u0645\u0648\u0646\u0647 \u06af\u06cc\u0631\u06cc \u0631\u062f \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/nabfollower.com\/blog\/deepseek-r1-%d9%85%d9%88%d8%a7%d8%b1%d8%af-%d8%af%d8%a7%d8%ae%d9%84%db%8c-%d8%a2%d8%b3%d8%a7%d9%86-%d8%b4%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%f0%9f%90%8b\/#4_%D8%AA%D9%82%D8%B7%DB%8C%D8%B1_%D8%A8%D9%87_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%DA%A9%D9%88%DA%86%DA%A9%D8%AA%D8%B1\" >4. \u062a\u0642\u0637\u06cc\u0631 \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/nabfollower.com\/blog\/deepseek-r1-%d9%85%d9%88%d8%a7%d8%b1%d8%af-%d8%af%d8%a7%d8%ae%d9%84%db%8c-%d8%a2%d8%b3%d8%a7%d9%86-%d8%b4%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%f0%9f%90%8b\/#%D8%AA%D8%AC%D8%B2%DB%8C%D9%87_%D9%88_%D8%AA%D8%AD%D9%84%DB%8C%D9%84_%D8%B9%D9%85%D9%84%DA%A9%D8%B1%D8%AF_%D9%85%D8%B9%DB%8C%D8%A7%D8%B1%D9%87%D8%A7\" >\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0639\u0645\u0644\u06a9\u0631\u062f: \u0645\u0639\u06cc\u0627\u0631\u0647\u0627<\/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\/deepseek-r1-%d9%85%d9%88%d8%a7%d8%b1%d8%af-%d8%af%d8%a7%d8%ae%d9%84%db%8c-%d8%a2%d8%b3%d8%a7%d9%86-%d8%b4%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%f0%9f%90%8b\/#%D8%A7%D8%B3%D8%AA%D8%AF%D9%84%D8%A7%D9%84_%D8%B1%DB%8C%D8%A7%D8%B6%DB%8C\" >\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0631\u06cc\u0627\u0636\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/nabfollower.com\/blog\/deepseek-r1-%d9%85%d9%88%d8%a7%d8%b1%d8%af-%d8%af%d8%a7%d8%ae%d9%84%db%8c-%d8%a2%d8%b3%d8%a7%d9%86-%d8%b4%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%f0%9f%90%8b\/#%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%86%D9%88%DB%8C%D8%B3%DB%8C_%D9%88_%D9%85%D9%87%D9%86%D8%AF%D8%B3%DB%8C_%D9%86%D8%B1%D9%85_%D8%A7%D9%81%D8%B2%D8%A7%D8%B1\" >\u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0648 \u0645\u0647\u0646\u062f\u0633\u06cc \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D8%A8%D8%AA%D8%AF%D8%A7%D8%8C_DeepSeek-R1_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\"><\/span>\n<p>  \u0627\u0628\u062a\u062f\u0627\u060c DeepSeek-R1 \u0686\u06cc\u0633\u062a\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>DeepSeek-R1 \u06cc\u06a9 \u0645\u062f\u0644 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0633\u0637 DeepSeek\u060c \u06cc\u06a9 \u0634\u0631\u06a9\u062a \u0686\u06cc\u0646\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0631\u0648\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u06a9\u0627\u0631 \u06a9\u0646\u062f \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0645\u0646\u0637\u0642\u06cc\u060c \u062d\u0644 \u0645\u0633\u0626\u0644\u0647 \u0631\u06cc\u0627\u0636\u06cc \u0648 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>\u0686\u06cc\u0632\u06cc \u06a9\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u06cc \u0645\u0627\u0646\u0646\u062f DeepSeek-R1 \u0648 O1 OpenAI \u0631\u0627 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af (LLM) \u0645\u062a\u0645\u0627\u06cc\u0632 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0622\u0646\u200c\u0647\u0627 \u062f\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646 \u0686\u06af\u0648\u0646\u06af\u06cc \u0631\u0633\u06cc\u062f\u0646 \u0628\u0647 \u0646\u062a\u06cc\u062c\u0647 \u0627\u0633\u062a.<\/p>\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%2F11q7ophb6w01b1hk4c6w.png\" alt=\"\u0628\u062a\u0645\u0646 DeepSeek\" loading=\"lazy\" width=\"800\" height=\"522\" title=\"\"><\/p>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627\u0644\u0627 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f\u060c \u0628\u0627 DeepSeek-R1\u060c \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0686\u0647 \u0645\u0631\u0627\u062d\u0644\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0627\u0639\u0644\u0627\u0646 \u062f\u0646\u0628\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u062f\u0631\u06a9 \u0622\u0646 \u0631\u0627 \u0622\u0633\u0627\u0646 \u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u062f\u0631 \u0635\u0648\u0631\u062a \u0644\u0632\u0648\u0645 \u062e\u0631\u0648\u062c\u06cc \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0686\u0627\u0644\u0634 \u0645\u06cc \u06a9\u0634\u062f. \u0627\u06cc\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u0628\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0646\u062a\u0627\u06cc\u062c \u0628\u0627\u06cc\u062f \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d \u0628\u0627\u0634\u062f\u060c \u0645\u0627\u0646\u0646\u062f \u062a\u062d\u0642\u06cc\u0642 \u06cc\u0627 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u060c \u0628\u0631\u062a\u0631\u06cc \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0627\u062a\u06a9\u0627\u06cc \u0635\u0646\u0639\u062a \u0631\u0627 \u0628\u0647 \u0686\u0627\u0644\u0634 \u0645\u06cc \u06a9\u0634\u062f <code>supervised fine-tuning<\/code> (SFT) \u0628\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646 \u0622\u0646 <code>reinforcement learning<\/code> (RL) \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u062f. \u0627\u0645\u0627 \u0628\u0627\u0632 \u0647\u0645 \u062c\u062f\u0627 \u0627\u0632 \u0645\u0648\u0627\u0631\u062f\u06cc \u06a9\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627 \u0630\u06a9\u0631 \u06a9\u0631\u062f\u0645\u060c \u0686\u0647 \u0686\u06cc\u0632\u06cc \u0628\u0627\u0639\u062b \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0645\u06cc \u0634\u0648\u062f <code>revolutionary?<\/code><\/p>\n<ul>\n<li>\n<em>\u0638\u0647\u0648\u0631 \u0645\u0647\u0627\u0631\u062a \u062e\u0648\u062f\u0645\u062e\u062a\u0627\u0631<\/em>: \u0628\u0631 \u062e\u0644\u0627\u0641 GPT-4 \u06cc\u0627 \u063a\u0632\u0644 \u06a9\u0644\u0648\u062f 3.5 \u06a9\u0647 \u0628\u0647 \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u06cc \u062a\u0648\u0633\u0637 \u0627\u0646\u0633\u0627\u0646 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f\u060c <code>R1-Zero<\/code> \u0645\u0647\u0627\u0631\u062a \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0623\u06cc\u06cc\u062f \u062e\u0648\u062f \u0648 \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632\u06cc \u0686\u0646\u062f \u0645\u0631\u062d\u0644\u0647 \u0627\u06cc \u0631\u0627 \u062a\u0648\u0633\u0639\u0647 \u0645\u06cc \u062f\u0647\u062f <em>\u0627\u0632 \u0637\u0631\u06cc\u0642 RL \u062e\u0627\u0644\u0635<\/em>. <\/li>\n<li>\n<em>\u0647\u0632\u06cc\u0646\u0647<\/em>: \u0645\u062f\u0644 \u0647\u0627\u06cc \u062a\u0642\u0637\u06cc\u0631 \u0634\u062f\u0647 7B \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f <em>GPT-4o \u0648<\/em> 1\/100 \u0647\u0632\u06cc\u0646\u0647 \u0622\u0645\u0648\u0632\u0634 <\/li>\n<li>  <strong>\u0645\u0646\u0628\u0639 \u0628\u0627\u0632<\/strong>: \u0627\u0646\u062a\u0634\u0627\u0631 \u06a9\u0627\u0645\u0644 \u0648\u0632\u0646\u0647 \u0647\u0627\u06cc \u0645\u062f\u0644 \u06a9\u062f \u0622\u0645\u0648\u0632\u0634\u06cc.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B9%D9%85%D8%A7%D8%B1%DB%8C_%D9%81%D9%86%DB%8C\"><\/span>\n<p>  \u0645\u0639\u0645\u0627\u0631\u06cc \u0641\u0646\u06cc:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%D9%BE%D8%A7%DB%8C%D9%87_%D9%85%D8%AF%D9%84_%D9%BE%D8%A7%DB%8C%D9%87\"><\/span>\n<p>  \u067e\u0627\u06cc\u0647 \u0645\u062f\u0644 \u067e\u0627\u06cc\u0647:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0628\u0627\u0644\u0627\u06cc \u0622\u0646 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a <code>DeepSeek-V3-Base<\/code> \u0645\u062f\u0644\u06cc \u06a9\u0647 &#8211; \u06cc\u06a9 \u0645\u062f\u0644 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u0628\u0627 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 671B (MoE = <em>\u0627\u062f\u063a\u0627\u0645 \u0686\u0646\u062f\u06cc\u0646 \u0645\u062f\u0644 \u062a\u062e\u0635\u0635\u06cc \u06cc\u0627 &#8220;\u0645\u062a\u062e\u0635\u0635&#8221; \u0628\u0631\u0627\u06cc \u062d\u0644 \u0645\u0648\u062b\u0631\u062a\u0631 \u0645\u0633\u0627\u0626\u0644 \u067e\u06cc\u0686\u06cc\u062f\u0647<\/em>) \u0628\u0627: <\/p>\n<ul>\n<li>\n<em>16 \u0634\u0628\u06a9\u0647 \u062e\u0628\u0631\u0647<\/em>: \u06a9\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0632\u06cc\u0631\u0645\u062f\u0644 \u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc \u0631\u06cc\u0627\u0636\u06cc\u060c \u06a9\u062f\u060c \u0645\u0646\u0637\u0642 \u0648 \u063a\u06cc\u0631\u0647 \u0647\u0633\u062a\u0646\u062f<\/li>\n<li>\n<em>\u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc \u067e\u0648\u06cc\u0627<\/em>: 37B \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u062f\u0631 \u0647\u0631 \u062a\u0648\u06a9\u0646 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0645\u0633\u06cc\u0631\u06cc\u0627\u0628\u06cc \u0622\u0645\u0648\u062e\u062a\u0647 \u0634\u062f\u0647 \u0641\u0639\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f. <\/li>\n<li>\n<em>\u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634<\/em>: 4.8T (\u0628\u0644\u0647\u060c <strong>\u062a\u0631\u06cc\u0644\u06cc\u0648\u0646<\/strong>) \u062a\u0648\u06a9\u0646 \u0647\u0627\u06cc\u06cc \u062f\u0631 52 \u0632\u0628\u0627\u0646 \u0648 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u0641\u0646\u06cc \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0645\u0642\u0627\u0644\u0627\u062a STEM\u060c \u0645\u062e\u0627\u0632\u0646 Github \u0645\u06cc \u0634\u0648\u062f. <\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A7%D9%86%D9%88%D8%A7%D8%B9_R1\"><\/span>\n<p>  \u0627\u0646\u0648\u0627\u0639 R1:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"table-wrapper-paragraph\">\n<table>\n<thead>\n<tr>\n<th>\u0645\u062f\u0644<\/th>\n<th>\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627<\/th>\n<th>\u0631\u0648\u06cc\u06a9\u0631\u062f \u0622\u0645\u0648\u0632\u0634\u06cc<\/th>\n<th>\u0646\u0648\u0622\u0648\u0631\u06cc \u06a9\u0644\u06cc\u062f\u06cc<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>R1-\u0635\u0641\u0631<\/td>\n<td>671B \u0648\u0632\u0627\u0631\u062a \u0627\u0646\u0631\u0698\u06cc<\/td>\n<td>RL \u062e\u0627\u0644\u0635 (\u0628\u062f\u0648\u0646 SFT)<\/td>\n<td>\u06a9\u0634\u0641 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u062e\u0648\u062f\u0645\u062e\u062a\u0627\u0631<\/td>\n<\/tr>\n<tr>\n<td>R1<\/td>\n<td>671B \u0648\u0632\u0627\u0631\u062a \u0627\u0646\u0631\u0698\u06cc<\/td>\n<td>SFT+RL \u0686\u0646\u062f \u0645\u0631\u062d\u0644\u0647 \u0627\u06cc<\/td>\n<td>\u062a\u0648\u0644\u06cc\u062f CoT \u0647\u0645\u0633\u0648 \u0628\u0627 \u0627\u0646\u0633\u0627\u0646<\/td>\n<\/tr>\n<tr>\n<td>R1- \u062a\u0642\u0637\u06cc\u0631<\/td>\n<td>1.5B-70B<\/td>\n<td>SFT \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc R1<\/td>\n<td>\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u0642\u0631\u0648\u0646 \u0628\u0647 \u0635\u0631\u0641\u0647<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"DeepSeek_Internals_%D8%AF%D8%B1_%D8%B9%D9%85%D9%82\"><\/span>\n<p>  DeepSeek Internals \u062f\u0631 \u0639\u0645\u0642:<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%2Fmiro.medium.com%2Fv2%2Fresize%3Afit%3A1400%2F0%2AUkWMT4LF0Jh0PuJm\" alt=\"DeepSeek-R1: \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0642\u0631\u0648\u0646 \u0628\u0647 \u0635\u0631\u0641\u0647\u060c \u06a9\u0627\u0631\u0622\u0645\u062f \u0648 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 | \u062a\u0648\u0633\u0637 LM Po | \u0698\u0627\u0646\u0648\u06cc\u0647, 2025 | \u0645\u062a\u0648\u0633\u0637\" loading=\"lazy\" width=\"800\" height=\"339\" title=\"\"><\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_%D8%AA%D9%82%D9%88%DB%8C%D8%AA_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D8%AF%D8%B1_%D9%87%D8%B3%D8%AA%D9%87_%D8%A2%D9%86\"><\/span>\n<p>  1. \u062a\u0642\u0648\u06cc\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062f\u0631 \u0647\u0633\u062a\u0647 \u0622\u0646:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u067e\u06cc\u0634\u06af\u0627\u0645\u0627\u0646\u0647 \u062a\u0631\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc DeepSeek-R1 \u062a\u06a9\u06cc\u0647 \u0628\u0631 \u0622\u0646 \u0627\u0633\u062a <strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc (RL)<\/strong> \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0631 \u062e\u0644\u0627\u0641 LLM \u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u06a9\u0647 \u0628\u0647 <strong>\u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0646\u0638\u0627\u0631\u062a \u0634\u062f\u0647 (SFT)<\/strong> DeepSeek-R1 \u0628\u0627 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628\u200c\u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0627\u0646\u0633\u0627\u0646\u060c \u0627\u0632 RL \u0628\u0631\u0627\u06cc \u06a9\u0634\u0641 \u0645\u0633\u062a\u0642\u0644 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 \u0622\u0646 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D9%84%D9%81_%D8%A8%D9%87%DB%8C%D9%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_%D8%AE%D8%B7_%D9%85%D8%B4%DB%8C_%D9%86%D8%B3%D8%A8%DB%8C_%DA%AF%D8%B1%D9%88%D9%87_GRPO\"><\/span>\n<p>  \u0627\u0644\u0641. \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u062e\u0637 \u0645\u0634\u06cc \u0646\u0633\u0628\u06cc \u06af\u0631\u0648\u0647 (GRPO)<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u0627\u06cc\u0646 \u06cc\u06a9 \u0627\u0633\u062a <code>critic-free<\/code> \u0686\u0627\u0631\u0686\u0648\u0628 RL \u06a9\u0647 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f <strong>40%<\/strong> \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0628\u0647 \u062c\u0627\u06cc Proximal Policy Optimization (PPO) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. <br \/>\u0631\u0648\u0634 \u06a9\u0627\u0631 \u0627\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a: <\/p>\n<ol>\n<li>\n<strong><em>\u0646\u0645\u0648\u0646\u0647 \u06af\u06cc\u0631\u06cc \u06af\u0631\u0648\u0647\u06cc<\/em><\/strong>  : \u0628\u0631\u0627\u06cc \u0647\u0631 \u0641\u0631\u0645\u0627\u0646\u060c \u0645\u062f\u0644 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062e\u0637 \u0645\u0634\u06cc \u0641\u0639\u0644\u06cc 16 = G \u067e\u0627\u0633\u062e \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u067e\u0627\u0633\u062e \u0647\u0627 \u06af\u0631\u0648\u0647\u06cc \u0631\u0627 \u062a\u0634\u06a9\u06cc\u0644 \u0645\u06cc \u062f\u0647\u0646\u062f \u06a9\u0647 \u0644\u0627\u062a\u0631\u0648\u0646 \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u067e\u0627\u062f\u0627\u0634 \u0647\u0627 \u0648 \u0645\u0632\u0627\u06cc\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. <\/li>\n<li>\n<strong><em>\u0639\u0627\u062f\u06cc \u0633\u0627\u0632\u06cc \u067e\u0627\u062f\u0627\u0634<\/em><\/strong>: \u0628\u0647 \u0647\u0631 \u067e\u0627\u0633\u062e \u062f\u0631 \u06af\u0631\u0648\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u062f\u0642\u062a\u060c \u0641\u0631\u0645\u062a \u0648 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0632\u0628\u0627\u0646 \u062c\u0627\u06cc\u0632\u0647 \u062a\u0639\u0644\u0642 \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 Advantage Ai \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0646\u0631\u0645\u0627\u0644 \u0633\u0627\u0632\u06cc \u0628\u0627 \u06a9\u0627\u0647\u0634 \u0648\u0627\u0631\u06cc\u0627\u0646\u0633 \u062f\u0631 \u0622\u0645\u0627\u0631 \u06af\u0631\u0648\u0647\u06cc \u0628\u0647 \u062a\u062b\u0628\u06cc\u062a \u062a\u0645\u0631\u06cc\u0646 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f. <\/li>\n<li>\n<strong><em>\u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc \u062e\u0637 \u0645\u0634\u06cc<\/em><\/strong>  : \u0628\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0631\u0633\u0627\u0646\u062f\u0646 \u0645\u0632\u06cc\u062a \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0648\u0627\u06af\u0631\u0627\u06cc\u06cc KL \u0631\u0627 \u0645\u062d\u062f\u0648\u062f \u0645\u06cc \u06a9\u0646\u062f. (<em>\u0648\u0627\u06af\u0631\u0627\u06cc\u06cc Kullback-Leibler (KL) \u06cc\u06a9 \u0645\u0639\u06cc\u0627\u0631 \u0622\u0645\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062a\u0641\u0627\u0648\u062a \u0628\u06cc\u0646 \u062f\u0648 \u062a\u0648\u0632\u06cc\u0639 \u0627\u062d\u062a\u0645\u0627\u0644 \u0631\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/em>). \u062f\u0631 \u0645\u0639\u0627\u062f\u0644\u0647 \u0632\u06cc\u0631\u060c \u03b2=0.01 \u0642\u062f\u0631\u062a \u062c\u0631\u06cc\u0645\u0647 KL \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u062e\u0637\u200c\u0645\u0634\u06cc \u062e\u06cc\u0644\u06cc \u0627\u0632 \u0645\u0631\u062c\u0639 \u0645\u0646\u062d\u0631\u0641 \u0646\u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<\/ol>\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%2Fp4xbblnj8l7nreuhoj7z.jpeg\" alt=\"\u0645\u0639\u0627\u062f\u0644\u0627\u062a \u062f\u0633\u062a \u0646\u0648\u06cc\u0633\" loading=\"lazy\" width=\"800\" height=\"362\" title=\"\"><\/p>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8_%D9%85%D9%87%D9%86%D8%AF%D8%B3%DB%8C_%D9%BE%D8%A7%D8%AF%D8%A7%D8%B4_%D9%87%DB%8C%D8%A8%D8%B1%DB%8C%D8%AF\"><\/span>\n<p>  \u0628. \u0645\u0647\u0646\u062f\u0633\u06cc \u067e\u0627\u062f\u0627\u0634 \u0647\u06cc\u0628\u0631\u06cc\u062f:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u0627\u06cc\u0646 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u067e\u0627\u062f\u0627\u0634 \u0633\u0647 \u0644\u0627\u06cc\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627\u0646\u0639 \u0645\u06cc \u0634\u0648\u062f <code>reward hacking<\/code>. (<em>\u0647\u06a9 \u067e\u0627\u062f\u0627\u0634 \u0632\u0645\u0627\u0646\u06cc \u0627\u062a\u0641\u0627\u0642 \u0645\u06cc\u200c\u0627\u0641\u062a\u062f \u06a9\u0647 \u06cc\u06a9 \u0639\u0627\u0645\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc (RL) \u0627\u0632 \u0646\u0642\u0627\u06cc\u0635 \u06cc\u0627 \u0627\u0628\u0647\u0627\u0645\u0627\u062a \u062f\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u067e\u0627\u062f\u0627\u0634 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u067e\u0627\u062f\u0627\u0634\u200c\u0647\u0627\u06cc \u0628\u0627\u0644\u0627\u060c \u0628\u062f\u0648\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648\u0627\u0642\u0639\u06cc \u06cc\u0627 \u062a\u06a9\u0645\u06cc\u0644 \u06a9\u0627\u0631 \u0645\u0648\u0631\u062f \u0646\u0638\u0631\u060c \u0633\u0648\u0621 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0647\u06a9 \u067e\u0627\u062f\u0627\u0634 \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc RL \u0627\u063a\u0644\u0628 \u0646\u0627\u0642\u0635 \u0647\u0633\u062a\u0646\u062f \u0648 \u062a\u0639\u06cc\u06cc\u0646 \u062f\u0642\u06cc\u0642 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u067e\u0627\u062f\u0627\u0634 \u0627\u0633\u0627\u0633\u0627\u064b \u0686\u0627\u0644\u0634 \u0628\u0631\u0627\u0646\u06af\u06cc\u0632 \u0627\u0633\u062a.)<\/em> <\/p>\n<div class=\"table-wrapper-paragraph\">\n<table>\n<thead>\n<tr>\n<th>\u0646\u0648\u0639 \u067e\u0627\u062f\u0627\u0634<\/th>\n<th>\u0631\u0648\u0634 \u0645\u062d\u0627\u0633\u0628\u0647<\/th>\n<th>\u0648\u0632\u0646 (\u03bb)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062f\u0642\u062a (r_acc)<\/td>\n<td>\u0628\u0627\u06cc\u0646\u0631\u06cc (1 \u0627\u06af\u0631 \u067e\u0627\u0633\u062e \u0646\u0647\u0627\u06cc\u06cc \u062f\u0631\u0633\u062a \u0628\u0627\u0634\u062f)<\/td>\n<td>1.0<\/td>\n<\/tr>\n<tr>\n<td>\u0642\u0627\u0644\u0628 (r_fmt)<\/td>\n<td>\u0634\u0628\u0627\u0647\u062a \u06a9\u0633\u06cc\u0646\u0648\u0633 \u0628\u0647 <<strong>\u0641\u06a9\u0631 \u06a9\u0646>\/<answer>> \u0627\u0644\u06af\u0648<\/answer><\/strong><\/td>\n<td>0.3<\/td>\n<\/tr>\n<tr>\n<td>\u0632\u0628\u0627\u0646 (r_lang)<\/td>\n<td>\u062f\u0631\u0635\u062f \u0646\u0634\u0627\u0646\u0647 \u0647\u0627 \u062f\u0631 \u0632\u0628\u0627\u0646 \u0645\u0642\u0635\u062f<\/td>\n<td>0.2<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u06a9\u0644 \u067e\u0627\u062f\u0627\u0634: r_total = r_acc + \u03bb1r_fmt + \u03bb2r_lang<\/p>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"2_%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D8%AF%D9%82%DB%8C%D9%82_%D9%86%D8%B8%D8%A7%D8%B1%D8%AA_%D8%B4%D8%AF%D9%87_%D8%A8%D8%A7_%D8%B4%D8%B1%D9%88%D8%B9_%D8%B3%D8%B1%D8%AF_SFT\"><\/span>\n<p>  2. \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0646\u0638\u0627\u0631\u062a \u0634\u062f\u0647 \u0628\u0627 \u0634\u0631\u0648\u0639 \u0633\u0631\u062f (SFT):<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0627\u0639\u0645\u0627\u0644 RL\u060c DeepSeek-R1 \u0627\u0632 \u0645\u0631\u062d\u0644\u0647 SFT \u0634\u0631\u0648\u0639 \u0633\u0631\u062f \u0645\u06cc \u06af\u0630\u0631\u062f \u06a9\u0647 \u0628\u0647 <code>seeding<\/code> \u0645\u062f\u0644 \u0628\u0627 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u067e\u0627\u06cc\u0647 \u062d\u0627\u0644\u060c \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0634\u0627\u0645\u0644 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0627\u0633\u062a: <\/p>\n<h4><span class=\"ez-toc-section\" id=\"A_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%D8%A7%D9%86%D8%AA%D8%AE%D8%A7%D8%A8_%D8%B4%D8%AF%D9%87\"><\/span>\n<p>  A. \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul>\n<li>    ~ 1000 \u0646\u0645\u0648\u0646\u0647 \u0632\u0646\u062c\u06cc\u0631\u0647 \u0641\u06a9\u0631 (CoT) \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u0633\u062a\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<li>\u0647\u0631 \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u06cc\u06a9 \u0627\u0644\u06af\u0648\u06cc \u0633\u062e\u062a\u06af\u06cc\u0631\u0627\u0646\u0647 \u0628\u0647 \u0633\u0628\u06a9 XML \u067e\u06cc\u0631\u0648\u06cc \u0645\u06cc \u06a9\u0646\u062f:<\/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%2Ftlbbutosbeffrfaw6qny.png\" alt=\"vim\" loading=\"lazy\" width=\"692\" height=\"296\" title=\"\"><\/p>\n<hr\/>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8_%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A7%D9%84%DA%AF%D9%88\"><\/span>\n<p>  \u0628. \u0627\u062c\u0631\u0627\u06cc \u0627\u0644\u06af\u0648:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<h3><span class=\"ez-toc-section\" id=\"3_%D9%86%D9%85%D9%88%D9%86%D9%87_%DA%AF%DB%8C%D8%B1%DB%8C_%D8%B1%D8%AF_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D8%A8%D8%A7_%DA%A9%DB%8C%D9%81%DB%8C%D8%AA_%D8%A8%D8%A7%D9%84%D8%A7\"><\/span>\n<p>  3. \u0646\u0645\u0648\u0646\u0647 \u06af\u06cc\u0631\u06cc \u0631\u062f \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u067e\u0633 \u0627\u0632 \u0641\u0631\u0622\u06cc\u0646\u062f RL\u060c DeepSeek-R1 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f <strong>600 \u0647\u0632\u0627\u0631 \u0646\u0645\u0648\u0646\u0647 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627<\/strong> \u0627\u0632 \u0637\u0631\u06cc\u0642 <strong>\u0646\u0645\u0648\u0646\u0647 \u06af\u06cc\u0631\u06cc \u0631\u062f<\/strong>. \u0631\u0648\u0634 \u06a9\u0627\u0631 \u0628\u0647 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0627\u0633\u062a: <\/p>\n<ol>\n<li>\n<em>\u062a\u0648\u0644\u06cc\u062f \u0646\u0645\u0648\u0646\u0647<\/em> : <\/p>\n<ul>\n<li>\u0645\u062f\u0644 RL \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f. <\/li>\n<li>\u0641\u0642\u0637 <em>\u0622\u0646 \u0647\u0627<\/em> \u067e\u0627\u0633\u062e \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0639\u0628\u0648\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f <strong>\u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0627\u0646\u0648\u0646<\/strong> \u0686\u06a9 \u0647\u0627 \u062d\u0641\u0638 \u0645\u06cc \u0634\u0648\u062f <\/li>\n<\/ul>\n<\/li>\n<li>\n<em>\u0641\u06cc\u0644\u062a\u0631 \u0645\u0639\u0646\u0627\u06cc\u06cc<\/em> : <\/p>\n<ul>\n<li>\u067e\u0627\u0633\u062e \u0647\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0646\u0633\u062c\u0627\u0645 \u0645\u0639\u0646\u0627\u06cc\u06cc \u067e\u0627\u06cc\u06cc\u0646 \u06cc\u0627 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0646\u0627\u062f\u0631\u0633\u062a \u06a9\u0646\u0627\u0631 \u06af\u0630\u0627\u0634\u062a\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f. <\/li>\n<\/ul>\n<\/li>\n<li>\n<em>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0646\u0647\u0627\u06cc\u06cc<\/em> : <\/p>\n<ul>\n<li>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0641\u06cc\u0644\u062a\u0631 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0648 \u062a\u0642\u0637\u06cc\u0631 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. <\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"4_%D8%AA%D9%82%D8%B7%DB%8C%D8%B1_%D8%A8%D9%87_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%DA%A9%D9%88%DA%86%DA%A9%D8%AA%D8%B1\"><\/span>\n<p>  4. \u062a\u0642\u0637\u06cc\u0631 \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644 DeepSeek-R1 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u0642\u0631\u0648\u0646\u200c\u0628\u0647\u200c\u0635\u0631\u0641\u0647 \u062f\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u200c\u062a\u0631 (\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc 1.5B\u201370B) \u062a\u0642\u0637\u06cc\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u0642\u0637\u06cc\u0631 \u0634\u0627\u0645\u0644:<\/p>\n<ol>\n<li>\n<em>\u0627\u06cc\u062c\u0627\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/em> : <\/p>\n<ul>\n<li>800 \u0647\u0632\u0627\u0631 \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 RL \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u0634\u0648\u062f. <\/li>\n<li>\u0627\u06cc\u0646 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627 \u0647\u0645 \u0634\u0627\u0645\u0644 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 (600k) \u0648 \u0647\u0645 \u0648\u0638\u0627\u06cc\u0641 \u0639\u0645\u0648\u0645\u06cc (200k) \u0645\u06cc \u0634\u0648\u062f. <\/li>\n<\/ul>\n<\/li>\n<li>\n<em>\u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642<\/em> : <\/p>\n<ul>\n<li>\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u200c\u062a\u0631 (\u0645\u0627\u0646\u0646\u062f Qwen-7B\u060c Llama-70B) \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0642\u0637\u0631 \u0628\u0647\u200c\u062e\u0648\u0628\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647\u200c\u0627\u0646\u062f. <\/li>\n<li>\u0647\u06cc\u0686 RL \u062f\u0631 \u0637\u0648\u0644 \u062a\u0642\u0637\u06cc\u0631 \u0627\u0639\u0645\u0627\u0644 \u0646\u0645\u06cc \u0634\u0648\u062f\u060c \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0627\u0632 \u0646\u0638\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u0645\u06cc \u06a9\u0646\u062f. <\/li>\n<\/ul>\n<\/li>\n<li>\n<em>\u0639\u0645\u0644\u06a9\u0631\u062f<\/em> : <\/p>\n<ul>\n<li>\u0645\u062f\u0644 7B \u0645\u0642\u0637\u0631 \u0628\u0647 \u062f\u0633\u062a \u0645\u06cc \u0622\u0648\u0631\u062f <strong>55.5% pass@1<\/strong> \u062f\u0631 AIME 2024\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u062a\u0631\u06cc \u0627\u0632 GPT-4o (9.3\u066a) \u0628\u0627 \u06a9\u0633\u0631\u06cc \u0627\u0632 \u0647\u0632\u06cc\u0646\u0647 \u062f\u0627\u0634\u062a.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D8%AC%D8%B2%DB%8C%D9%87_%D9%88_%D8%AA%D8%AD%D9%84%DB%8C%D9%84_%D8%B9%D9%85%D9%84%DA%A9%D8%B1%D8%AF_%D9%85%D8%B9%DB%8C%D8%A7%D8%B1%D9%87%D8%A7\"><\/span>\n<p>  <strong>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0639\u0645\u0644\u06a9\u0631\u062f: \u0645\u0639\u06cc\u0627\u0631\u0647\u0627<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A7%D8%B3%D8%AA%D8%AF%D9%84%D8%A7%D9%84_%D8%B1%DB%8C%D8%A7%D8%B6%DB%8C\"><\/span>\n<p>  \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0631\u06cc\u0627\u0636\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"table-wrapper-paragraph\">\n<table>\n<thead>\n<tr>\n<th>\u0645\u0639\u06cc\u0627\u0631<\/th>\n<th>R1<\/th>\n<th>R1-\u0635\u0641\u0631<\/th>\n<th>GPT-40<\/th>\n<th>\u06a9\u0627\u0631\u0634\u0646\u0627\u0633 \u0627\u0646\u0633\u0627\u0646\u06cc<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>AIME 2024 (pass@1)<\/td>\n<td>79.8\u066a<\/td>\n<td>71.0\u066a<\/td>\n<td>9.3\u066a<\/td>\n<td>85%<\/td>\n<\/tr>\n<tr>\n<td>MATH-500 (\u06af\u0630\u0631 @1)<\/td>\n<td>97.3\u066a<\/td>\n<td>95.9\u066a<\/td>\n<td>74.6\u066a<\/td>\n<td>98%<\/td>\n<\/tr>\n<tr>\n<td>\u0631\u0633\u0645\u06cc \u06a9\u0631\u062f\u0646 \u0645\u0634\u06a9\u0644 IMO<\/td>\n<td>81%<\/td>\n<td>N\/A<\/td>\n<td>22%<\/td>\n<td>89%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u0628\u06cc\u0646\u0634 \u06a9\u0644\u06cc\u062f\u06cc: R1 \u0627\u0632 \u0637\u0631\u06cc\u0642:<\/p>\n<ul>\n<li>\u0628\u0627\u0632\u06cc\u0627\u0641\u062a \u0645\u0631\u062d\u0644\u0647 \u0627\u06cc: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u062c\u062f\u062f \u0627\u0632 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u062c\u0632\u0626\u06cc \u062f\u0631 \u0645\u0634\u06a9\u0644\u0627\u062a \u0645\u0634\u0627\u0628\u0647<\/li>\n<li>\u0622\u0645\u06cc\u062e\u062a\u06af\u06cc \u0646\u0645\u0627\u062f\u06cc\u0646-\u0622\u0645\u0627\u0631\u06cc: \u062a\u0631\u06a9\u06cc\u0628 \u0634\u0647\u0648\u062f \u0639\u0635\u0628\u06cc \u0628\u0627 \u0633\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0647\u0627\u06cc \u062c\u0628\u0631\u06cc<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%86%D9%88%DB%8C%D8%B3%DB%8C_%D9%88_%D9%85%D9%87%D9%86%D8%AF%D8%B3%DB%8C_%D9%86%D8%B1%D9%85_%D8%A7%D9%81%D8%B2%D8%A7%D8%B1\"><\/span>\n<p>  \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0648 \u0645\u0647\u0646\u062f\u0633\u06cc \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"table-wrapper-paragraph\">\n<table>\n<thead>\n<tr>\n<th>\u0648\u0638\u06cc\u0641\u0647<\/th>\n<th>R1<\/th>\n<th>GPT-40<\/th>\n<th>SWE Human<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>LiveCodeBench (pass@1)<\/td>\n<td>65.9\u066a<\/td>\n<td>32.9\u066a<\/td>\n<td>72%<\/td>\n<\/tr>\n<tr>\n<td>\u06a9\u062f\u0641\u0648\u0631\u0633 \u0627\u0644\u0648<\/td>\n<td>2029<\/td>\n<td>759<\/td>\n<td>2100 (\u0635\u062f\u06a9 95)<\/td>\n<\/tr>\n<tr>\n<td>SWE-Bench \u062d\u0644 \u0648 \u0641\u0635\u0644 \u0634\u062f<\/td>\n<td>49.2\u066a<\/td>\n<td>38.8\u066a<\/td>\n<td>58%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627:<\/p>\n<ul>\n<li>\u0632\u0646\u062c\u06cc\u0631\u0647 \u0647\u0627\u06cc \u0627\u0634\u06a9\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc: \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u0648\u0627\u0631\u062f \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0623\u06cc\u06cc\u062f \u0648\u0635\u0644\u0647 \u0647\u0627\u06cc \u06a9\u062f \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f<\/li>\n<li>\u0627\u0646\u062a\u0642\u0627\u0644 \u0628\u06cc\u0646 \u0632\u0628\u0627\u0646\u06cc: \u0645\u0634\u06a9\u0644\u0627\u062a \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u062d\u0644 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0633\u067e\u0633 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627 \u0631\u0627 \u0628\u0647 Rust \u067e\u0648\u0631\u062a \u0645\u06cc \u06a9\u0646\u062f<\/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%2F6188a0i5rygu88modu4a.jpg\" alt=\"\u062f\u0631\u06a9 DeepSeek R1: \u0686\u06af\u0648\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u062f\u0647\u062f\u061f \u2022 Tech Explorer \ud83d\ude80\" loading=\"lazy\" width=\"800\" height=\"464\" title=\"\"><\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u062e\u0648\u0628\u060c \u0627\u06cc\u0646 \u0647\u0641\u062a\u0647 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u062f\u0631 \u0645\u0648\u0631\u062f DeepSeek-R1 \u0628\u0648\u062f \u06a9\u0647 \u0633\u0631\u0641\u0635\u0644 \u062e\u0628\u0631\u0647\u0627 \u0628\u0648\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062f\u0631\u0633\u062a \u0627\u0632 \u0622\u0646 \u0628\u0641\u0647\u0645\u06cc\u0645 What \u0645\u062f\u0644 DeepSeek-R1 \u0627\u0633\u062a \u0648 \u0627\u06cc\u0646 \u0627\u0633\u062a working internals \u062f\u0631 \u0639\u0645\u0642 \u0627\u0628\u062a\u062f\u0627\u060c DeepSeek-R1 \u0686\u06cc\u0633\u062a\u061f DeepSeek-R1 \u06cc\u06a9 \u0645\u062f\u0644 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0633\u0637 DeepSeek\u060c \u06cc\u06a9 \u0634\u0631\u06a9\u062a \u0686\u06cc\u0646\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a \u06a9\u0647 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":94681,"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%2Ff50bkr021isk9yfhbkpa.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-94680","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\/94680","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=94680"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/94680\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/94681"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=94680"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=94680"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=94680"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}