{"id":686,"date":"2025-01-29T07:35:31","date_gmt":"2025-01-29T07:35:31","guid":{"rendered":"https:\/\/janusai.pro\/?p=686"},"modified":"2025-01-29T07:37:05","modified_gmt":"2025-01-29T07:37:05","slug":"i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive","status":"publish","type":"post","link":"https:\/\/janusai.pro\/zh\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/","title":{"rendered":"\u6211\u5c07 DeepSeek-R1 \u7684\u63a8\u7406\u80fd\u529b\u77e5\u8b58\u63d0\u7149\u5230 Qwen2 \u4e2d\uff0c\u7d50\u679c\u771f\u7684\u662f\u7206\u70b8\u6027\u7684\uff01\uff01\uff01\uff01"},"content":{"rendered":"<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_72 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u9304<\/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=\"\u5207\u63db\u5167\u5bb9\u8868\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u5207\u63db<\/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:\/\/janusai.pro\/zh\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A0_What_is_knowledge_distillation\" title=\"\u2160.\u4ec0\u9ebc\u662f\u77e5\u8b58\u84b8\u993e\uff1f\">\u2160.\u4ec0\u9ebc\u662f\u77e5\u8b58\u84b8\u993e\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/janusai.pro\/zh\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#IICore_concepts\" title=\"\u4e8c\u3001\u6838\u5fc3\u6982\u5ff5\">\u4e8c\u3001\u6838\u5fc3\u6982\u5ff5<\/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:\/\/janusai.pro\/zh\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#21_Template_design\" title=\"2.1 \u7bc4\u672c\u8a2d\u8a08\">2.1 \u7bc4\u672c\u8a2d\u8a08<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/janusai.pro\/zh\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#22_Reasoning_trajectory_The_%E2%80%9Cthinking_chain%E2%80%9D_of_the_models_solution\" title=\"2.2 \u63a8\u7406\u8ecc\u8de1\uff1a\u6a21\u578b\u89e3\u6c7a\u65b9\u6848\u7684\u300c\u601d\u8003\u93c8\">2.2 \u63a8\u7406\u8ecc\u8de1\uff1a\u6a21\u578b\u89e3\u6c7a\u65b9\u6848\u7684\u300c\u601d\u8003\u93c8<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/janusai.pro\/zh\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#23_Rejection_sampling_Filtering_good_data_from_%E2%80%9Ctrial_and_error\" title=\"2.3 \u62d2\u7d55\u53d6\u6a23\uff1a\u5f9e\u300c\u8a66\u9a57\u8207\u932f\u8aa4\u300d\u4e2d\u7be9\u9078\u51fa\u597d\u7684\u8cc7\u6599\">2.3 \u62d2\u7d55\u53d6\u6a23\uff1a\u5f9e\u300c\u8a66\u9a57\u8207\u932f\u8aa4\u300d\u4e2d\u7be9\u9078\u51fa\u597d\u7684\u8cc7\u6599<\/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:\/\/janusai.pro\/zh\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A2Generation_of_distilled_data\" title=\"\u2162.\u84b8\u993e\u8cc7\u6599\u7684\u7522\u751f\">\u2162.\u84b8\u993e\u8cc7\u6599\u7684\u7522\u751f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/janusai.pro\/zh\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Data_sources\" title=\"\u8cc7\u6599\u4f86\u6e90\uff1a\">\u8cc7\u6599\u4f86\u6e90\uff1a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/janusai.pro\/zh\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Distillation_data_generation_process\" title=\"\u84b8\u993e\u8cc7\u6599\u7522\u751f\u6d41\u7a0b\uff1a\">\u84b8\u993e\u8cc7\u6599\u7522\u751f\u6d41\u7a0b\uff1a<\/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:\/\/janusai.pro\/zh\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A3Distillation_process\" title=\"\u2163.\u84b8\u993e\u88fd\u7a0b\">\u2163.\u84b8\u993e\u88fd\u7a0b<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/janusai.pro\/zh\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Teacher_and_student_roles\" title=\"\u6559\u5e2b\u548c\u5b78\u751f\u7684\u89d2\u8272\uff1a\">\u6559\u5e2b\u548c\u5b78\u751f\u7684\u89d2\u8272\uff1a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/janusai.pro\/zh\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Training_steps\" title=\"\u8a13\u7df4\u6b65\u9a5f\uff1a\">\u8a13\u7df4\u6b65\u9a5f\uff1a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/janusai.pro\/zh\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A4_Example_demonstration\" title=\"\u2164.\u7bc4\u4f8b\u5c55\u793a\">\u2164.\u7bc4\u4f8b\u5c55\u793a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/janusai.pro\/zh\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A5_Summary\" title=\"\u2165.\u6458\u8981\">\u2165.\u6458\u8981<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A0_What_is_knowledge_distillation\"><\/span><strong>\u2160. <\/strong>\u4ec0\u9ebc\u662f\u77e5\u8b58\u84b8\u993e\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u77e5\u8b58\u84b8\u993e\u662f\u4e00\u7a2e\u6a21\u578b\u58d3\u7e2e\u6280\u8853\uff0c\u7528\u4f86\u5c07\u77e5\u8b58\u5f9e\u8907\u96dc\u7684\u5927\u578b\u6a21\u578b\uff08\u6559\u5e2b\u6a21\u578b\uff09\u8f49\u79fb\u5230\u5c0f\u578b\u6a21\u578b\uff08\u5b78\u751f\u6a21\u578b\uff09\u3002 <\/p>\n\n\n\n<p>\u5176\u6838\u5fc3\u539f\u5247\u662f\u6559\u5e2b\u6a21\u578b\u900f\u904e\u9810\u6e2c\u7d50\u679c\uff08\u4f8b\u5982\u6982\u7387\u5206\u5e03\u6216\u63a8\u7406\u904e\u7a0b\uff09\u4f86\u6559\u5c0e\u5b78\u751f\u6a21\u578b\uff0c\u800c\u5b78\u751f\u6a21\u578b\u5247\u900f\u904e\u5f9e\u9019\u4e9b\u9810\u6e2c\u4e2d\u5b78\u7fd2\u4f86\u6539\u5584\u5176\u8868\u73fe\u3002 <\/p>\n\n\n\n<p>\u6b64\u65b9\u6cd5\u7279\u5225\u9069\u7528\u65bc\u8cc7\u6e90\u6709\u9650\u7684\u88dd\u7f6e\uff0c\u4f8b\u5982\u884c\u52d5\u96fb\u8a71\u6216\u5d4c\u5165\u5f0f\u88dd\u7f6e\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"IICore_concepts\"><\/span>\u4e8c\u3001\u6838\u5fc3\u6982\u5ff5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"21_Template_design\"><\/span>2.1 \u7bc4\u672c\u8a2d\u8a08<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7bc4\u672c\uff1a\u7528\u65bc\u6a19\u6e96\u5316\u6a21\u578b\u8f38\u51fa\u7684\u7d50\u69cb\u5316\u683c\u5f0f\u3002\u4f8b\u5982\n<ul class=\"wp-block-list\">\n<li>:\u6a19\u8a8c\u8457\u63a8\u7406\u904e\u7a0b\u7684\u958b\u59cb\u3002<\/li>\n\n\n\n<li>:\u6a19\u793a\u63a8\u7406\u904e\u7a0b\u7684\u7d50\u675f\u3002<\/li>\n\n\n\n<li>:\u6a19\u793a\u6700\u7d42\u7b54\u6848\u7684\u958b\u59cb\u3002<\/li>\n\n\n\n<li>:\u6a19\u793a\u6700\u7d42\u7b54\u6848\u7684\u7d50\u675f\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u529f\u80fd\uff1a\n<ul class=\"wp-block-list\">\n<li>\u660e\u78ba\u6027\uff1a\u5c31\u50cf\u586b\u7a7a\u984c\u4e2d\u7684\u300c\u63d0\u793a\u5b57\u8a5e\u300d\u4e00\u6a23\uff0c\u5b83\u544a\u8a34\u6a21\u578b\u300c\u601d\u8003\u904e\u7a0b\u5230\u9019\u88e1\uff0c\u7b54\u6848\u5230\u9019\u88e1\u300d\u3002<\/li>\n\n\n\n<li>\u4e00\u81f4\u6027\uff1a\u78ba\u4fdd\u6240\u6709\u8f38\u51fa\u90fd\u9075\u5faa\u76f8\u540c\u7684\u7d50\u69cb\uff0c\u65b9\u4fbf\u5f8c\u7e8c\u8655\u7406\u548c\u5206\u6790\u3002<\/li>\n\n\n\n<li>\u53ef\u8b80\u6027\uff1a\u4eba\u985e\u80fd\u5920\u8f15\u6613\u5340\u5206\u63a8\u7406\u904e\u7a0b\u548c\u7b54\u6848\uff0c\u6539\u5584\u4f7f\u7528\u8005\u9ad4\u9a57\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"22_Reasoning_trajectory_The_%E2%80%9Cthinking_chain%E2%80%9D_of_the_models_solution\"><\/span>2.2 \u63a8\u7406\u8ecc\u8de1\uff1a\u6a21\u578b\u89e3\u6c7a\u65b9\u6848\u7684\u300c\u601d\u8003\u93c8<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63a8\u7406\u8ecc\u8de1\uff1a\u6a21\u578b\u5728\u89e3\u6c7a\u554f\u984c\u6642\u6240\u7522\u751f\u7684\u8a73\u7d30\u6b65\u9a5f\uff0c\u986f\u793a\u4e86\u6a21\u578b\u7684\u908f\u8f2f\u93c8\u3002<\/li>\n\n\n\n<li>\u7bc4\u4f8b\uff1a<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"759\" height=\"290\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b8eff676-f9d7-436c-9ee7-1e423242825d.png\" alt=\"\" class=\"wp-image-689\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b8eff676-f9d7-436c-9ee7-1e423242825d.png 759w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b8eff676-f9d7-436c-9ee7-1e423242825d-300x115.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b8eff676-f9d7-436c-9ee7-1e423242825d-18x7.png 18w\" sizes=\"auto, (max-width: 759px) 100vw, 759px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"23_Rejection_sampling_Filtering_good_data_from_%E2%80%9Ctrial_and_error\"><\/span>2.3 \u62d2\u7d55\u53d6\u6a23\uff1a\u5f9e\u300c\u8a66\u9a57\u8207\u932f\u8aa4\u300d\u4e2d\u7be9\u9078\u51fa\u597d\u7684\u8cc7\u6599<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u62d2\u7d55\u62bd\u6a23\uff1a\u7522\u751f\u591a\u500b\u5019\u9078\u7b54\u6848\uff0c\u4e26\u4fdd\u7559\u597d\u7684\u7b54\u6848\uff0c\u985e\u4f3c\u65bc\u5728\u8003\u8a66\u4e2d\u5148\u5beb\u8349\u7a3f\uff0c\u518d\u8907\u88fd\u6b63\u78ba\u7b54\u6848\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A2Generation_of_distilled_data\"><\/span>\u2162.\u84b8\u993e\u8cc7\u6599\u7684\u7522\u751f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u77e5\u8b58\u63d0\u7149\u7684\u7b2c\u4e00\u6b65\u662f\u7522\u751f\u9ad8\u54c1\u8cea\u7684 \u300c\u6559\u5b78\u8cc7\u6599\u300d\uff0c\u4f9b\u5c0f\u578b\u6a21\u578b\u5b78\u7fd2\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Data_sources\"><\/span><strong>\u8cc7\u6599\u4f86\u6e90<\/strong>:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>80% \u7684\u63a8\u7406\u8cc7\u6599\u7531 <a href=\"https:\/\/huggingface.co\/deepseek-ai\/DeepSeek-R1\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">DeepSeek-R1<\/a><\/li>\n\n\n\n<li>20% \u4f86\u81ea DeepSeek-V3 \u4e00\u822c\u4efb\u52d9\u8cc7\u6599\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Distillation_data_generation_process\"><\/span><strong>\u84b8\u993e\u8cc7\u6599\u7522\u751f\u7a0b\u5e8f<\/strong>:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u898f\u5247\u904e\u6ffe<\/strong>\uff1a \u81ea\u52d5\u6aa2\u67e5\u7b54\u6848\u7684\u6b63\u78ba\u6027 (\u4f8b\u5982\u6578\u5b78\u7b54\u6848\u662f\u5426\u7b26\u5408\u516c\u5f0f)\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u8b80\u6027\u6aa2\u67e5<\/strong>\uff1a\u6d88\u9664\u6df7\u5408\u8a9e\u8a00\uff08\u4f8b\u5982\u4e2d\u82f1\u6587\u6df7\u5408\uff09\u6216\u5197\u9577\u6bb5\u843d\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u677f\u5c0e\u5411\u751f\u6210<\/strong>\uff1a\u8981\u6c42 DeepSeek-R1 \u6839\u64da\u7bc4\u672c\u8f38\u51fa\u63a8\u7406\u8ecc\u8de1\u3002<\/li>\n\n\n\n<li><strong>\u5254\u9664\u53d6\u6a23\u6ffe\u6ce2<\/strong>:<\/li>\n\n\n\n<li><strong>\u8cc7\u6599\u6574\u5408<\/strong>\uff1a\u6700\u7d42\u7522\u751f\u4e86 800,000 \u500b\u9ad8\u54c1\u8cea\u7684\u6a23\u672c\uff0c\u5305\u62ec\u7d04 600,000 \u500b\u63a8\u7406\u8cc7\u6599\u548c\u7d04 200,000 \u500b\u4e00\u822c\u8cc7\u6599\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A3Distillation_process\"><\/span>\u2163.\u84b8\u993e\u88fd\u7a0b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Teacher_and_student_roles\"><\/span>\u6559\u5e2b\u548c\u5b78\u751f\u7684\u89d2\u8272\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>DeepSeek-R1 \u4f5c\u70ba\u6559\u5e2b\u6a21\u578b\uff1b<\/li>\n\n\n\n<li>Qwen \u7cfb\u5217\u6a21\u578b\u4f5c\u70ba\u5b78\u751f\u6a21\u578b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Training_steps\"><\/span>\u8a13\u7df4\u6b65\u9a5f\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u9996\u5148\u662f\u8cc7\u6599\u8f38\u5165\uff1a\u60a8\u9700\u8981\u5c07 800,000 \u500b\u6a23\u672c\u4e2d\u7684\u554f\u984c\u90e8\u5206\u8f38\u5165\u5230 Qwen \u6a21\u578b\u4e2d\uff0c\u4e26\u8981\u6c42\u5b83\u6839\u64da\u6a21\u677f\u7522\u751f\u5b8c\u6574\u7684\u63a8\u7406\u8ecc\u8de1\uff08\u601d\u8003\u904e\u7a0b + \u7b54\u6848\uff09\u3002\u9019\u662f\u975e\u5e38\u91cd\u8981\u7684\u4e00\u6b65<\/p>\n\n\n\n<p>\u63a5\u4e0b\u4f86\u662f\u640d\u5931\u8a08\u7b97\uff1a\u5c07\u5b78\u751f\u6a21\u578b\u7522\u751f\u7684\u8f38\u51fa\u8207\u6559\u5e2b\u6a21\u578b\u7684\u63a8\u7406\u8ecc\u8de1\u9032\u884c\u6bd4\u8f03\uff0c\u4e26\u901a\u904e\u76e3\u7763\u5fae\u8abf\uff08SFT\uff09\u4f86\u5c0d\u9f4a\u6587\u672c\u5e8f\u5217\u3002\u5982\u679c\u60a8\u4e0d\u6e05\u695a\u4ec0\u9ebc\u662f SFT\uff0c\u5e0c\u671b\u60a8\u53ef\u4ee5\u641c\u5c0b\u6b64\u95dc\u9375\u5b57\u4f86\u77ad\u89e3\u66f4\u591a\u8cc7\u8a0a<\/p>\n\n\n\n<p>\u5b8c\u6210\u5b78\u751f\u8f03\u5927\u6a21\u578b\u7684\u53c3\u6578\u66f4\u65b0\uff1a\u900f\u904e\u53cd\u5411\u50b3\u64ad\u512a\u5316 Qwen \u6a21\u578b\u7684\u53c3\u6578\uff0c\u4ee5\u8fd1\u4f3c\u6559\u5e2b\u6a21\u578b\u7684\u8f38\u51fa\u3002<\/p>\n\n\n\n<p>\u591a\u6b21\u91cd\u8907\u9019\u500b\u8a13\u7df4\u904e\u7a0b\u53ef\u4ee5\u78ba\u4fdd\u77e5\u8b58\u5f97\u5230\u5145\u5206\u7684\u50b3\u6388\u3002\u9019\u6a23\u5c31\u9054\u5230\u4e86\u539f\u672c\u7684\u8a13\u7df4\u76ee\u7684\u3002\u6211\u5011\u5c07\u8209\u4f8b\u8aaa\u660e\uff0c\u5e0c\u671b\u60a8\u80fd\u4e86\u89e3<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A4_Example_demonstration\"><\/span>\u2164.\u7bc4\u4f8b\u5c55\u793a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u6587\u7ae0\u900f\u904e\u4e00\u500b\u7279\u5b9a\u7684\u65b9\u7a0b\u5f0f\u6c42\u89e3\u4efb\u52d9\uff08\u89e3\u65b9\u7a0b\u5f0f\uff09\u4f86\u5c55\u793a\u84b8\u993e\u6548\u61c9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6559\u5e2b\u6a21\u578b\u7684\u6a19\u6e96\u8f38\u51fa\uff1a<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"771\" height=\"328\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352.png\" alt=\"\" class=\"wp-image-690\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352.png 771w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352-300x128.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352-768x327.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352-18x8.png 18w\" sizes=\"auto, (max-width: 771px) 100vw, 771px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u84b8\u993e\u524d\u7684 Qwen-7B \u8f38\u51fa\uff1a<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"766\" height=\"178\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/51c44a52-01a0-474a-8d47-5483613286fb.png\" alt=\"\" class=\"wp-image-688\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/51c44a52-01a0-474a-8d47-5483613286fb.png 766w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/51c44a52-01a0-474a-8d47-5483613286fb-300x70.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/51c44a52-01a0-474a-8d47-5483613286fb-18x4.png 18w\" sizes=\"auto, (max-width: 766px) 100vw, 766px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u84b8\u993e\u5f8c\u7684 Qwen-7B \u8f38\u51fa\uff1a<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"759\" height=\"260\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/61c7fb80-d903-4339-971c-9613b5ac199c.png\" alt=\"\" class=\"wp-image-687\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/61c7fb80-d903-4339-971c-9613b5ac199c.png 759w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/61c7fb80-d903-4339-971c-9613b5ac199c-300x103.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/61c7fb80-d903-4339-971c-9613b5ac199c-18x6.png 18w\" sizes=\"auto, (max-width: 759px) 100vw, 759px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6700\u4f73\u5316\u7684\u89e3\u6c7a\u65b9\u6848\uff1a\u7522\u751f\u7d50\u69cb\u5316\u7684\u63a8\u8ad6\u904e\u7a0b\uff0c\u7b54\u6848\u8207\u6559\u5e2b\u6a21\u578b\u76f8\u540c\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A5_Summary\"><\/span>\u2165.\u6458\u8981<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u900f\u904e\u77e5\u8b58\u63d0\u7149\uff0cDeepSeek-R1 \u7684\u63a8\u7406\u80fd\u529b\u88ab\u6709\u6548\u5730\u79fb\u690d\u5230 Qwen 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