{"id":105328,"date":"2025-04-09T23:17:32","date_gmt":"2025-04-09T18:47:32","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/loong-synthesize-long-cots-at-scale-through-verifiers-27b4\/"},"modified":"2025-04-09T23:17:32","modified_gmt":"2025-04-09T18:47:32","slug":"loong-synthesize-long-cots-at-scale-through-verifiers-27b4","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/loong-synthesize-long-cots-at-scale-through-verifiers-27b4\/","title":{"rendered":"\ud83d\udc09 LOONON: \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062a\u0623\u06cc\u06cc\u062f\u06cc\u0647 \u0647\u0627 \u060c \u062a\u062e\u062a\u062e\u0648\u0627\u0628 \u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u0631\u0627 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0633\u0646\u062a\u0632 \u06a9\u0646\u06cc\u062f"},"content":{"rendered":"<div data-article-id=\"2395111\" id=\"article-body\">\n<p>\u0645\u062f\u0644\u0647\u0627\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0632\u0631\u06af \u0627\u062e\u06cc\u0631 \u0645\u0627\u0646\u0646\u062f DeepSeek-R1 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0627\u0646\u062f \u06a9\u0647 \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0639\u0645\u0648\u0645\u06cc LLM \u0647\u0627 \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0645\u062f\u0644\u0647\u0627\u06cc \u067e\u0627\u06cc\u0647 \u062a\u062d\u062a \u0622\u0645\u0648\u0632\u0634 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a (RL) \u0628\u0627 \u067e\u0627\u062f\u0627\u0634 \u0642\u0627\u0628\u0644 \u0627\u062b\u0628\u0627\u062a \u0642\u0631\u0627\u0631 \u0628\u06af\u06cc\u0631\u0646\u062f \u060c \u062a\u0627 \u062d\u062f \u0632\u06cc\u0627\u062f\u06cc \u0628\u0647\u0628\u0648\u062f \u0645\u06cc \u06cc\u0627\u0628\u0646\u062f. \u0631\u06cc\u0627\u0636\u06cc\u0627\u062a \u0648 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0628\u0647 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\u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u062e\u0627\u0635 \u062f\u0627\u0645\u0646\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a \u062f\u0631 \u062c\u0627\u0645\u0639\u0647 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u067e\u0630\u06cc\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632 \u0627\u0646\u062a\u0642\u0627\u062f\u06cc \u062f\u06cc\u06af\u0631 \u06a9\u0647 \u0627\u063a\u0644\u0628 \u0645\u0648\u0631\u062f \u063a\u0641\u0644\u062a \u0648\u0627\u0642\u0639 \u0645\u06cc \u0634\u0648\u062f \u0641\u0631\u0627\u0648\u0627\u0646\u06cc \u0627\u0633\u062a <strong>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627<\/strong>\u060c \u062f\u0627\u0631\u0627\u06cc \u0633\u0624\u0627\u0644\u0627\u062a \u062c\u0641\u062a \u0634\u062f\u0647 \u0628\u0627 \u067e\u0627\u0633\u062e 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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\/loong-synthesize-long-cots-at-scale-through-verifiers-27b4\/#%D8%A8%D8%B3%D8%AA%D9%86_%D8%B4%DA%A9%D8%A7%D9%81_%D8%AA%D8%A3%DB%8C%DB%8C%D8%AF_%D8%AF%D8%B1_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_RL\" >\u0628\u0633\u062a\u0646 \u0634\u06a9\u0627\u0641 \u062a\u0623\u06cc\u06cc\u062f \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631\u0627\u06cc RL<\/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\/loong-synthesize-long-cots-at-scale-through-verifiers-27b4\/#%D9%85%D8%AD%DB%8C%D8%B7_%D9%84%D9%86%DA%AF\" >\u0645\u062d\u06cc\u0637 \u0644\u0646\u06af<\/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\/loong-synthesize-long-cots-at-scale-through-verifiers-27b4\/#%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%D8%A8%D8%B0%D8%B1\" >\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0630\u0631<\/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\/loong-synthesize-long-cots-at-scale-through-verifiers-27b4\/#%D8%AA%D9%88%D9%84%DB%8C%D8%AF_%DA%A9%D9%86%D9%86%D8%AF%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C\" >\u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u0646\u062f\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc<\/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\/loong-synthesize-long-cots-at-scale-through-verifiers-27b4\/#%D8%AA%D8%A3%DB%8C%DB%8C%D8%AF_%DA%A9%D9%86%D9%86%D8%AF%D9%87\" >\u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u0646\u062f\u0647<\/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\/loong-synthesize-long-cots-at-scale-through-verifiers-27b4\/#%D9%85%D8%B4%D8%A7%D8%B1%DA%A9%D8%AA_%D8%AF%D8%B1_%D9%BE%D8%B1%D9%88%DA%98%D9%87_LOON\" >\u0645\u0634\u0627\u0631\u06a9\u062a \u062f\u0631 \u067e\u0631\u0648\u0698\u0647 LOON<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B3%D8%AA%D9%86_%D8%B4%DA%A9%D8%A7%D9%81_%D8%AA%D8%A3%DB%8C%DB%8C%D8%AF_%D8%AF%D8%B1_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_RL\"><\/span>\n<p>  \u0628\u0633\u062a\u0646 \u0634\u06a9\u0627\u0641 \u062a\u0623\u06cc\u06cc\u062f \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631\u0627\u06cc RL<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u0637\u0628\u06cc\u0639\u06cc \u060c \u0634\u06a9\u0627\u0641 \u0637\u0628\u06cc\u0639\u06cc \u0628\u06cc\u0646 \u0633\u0624\u0627\u0644\u0627\u062a \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u067e\u0627\u0633\u062e \u0622\u0646\u0647\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u060c \u0632\u06cc\u0631\u0627 \u0635\u062d\u062a \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u0630\u0627\u062a\u0627\u064b \u062a\u0636\u0645\u06cc\u0646 \u0646\u0645\u06cc \u0634\u0648\u062f. \u0628\u0631\u0627\u06cc \u0628\u0633\u062a\u0646 \u0627\u06cc\u0646 \u0634\u06a9\u0627\u0641 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0645\u0644 \u060c \u0628\u0647 \u0646\u0638\u0627\u0631\u062a \u0627\u0646\u0633\u0627\u0646\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f \u06a9\u0647 \u0628\u0633\u06cc\u0627\u0631 \u06af\u0631\u0627\u0646 \u0627\u0633\u062a. \u0645\u0627 \u0633\u0639\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u06cc\u0646 \u0634\u06a9\u0627\u0641 \u0631\u0627 \u0628\u0628\u0646\u062f\u06cc\u0645 \u0628\u062f\u0648\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u06cc\u06a9 \u0627\u0646\u0633\u0627\u0646 \u0631\u0627 \u062f\u0631 \u062d\u0644\u0642\u0647 \u062f\u0631\u06af\u06cc\u0631 \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u060c \u0645\u0627 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0686\u0646\u062f \u0639\u0627\u0645\u0644\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u06cc\u0645 \u06a9\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0630\u0631 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0633\u0624\u0627\u0644\u0627\u062a \u0645\u0635\u0646\u0648\u0639\u06cc \u0633\u067e\u0633 \u0628\u0647 \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u0627\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u0645 \u0645\u0637\u0631\u062d \u0645\u06cc \u0634\u0648\u062f \u0648 \u0645\u0627 \u0627\u0632 \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u0646\u062f\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062f\u0627\u0645\u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0639\u0627\u0645\u0644 \u0631\u0627 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0645\u0639\u0627\u062f\u0644 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0627\u06cc\u062f\u0647 \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0645\u0627 \u062f\u0631 \u06cc\u06a9 \u0641\u0631\u0636\u06cc\u0647 \u0633\u0627\u062f\u0647 \u067e\u0627\u06cc\u0647 \u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a: \u06cc\u06a9 LLM \u0645\u062c\u0647\u0632 \u0628\u0647 \u06cc\u06a9 \u0645\u062a\u0631\u062c\u0645 \u06a9\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0633\u0624\u0627\u0644\u0627\u062a\u06cc \u0631\u0627 \u0628\u0627 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u06cc\u06a9 \u0627\u0639\u062a\u0645\u0627\u062f \u0628\u0647 \u0646\u0641\u0633 \u062a\u0646\u0647\u0627 \u0628\u0647 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0632\u0646\u062c\u06cc\u0631\u0647 \u0627\u06cc \u0627\u0632 \u0641\u06a9\u0631 \u062e\u0648\u062f \u062f\u0631 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u062d\u0644 \u06a9\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u0639\u0644\u0648\u0645 \u0631\u0627\u06cc\u0627\u0646\u0647-\u0645\u0627\u0646\u0646\u062f \u0641\u06cc\u0632\u06cc\u06a9 \u060c \u0646\u0648\u0631\u0648\u0641\u06cc\u0632\u06cc\u0648\u0644\u0648\u0698\u06cc \u060c \u0627\u0642\u062a\u0635\u0627\u062f \u0648 \u0632\u06cc\u0633\u062a \u0634\u0646\u0627\u0633\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc-\u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0645\u0644 \u0628\u0647 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u062f \u0628\u0631\u0627\u06cc \u062d\u0644 \u0645\u0634\u06a9\u0644\u0627\u062a \u062f\u0631 \u062d\u0648\u0632\u0647 \u062e\u0648\u062f \u0645\u062a\u06a9\u06cc \u0628\u0627\u0634\u0646\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%AD%DB%8C%D8%B7_%D9%84%D9%86%DA%AF\"><\/span>\n<p>  \u0645\u062d\u06cc\u0637 \u0644\u0646\u06af<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0645\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f \u0628\u0647 \u0627\u0646\u062c\u0627\u0645 RL \u0647\u0633\u062a\u06cc\u0645 \u060c \u0647\u0645\u0647 \u0642\u0637\u0639\u0627\u062a \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0633\u0627\u0644\u0646 \u0648\u0631\u0632\u0634\u06cc \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u062e\u062a\u06cc\u0645. <strong>\u0645\u062d\u06cc\u0637<\/strong>\u060c \u0627\u0631\u0627\u0626\u0647 \u06cc\u06a9 \u0631\u0627\u0628\u0637 \u0631\u0648\u0634\u0646 \u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 RL.<\/p>\n<p><\/p>\n<p>\u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc \u0645\u0627 \u0633\u0647 \u0645\u0624\u0644\u0641\u0647 \u0627\u0635\u0644\u06cc \u0631\u0627 \u0628\u0647 \u062e\u0637\u0631 \u0645\u06cc \u0627\u0646\u062f\u0627\u0632\u062f:<\/p>\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_%D8%A8%D8%B0%D8%B1\"><\/span>\n<p>  \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0630\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0627 \u0628\u0627 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0633\u062a\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0627\u0635 \u062f\u0627\u0645\u0646\u0647 \u0645\u062a\u0634\u06a9\u0644 \u0627\u0632 \u0633\u0624\u0627\u0644\u0627\u062a \u0648 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u062d\u0642\u06cc\u0642\u062a \u0632\u0645\u06cc\u0646\u06cc \u0634\u0631\u0648\u0639 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0647\u0631 \u0633\u0624\u0627\u0644 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0630\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062f \u0642\u0627\u0628\u0644 \u062d\u0644 \u0627\u0633\u062a. \u062f\u0631 \u0635\u0648\u0631\u062a \u0648\u062c\u0648\u062f \u060c \u0645\u0627 \u06a9\u062f\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0647 \u062d\u0642\u06cc\u0642\u062a \u0632\u0645\u06cc\u0646 \u0645\u0646\u062a\u0647\u06cc \u0645\u06cc \u0634\u0648\u062f \u060c \u0636\u0628\u0637 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0647\u062f\u0641 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0630\u0631 \u0627\u06cc\u0646 \u0646\u06cc\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0632\u0631\u06af \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u0633\u062a\u0642\u06cc\u0645 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f \u060c \u0628\u0644\u06a9\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0628\u0632\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u0648\u0644\u06cc\u062f \u062f\u0627\u062f\u0647 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627 \u0628\u0630\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u0648\u0644\u06cc\u062f LLM \u0627\u0633\u062a.<\/p>\n<p>\u0628\u0631\u0631\u0633\u06cc \u0627\u062c\u0645\u0627\u0644\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627<\/p>\n<p>\u0645\u062e\u0632\u0646 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0634\u0627\u0645\u0644 \u0645\u062c\u0645\u0648\u0639\u0627\u064b \u0627\u0633\u062a <strong>3551 \u0633\u0648\u0627\u0644<\/strong> \u0634\u06cc\u0628 \u062f\u0627\u0631 <strong>8 \u062d\u0648\u0632\u0647 \u0645\u062a\u0646\u0648\u0639<\/strong> (\u0648 \u062f\u0631 \u062d\u0627\u0644 \u0631\u0634\u062f):<\/p>\n<ul>\n<li>\n<strong>\u0631\u06cc\u0627\u0636\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647:<\/strong> 1615 \u0633\u0648\u0627\u0644<\/li>\n<li>\n<strong>\u0641\u06cc\u0632\u06cc\u06a9 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647:<\/strong> 434 \u0633\u0648\u0627\u0644<\/li>\n<li>\n<strong>\u0632\u06cc\u0633\u062a \u0634\u0646\u0627\u0633\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc:<\/strong> 304 \u0633\u0648\u0627\u0644<\/li>\n<li>\n<strong>\u0627\u0645\u0648\u0631 \u0645\u0627\u0644\u06cc:<\/strong> 320 \u0633\u0648\u0627\u0644<\/li>\n<li>\n<strong>\u0646\u0645\u0648\u062f\u0627\u0631 \u0648 \u0631\u06cc\u0627\u0636\u06cc \u06af\u0633\u0633\u062a\u0647:<\/strong> 179 \u0633\u0648\u0627\u0644<\/li>\n<li>\n<strong>\u0645\u0646\u0637\u0642:<\/strong> 110 \u0633\u0648\u0627\u0644<\/li>\n<li>\n<strong>\u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0631\u06cc\u0627\u0636\u06cc:<\/strong> 68 \u0633\u0648\u0627\u0644<\/li>\n<li>\n<strong>\u0627\u0645\u0646\u06cc\u062a \u0648 \u0627\u06cc\u0645\u0646\u06cc:<\/strong> 521 \u0633\u0648\u0627\u0644<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AA%D9%88%D9%84%DB%8C%D8%AF_%DA%A9%D9%86%D9%86%D8%AF%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C\"><\/span>\n<p>  \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u0646\u062f\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0698\u0646\u0631\u0627\u062a\u0648\u0631 \u062f\u0627\u062f\u0647 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0627 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u062c\u0639\u0628\u0647 \u0633\u06cc\u0627\u0647 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0631\u062f \u060c \u06a9\u0647 \u062a\u0648\u0633\u0637 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0630\u0631 \u0628\u0630\u0631 \u0645\u06cc \u0634\u0648\u062f \u0648 \u062a\u0639\u062f\u0627\u062f \u062f\u0644\u062e\u0648\u0627\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0647 \u0622\u0646 \u0633\u0624\u0627\u0644\u0627\u062a \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0630\u0631 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f. \u0645\u062d\u06cc\u0637 \u0647\u06cc\u0686 \u0641\u0631\u0636\u06cc\u0647 \u062f\u06cc\u06af\u0631\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0627\u062e\u0644\u06cc \u0698\u0646\u0631\u0627\u062a\u0648\u0631 \u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0647\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u0632\u06cc\u0631 \u06a9\u0627\u067e\u0648\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f. \u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0627\u0632 \u062a\u0639\u062f\u0627\u062f 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\u0645\u0631\u062d\u0644\u0647 \u062a\u0623\u06cc\u06cc\u062f \u0628\u0631\u0627\u06cc \u0641\u06cc\u0644\u062a\u0631 \u062f\u0642\u06cc\u0642 \u0645\u0639\u0627\u062f\u0644 \u0647\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a \u060c \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0645\u0646\u0641\u06cc \u0647\u0627\u06cc \u06a9\u0627\u0630\u0628 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f (\u0645\u0648\u0627\u0631\u062f\u06cc \u06a9\u0647 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0635\u062d\u06cc\u062d \u062f\u0631\u0633\u062a \u062f\u0631 \u063a\u06cc\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0628\u0647 \u0627\u0634\u062a\u0628\u0627\u0647 \u0631\u062f \u0645\u06cc \u0634\u0648\u0646\u062f).<\/p>\n<p>\u0639\u0627\u0645\u0644 \u062a\u0648\u0644\u06cc\u062f COT \u0645\u062f\u0644\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0642\u0635\u062f \u0622\u0645\u0648\u0632\u0634 \u0622\u0646 \u0631\u0627 \u062f\u0627\u0631\u06cc\u0645. \u062f\u0631 \u062d\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 RL \u060c \u0627\u06cc\u0646 \u0639\u0627\u0645\u0644 \u0641\u0642\u0637 \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u067e\u0627\u0633\u062e \u0646\u0647\u0627\u06cc\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 COT \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0639\u0646\u0627\u06cc\u06cc \u062a\u0648\u0633\u0637 \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0628\u0642\u062a \u0628\u0627 \u067e\u0627\u0633\u062e \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0623\u06cc\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f \u060c \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u062f \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0645\u0646\u062d\u0635\u0631\u0627\u064b \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u062a\u0635\u062d\u06cc\u062d \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p><strong>\u06cc\u06a9 \u0642\u0637\u0639\u0647 \u06a9\u062f \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0628\u0627 \u0645\u062d\u06cc\u0637 LOONG<\/strong><\/p>\n<p>\u0642\u0637\u0639\u0647 \u06a9\u062f \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0633\u062e\u0647 \u0633\u0627\u062f\u0647 \u0627\u06cc \u0627\u0632 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062d\u06cc\u0637 LOONG \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u062c\u0632\u0626\u06cc\u0627\u062a \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0628\u0647\u0628\u0648\u062f \u062f\u0631\u06a9 \u062f\u0631 \u0633\u0637\u062d \u0647\u0648\u0634\u0645\u0646\u062f\u0627\u0646\u0647 \u0646\u0645\u06cc \u0634\u0648\u0646\u062f \u060c \u062d\u0630\u0641 \u0634\u062f\u0647 \u0627\u0646\u062f. \u0628\u0631\u0627\u06cc \u062a\u0648\u0636\u06cc\u062d \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062d\u06cc\u0637 \u062a\u06a9 \u0645\u0631\u062d\u0644\u0647 \u0627\u06cc \u060c \u0644\u0637\u0641\u0627\u064b \u0628\u0647 \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628 \u0622\u0634\u067e\u0632\u06cc \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>from camel.environments import SingleStepEnv\nfrom camel.datasets import FewShotGenerator, StaticDataset\nfrom camel.verifiers import PythonVerifier\nfrom camel.agents import ChatAgent\nfrom datasets import load_dataset\n\n# Load and initialize a seed dataset\ndataset = load_dataset(\"camel-ai\/loong\", split=\"graph_discrete_math\")\nseed_dataset = StaticDataset(dataset)\n\n# Set up the verifier\nverifier = PythonVerifier(required_packages=[\"numpy\", \"networkx\"])\n\n# Define a model backend to use for the generator\nmodel = ...\n\n# Set up synthetic data generation\ngenerator = FewShotGenerator(seed_dataset=seed_dataset, verifier=verifier, model=model)\n\n# Initialize the Loong environment\nenv = SingleStepEnv(generator, verifier)\n\n# Define the agent that shall interact with the environment\nagent = ChatAgent()\n\n# Example environment interaction\nobs = await env.reset()\nagent_response = agent.step(obs.question)  # a step for the agent\nnext_obs, reward, done, info = await env.step(agent_response)\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B4%D8%A7%D8%B1%DA%A9%D8%AA_%D8%AF%D8%B1_%D9%BE%D8%B1%D9%88%DA%98%D9%87_LOON\"><\/span>\n<p>  \u0645\u0634\u0627\u0631\u06a9\u062a \u062f\u0631 \u067e\u0631\u0648\u0698\u0647 LOON<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u062d\u0642\u0642\u0627\u0646 \u0648 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u0645\u062d\u06cc\u0637 \u0644\u0646\u06af \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u062f\u0627\u0645\u0646\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f. \u0645\u0627 \u0642\u0628\u0644\u0627\u064b \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0630\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0686\u0646\u062f 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\u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646 \u060c \u0645\u0627 \u0634\u0645\u0627 \u0631\u0627 \u062a\u0631\u063a\u06cc\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0630\u0631 \u062e\u0648\u062f \u0631\u0627 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0627\u0632 Loong \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0627\u0645\u0646\u0647 \u062e\u0648\u062f \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u062f\u0631 \u062a\u0644\u0627\u0634 \u0647\u0633\u062a\u06cc\u0645 \u062a\u0627 \u0627\u0632 \u0645\u062d\u06cc\u0637\u06cc \u06a9\u0647 \u0633\u0627\u062e\u062a\u0647 \u0627\u06cc\u0645 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u067e\u0633 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u062f\u0631 \u0628\u0627\u0644\u0627\u06cc LLMS \u062f\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0622\u06cc\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u067e\u06cc\u0634\u0631\u0641\u062a \u062f\u0631 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0639\u0645\u0648\u0645\u06cc \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u0627\u0645\u0646\u0647 \u062e\u0627\u0635 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u0645. \u0645\u0627 \u0647\u0646\u0648\u0632 \u062f\u0631 \u062d\u0627\u0644 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0628\u0627 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