{"id":40547,"date":"2025-10-28T22:05:42","date_gmt":"2025-10-28T14:05:42","guid":{"rendered":"https:\/\/17aitech.com\/?p=40547"},"modified":"2025-10-28T22:05:42","modified_gmt":"2025-10-28T14:05:42","slug":"%e5%bd%93-ai-%e4%b8%8b%e5%9c%ba%e7%82%92-a-%e8%82%a1%ef%bc%8c%e3%80%8c%e6%8e%a8%e7%90%86%e3%80%8d%e6%88%90%e4%ba%86%e6%96%b0%e7%9a%84%e7%9b%b4%e8%a7%89","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40547","title":{"rendered":"\u5f53 AI \u4e0b\u573a\u7092 A \u80a1\uff0c\u300c\u63a8\u7406\u300d\u6210\u4e86\u65b0\u7684\u76f4\u89c9"},"content":{"rendered":"<\/p>\n<p>\u51e0\u5929\u524d\uff0c\u4e00\u573a\u540d\u4e3a \u201cAI Trading Battle\u201d \u7684\u5b9e\u9a8c\u5728\u6d77\u5916\u793e\u4ea4\u5a92\u4f53\u4e0a\u706b\u4e86\u3002\u4e3b\u529e\u65b9\u7ed9\u516d\u4e2a\u4e3b\u6d41\u5927\u6a21\u578b\uff08\u5305\u62ec ChatGPT\u3001Gemini\u3001Claude \u7b49\uff09\u6bcf\u4eba\u4e00\u4e07\u7f8e\u5143\u7684\u865a\u62df\u8d44\u91d1\uff0c\u8ba9\u5b83\u4eec\u81ea\u7531\u8fdb\u884c\u52a0\u5bc6\u8d27\u5e01\u4ea4\u6613\u3002\u7ed3\u679c\u8ba9\u4eba\u5927\u8dcc\u773c\u955c\uff1a\u622a\u81f3\u4eca\u5929\uff0cDeepSeek V3.1 \u5b9e\u73b0\u4e86\u8d85\u8fc7 126% \u7684\u60ca\u4eba\u76c8\u5229\u7387\uff0c\u800cGPT 5 \u548c Gemini 2.5 Pro \u8dcc\u7834 5,000 \u7f8e\u5143\uff0c\u4e8f\u635f\u7387\u8d85\u8fc7 50%\u3002<\/p>\n<p>\u8fd9\u573a\u201cAI \u4ea4\u6613\u79c0\u201d\u539f\u672c\u65e8\u5728\u5c55\u793a\u667a\u80fd\u7684\u91d1\u878d\u6f5c\u529b\uff0c\u5374\u53cd\u800c\u63ed\u793a\u4e86\u4e00\u4e2a\u66f4\u6df1\u5c42\u7684\u95ee\u9898\uff1a\u5f53\u9762\u5bf9\u590d\u6742\u800c\u52a8\u6001\u7684\u91d1\u878d\u73af\u5883\u65f6\uff0c\u8bed\u8a00\u6a21\u578b\u77e5\u4e0d\u77e5\u9053\u4ed6\u4eec\u201c\u4e3a\u4ec0\u4e48\u4e0b\u5355\u201d\u5462\uff1f<\/p>\n<p>\u800c\u7531\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u3001\u7f8e\u56fd\u7f57\u683c\u65af\u5927\u5b66\u548c\u5357\u5f00\u5927\u5b66\u8054\u5408\u7814\u7a76\u56e2\u961f\u53d1\u8868\u7684\u6700\u65b0\u8bba\u6587\uff0c\u5219\u662f\u5173\u4e8e\u8fd9\u7c7b\u95ee\u9898\u7ed9\u51fa\u4e86\u4e00\u4e2a\u7b54\u6848\u3002<\/p>\n<p>\u4ed6\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3a RETuning \u7684\u65b9\u6cd5\uff0c\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u5728\u505a\u51fa\u9884\u6d4b\u524d\uff0c\u5148\u641c\u96c6\u8bc1\u636e\u3001\u5206\u6790\u903b\u8f91\u3001\u53cd\u601d\u63a8\u7406\uff0c\u518d\u5f97\u51fa\u7ed3\u8bba\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u6a21\u578b\u4e0d\u518d\u662f\u201c\u51ed\u76f4\u89c9\u5224\u65ad\u201d\uff0c\u800c\u662f\u5b66\u4f1a\u4e86\u201c\u6709\u7406\u6709\u636e\u5730\u601d\u8003\u201d\u3002<\/p>\n<p>\u7814\u7a76\u56e2\u961f\u57fa\u4e8e\u8986\u76d6\u4e2d\u56fd A \u80a1\u5e02\u573a\u7684\u5927\u89c4\u6a21\u6570\u636e\u96c6\uff0c\u5bf9\u8fd9\u4e00\u65b9\u6cd5\u8fdb\u884c\u4e86\u7cfb\u7edf\u9a8c\u8bc1\u3002\u7ed3\u679c\u8868\u660e\uff0cRETuning \u4e0d\u4ec5\u663e\u8457\u63d0\u5347\u4e86\u9884\u6d4b\u51c6\u786e\u7387\uff0c\u8fd8\u8ba9\u6a21\u578b\u7684\u63a8\u7406\u8fc7\u7a0b\u66f4\u6e05\u6670\u3001\u66f4\u53ef\u4fe1\uff0c\u4e3a\u91d1\u878d\u9886\u57df\u7684\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u5e26\u6765\u4e86\u65b0\u7684\u65b9\u5411\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/10\/frc-5dc7caa2057e689ea41cc409b7314f3c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/10\/frc-5dc7caa2057e689ea41cc409b7314f3c.png\"><\/a><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 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:\/\/17aitech.com\/?p=40547\/#%E4%BB%8E%E5%87%86%E7%A1%AE%E7%8E%87%E5%88%B0%E5%B9%B3%E8%A1%A1%E6%80%A7%E7%9A%84%E6%98%BE%E8%91%97%E6%8F%90%E5%8D%87\" >\u4ece\u51c6\u786e\u7387\u5230\u5e73\u8861\u6027\u7684\u663e\u8457\u63d0\u5347<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=40547\/#%E4%B8%8D%E4%BB%85%E6%98%AF%E7%BB%93%E6%9E%9C%EF%BC%8C%E6%9B%B4%E6%98%AF%E8%BF%87%E7%A8%8B\" >\u4e0d\u4ec5\u662f\u7ed3\u679c\uff0c\u66f4\u662f\u8fc7\u7a0b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=40547\/#%E4%BB%8D%E6%9C%89%E6%8C%91%E6%88%98%EF%BC%8C%E4%BD%86%E6%96%B9%E5%90%91%E6%98%8E%E7%A1%AE\" >\u4ecd\u6709\u6311\u6218\uff0c\u4f46\u65b9\u5411\u660e\u786e<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BB%8E%E5%87%86%E7%A1%AE%E7%8E%87%E5%88%B0%E5%B9%B3%E8%A1%A1%E6%80%A7%E7%9A%84%E6%98%BE%E8%91%97%E6%8F%90%E5%8D%87\"><\/span>\u4ece\u51c6\u786e\u7387\u5230\u5e73\u8861\u6027\u7684\u663e\u8457\u63d0\u5347<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5728\u8fd9\u9879\u7814\u7a76\u4e2d\uff0c\u4f5c\u8005\u5229\u7528\u4e2d\u56fd A \u80a1\u5e02\u573a\u7684\u5927\u89c4\u6a21\u80a1\u7968\u8d70\u52bf\u9884\u6d4b\u6570\u636e\u96c6\uff0c\u5bf9\u4ed6\u4eec\u63d0\u51fa\u7684 RETuning\uff08\u53cd\u601d\u5f0f\u8bc1\u636e\u8c03\u4f18\uff09 \u65b9\u6cd5\u8fdb\u884c\u4e86\u7cfb\u7edf\u9a8c\u8bc1\uff0c\u7ed3\u679c\u8868\u660e\u8fd9\u79cd\u65b9\u6cd5\u786e\u5b9e\u663e\u8457\u63d0\u5347\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u5728\u91d1\u878d\u9884\u6d4b\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002<\/p>\n<p>\u9996\u5148\uff0c\u4ece\u603b\u4f53\u6548\u679c\u6765\u770b\uff0cRETuning \u6a21\u578b\uff08\u5982 DeepSeek_R1_14B_SFT_GRPO\uff09\u5728\u4e09\u5206\u7c7b\u4efb\u52a1\uff1a\u9884\u6d4b\u80a1\u7968\u201c\u4e0a\u6da8\u3001\u6301\u5e73\u3001\u4e0b\u8dcc\u201d\u4e2d\u53d6\u5f97\u4e86\u660e\u663e\u4f18\u52bf\u3002\u4e0e\u4e3b\u6d41\u7684\u57fa\u7840\u6a21\u578b\u76f8\u6bd4\uff08\u5305\u62ec ChatGPT\u3001LLaMA3-8B\u3001Mistral \u7b49\uff09\uff0cRETuning \u7684 F1 \u5206\u6570\u5e73\u5747\u9ad8\u51fa 10% \u5230 20%\uff0c\u8bf4\u660e\u5b83\u4e0d\u4ec5\u80fd\u66f4\u51c6\u786e\u5730\u533a\u5206\u80a1\u7968\u8d70\u52bf\u65b9\u5411\uff0c\u8fd8\u80fd\u5728\u4e0d\u540c\u7c7b\u522b\u4e4b\u95f4\u4fdd\u6301\u66f4\u5e73\u8861\u7684\u9884\u6d4b\u6548\u679c\u3002\u8fd9\u79cd\u63d0\u5347\u5728\u91d1\u878d\u4efb\u52a1\u4e2d\u975e\u5e38\u7f55\u89c1\uff0c\u56e0\u4e3a\u80a1\u7968\u6570\u636e\u566a\u58f0\u5927\u3001\u968f\u673a\u6027\u5f3a\uff0c\u80fd\u6709\u53cc\u4f4d\u6570\u7684\u63d0\u5347\u5df2\u7ecf\u7b97\u662f\u975e\u5e38\u663e\u8457\u7684\u6210\u679c\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/10\/frc-f4e7cde1e0979140913618deaf6037a0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/10\/frc-f4e7cde1e0979140913618deaf6037a0.png\"><\/a><\/p>\n<p>\u5176\u6b21\uff0c\u4f5c\u8005\u7279\u522b\u6d4b\u8bd5\u4e86\u6a21\u578b\u5728\u65f6\u95f4\u5916\u6570\u636e\uff08Out-of-Distribution\uff09\u4e0a\u7684\u8868\u73b0\uff0c\u4e5f\u5c31\u662f\u8ba9\u6a21\u578b\u9884\u6d4b\u5b83\u6ca1\u89c1\u8fc7\u7684\u80a1\u7968\u6216\u672a\u6765\u65e5\u671f\u7684\u8d70\u52bf\u3002\u7ed3\u679c\u663e\u793a\uff0cRETuning \u6a21\u578b\u5728\u8fd9\u79cd\u201c\u672a\u6765\u6570\u636e\u201d\u4e0a\u7684\u8868\u73b0\u4f9d\u7136\u7a33\u5b9a\uff0c\u6ca1\u6709\u660e\u663e\u6389\u7ebf\uff0c\u8bf4\u660e\u5b83\u5177\u5907\u4e00\u5b9a\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u80fd\u9002\u5e94\u4e0d\u540c\u65f6\u95f4\u6bb5\u548c\u4e0d\u540c\u516c\u53f8\u7684\u60c5\u51b5\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u201c\u8bb0\u4f4f\u4e86\u8bad\u7ec3\u96c6\u201d\u3002\u96f7\u5cf0\u7f51<span style=\"color:#FD5D3C\">(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)<\/span><\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/10\/frc-b3328115bbe04a467e0aec34824ec44f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/10\/frc-b3328115bbe04a467e0aec34824ec44f.png\"><\/a><\/p>\n<p>\u5728\u63a8\u7406\u9636\u6bb5\u7684\u5b9e\u9a8c\u4e2d\uff0cRETuning \u8fd8\u5c55\u793a\u4e86\u53e6\u4e00\u4e2a\u6709\u8da3\u7684\u73b0\u8c61\uff1a\u4f5c\u8005\u5c1d\u8bd5\u901a\u8fc7\u201c\u591a\u6b21\u601d\u8003\u201d\u6765\u63d0\u5347\u9884\u6d4b\u8d28\u91cf\u3002\u5177\u4f53\u505a\u6cd5\u662f\u8ba9\u6a21\u578b\u5728\u540c\u4e00\u95ee\u9898\u4e0a\u751f\u6210\u591a\u6b21\u4e0d\u540c\u7684\u63a8\u7406\u8fc7\u7a0b\uff08\u5373\u591a\u6b21\u91c7\u6837\uff09\uff0c\u6700\u540e\u518d\u901a\u8fc7\u591a\u6570\u6295\u7968\u786e\u5b9a\u6700\u7ec8\u7b54\u6848\u3002\u7ed3\u679c\u53d1\u73b0\uff0c\u5f53\u751f\u6210\u6b21\u6570\u5728 8 \u5230 16 \u6b21\u4e4b\u95f4\u65f6\uff0c\u9884\u6d4b\u51c6\u786e\u7387\u4f1a\u663e\u8457\u63d0\u5347\uff1b\u4f46\u5982\u679c\u6b21\u6570\u592a\u591a\uff08\u8d85\u8fc7 32 \u6b21\uff09\uff0c\u6548\u679c\u53cd\u800c\u4f1a\u4e0b\u964d\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u6a21\u578b\u591a\u60f3\u51e0\u6b21\u786e\u5b9e\u6709\u52a9\u4e8e\u5b83\u66f4\u614e\u91cd\u5730\u51b3\u7b56\uff0c\u4f46\u601d\u8003\u592a\u591a\u5219\u4f1a\u5e26\u6765\u5197\u4f59\u548c\u566a\u58f0\uff0c\u8bf4\u660e\u63a8\u7406\u65f6\u6269\u5c55\u5b58\u5728\u4e00\u4e2a\u6700\u4f73\u533a\u95f4\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/10\/frc-4a9d504614372646d3b8f3f92e02112e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/10\/frc-4a9d504614372646d3b8f3f92e02112e.png\"><\/a><\/p>\n<p>\u6b64\u5916\uff0cRETuning \u5728\u53ef\u89e3\u91ca\u6027\u65b9\u9762\u4e5f\u6709\u660e\u663e\u8fdb\u6b65\u3002\u4e0e\u4f20\u7edf\u7684\u63d0\u793a\u5f0f\u65b9\u6cd5\uff08Prompt-Only\uff09\u4e0d\u540c\uff0cRETuning \u6a21\u578b\u4f1a\u4e3b\u52a8\u6784\u5efa\u4e00\u5957\u5b8c\u6574\u7684\u5206\u6790\u903b\u8f91\u3002\u5b83\u4f1a\u5148\u4ece\u8f93\u5165\u4fe1\u606f\u4e2d\u6574\u7406\u51fa\u652f\u6301\u201c\u4e0a\u6da8\u201d\u7684\u8bc1\u636e\u548c\u652f\u6301\u201c\u4e0b\u8dcc\u201d\u7684\u8bc1\u636e\uff0c\u5206\u522b\u8fdb\u884c\u5206\u6790\uff0c\u7136\u540e\u518d\u7efc\u5408\u5224\u65ad\uff0c\u5f97\u51fa\u6700\u7ec8\u9884\u6d4b\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5b83\u4e0d\u4ec5\u7ed9\u51fa\u7ed3\u679c\uff0c\u8fd8\u4f1a\u544a\u8bc9\u4f60\u201c\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u60f3\u201d\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/10\/frc-fd5d4d3dd82fd5c5b845d60c9c1eae44.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/10\/frc-fd5d4d3dd82fd5c5b845d60c9c1eae44.png\"><\/a><\/p>\n<p>\u5728\u4eba\u7c7b\u4e13\u5bb6\u8bc4\u4f30\u4e2d\uff0c\u8fd9\u79cd\u53cd\u601d\u5f0f\u63a8\u7406\u8f93\u51fa\u88ab\u8ba4\u4e3a\u66f4\u6709\u6761\u7406\u3001\u66f4\u7b26\u5408\u5206\u6790\u5e08\u903b\u8f91\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4f20\u7edf\u6a21\u578b\u5f80\u5f80\u53ea\u8f93\u51fa\u6a21\u7cca\u7ed3\u8bba\u6216\u542b\u7cca\u7406\u7531\uff0c\u800c RETuning \u7684\u56de\u7b54\u66f4\u63a5\u8fd1\u4eba\u7c7b\u6295\u8d44\u5206\u6790\u62a5\u544a\u7684\u5199\u6cd5\uff1a\u4f1a\u660e\u786e\u8bf4\u660e\u5f71\u54cd\u56e0\u7d20\u3001\u6743\u8861\u8bc1\u636e\u5e76\u5f62\u6210\u7406\u6027\u7684\u5224\u65ad\u3002\u7814\u7a76\u4eba\u5458\u6307\u51fa\uff0c\u8fd9\u79cd\u53d8\u5316\u4e0d\u4ec5\u63d0\u5347\u4e86\u6a21\u578b\u7684\u53ef\u4fe1\u5ea6\uff0c\u4e5f\u8ba9 LLM \u66f4\u9002\u5408\u7528\u4e8e\u9700\u8981\u89e3\u91ca\u6027\u548c\u63a8\u7406\u6df1\u5ea6\u7684\u91d1\u878d\u573a\u666f\u3002<\/p>\n<p>\u6700\u540e\uff0cRETuning \u6a21\u578b\u5728\u591a\u4e2a\u6307\u6807\u4e0a\u90fd\u4f18\u4e8e\u5176\u4ed6\u5bf9\u7167\u6a21\u578b\uff08\u5982\u53ea\u7528\u63d0\u793a\u7684\u6a21\u578b\u3001\u4ec5\u76d1\u7763\u5fae\u8c03\u7684\u6a21\u578b\u3001\u6216\u4f7f\u7528\u666e\u901a\u5f3a\u5316\u5b66\u4e60\u7684\u6a21\u578b\uff09\uff0c\u8bf4\u660e\u5b83\u7ed3\u5408\u4e86\u76d1\u7763\u5fae\u8c03\u3001\u89c4\u5219\u5316\u5f3a\u5316\u5b66\u4e60\u4e0e\u63a8\u7406\u65f6\u6269\u5c55\u4e09\u79cd\u601d\u8def\u7684\u4f18\u52bf\uff0c\u662f\u4e00\u79cd\u7efc\u5408\u6539\u8fdb\u65b9\u6848\uff0c\u800c\u4e0d\u662f\u5355\u4e00\u6280\u5de7\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/10\/frc-ebea4709c13bdfb80f6b4143a3ac167a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/10\/frc-ebea4709c13bdfb80f6b4143a3ac167a.png\"><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E4%B8%8D%E4%BB%85%E6%98%AF%E7%BB%93%E6%9E%9C%EF%BC%8C%E6%9B%B4%E6%98%AF%E8%BF%87%E7%A8%8B\"><\/span>\u4e0d\u4ec5\u662f\u7ed3\u679c\uff0c\u66f4\u662f\u8fc7\u7a0b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u5916\uff0c\u662f\u5341\u5206\u7cfb\u7edf\u7684\u5b9e\u9a8c\u8fc7\u7a0b\u3002RETuning \u7684\u5b9e\u9a8c\u8fc7\u7a0b\u6db5\u76d6\u4e86\u4ece\u6570\u636e\u6784\u5efa\u5230\u6a21\u578b\u8bad\u7ec3\u3001\u518d\u5230\u9a8c\u8bc1\u8bc4\u4f30\u7684\u5b8c\u6574\u6d41\u7a0b\u3002<\/p>\n<p>\u9996\u5148\uff0c\u7814\u7a76\u56e2\u961f\u81ea\u5df1\u6784\u5efa\u4e86\u4e00\u4e2a\u53eb Fin-2024 \u7684\u5927\u89c4\u6a21\u6570\u636e\u96c6\uff0c\u7528\u6765\u6a21\u62df\u771f\u5b9e\u7684\u4e2d\u56fd A \u80a1\u5e02\u573a\u3002\u8fd9\u4e2a\u6570\u636e\u96c6\u975e\u5e38\u5e9e\u5927\uff0c\u5305\u542b 5000 \u591a\u53ea\u80a1\u7968\u300120 \u591a\u4e07\u4e2a\u6837\u672c\u3002\u6bcf\u6761\u6837\u672c\u90fd\u6574\u5408\u4e86\u6765\u81ea\u591a\u4e2a\u6e20\u9053\u7684\u4fe1\u606f\uff0c\u6bd4\u5982\u65b0\u95fb\u62a5\u9053\u3001\u5206\u6790\u5e08\u8bc4\u8bba\u3001\u516c\u53f8\u8d22\u62a5\u3001\u91cf\u5316\u6307\u6807\u3001\u5b8f\u89c2\u7ecf\u6d4e\u6570\u636e\uff0c\u8fd8\u6709\u7c7b\u4f3c\u80a1\u7968\u7684\u8d70\u52bf\u3002\u7136\u540e\u7814\u7a76\u8005\u6839\u636e\u5b9e\u9645\u7684\u6da8\u8dcc\u5e45\u7ed9\u6837\u672c\u6253\u4e0a\u6807\u7b7e\uff08\u6da8\u3001\u8dcc\u6216\u6301\u5e73\uff09\uff0c\u5e73\u5747\u6bcf\u6761\u6570\u636e\u7684\u6587\u672c\u957f\u5ea6\u80fd\u8fbe\u5230 3 \u4e07\u591a\u4e2a\u8bcd\uff0c\u8ba9\u6a21\u578b\u80fd\u5904\u7406\u975e\u5e38\u957f\u7684\u91d1\u878d\u6587\u672c\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/10\/frc-156beb3543e2ea7c9cf5fa4df7ecb6a5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/10\/frc-156beb3543e2ea7c9cf5fa4df7ecb6a5.png\"><\/a><\/p>\n<p>\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u7814\u7a76\u56e2\u961f\u91c7\u7528\u4e86\u4e09\u4e2a\u9636\u6bb5\u7684\u8bad\u7ec3\u6d41\u7a0b\u3002<\/p>\n<p>\u7b2c\u4e00\u6b65\u662f\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\uff0c\u8fd9\u4e00\u9636\u6bb5\u7684\u76ee\u6807\u662f\u8ba9\u6a21\u578b\u5b66\u4f1a\u201c\u600e\u4e48\u5206\u6790\u201d\u3002\u5b83\u4e0d\u76f4\u63a5\u9884\u6d4b\uff0c\u800c\u662f\u5148\u5efa\u7acb\u5206\u6790\u903b\u8f91\uff1a\u5148\u63d0\u51fa\u5206\u6790\u539f\u5219\uff0c\u518d\u6574\u7406\u51fa\u652f\u6301\u548c\u53cd\u5bf9\u7684\u8bc1\u636e\uff0c\u6700\u540e\u5f97\u51fa\u7ed3\u8bba\u3002\u8fd9\u91cc\u6a21\u578b\u4f7f\u7528 DeepSeek \u7cfb\u5217\u4f5c\u4e3a\u57fa\u7840\uff087B\u300114B\u300132B \u53c2\u6570\u91cf\u7684\u7248\u672c\u90fd\u6709\uff09\uff0c\u901a\u8fc7 LoRA \u5fae\u8c03\u6765\u8282\u7701\u663e\u5b58\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/10\/frc-1cd3f91838de1ac9a1ba0575a57f261f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/10\/frc-1cd3f91838de1ac9a1ba0575a57f261f.png\"><\/a><\/p>\n<p>\u7b2c\u4e8c\u6b65\u662f\u57fa\u4e8e\u89c4\u5219\u7684\u5f3a\u5316\u5b66\u4e60\uff08Rule-based RL\uff09\uff0c\u8fd9\u4e00\u6b65\u662f\u8ba9\u6a21\u578b\u53d8\u5f97\u201c\u66f4\u806a\u660e\u201d\u3002\u7814\u7a76\u8005\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u6709\u4e09\u9879\u8bc4\u5206\u7684\u5956\u52b1\u673a\u5236\uff1a\u683c\u5f0f\u6b63\u786e\u3001\u9884\u6d4b\u51c6\u786e\u3001\u903b\u8f91\u4e00\u81f4\u3002\u6a21\u578b\u6bcf\u6b21\u751f\u6210\u7ed3\u679c\u540e\uff0c\u90fd\u4f1a\u6839\u636e\u8fd9\u4e09\u9879\u6807\u51c6\u88ab\u201c\u6253\u5206\u201d\uff0c\u7136\u540e\u901a\u8fc7 GRPO \u7b97\u6cd5\uff08\u7c7b\u4f3c RLHF \u4f46\u66f4\u7a33\u5b9a\uff09\u4e0d\u65ad\u8c03\u6574\u7b56\u7565\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/10\/frc-92cb1b18216d94f2bea42f63a872d072.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/10\/frc-92cb1b18216d94f2bea42f63a872d072.png\"><\/a><\/p>\n<p>\u4e3a\u4e86\u907f\u514d\u6a21\u578b\u5728\u592a\u5bb9\u6613\u6216\u592a\u96be\u7684\u6837\u672c\u4e0a\u6d6a\u8d39\u65f6\u95f4\uff0c\u4ed6\u4eec\u8fd8\u5f15\u5165\u4e86\u8bfe\u7a0b\u5b66\u4e60\uff08Curriculum Learning\uff09\u3002\u5177\u4f53\u505a\u6cd5\u662f\uff1a\u5148\u8ba9\u6a21\u578b\u5bf9\u6bcf\u4e2a\u6837\u672c\u9884\u6d4b 8 \u6b21\uff0c\u6839\u636e\u9884\u6d4b\u6b63\u786e\u7684\u6b21\u6570\u5224\u65ad\u96be\u5ea6\uff0c\u53ea\u4fdd\u7559\u201c\u4e2d\u7b49\u96be\u5ea6\u201d\u7684\u6837\u672c\u8bad\u7ec3\uff0c\u5e76\u4e14\u6309\u7167\u4ece\u7b80\u5355\u5230\u590d\u6742\u7684\u987a\u5e8f\u8bad\u7ec3\uff0c\u9010\u6b65\u63d0\u9ad8\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<p>\u6700\u540e\u4e00\u6b65\u662f\u63a8\u7406\u65f6\u6269\u5c55\uff08Inference-Time Scaling\uff09\u3002\u8fd9\u5c31\u50cf\u662f\u8ba9\u6a21\u578b\u5728\u505a\u51b3\u5b9a\u524d\u591a\u601d\u8003\u51e0\u6b21\u3002\u5b83\u4f1a\u9488\u5bf9\u540c\u4e00\u4e2a\u95ee\u9898\u751f\u6210\u591a\u79cd\u4e0d\u540c\u7684\u63a8\u7406\u8def\u5f84\uff08\u6bd4\u5982 8 \u6b21\u300116 \u6b21\uff09\uff0c\u7136\u540e\u901a\u8fc7\u591a\u6570\u6295\u7968\u9009\u51fa\u6700\u7ec8\u9884\u6d4b\u3002\u5b9e\u9a8c\u53d1\u73b0\uff0c\u8fd9\u79cd\u201c\u591a\u60f3\u51e0\u6b21\u518d\u51b3\u5b9a\u201d\u7684\u7b56\u7565\uff0c\u786e\u5b9e\u80fd\u663e\u8457\u63d0\u9ad8\u9884\u6d4b\u7684\u7a33\u5b9a\u6027\u548c\u51c6\u786e\u7387\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/10\/frc-6503f80274e8e2819c79812d226d1ebc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/10\/frc-6503f80274e8e2819c79812d226d1ebc.png\"><\/a><\/p>\n<p>\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u5728 32 \u5f20 NVIDIA H100 GPU \u4e0a\u5b8c\u6210\uff0cSFT \u9636\u6bb5\u7528\u4e86 Xtuner + DeepSpeed \u6846\u67b6\uff0c\u5f3a\u5316\u5b66\u4e60\u9636\u6bb5\u5219\u7531 verl \u5b9e\u73b0 GRPO\u3002\u8bad\u7ec3\u6570\u636e\u662f 2024 \u5e74 1 \u6708\u5230 11 \u6708\u7684\u5e02\u573a\u6570\u636e\uff0c\u6d4b\u8bd5\u5728 2024 \u5e74 12 \u6708\u7684\u6837\u672c\u4e0a\u5b8c\u6210\uff0c\u8fd8\u989d\u5916\u7528\u4e86 2025 \u5e74 6 \u6708\u7684\u6570\u636e\u6765\u6d4b\u8bd5\u6a21\u578b\u5728\u672a\u6765\u6570\u636e\u4e0a\u7684\u6cdb\u5316\u80fd\u529b\u3002\u6700\u7ec8\uff0cRETuning \u7684\u8868\u73b0\u8fdc\u8d85\u5176\u4ed6\u6a21\u578b\uff0c\u6bd4\u5982 ChatGPT\u3001LLaMA3 \u548c Mistral\uff0c\u4e0d\u4ec5\u9884\u6d4b\u66f4\u51c6\uff0c\u8fd8\u80fd\u89e3\u91ca\u201c\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u5224\u65ad\u201d\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/10\/frc-b6a9a7f8a804c06d7891a3520f9b2859.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/10\/frc-b6a9a7f8a804c06d7891a3520f9b2859.png\"><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BB%8D%E6%9C%89%E6%8C%91%E6%88%98%EF%BC%8C%E4%BD%86%E6%96%B9%E5%90%91%E6%98%8E%E7%A1%AE\"><\/span>\u4ecd\u6709\u6311\u6218\uff0c\u4f46\u65b9\u5411\u660e\u786e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u7efc\u4e0a\u5b9e\u9a8c\u53ef\u4ee5\u770b\u51fa\uff0cRETuning \u4e0d\u5149\u63d0\u5347\u4e86\u6a21\u578b\u7684\u9884\u6d4b\u51c6\u786e\u7387\uff0c\u540c\u65f6\u4e5f\u5e26\u6765\u4e86\u8f83\u4e3a\u6df1\u5c42\u7684\u610f\u4e49\u3002<\/p>\n<p>\u9996\u5148\uff0c\u5b83\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u5728\u91d1\u878d\u9884\u6d4b\u4e2d\u53d8\u5f97\u66f4\u53ef\u89e3\u91ca\u4e86\u3002RETuning 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