{"id":39106,"date":"2025-03-01T17:01:50","date_gmt":"2025-03-01T09:01:50","guid":{"rendered":"https:\/\/17aitech.com\/?p=39106"},"modified":"2025-03-01T17:01:50","modified_gmt":"2025-03-01T09:01:50","slug":"andrej-karpathy-%e6%9c%80%e6%96%b0%e8%a7%86%e9%a2%91%e7%9b%9b%e8%b5%9e-deepseek%ef%bc%9ar1-%e6%ad%a3%e5%9c%a8%e5%8f%91%e7%8e%b0%e4%ba%ba%e7%b1%bb%e6%80%9d%e8%80%83%e7%9a%84%e9%80%bb%e8%be%91%e5%b9%b6","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39106","title":{"rendered":"Andrej Karpathy \u6700\u65b0\u89c6\u9891\u76db\u8d5e DeepSeek\uff1aR1 \u6b63\u5728\u53d1\u73b0\u4eba\u7c7b\u601d\u8003\u7684\u903b\u8f91\u5e76\u8fdb\u884c\u590d\u73b0"},"content":{"rendered":"<p>\u7ee7\u8fd1\u65e5\u65af\u5766\u798f\u674e\u98de\u98de\u3001Percy Liang \u7b49\u4eba\u63a8\u51fa S1 \u540e\uff0c\u674e\u98de\u98de\u7684\u5b66\u751f\u3001OpenAI \u65e9\u671f\u6210\u5458\u4e0e\u524d\u7279\u65af\u62c9 AI \u603b\u76d1\u4e5f\u5f55\u5236\u4e86\u4e00\u671f\u6700\u65b0\u957f\u8fbe 3 \u5c0f\u65f6\u7684\u957f\u89c6\u9891\u4e0a\u4f20\u5230 YouTube\uff0c\u6df1\u5165\u6d45\u51fa\u5730\u4ece\u795e\u7ecf\u7f51\u7edc\u7684\u8d77\u6e90\u3001GPT-2\u3001ChatGPT \u5230\u6700\u8fd1 DeepSeek-R1 \u4ecb\u7ecd\u4e86 AI \u5927\u6a21\u578b\u7684\u7cfb\u5217\u8fdb\u5316\uff1a<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-e5f9ff3a46a57a50bacce92965030cc4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-e5f9ff3a46a57a50bacce92965030cc4.png\"><\/a><\/p>\n<p>\u89c6\u9891\u94fe\u63a5\uff1ahttps:\/\/www.youtube.com\/watch?v=7xTGNNLPyMI<\/p>\n<p>\u7ecf\u7b14\u8005\u4eb2\u81ea\u4f53\u9a8c\uff0c\u89c6\u9891\u8bb2\u89e3\u5341\u5206\u901a\u4fd7\u6613\u61c2\uff0c\u5373\u4f7f\u6ca1\u6709\u6280\u672f\u80cc\u666f\u7684\u89c2\u4f17\u4e5f\u80fd\u8f7b\u677e\u7406\u89e3\uff01<\/p>\n<p>\u5c24\u5176\u662f\u5728\u89c6\u9891\u7684\u7b2c 2 \u4e2a\u5c0f\u65f6\u5f00\u59cb\uff0c\u4ed6\u5bf9\u6700\u8fd1\u7206\u706b\u7684 DeepSeek-R1 \u8bba\u6587\u8fdb\u884c\u4e86\u6df1\u5165\u4ecb\u7ecd\uff0c\u5e76\u76f4\u8a00 DeepSeek R1 \u5728\u6027\u80fd\u65b9\u9762\u4e0e OpenAI \u7684\u6a21\u578b\u4e0d\u76f8\u4e0a\u4e0b\uff0c\u5b83\u7684\u51fa\u73b0\u63a8\u52a8\u4e86 RL \u6280\u672f\u7684\u53d1\u5c55\u3002<\/p>\n<p>\u9664\u4e86\u76db\u8d5e DeepSeek-R1 \u7684\u6280\u672f\u521b\u65b0\u5916\uff0cAndrej Karpathy \u8fd8\u5bf9\u7eaf RL \u7684\u5b66\u4e60\u80fd\u529b\u7ed9\u4e88\u4e86\u9ad8\u5ea6\u8bc4\u4ef7\uff0c\u4f46\u53c8\u6307\u51fa RL \u975e\u5e38\u975e\u5e38\u64c5\u957f\u53d1\u73b0\u4e00\u79cd\u65b9\u6cd5\u6765\u201c\u6b3a\u9a97\u201d\u6a21\u578b\uff0c\u963b\u788d\u4e86 RLHF \u6210\u4e3a\u4e13\u4e1a\u6280\u672f\u7684\u6b65\u4f10\u3002<\/p>\n<p>\u540c\u65f6\u4ed6\u4e5f\u63d0\u51fa\u4e86\u4e00\u4e2a\u540d\u4e3a\u201c\u745e\u58eb\u5976\u916a\u201d\u7684 LLM \u80fd\u529b\u6846\u67b6\uff0c\u8868\u793a\u5927\u6a21\u578b\u4f1a\u5728\u5728\u67d0\u4e9b\u7279\u5b9a\u60c5\u51b5\u4e0b\u51fa\u73b0\u968f\u673a\u7684\u5931\u8d25\uff0c\u544a\u8beb\u4eba\u4eec\u4e0d\u8981\u5b8c\u5168\u4f9d\u8d56\u5927\u6a21\u578b\u3002<\/p>\n<p>\u4e0d\u4ec5\u5982\u6b64\uff0c\u4ed6\u8fd8\u8868\u793a\u5728\u4e0d\u4e45\u7684\u5c06\u6765\uff0c\u4eba\u4eec\u53ef\u80fd\u4f1a\u770b\u5230\u80fd\u591f\u6267\u884c\u957f\u671f\u4efb\u52a1\u7684\u201c\u667a\u80fd\u4f53\u201d\uff0c\u800c\u4eba\u7c7b\u5c06\u6210\u4e3a\u6570\u5b57\u9886\u57df\u4e2d\u667a\u80fd\u4f53\u4efb\u52a1\u7684\u76d1\u7763\u8005\u3002<\/p>\n<p>\u7531\u4e8e\u89c6\u9891\u8f83\u957f\u3001\u4e14\u89c6\u9891\u524d\u534a\u6bb5\u4e3b\u8981\u662f\u590d\u76d8 R1 \u524d\u7684\u6545\u4e8b\uff0c\u6240\u4ee5\u96f7\u5cf0\u7f51<span style=\"color:#FD5D3C\">(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)<\/span> AI \u79d1\u6280\u8bc4\u8bba\u4e3b\u8981\u805a\u7126\u5728\u89c6\u9891\u540e\u534a\u6bb5\uff0c\u7b5b\u9009\u5e76\u63d0\u70bc\u4e86\u51fa\u89c6\u9891\u4e2d\u7684\u4e00\u4e9b\u5173\u952e\u89c2\u70b9\uff0c\u4e0d\u6539\u539f\u610f\u6574\u7406\u5982\u4e0b\uff1a<\/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=39106\/#RL_%E5%9C%A8%E5%A4%A7%E6%A8%A1%E5%9E%8B%E4%B8%AD%E6%98%AF%E8%B5%B7%E6%AD%A5%E7%8A%B6%E6%80%81\" >RL \u5728\u5927\u6a21\u578b\u4e2d\u662f\u8d77\u6b65\u72b6\u6001<\/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=39106\/#%E5%80%BC%E5%BE%97%E7%9B%9B%E8%B5%9E%E7%9A%84_DeepSeek-R1\" >\u503c\u5f97\u76db\u8d5e\u7684 DeepSeek-R1<\/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=39106\/#%E7%BA%AF_RL_%E5%8F%AF%E4%BB%A5%E5%AD%A6%E4%B9%A0%E4%BA%BA%E7%B1%BB%E6%B2%A1%E8%A7%81%E8%BF%87%E7%9A%84%E7%AD%96%E7%95%A5\" >\u7eaf RL \u53ef\u4ee5\u5b66\u4e60\u4eba\u7c7b\u6ca1\u89c1\u8fc7\u7684\u7b56\u7565<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/17aitech.com\/?p=39106\/#%E7%91%95%E7%91%9C%E4%BA%92%E8%A7%81%E7%9A%84_RLHF\" >\u7455\u745c\u4e92\u89c1\u7684 RLHF<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/17aitech.com\/?p=39106\/#%E8%BF%85%E9%80%9F%E5%8F%91%E5%B1%95%E7%9A%84_LLM\" >\u8fc5\u901f\u53d1\u5c55\u7684 LLM<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"RL_%E5%9C%A8%E5%A4%A7%E6%A8%A1%E5%9E%8B%E4%B8%AD%E6%98%AF%E8%B5%B7%E6%AD%A5%E7%8A%B6%E6%80%81\"><\/span>RL \u5728\u5927\u6a21\u578b\u4e2d\u662f\u8d77\u6b65\u72b6\u6001<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4ece\u9ad8\u5c42\u6b21\u6765\u770b\uff0c\u6211\u4eec\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\u7684\u65b9\u5f0f\u5b9e\u9645\u4e0a\u4e0e\u8bad\u7ec3\u5b69\u5b50\u7684\u8fc7\u7a0b\u975e\u5e38\u76f8\u4f3c\u3002<\/p>\n<p>\u6211\u60f3\u6307\u51fa\u5176\u4e2d\u51e0\u4e2a\u5173\u952e\u7684\u9636\u6bb5\uff0c\u524d\u4e24\u4e2a\u9636\u6bb5\u2014\u2014\u9884\u8bad\u7ec3\u548c\u76d1\u7763\u5fae\u8c03\u2014\u2014\u5df2\u7ecf\u5b58\u5728\u591a\u5e74\uff0c\u5e76\u4e14\u662f\u975e\u5e38\u6807\u51c6\u7684\uff0c\u51e0\u4e4e\u6240\u6709\u7684\u8bed\u8a00\u6a21\u578b\u5382\u5546\u90fd\u4f1a\u4f7f\u7528\u8fd9\u4e24\u79cd\u65b9\u6cd5\u3002\u4f46\u6700\u540e\u4e00\u4e2a\u9636\u6bb5\u2014\u2014\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\uff0c\u5374\u5904\u4e8e\u76f8\u5bf9\u65e9\u671f\u7684\u53d1\u5c55\u9636\u6bb5\uff0c\u81f3\u4eca\u8fd8\u6ca1\u6709\u6210\u4e3a\u884c\u4e1a\u7684\u6807\u51c6\u3002\u6240\u4ee5\uff0c\u8fd9\u4e2a\u9636\u6bb5\u8fd8\u5904\u4e8e\u4e00\u79cd\u6bd4\u8f83\u521d\u6b65\u548c\u65b0\u5174\u7684\u72b6\u6001\u3002<\/p>\n<p>\u867d\u7136\u9ad8\u5c42\u6b21\u7684\u601d\u8def\u975e\u5e38\u7b80\u5355\uff0c\u5c31\u662f\u901a\u8fc7\u8bd5\u9519\u5b66\u4e60\uff0c\u4f46\u5728\u5177\u4f53\u64cd\u4f5c\u4e2d\u6d89\u53ca\u5927\u91cf\u7684\u6570\u5b66\u7ec6\u8282\uff0c\u6bd4\u5982\u5982\u4f55\u9009\u62e9\u6700\u4f18\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5982\u4f55\u786e\u5b9a\u8bad\u7ec3\u7684\u91cf\uff0c\u5982\u4f55\u8bbe\u7f6e\u8bad\u7ec3\u8fd0\u884c\u7684\u53c2\u6570\uff0c\u5982\u4f55\u8bbe\u5b9a\u63d0\u793a\u5206\u5e03\u7b49\u7b49\uff0c\u8fd9\u4e9b\u90fd\u9700\u8981\u7cbe\u5fc3\u8bbe\u8ba1\u3002<\/p>\n<p>\u5305\u62ec OpenAI \u5728\u5185\u7684\u5f88\u591a LLM \u516c\u53f8\u5b9e\u9645\u4e0a\u5df2\u7ecf\u5728\u5185\u90e8\u8fdb\u884c\u8fc7\u5f3a\u5316\u5b66\u4e60\u5fae\u8c03\u7684\u5b9e\u9a8c\uff0c\u5c3d\u7ba1\u4ed6\u4eec\u4e00\u76f4\u6ca1\u6709\u516c\u5f00\u8c08\u8bba\u8fd9\u90e8\u5206\u5185\u5bb9\u3002<\/p>\n<p>DeepSeek \u6700\u8fd1\u53d1\u5e03\u7684\u8bba\u6587\u5f15\u8d77\u4e86\u5e7f\u6cdb\u5173\u6ce8\uff0c\u56e0\u4e3a\u8fd9\u7bc7\u8bba\u6587\u6765\u81ea\u4e2d\u56fd\uff0c\uff08\u9996\u6b21\uff09\u516c\u5f00\u8ba8\u8bba\u4e86\u5f3a\u5316\u5b66\u4e60\u5fae\u8c03\u5728\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u5e94\u7528\uff0c\u5f3a\u8c03\u4e86\u5b83\u5bf9\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u91cd\u8981\u6027\uff0c\u4ee5\u53ca\u5b83\u5982\u4f55\u80fd\u591f\u63d0\u5347\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<p>\u8fd9\u7bc7\u8bba\u6587\u91cd\u65b0\u6fc0\u53d1\u4e86\u516c\u4f17\u5bf9\u4f7f\u7528 RL \u8bad\u7ec3 LLM \u7684\u5174\u8da3\uff0c\u5e76\u63d0\u4f9b\u4e86\u8bb8\u591a\u7279\u5b9a\u7a0b\u5ea6\u7684\u7ec6\u8282\uff0c\u8fd9\u4e9b\u7ec6\u8282\u662f\u91cd\u73b0\u7ed3\u679c\u5e76\u5b9e\u9645\u4f7f\u903b\u8f91\u8c03\u7528\u53ef\u884c\u7684\u5fc5\u8981\u6761\u4ef6\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b777aece66397eb2a7cbc0b1a34f0e0e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b777aece66397eb2a7cbc0b1a34f0e0e.png\"><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%80%BC%E5%BE%97%E7%9B%9B%E8%B5%9E%E7%9A%84_DeepSeek-R1\"><\/span>\u503c\u5f97\u76db\u8d5e\u7684 DeepSeek-R1<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u8ba9\u6211\u7b80\u8981\u5e26\u4f60\u4e86\u89e3\u4e00\u4e0b DeepSeek \u7684\u8fd9\u7bc7\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u8bba\u6587\uff0c\u4ee5\u53ca\u5f53\u4f60\u6b63\u786e\u5730\u5c06 RL \u5e94\u7528\u4e8e\u8bed\u8a00\u6a21\u578b\u65f6\u4f1a\u53d1\u751f\u4ec0\u4e48\u3001\u5b83\u662f\u5982\u4f55\u63d0\u5347\u6a21\u578b\u8868\u73b0\u7684\u3002<\/p>\n<p>\u5728\u89e3\u51b3\u6570\u5b66\u95ee\u9898\u4e0a\uff0c\u4f60\u53ef\u4ee5\u770b\u5230\u4e00\u5f00\u59cb\u4ed6\u4eec\u505a\u5f97\u4e0d\u592a\u597d\u3002\u4f46\u662f\u5f53\u4f60\u7528\u6210\u5343\u4e0a\u4e07\u7684\u6b65\u9aa4\u66f4\u65b0\u6a21\u578b\u540e\uff0c\u5b83\u4eec\u7684\u51c6\u786e\u6027\u4f1a\u6301\u7eed\u6500\u5347\u3002<\/p>\n<p>\u5f53\u4f60\u5728\u8fd9\u4e9b\u95ee\u9898\u7684\u5927\u578b\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bd5\u9519\u65f6\uff0c\u5b83\u4eec\u4f1a\u4ee5\u66f4\u9ad8\u7684\u7cbe\u5ea6\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u3002\u6a21\u578b\u6b63\u5728\u81ea\u5df1\u63a2\u7d22\u5982\u4f55\u89e3\u51b3\u6570\u5b66\u95ee\u9898\u3002\u4f46\u6bd4\u7528\u66f4\u9ad8\u7cbe\u5ea6\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u7684\u5b9a\u91cf\u7ed3\u679c\u66f4\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u7684\u662f\u6a21\u578b\u5b9e\u73b0\u8fd9\u4e9b\u7ed3\u679c\u7684\u5b9a\u6027\u624b\u6bb5\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-91b7c01a30464a824409129b696bb0b7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-91b7c01a30464a824409129b696bb0b7.png\"><\/a><\/p>\n<p>\u6709\u8da3\u7684\u662f\uff0c\u5728\u4f18\u5316\u7684\u540e\u671f\uff0c\u6a21\u578b\u4f3c\u4e4e\u4f7f\u7528\u6bcf\u4e2a\u54cd\u5e94\u7684\u5e73\u5747\u957f\u5ea6\u4e0a\u5347\u3002\u8be5\u6a21\u578b\u4f3c\u4e4e\u4f7f\u7528\u66f4\u591a\u4ee4\u724c\uff08token\uff09\u6765\u83b7\u5f97\u66f4\u9ad8\u7684\u51c6\u786e\u6027\u7ed3\u679c\uff0c\u6240\u4ee5\u57fa\u672c\u4e0a\u4ed6\u4eec\u53d1\u73b0\u6a21\u578b\u7684\u89e3\u51b3\u65b9\u6848\u53d8\u5f97\u975e\u5e38\u957f\u3002\u8fd9\u662f\u4f18\u5316\u7684\u4e00\u4e2a\u65b0\u5174\u5c5e\u6027\uff0c\u5b83\u53ea\u662f\u53d1\u73b0\u8fd9\u5bf9\u89e3\u51b3\u95ee\u9898\u6709\u597d\u5904\uff0c\u56e0\u4e3a\u5b83\u5f00\u59cb\u505a\u8fd9\u6837\u7684\u4e8b\u60c5\u3002<\/p>\n<p>\u8ba9\u6211\u4eec\u9010\u6b65\u91cd\u65b0\u8bc4\u4f30\uff0c\u4ee5\u786e\u5b9a\u6b63\u786e\u7684\u603b\u548c\u3002\u6a21\u578b\u8fd9\u4e2a\u65f6\u5019\u5df2\u7ecf\u5f00\u59cb\u5c1d\u8bd5\u8bb8\u591a\u60f3\u6cd5\uff0c\u4ece\u4e0d\u540c\u7684\u89d2\u5ea6\u5c1d\u8bd5\u4e00\u4e9b\u4e1c\u897f\u3001\u56de\u6eaf\u3001\u91cd\u65b0\u6784\u5efa\u3002\u56de\u6eaf\u66f4\u80fd\u63d0\u9ad8\u51c6\u786e\u6027\u3002\u5b83\u505a\u4e86\u5f88\u591a\u4eba\u4eec\u5728\u89e3\u51b3\u6570\u5b66\u95ee\u9898\u7684\u8fc7\u7a0b\u4e2d\u4f1a\u505a\u7684\u4e8b\u60c5\uff0c\u540c\u65f6\u5b83\u91cd\u65b0\u53d1\u73b0\u4e86\u4f60\u8111\u6d77\u4e2d\u53d1\u751f\u7684\u4e8b\u60c5\uff0c\u800c\u4e0d\u662f\u4f60\u5728\u89e3\u51b3\u65b9\u6848\u4e0a\u5199\u4e0b\u7684\u4e1c\u897f\u3002<\/p>\n<p>\u8fd9\u4e00\u70b9\u53ea\u6709\u5728\u5f3a\u5316\u5b66\u4e60\u7684\u8fc7\u7a0b\u4e2d\u624d\u80fd\u53d1\u73b0\uff0c\u8fd9\u5bf9\u63d0\u5347\u6a21\u578b\u5f88\u6709\u6548\uff0c\u56e0\u4e3a\u5b83\u786e\u5b9e\u63d0\u9ad8\u4e86\u89e3\u51b3\u95ee\u9898\u7684\u51c6\u786e\u6027\u3002\u6240\u4ee5\u8fd9\u4e2a\u6a21\u578b\u5b66\u4e60\u4e86\u6211\u4eec\u5728\u8111\u6d77\u4e2d\u79f0\u4e4b\u4e3a\u201c\u601d\u7ef4\u94fe\u201d\uff08CoT\uff09\u7684\u4e1c\u897f\uff0c\u8fd9\u662f\u4f18\u5316\u7684\u4e00\u4e2a\u7d27\u6025\u5c5e\u6027\u3002\u8fd9\u5c31\u662f\u53cd\u5e94\u955c\u5934\u81a8\u80c0\u7684\u539f\u56e0\uff0c\u4f46\u4e5f\u662f\u63d0\u9ad8\u89e3\u51b3\u95ee\u9898\u51c6\u786e\u6027\u7684\u539f\u56e0\u3002<\/p>\n<p>\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u7684\u662f\uff0c\u8fd9\u4e2a\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u6a21\u578b\u6b63\u5728\u53d1\u73b0\u4eba\u7c7b\u601d\u8003\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u5b83\u5728\u5b66\u4e60\u4eba\u7c7b\u7684\u8ba4\u77e5\u7b56\u7565\uff0c\u5173\u4e8e\u4f60\u5982\u4f55\u64cd\u7eb5\u4e00\u4e2a\u95ee\u9898\uff0c\u4ee5\u53ca\u4f60\u5982\u4f55\u4ece\u4e0d\u540c\u7684\u89d2\u5ea6\u6765\u5904\u7406\u5b83\uff0c\u751a\u81f3\u662f\u4f60\u5982\u4f55\u5f15\u5165\u4e00\u4e9b\u7c7b\u6bd4\u6216\u505a\u4e0d\u540c\u7c7b\u578b\u7684\u4e8b\u60c5\uff0c\u4ee5\u53ca\u4f60\u5982\u4f55\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u53bb\u4e0d\u65ad\u5c1d\u8bd5\uff0c\u5e76\u4e14\u8bd5\u56fe\u6b63\u786e\u89e3\u51b3\u5b83\u4eec\uff0c\u8fd9\u662f\u4ee4\u4eba\u611f\u5230\u975e\u5e38\u4e0d\u53ef\u601d\u8bae\u7684\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-07b74b8445a94a6a5335352b68ddd417.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-07b74b8445a94a6a5335352b68ddd417.png\"><\/a><\/p>\n<p>GPT \u7b49\u6a21\u578b\u4e2d\u5176\u5b9e\u4e5f\u6d89\u53ca\u4e00\u4e9b RL \u6280\u672f\uff0c\u4f46\u5b83\u4eec\u4e3b\u8981\u8fd8\u662f SFT \u6a21\u578b\u3002\u5c3d\u7ba1\u6a21\u578b\u5728\u5e95\u5c42\u4ea7\u751f\u4e86\u7c7b\u4f3c\u7684\u601d\u7ef4\u94fe\uff0c\u4f46 OpenAI \u9009\u62e9\u4e0d\u5728\u7528\u6237\u754c\u9762\u4e2d\u663e\u793a\u660e\u786e\u7684\u601d\u7ef4\u94fe\uff0c\u800c\u662f\u663e\u793a\u8fd9\u4e9b\u601d\u7ef4\u94fe\u7684\u5c0f\u7ed3\u3002OpenAI \u8fd9\u6837\u505a\uff0c\u90e8\u5206\u539f\u56e0\u662f\u62c5\u5fc3\u6240\u8c13\u7684\u201c\u84b8\u998f\u98ce\u9669\u201d\uff0c\u56e0\u4e3a\u6709\u4eba\u53ef\u80fd\u4f1a\u5c1d\u8bd5\u6a21\u4eff\u8fd9\u4e9b\u63a8\u7406\u75d5\u8ff9\uff0c\u5e76\u901a\u8fc7\u6a21\u4eff\u601d\u7ef4\u94fe\u6765\u6062\u590d\u5927\u91cf\u7684\u63a8\u7406\u6027\u80fd\u3002\u56e0\u6b64\uff0c OpenAI \u9690\u85cf\u4e86\u8fd9\u4e9b\u5185\u5bb9\uff0c\u53ea\u663e\u793a\u4e86\u5c0f\u7ed3\u3002<\/p>\n<p>\u4f46\u539f\u5219\u4e0a\uff0c\u5c31\u6a21\u578b\u7684\u529b\u91cf\u800c\u8a00\uff0cOpenAI \u7684\u6a21\u578b\u4e0e DeepSeek \u4e0d\u76f8\u4e0a\u4e0b\uff0c\u5b83\u4eec\u90fd\u4f1a\u5199\u51fa\u89e3\u51b3\u65b9\u6848\uff0c\u6240\u4ee5\u8fd9\u4e9b\u6a21\u578b\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u662f\u7b49\u6548\u7684\uff0c\u5c3d\u7ba1\u4eba\u4eec\u6ca1\u6709\u770b\u5230\u5b8c\u6574\u7684\u5e95\u5c42\u7ec6\u8282\u3002<\/p>\n<p>\u5f53\u7136\u5982\u679c\u4f60\u9047\u5230\u9700\u8981\u9ad8\u7ea7\u63a8\u7406\u7684\u63d0\u793a\uff0c\u90a3\u4e48\u4f60\u53ef\u80fd\u5e94\u8be5\u5c1d\u8bd5\u4f7f\u7528\u4e00\u4e9b\u601d\u7ef4\u6a21\u578b\uff0c\u6216\u8005\u81f3\u5c11\u8bd5\u8bd5\u770b\u3002\u4f46\u4ece\u7ecf\u9a8c\u4e0a\u770b\uff0c\u5bf9\u4e8e\u6211\u5927\u90e8\u5206\u7684\u4f7f\u7528\u573a\u666f\u6765\u8bf4\uff0c\u5f53\u4f60\u95ee\u7684\u662f\u4e00\u4e2a\u6bd4\u8f83\u7b80\u5355\u7684\u95ee\u9898\uff0c\u50cf\u662f\u77e5\u8bc6\u6027\u95ee\u9898\u4e4b\u7c7b\u7684\uff0c\uff08\u7c7b\u4f3c R1\u3001o1\uff09\u8fd9\u79cd\u601d\u7ef4\u6a21\u578b\u53ef\u80fd\u4f1a\u6709\u70b9\u8fc7\u5ea6\u5904\u7406\u3002<\/p>\n<p>\u6bd4\u5982\uff0c\u67d0\u4e9b\u4e8b\u5b9e\u6027\u95ee\u9898\u4e0d\u9700\u8981\u4f60\u601d\u800330\u79d2\u3002\u6240\u4ee5\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6211\u6709\u65f6\u4f1a\u9ed8\u8ba4\u4f7f\u7528GPT-4\u3002\u6839\u636e\u6211\u7684\u4f7f\u7528\u60c5\u51b5\uff0c\u6211\u5927\u7ea6 80% \u5230 90% \u7684\u4f7f\u7528\u90fd\u662f GPT-4\uff0c\u53ea\u6709\u5f53\u6211\u9047\u5230\u975e\u5e38\u590d\u6742\u7684\u95ee\u9898\uff0c\u6bd4\u5982\u4ee3\u7801\u6620\u5c04\u7b49\uff0c\u6211\u624d\u4f1a\u4f7f\u7528\u601d\u7ef4\u6a21\u578b\u3002\u4f46\u8fd9\u65f6\u6211\u9700\u8981\u7a0d\u7b49\u4e00\u4f1a\u513f\uff0c\u56e0\u4e3a\u601d\u7ef4\u6a21\u578b\u9700\u8981\u4e00\u4e9b\u65f6\u95f4\u6765\u8fdb\u884c\u63a8\u7406\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u5728 ChatGPT \u6216 DeepMind \u4e0a\u4f7f\u7528\u8fd9\u4e9b\u601d\u7ef4\u6a21\u578b\u3002\u6b64\u5916\uff0c\u6211\u8fd8\u60f3\u6307\u51fa\uff0cAI Studio \u867d\u7136\u770b\u8d77\u6765\u5f88\u4e71\uff0c\u5f88\u4e11\uff0c\u56e0\u4e3a Google \u505a\u8fd9\u4e9b\u4e1c\u897f\u7684\u65b9\u5f0f\u5b9e\u5728\u4e0d\u592a\u884c\uff0c\u4f46\u5b9e\u9645\u4e0a\u662f\u53d1\u751f\u4e86\u5f88\u591a\u6709\u8da3\u7684\u4e8b\u60c5\u3002\u5982\u679c\u4f60\u9009\u62e9\u6a21\u578b\uff0c\u5e76\u9009\u62e9 Gemini 2.0 Flash Thinking Experimental 0.1.21\uff0c\u4f60\u5c31\u53ef\u4ee5\u8bbf\u95ee Google \u7684\u4e00\u79cd\u65e9\u671f\u5b9e\u9a8c\u6027\u601d\u7ef4\u6a21\u578b\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u5728\u8fd9\u91cc\u8f93\u5165\u76f8\u540c\u7684\u95ee\u9898\u5e76\u70b9\u51fb\u8fd0\u884c\uff0c\u8fd9\u4e2a\u601d\u7ef4\u6a21\u578b\u4e5f\u4f1a\u7ed9\u51fa\u6b63\u786e\u7b54\u6848\u3002\u6240\u4ee5\uff0c\u57fa\u672c\u4e0a Gemini \u4e5f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u601d\u7ef4\u6a21\u578b\u3002\u800c Anthropic \u76ee\u524d\u5e76\u6ca1\u6709\u63d0\u4f9b\u601d\u7ef4\u6a21\u578b\u3002\u4e0d\u8fc7\uff0c\u8fd9\u5c31\u662f\u5927\u8bed\u8a00\u6a21\u578b\u7684\u524d\u6cbf\u53d1\u5c55\u3002<\/p>\n<p>\u6211\u8ba4\u4e3a\u5f3a\u5316\u5b66\u4e60\u662f\u4e00\u4e2a\u975e\u5e38\u4ee4\u4eba\u5174\u594b\u7684\u65b0\u9636\u6bb5\uff0c\u4f46\u8981\u628a\u7ec6\u8282\u505a\u5bf9\u5e76\u4e0d\u5bb9\u6613\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u76ee\u524d\u8fd9\u4e9b\u6a21\u578b\u548c\u601d\u7ef4\u6a21\u578b\uff08\u622a\u81f3 2025 \u5e74\u521d\uff09\u90fd\u8fd8\u5904\u4e8e\u5b9e\u9a8c\u9636\u6bb5\u3002\u4f46\u8fd9\u6b63\u662f\u63a8\u52a8\u8fd9\u4e9b\u63a8\u7406\u80fd\u529b\u5728\u56f0\u96be\u95ee\u9898\u4e2d\u8868\u73b0\u7684\u524d\u6cbf\u53d1\u5c55\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b44ced7cfbda96bbdddb02f72d54670b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b44ced7cfbda96bbdddb02f72d54670b.png\"><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E7%BA%AF_RL_%E5%8F%AF%E4%BB%A5%E5%AD%A6%E4%B9%A0%E4%BA%BA%E7%B1%BB%E6%B2%A1%E8%A7%81%E8%BF%87%E7%9A%84%E7%AD%96%E7%95%A5\"><\/span>\u7eaf RL \u53ef\u4ee5\u5b66\u4e60\u4eba\u7c7b\u6ca1\u89c1\u8fc7\u7684\u7b56\u7565<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6211\u8fd8\u60f3\u63d0\u5230\u7684\u4e00\u70b9\u662f\uff0c\u5f3a\u5316\u5b66\u4e60\u4f5c\u4e3a\u4e00\u79cd\u6781\u5176\u5f3a\u5927\u7684\u5b66\u4e60\u65b9\u5f0f\uff0c\u5e76\u4e0d\u662f AI \u9886\u57df\u7684\u65b0\u53d1\u73b0\u3002\u6211\u4eec\u5df2\u7ecf\u5728\u56f4\u68cb\u8fd9\u9879\u6e38\u620f\u4e2d\u770b\u5230\u4e86\u8fd9\u4e00\u70b9\u7684\u4f53\u73b0\u3002\u4f17\u6240\u5468\u77e5\uff0cDeepMind \u5f00\u53d1\u4e86\u7cfb\u7edf AlphaGo\u3002\u5f53\u6211\u4eec\u7ffb\u9605 AlphaGo \u7684\u76f8\u5173\u8bba\u6587\u65f6\uff0c\u5b9e\u9645\u4e0a\u4f1a\u770b\u5230\u4e00\u4e2a\u975e\u5e38\u6709\u8da3\u7684\u56fe\u8868\uff0c\u6211\u89c9\u5f97\u5b83\u5bf9\u6211\u4eec\u6765\u8bf4\u975e\u5e38\u719f\u6089\u3002\u6211\u4eec\u5728\u66f4\u52a0\u5f00\u653e\u7684\u95ee\u9898\u89e3\u51b3\u9886\u57df\u4e2d\u7684\u53d1\u73b0\uff0c\u4e5f\u53ef\u4ee5\u5728\u56f4\u68cb\u8fd9\u4e2a\u5c01\u95ed\u7684\u7279\u5b9a\u9886\u57df\u4e2d\u770b\u5230\u3002<\/p>\n<p>\u57fa\u672c\u4e0a\uff0c\u4ed6\u4eec\u770b\u5230\u7684\u7ed3\u679c\uff0c\u968f\u7740 LLM \u9010\u6e10\u6210\u719f\u3001\u6211\u4eec\u4e5f\u4f1a\u5728\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u770b\u5230\u3002\u4e0a\u9762\u8bf4\u5230\u7684\u90a3\u4e2a\u56fe\u8868\u663e\u793a\u7684\u662f\u56f4\u68cb\u7684\u9ec4\u8272\u8bc4\u7ea7\uff08\u6307\u56f4\u68cb\u6c34\u5e73\u5206\uff09\uff0c\u548c\u4e00\u4f4d\u6781\u5f3a\u7684\u4eba\u7c7b\u9009\u624b\u7684\u5bf9\u6bd4\u3002\u8fd9\u91cc\uff0c\u4ed6\u4eec\u5bf9\u6bd4\u4e86\u7531\u76d1\u7763\u5b66\u4e60\u548c\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u7684\u6a21\u578b\u7684\u5f3a\u5ea6\u3002\u76d1\u7763\u5b66\u4e60\u6a21\u578b\u662f\u6a21\u4eff\u4eba\u7c7b\u4e13\u5bb6\u73a9\u5bb6\u7684\u3002<\/p>\n<p>\u4e5f\u5c31\u662f\u8bf4\uff0c\u5982\u679c\u4f60\u62ff\u5230\u5927\u91cf\u56f4\u68cb\u4e13\u5bb6\u7684\u5bf9\u5c40\u6570\u636e\uff0c\u5e76\u5c1d\u8bd5\u6a21\u4eff\u4ed6\u4eec\uff0c\u4f60\u4f1a\u53d8\u5f97\u66f4\u5f3a\uff0c\u4f46\u6700\u7ec8\u4f60\u4f1a\u9047\u5230\u74f6\u9888\uff0c\u65e0\u6cd5\u8d85\u8d8a\u67d0\u4e9b\u9876\u7ea7\u73a9\u5bb6\u7684\u6c34\u5e73\u3002<\/p>\n<p>\u56e0\u4e3a\u5982\u679c\u4f60\u53ea\u662f\u6a21\u4eff\u4eba\u7c7b\u73a9\u5bb6\uff0c\u4f60\u6c38\u8fdc\u65e0\u6cd5\u8d85\u8d8a\u4ed6\u4eec\u7684\u6781\u9650\u3002<\/p>\n<p>\u4f46\u662f\uff0c\u5728\u5f3a\u5316\u5b66\u4e60\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5b83\u663e\u8457\u5730\u66f4\u5f3a\u5927\u3002\u5728\u56f4\u68cb\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u5f3a\u5316\u5b66\u4e60\u610f\u5473\u7740\u7cfb\u7edf\u4f1a\u6839\u636e\u7ecf\u9a8c\u548c\u7edf\u8ba1\u6570\u636e\u6765\u9009\u62e9\u90a3\u4e9b\u80fd\u591f\u8d62\u5f97\u6bd4\u8d5b\u7684\u8d70\u6cd5\u3002\u56e0\u6b64\uff0cAlphaGo \u662f\u4e00\u4e2a\u901a\u8fc7\u81ea\u6211\u5bf9\u5f08\u5e76\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u751f\u6210\u56de\u5408\u7684\u7cfb\u7edf\u3002<\/p>\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\u4e0e\u6211\u4eec\u4e4b\u524d\u63d0\u5230\u7684\u56fe\u8868\u5b8c\u5168\u4e00\u81f4\u3002\u5b83\u6ca1\u6709\u9884\u8bbe\u7684 prompt \uff0c\u800c\u662f\u4e00\u4e2a\u56fa\u5b9a\u7684\u56f4\u68cb\u6e38\u620f\u3002\u4f46\u7cfb\u7edf\u4f1a\u5c1d\u8bd5\u5f88\u591a\u4e0d\u540c\u7684\u8d70\u6cd5\uff0c\u7136\u540e\u5728\u90a3\u4e9b\u80fd\u591f\u5e26\u6765\u80dc\u5229\u7684\u5bf9\u5c40\u4e2d\uff0c\u5f3a\u5316\u90a3\u4e9b\u7b56\u7565\uff0c\u4f7f\u5b83\u4eec\u53d8\u5f97\u66f4\u5f3a\u5927\u3002\u56e0\u6b64\uff0c\u7cfb\u7edf\u672c\u8d28\u4e0a\u662f\u5728\u5b66\u4e60\u90a3\u4e9b\u7ecf\u9a8c\u4e0a\u3001\u7edf\u8ba1\u4e0a\u80fd\u591f\u5bfc\u81f4\u80dc\u5229\u7684\u884c\u52a8\u5e8f\u5217\u3002<\/p>\n<p>\u5f3a\u5316\u5b66\u4e60\u7684\u4f18\u52bf\u5728\u4e8e\uff0c\u5b83\u4e0d\u4f1a\u53d7\u5230\u4eba\u7c7b\u8868\u73b0\u7684\u9650\u5236\u3002<\/p>\n<p>\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\uff0cAI \u7cfb\u7edf\u53ef\u4ee5\u505a\u5f97\u66f4\u597d\uff0c\u751a\u81f3\u8d85\u8d8a\u9876\u7ea7\u7684\u56f4\u68cb\u9009\u624b\u3002\u53ef\u80fd\u4ed6\u4eec\u672c\u53ef\u4ee5\u7ee7\u7eed\u8fd0\u884c\u8fd9\u4e2a\u5b9e\u9a8c\uff0c\u53ea\u662f\u56e0\u4e3a\u6210\u672c\u95ee\u9898\uff0c\u4ed6\u4eec\u9009\u62e9\u5728\u67d0\u4e2a\u70b9\u4e0a\u505c\u6b62\u4e86\u3002\u4f46\u8fd9\u65e0\u7591\u662f\u5f3a\u5316\u5b66\u4e60\u7684\u4e00\u4e2a\u975e\u5e38\u5f3a\u5927\u7684\u793a\u8303\u3002\u6211\u4eec\u73b0\u5728\u624d\u521a\u5f00\u59cb\u5728\u5927\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u95ee\u9898\u4e2d\u770b\u5230\u8fd9\u79cd\u56fe\u8868\u7684\u86db\u4e1d\u9a6c\u8ff9\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-cbc05eb775658df2cf9547e599a08115.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-cbc05eb775658df2cf9547e599a08115.png\"><\/a><\/p>\n<p>\u5728\u56f4\u68cb\u6e38\u620f\u4e2d\uff0c\u5f3a\u5316\u5b66\u4e60\u610f\u5473\u7740\u7cfb\u7edf\u4f1a\u81ea\u5df1\u4e0e\u81ea\u5df1\u5bf9\u5f08\uff0c\u901a\u8fc7\u8bd5\u9519\u6765\u5b66\u4e60\u54ea\u4e9b\u8d70\u6cd5\u80fd\u8d62\u5f97\u6bd4\u8d5b\u3002\u8fd9\u79cd\u65b9\u6cd5\u6700\u7ec8\u4f7fAlphaGo\u80fd\u591f\u8d85\u8d8a\u4eba\u7c7b\u9876\u5c16\u68cb\u624b\uff0c\u751a\u81f3\u53d1\u660e\u4e86\u4e00\u4e9b\u4eba\u7c7b\u68cb\u624b\u4ece\u672a\u60f3\u5230\u8fc7\u7684\u521b\u65b0\u8d70\u6cd5\u3002\u8fd9\u79cd\u5f3a\u5316\u5b66\u4e60\u7684\u80fd\u529b\u4e0d\u4ec5\u5728\u56f4\u68cb\u6e38\u620f\u4e2d\u53d6\u5f97\u4e86\u5de8\u5927\u6210\u529f\uff0c\u4e5f\u4e3a LLMs \u7684\u53d1\u5c55\u63d0\u4f9b\u4e86\u542f\u793a\u3002<\/p>\n<p>\u5f3a\u5316\u5b66\u4e60\u6709\u4ec0\u4e48\u72ec\u7279\u6027\u5462\uff1f\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u5f53\u4f60\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u65f6\uff0c\u6ca1\u6709\u4ec0\u4e48\u80fd\u963b\u6b62\u4f60\u504f\u79bb\u4eba\u7c7b\u73a9\u6e38\u620f\u7684\u65b9\u5f0f\u3002\u6240\u4ee5\uff0c\u5f53\u6211\u4eec\u56de\u5230 AlphaGo \u7684\u8fd9\u4e2a\u641c\u7d22\u8fc7\u7a0b\u65f6\uff0c\u5176\u4e2d\u4e00\u4e2a\u88ab\u63d0\u5230\u7684\u4fee\u6539\u662f\u201c\u7b2c37\u624b\u201d\u3002AlphaGo \u5728\u8fd9\u6b21\u5bf9\u5f08\u4e2d\uff0c\u5b9e\u9645\u4e0a\u4e0b\u4e86\u4e00\u6b65\u4eba\u7c7b\u4e13\u5bb6\u901a\u5e38\u4e0d\u4f1a\u4e0b\u7684\u68cb\u3002\u8bc4\u4f30\u6765\u770b\uff0c\u8fd9\u6b65\u68cb\u88ab\u4eba\u7c7b\u73a9\u5bb6\u4e0b\u7684\u6982\u7387\u5927\u7ea6\u662f1\/10,000\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u7f55\u89c1\u7684\u8d70\u6cd5\uff0c\u4f46\u56de\u8fc7\u5934\u6765\u770b\uff0c\u8fd9\u5374\u662f\u4e00\u6b65\u975e\u5e38\u51fa\u8272\u7684\u68cb\u3002<\/p>\n<p>\u5728\u5f3a\u5316\u5b66\u4e60\u7684\u8fc7\u7a0b\u4e2d\uff0cAlphaGo \u53d1\u73b0\u4e86\u4e00\u79cd\u4eba\u7c7b\u4e4b\u524d\u5e76\u672a\u610f\u8bc6\u5230\u7684\u7b56\u7565\uff0c\u867d\u7136\u8fd9\u4e2a\u7b56\u7565\u5728\u5f53\u65f6\u5bf9\u4eba\u7c7b\u6765\u8bf4\u662f\u964c\u751f\u7684\uff0c\u4f46\u4e8b\u540e\u8bc1\u660e\u5374\u662f\u6781\u4e3a\u806a\u660e\u7684\u3002\u6211\u770b\u5230\u8fd9\u4e00\u6b65\u65f6\uff0c\u4e5f\u4ee5\u4e3a\u5b83\u662f\u4e2a\u9519\u8bef\u3002\u4e0d\u8fc7\uff0c\u57fa\u672c\u4e0a\u5927\u5bb6\u90fd\u60ca\u5446\u4e86\uff0c\u56e0\u4e3a\u8fd9\u4e00\u6b65\u662f\u4eba\u7c7b\u6839\u672c\u4e0d\u4f1a\u4e0b\u7684\uff0c\u800c AlphaGo \u5374\u4e0b\u4e86\u8fd9\u4e00\u6b65\uff0c\u56e0\u4e3a\u5728\u5b83\u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u8fd9\u6b65\u68cb\u88ab\u8ba4\u4e3a\u662f\u4e00\u4e2a\u597d\u4e3b\u610f\u3002\u53ea\u662f\u6070\u597d\u5b83\u4e0d\u662f\u4eba\u7c7b\u4f1a\u505a\u7684\u90a3\u79cd\u68cb\u6b65\u3002\u6240\u4ee5\uff0c\u8fd9\u518d\u6b21\u5c55\u793a\u4e86\u5f3a\u5316\u5b66\u4e60\u7684\u5f3a\u5927\u529b\u91cf\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-99eaa79a7cd8de698a390ea0fe7f8c2e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-99eaa79a7cd8de698a390ea0fe7f8c2e.png\"><\/a><\/p>\n<p>\u539f\u5219\u4e0a\uff0c\u7cfb\u7edf\u7684\u884c\u4e3a\u662f\u6ca1\u6709\u90a3\u4e48\u56fa\u5b9a\u7684\uff0c\u5b83\u53ef\u4ee5\u505a\u4efb\u4f55\u6709\u6548\u7684\u4e8b\u60c5\uff0c\u4e5f\u53ef\u4ee5\u5728\u8bad\u7ec3\u6570\u636e\u7684\u5206\u5e03\u4e2d\u6162\u6162\u6f02\u79fb\u3002\u8fd9\u4e00\u5207\u90fd\u53ea\u6709\u5728\u6211\u4eec\u62e5\u6709\u4e00\u4e2a\u975e\u5e38\u5e9e\u5927\u3001\u591a\u6837\u5316\u7684\u95ee\u9898\u96c6\u65f6\u624d\u80fd\u5b9e\u73b0\uff0c\u800c\u8fd9\u4e9b\u7b56\u7565\u53ef\u4ee5\u5728\u5176\u4e2d\u5f97\u5230\u5b8c\u5584\u548c\u4f18\u5316\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u73b0\u5728\u5f88\u591a\u524d\u6cbf\u7814\u7a76\u7684\u91cd\u70b9\u6b63\u662f\u5c1d\u8bd5\u521b\u5efa\u8fd9\u4e9b\u79cd\u7c7b\u7684\u63d0\u793a\u5206\u5e03\u2014\u2014\u5b83\u4eec\u65e2\u5e9e\u5927\u53c8\u591a\u6837\u3002\u8fd9\u4e9b\u5c31\u50cf\u662f LMS 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3\uff0c\u6211\u4eec\u53ef\u4ee5\u5f88\u5bb9\u6613\u5730\u5c06\u8fd9\u4e9b\u89e3\u4e0e\u7b54\u6848 3 \u8fdb\u884c\u6bd4\u8f83\u3002\u6211\u4eec\u8981\u4e48\u8981\u6c42\u6a21\u578b\u5c06\u7b54\u6848\u6846\u8d77\u6765\uff0c\u7136\u540e\u68c0\u67e5\u6846\u4e2d\u7684\u5185\u5bb9\u662f\u5426\u4e0e\u7b54\u6848\u76f8\u7b49\uff0c\u8981\u4e48\u53ef\u4ee5\u4f7f\u7528\u4e00\u79cd\u88ab\u79f0\u4e3a\u201cLLM \u5224\u5b9a\u5668\u201d\u7684\u5de5\u5177\u3002\u8fd9\u4e2a\u5224\u5b9a\u5668\u4f1a\u67e5\u770b\u4e00\u4e2a\u89e3\u5e76\u5f97\u51fa\u7b54\u6848\uff0c\u57fa\u672c\u4e0a\u4f1a\u8bc4\u5206\u8be5\u89e3\u662f\u5426\u4e0e\u7b54\u6848\u4e00\u81f4\u3002<\/p>\n<p>\u6839\u636e\u7ecf\u9a8c\uff0c\u5f53\u524d\u80fd\u529b\u7684 LLM 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-931e75631eb71aa090d7463ad155a1d9.png\"><\/a><\/p>\n<p>\u57fa\u672c\u7684\u601d\u8def\u5c31\u662f\u6211\u4eec\u8bad\u7ec3\u4eba\u7c7b\u7684\u6a21\u62df\u5668\uff0c\u5e76\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u5bf9\u8fd9\u4e9b\u6a21\u62df\u5668\u8fdb\u884c\u4f18\u5316\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E7%91%95%E7%91%9C%E4%BA%92%E8%A7%81%E7%9A%84_RLHF\"><\/span>\u7455\u745c\u4e92\u89c1\u7684 RLHF<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u73b0\u5728\u6211\u60f3\u8c08\u8c08\u4ece\u4eba\u7c7b\u53cd\u9988\u4e2d\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u7684\u4f18\u52bf\u3002<\/p>\n<p>\u9996\u5148\uff0c\u8fd9\u4f7f\u6211\u4eec\u80fd\u591f\u8fd0\u884c\u5f3a\u5316\u5b66\u4e60\uff0c\u800c\u6211\u4eec\u77e5\u9053\u5f3a\u5316\u5b66\u4e60\u662f\u4e00\u5957\u975e\u5e38\u5f3a\u5927\u7684\u6280\u672f\u3002\u5b83\u8ba9\u6211\u4eec\u80fd\u591f\u5728\u4efb\u610f\u9886\u57df\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\uff0c\u5305\u62ec\u90a3\u4e9b\u65e0\u6cd5\u9a8c\u8bc1\u7684\u9886\u57df\u3002\u4f8b\u5982\uff0c\u50cf\u6458\u8981\u751f\u6210\u3001\u5199\u8bd7\u3001\u7f16\u7b11\u8bdd\u6216\u4efb\u4f55\u5176\u4ed6\u521b\u610f\u5199\u4f5c\uff0c\u5b9e\u9645\u4e0a\u662f\u5728\u6570\u5b66\u548c\u7f16\u7a0b\u7b49\u9886\u57df\u4e4b\u5916\u7684\u3002<\/p>\n<p>\u4ece\u7ecf\u9a8c\u4e0a\u770b\uff0c\u5f53\u6211\u4eec\u5b9e\u9645\u5e94\u7528 RLHF 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href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ab30ed16de848abbb595137c21dcfbc6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ab30ed16de848abbb595137c21dcfbc6.png\"><\/a><\/p>\n<p>\u8fd9\u5c31\u662fRLHF\u7684\u4f18\u52bf\u3002\u5b83\u8ba9\u6211\u4eec\u80fd\u591f\u8fd0\u884c\u5f3a\u5316\u5b66\u4e60\uff0c\u5b9e\u9a8c\u8bc1\u660e\u5b83\u80fd\u5e26\u6765\u66f4\u597d\u7684\u6a21\u578b\uff0c\u5e76\u4e14\u8ba9\u4eba\u4eec\u5728\u4e0d\u9700\u8981\u505a\u6781\u5176\u56f0\u96be\u7684\u4efb\u52a1\u60c5\u51b5\u4e0b\uff0c\u4e5f\u80fd\u5bf9\u751f\u6210\u5185\u5bb9\u8fdb\u884c\u76d1\u7763\u548c\u9009\u62e9\u3002<\/p>\n<p>\u4e0d\u5e78\u7684\u662f\uff0cRLHF\u4e5f\u6709\u663e\u8457\u7684\u7f3a\u70b9\u3002<\/p>\n<p>\u9996\u5148\uff0c\u4e3b\u8981\u7684\u95ee\u9898\u662f\uff0c\u6211\u4eec\u5b9e\u9645\u4e0a\u662f\u5728\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\uff0c\u4e0d\u662f\u57fa\u4e8e\u4eba\u7c7b\u548c\u5b9e\u9645\u7684\u4eba\u7c7b\u5224\u65ad\uff0c\u800c\u662f\u57fa\u4e8e\u4eba\u7c7b\u7684\u4e00\u4e2a\u6709\u635f\u6a21\u62df\uff0c\u5e76\u4e14\u8fd9\u4e2a\u6709\u635f\u6a21\u62df\u53ef\u80fd\u4f1a\u4ea7\u751f\u8bef\u5bfc\uff0c\u56e0\u4e3a\u5b83\u53ea\u662f\u4e00\u4e2a\u6a21\u62df\uff0c\u5b83\u53ea\u662f\u4e00\u4e2a\u8bed\u8a00\u6a21\u578b\uff0c\u5728\u4e3a\u6a21\u578b\u6253\u5206\u3002\u800c\u4e14\u5b83\u5e76\u4e0d\u80fd\u5b8c\u7f8e\u5730\u53cd\u6620\u4e00\u4e2a\u6709\u5b9e\u9645\u5927\u8111\u7684\u4eba\u7c7b\u5728\u6240\u6709\u53ef\u80fd\u7684\u4e0d\u540c\u60c5\u51b5\u4e0b\u7684\u89c2\u70b9\u3002<\/p>\n<p>\u9664\u6b64\u4e4b\u5916\uff0c\u8fd8\u6709\u4e00\u4e9b\u66f4\u52a0\u5fae\u5999\u7684\u56e0\u7d20\u963b\u788d\u4e86\u6211\u4eec\u5c06 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class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u9884\u8bad\u7ec3\u5c31\u50cf\u662f\u5b69\u5b50\u4eec\u901a\u8fc7\u9605\u8bfb\u548c\u89e3\u91ca\u83b7\u5f97\u57fa\u7840\u77e5\u8bc6\uff0c\u76d1\u7763\u5fae\u8c03\u5c31\u50cf\u662f\u770b\u5927\u91cf\u7684\u793a\u8303\u4f8b\u5b50\u3001\u6a21\u4eff\u4e13\u5bb6\u5e76\u505a\u7ec3\u4e60\u9898\u3002<\/p>\n<p>\u552f\u4e00\u7684\u533a\u522b\u662f\uff0c\u6211\u4eec\u73b0\u5728\u5fc5\u987b\u4e3a\u5927\u6a21\u578b\u7f16\u5199\u6559\u79d1\u4e66\uff0c\u6db5\u76d6\u6240\u6709\u4eba\u7c7b\u77e5\u8bc6\u9886\u57df\u3002\u5e76\u4e14\uff0c\u5728\u6240\u6709\u6211\u4eec\u5e0c\u671b\u5b83\u4eec\u80fd\u591f\u5e94\u7528\u7684\u9886\u57df\uff08\u5982\u4ee3\u7801\u3001\u6570\u5b66\u4ee5\u53ca\u5176\u4ed6\u9886\u57df\uff09\u4e2d\uff0c\u6211\u4eec\u4e5f\u9700\u8981\u8fd9\u6837\u505a\u3002\u6240\u4ee5\uff0c\u6211\u4eec\u6b63\u5728\u4e3a\u5b83\u4eec\u7f16\u5199\u6559\u79d1\u4e66\uff0c\u4f18\u5316\u6240\u6709\u7b97\u6cd5\uff0c\u5f53\u7136\uff0c\u8fd8\u8981\u5728\u5927\u89c4\u6a21\u548c\u9ad8\u6548\u5730\u8bad\u7ec3\u8fd9\u4e9b\u6a21\u578b\u65f6\u505a\u5230\u975e\u5e38\u51fa\u8272\u3002<\/p>\n<p>\u9664\u4e86\u4ee5\u4e0a\u4ecb\u7ecd\u7684\u5185\u5bb9\u5916\uff0c\u6211\u8fd8\u60f3\u8bf4\u4e00\u4e2a\u6211\u628a\u5b83\u79f0\u4e4b\u4e3a\u201c\u745e\u58eb\u5976\u916a\u201d\u7684 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f0a4320fc8bcbca3798e4a38b492dd4c.png\"><\/a><\/p>\n<p>\u5927\u81f4\u6765\u8bf4\uff0c\u8fd9\u4e0e\u6211\u4eec\u4e4b\u524d\u8ba8\u8bba\u7684\u5185\u5bb9\u6ca1\u6709\u4ec0\u4e48\u4e0d\u540c\uff0c\u4ee5\u6b64\u4f5c\u4e3a\u57fa\u7840\uff0c\u4f60\u53ef\u4ee5\u5bf9\u97f3\u9891\u548c\u56fe\u50cf\u8fdb\u884c\u6807\u8bb0\u5316\uff0c\u5e76\u5e94\u7528\u6211\u4eec\u4e4b\u524d\u8c08\u5230\u7684\u76f8\u540c\u65b9\u6cd5\u3002\u6240\u4ee5\u8fd9\u4e0d\u662f\u4e00\u4e2a\u6839\u672c\u6027\u7684\u53d8\u5316\uff0c\u53ea\u662f\u6211\u4eec\u9700\u8981\u6dfb\u52a0\u4e00\u4e9b\u6807\u8bb0\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5bf9\u4e8e\u97f3\u9891\u7684\u6807\u8bb0\u5316\uff0c\u6211\u4eec\u53ef\u4ee5\u67e5\u770b\u97f3\u9891\u4fe1\u53f7\u7684\u9891\u8c31\u5207\u7247\uff0c\u7136\u540e\u6dfb\u52a0\u66f4\u591a\u7684\u6807\u8bb0\uff0c\u5e76\u5c06\u5b83\u4eec\u52a0\u5165\u5230\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e2d\uff0c\u50cf\u4e4b\u524d\u4e00\u6837\u8fdb\u884c\u8bad\u7ec3\u3002\u56fe\u50cf\u4e5f\u662f\u5982\u6b64\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u56fe\u50cf\u5757\uff0c\u5e76\u5206\u522b\u5bf9\u8fd9\u4e9b\u5757\u8fdb\u884c\u6807\u8bb0\u3002<\/p>\n<p>\u4e8b\u5b9e\u4e0a\uff0c\u8fd9\u79cd\u65b9\u6cd5\u662f\u6709\u6548\u7684\uff0c\u5e76\u4e14\u5728\u8fd9\u4e2a\u65b9\u5411\u4e0a\u5df2\u6709\u5f88\u591a\u65e9\u671f\u7684\u7814\u7a76\u3002\u6240\u4ee5\u6211\u4eec\u53ef\u4ee5\u521b\u5efa\u4ee3\u8868\u97f3\u9891\u3001\u56fe\u50cf\u4ee5\u53ca\u6587\u672c\u7684\u6807\u8bb0\u6d41\uff0c\u5c06\u5b83\u4eec\u4ea4\u66ff\u653e\u5165\u4e00\u8d77\uff0c\u5e76\u5728\u4e00\u4e2a\u6a21\u578b\u4e2d\u540c\u65f6\u5904\u7406\u3002\u8fd9\u5c31\u662f\u591a\u6a21\u6001\u7684\u4e00\u4e2a\u4f8b\u5b50\u3002<\/p>\n<p>\u5176\u6b21\uff0c\u4eba\u4eec\u73b0\u5728\u5f88\u5173\u5fc3\u7684\u4e00\u70b9\u662f\uff0c\u73b0\u5728\u6211\u4eec\u603b\u662f\u628a\u4e00\u4e9b\u4efb\u52a1\u4ea4\u7ed9\u6a21\u578b\u53bb\u5904\u7406\uff0c\u4f46\u4ecd\u7136\u662f\u6211\u4eec\u8d1f\u8d23\u7ec4\u7ec7\u4efb\u52a1\u7684\u8fde\u8d2f\u6267\u884c\u6765\u5b8c\u6210\u5de5\u4f5c\u3002\u6a21\u578b\u76ee\u524d\u8fd8\u6ca1\u6709\u8fbe\u5230\u5728\u957f\u65f6\u95f4\u5185\u4ee5\u8fde\u8d2f\u4e14\u80fd\u7ea0\u9519\u7684\u65b9\u5f0f\u6267\u884c\u8fd9\u4e9b\u4efb\u52a1\u7684\u80fd\u529b\uff0c\u6240\u4ee5\u5b83\u4eec\u65e0\u6cd5\u5b8c\u5168\u5c06\u4efb\u52a1\u6574\u5408\u8d77\u6765\uff0c\u6267\u884c\u8fd9\u4e9b\u957f\u671f\u8fd0\u884c\u7684\u5de5\u4f5c\uff0c\u4f46\u5b83\u4eec\u6b63\u5728\u5411\u8fd9\u4e2a\u65b9\u5411\u53d1\u5c55\uff0c\u800c\u4e14\u8fd9\u79cd\u80fd\u529b\u5728\u9010\u6e10\u63d0\u9ad8\u3002<\/p>\n<p>\u4e0d\u8fc7\u5728\u672a\u6765\uff0c\u6211\u4eec\u5c06\u770b\u5230\u6240\u8c13\u7684\u201c\u667a\u80fd\u4f53\u201d\uff0c\u5b83\u4eec\u80fd\u591f\u968f\u7740\u65f6\u95f4\u63a8\u79fb\u6267\u884c\u4efb\u52a1\u3002\u4f46\u8fd9\u4e9b\u6a21\u578b\u5e76\u4e0d\u662f\u65e0\u61c8\u53ef\u51fb\u7684\uff0c\u4f60\u9700\u8981\u76d1\u7763\u5b83\u4eec\uff0c\u89c2\u5bdf\u5b83\u4eec\u7684\u5de5\u4f5c\uff0c\u4e0d\u8fc7\u5b83\u4eec\u5076\u5c14\u4f1a\u6765\u4e3b\u52a8\u5411\u4f60\u62a5\u544a\u8fdb\u5c55\u3002\u6240\u4ee5\u5728\u672a\u6765\uff0c\u6211\u4eec\u5c06\u770b\u5230\u66f4\u591a\u7684\u80fd\u591f\u6267\u884c\u957f\u671f\u4efb\u52a1\u7684\u201c\u667a\u80fd\u4f53\u201d\uff0c\u4ece\u800c\u63d0\u5347\u6211\u4eec\u7684\u5de5\u4f5c\u6548\u7387\uff0c\u8fd9\u4e5f\u610f\u5473\u7740\u4eba\u7c7b\u5c06\u6210\u4e3a\u6570\u5b57\u9886\u57df\u4e2d\u667a\u80fd\u4f53\u4efb\u52a1\u7684\u76d1\u7763\u8005\u3002<\/p>\n<p><\/p>\n<p>\u96f7\u5cf0\u7f51\u539f\u521b\u6587\u7ae0\uff0c\u672a\u7ecf\u6388\u6743\u7981\u6b62\u8f6c\u8f7d\u3002\u8be6\u60c5\u89c1<a href=\"https:\/\/r.xiumi.us\/board\/v5\/3qhbI\/392977584\" rel=\"nofollow\" target=\"_blank\">\u8f6c\u8f7d\u987b\u77e5<\/a>\u3002<\/p>\n<p>\n                        <a href=\"https:\/\/vip.yanxishe.com\/?from=leiphonearticle\" target=\"_blank\"><br \/>\n                            <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\"><\/a><br \/>\n                        <\/a>\n                    <\/p>\n<p>                                            \u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.leiphone.com\/category\/ai\/oGfSIgn0N8koYirW.html\" target=\"_blank\">Andrej Karpathy \u6700\u65b0\u89c6\u9891\u76db\u8d5e DeepSeek\uff1aR1 \u6b63\u5728\u53d1\u73b0\u4eba\u7c7b\u601d\u8003\u7684\u903b\u8f91\u5e76\u8fdb\u884c\u590d\u73b0<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7ee7\u8fd1\u65e5\u65af\u5766\u798f\u674e\u98de\u98de\u3001Percy Lian [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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