{"id":40256,"date":"2025-04-23T21:02:42","date_gmt":"2025-04-23T13:02:42","guid":{"rendered":"https:\/\/17aitech.com\/?p=40256"},"modified":"2025-04-23T21:02:42","modified_gmt":"2025-04-23T13:02:42","slug":"rl-%e6%98%af%e6%8e%a8%e7%90%86%e7%a5%9e%e5%99%a8%ef%bc%9f%e6%b8%85%e5%8d%8e%e4%b8%8a%e4%ba%a4%e5%a4%a7%e6%9c%80%e6%96%b0%e7%a0%94%e7%a9%b6%e6%8c%87%e5%87%ba%ef%bc%9arl-%e8%ae%a9%e5%a4%a7%e6%a8%a1","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40256","title":{"rendered":"RL \u662f\u63a8\u7406\u795e\u5668\uff1f\u6e05\u534e\u4e0a\u4ea4\u5927\u6700\u65b0\u7814\u7a76\u6307\u51fa\uff1aRL \u8ba9\u5927\u6a21\u578b\u66f4\u4f1a\u201c\u5957\u516c\u5f0f\u201d\u3001\u5374\u4e0d\u4f1a\u771f\u63a8\u7406"},"content":{"rendered":"<p>\u6e05\u534e\u548c\u4e0a\u4ea4\u7684\u6700\u65b0\u8bba\u6587\u4e2d\uff0c\u4e0a\u6f14\u4e86\u4e00\u573a\u201c\u5b66\u672f\u6253\u5047\u201d\u7684\u620f\u7801\u3002\u6587\u4e2d\u7814\u7a76\u8005\u4eec\u5bf9\u5f53\u524d\u201c\u7eaf RL \u6709\u5229\u4e8e\u63d0\u5347\u6a21\u578b\u63a8\u7406\u80fd\u529b\u201d\u7684\u4e3b\u6d41\u89c2\u70b9\u63d0\u51fa\u4e86\u76f8\u53cd\u7684\u610f\u89c1\u3002<\/p>\n<p>\u901a\u8fc7\u4e00\u7cfb\u5217\u5b9e\u9a8c\uff0c\u4ed6\u4eec\u8bc1\u660e\u5f15\u5165\u5f3a\u5316\u5b66\u4e60\u7684\u6a21\u578b\u5728\u67d0\u4e9b\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\uff0c\u7adf\u7136\u4e0d\u5982\u672a\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u7684\u6a21\u578b\u3002<\/p>\n<p>\u8bba\u6587\u6279\u5224\u6027\u5730\u63a2\u8ba8\u4e86 RLVR \u5728\u63d0\u5347 LLM \u63a8\u7406\u80fd\u529b\u65b9\u9762\u7684\u4f5c\u7528\uff0c\u5c24\u5176\u662f\u5728\u8d4b\u4e88\u6a21\u578b\u8d85\u8d8a\u81ea\u8eab\u539f\u6709\u80fd\u529b\u65b9\u9762\uff0c\u6548\u679c\u53ef\u80fd\u5e76\u975e\u50cf\u4eba\u4eec\u666e\u904d\u8ba4\u4e3a\u7684\u90a3\u6837\u201c\u65e0\u61c8\u53ef\u51fb\u201d\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5ce267b52acda7859e2c68d14078238c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5ce267b52acda7859e2c68d14078238c.png\"><\/a><\/p>\n<p>\u6d88\u606f\u4e00\u51fa\uff0c\u7f51\u53cb\u4eec\u7eb7\u7eb7\u4e0b\u573a\u7ad9\u961f\u3002<\/p>\n<p>\u6709\u4eba\u8ba4\u4e3a\u8fd9\u7bc7\u6587\u7ae0\u6293\u4f4f\u4e86 RL \u81ea\u8eab\u7684\u6f0f\u6d1e\uff0c\u867d\u7136\u63d0\u9ad8\u4e86\u91c7\u6837\u6548\u7387\uff0c\u4f46\u5b83\u4f3c\u4e4e\u5728\u63a8\u7406\u65b9\u9762\u5b58\u5728\u4e0d\u8db3\uff0c\u672a\u6765\u6211\u4eec\u9700\u8981\u65b0\u7684\u65b9\u6cd5\u6765\u91ca\u653e LLM \u7684\u5168\u90e8\u6f5c\u529b\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-cce048a9d8c427f0b5143fa0762ac624.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-cce048a9d8c427f0b5143fa0762ac624.png\"><\/a><\/p>\n<p>\u4e5f\u6709\u4eba\u8868\u793a\uff0c\u6216\u8bb8\u5f3a\u5316\u5b66\u4e60\u5b9e\u9645\u4e0a\u9650\u5236\u4e86\u6a21\u578b\u5f00\u53d1\u65b0\u63a8\u7406\u884c\u4e3a\u7684\u80fd\u529b\u3002\u771f\u6b63\u7684\u63a8\u7406\u589e\u5f3a\u53ef\u80fd\u9700\u8981\u84b8\u998f\u7b49\u65b9\u6cd5\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-9c7c3078b4e658276cff48ce986456dd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-9c7c3078b4e658276cff48ce986456dd.png\"><\/a><\/p>\n<p>\u8d28\u7591\u58f0\u4e4b\u5916\uff0cRL \u7684\u8ffd\u968f\u8005\u4e5f\u5728\u4e3a\u201c\u4fe1\u4ef0\u201d\u53d1\u58f0\uff1a\u8fd9\u79cd\u8bf4\u6cd5\u662f\u9519\u7684\uff0c\u9a8c\u8bc1\u8fdc\u6bd4\u751f\u6210\u7b80\u5355\u7684\u591a\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-1b2a1eaba5a1e2b9b682fd97adcdd619.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-1b2a1eaba5a1e2b9b682fd97adcdd619.png\"><\/a><\/p>\n<p>\u4e5f\u6709\u7f51\u53cb\u8868\u793a\uff0c\u8fd9\u66f4\u50cf\u662f\u5956\u52b1\u7ed3\u6784\u7684\u7f3a\u9677\uff0c\u800c\u975e RLVR \u672c\u8eab\u7684\u95ee\u9898\u3002\u5982\u679c\u7528\u4e8c\u5143\u5956\u52b1\u7ed3\u6784\uff0c\u51fa\u73b0\u8fd9\u79cd\u60c5\u51b5\u53ef\u4ee5\u7406\u89e3\u3002\u4f46\u6211\u4eec\u53ef\u4ee5\u8c03\u6574\u5956\u52b1\u7ed3\u6784\u6765\u7f13\u89e3\u8fd9\u4e2a\u95ee\u9898\uff0c\u751a\u81f3\u8fd8\u80fd\u6fc0\u52b1\u66f4\u597d\u7684\u63a8\u7406\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-34f02972c20cba09ecb971ff5af639ed.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-34f02972c20cba09ecb971ff5af639ed.png\"><\/a><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 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=40256\/#%E5%BC%BA%E5%8C%96%E5%AD%A6%E4%B9%A0%EF%BC%9A%E6%93%85%E9%95%BF%E5%8A%A0%E9%80%9F%EF%BC%8C%E4%B8%8D%E6%93%85%E9%95%BF%E5%BC%80%E8%B7%AF\" >\u5f3a\u5316\u5b66\u4e60\uff1a\u64c5\u957f\u52a0\u901f\uff0c\u4e0d\u64c5\u957f\u5f00\u8def<\/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=40256\/#%E6%8E%A8%E7%90%86%E8%83%BD%E5%8A%9B%E7%9A%84%E8%BE%B9%E7%95%8C\" >\u63a8\u7406\u80fd\u529b\u7684\u8fb9\u754c<\/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=40256\/#%E5%BD%93%E5%BC%BA%E5%8C%96%E5%AD%A6%E4%B9%A0%E4%B8%8D%E5%86%8D%E2%80%9C%E5%BC%BA%E5%8C%96%E2%80%9D\" >\u5f53\u5f3a\u5316\u5b66\u4e60\u4e0d\u518d\u201c\u5f3a\u5316\u201d<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E5%BC%BA%E5%8C%96%E5%AD%A6%E4%B9%A0%EF%BC%9A%E6%93%85%E9%95%BF%E5%8A%A0%E9%80%9F%EF%BC%8C%E4%B8%8D%E6%93%85%E9%95%BF%E5%BC%80%E8%B7%AF\"><\/span>\u5f3a\u5316\u5b66\u4e60\uff1a\u64c5\u957f\u52a0\u901f\uff0c\u4e0d\u64c5\u957f\u5f00\u8def<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5b9e\u9a8c\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u5728\u4e09\u4e2a\u5177\u6709\u4ee3\u8868\u6027\u7684\u9886\u57df\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u6765\u8bc4\u4f30 RLVR \u5bf9\u57fa\u7840\u6a21\u578b\u548c RLVR \u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u8fb9\u754c\u7684\u5f71\u54cd\u3002<\/p>\n<p>\u5728\u6570\u5b66\u4efb\u52a1\u5b9e\u9a8c\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u5728 GSM8K\u3001MATH500 \u548c AIME24 \u7b49\u57fa\u51c6\u4e0a\u8bc4\u4f30\u4e86\u591a\u4e2a\u5927\u8bed\u8a00\u6a21\u578b\u7cfb\u5217\uff08\u5982 Qwen-2.5 \u548c LLaMA-3.1\uff09\u53ca\u5176\u7ecf\u8fc7 RL \u8bad\u7ec3\u7684\u53d8\u4f53\u3002\u4ed6\u4eec\u901a\u8fc7\u5206\u6790 pass@k \u66f2\u7ebf\uff0c\u6bd4\u8f83\u4e86\u57fa\u7840\u6a21\u578b\u4e0e RL \u6a21\u578b\u7684\u8868\u73b0\uff0c\u53d1\u73b0\u867d\u7136 RL \u5728\u4f4e k \u503c\u4e0b\u63d0\u5347\u4e86\u6a21\u578b\u7684\u51c6\u786e\u6027\uff0c\u4f46\u5728\u9ad8 k \u60c5\u51b5\u4e0b\u5374\u663e\u8457\u964d\u4f4e\u4e86\u95ee\u9898\u7684\u8986\u76d6\u8303\u56f4\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u7814\u7a76\u8005\u8fd8\u624b\u52a8\u5ba1\u67e5\u4e86\u6a21\u578b\u751f\u6210\u7684 CoT\uff08Chain of Thought\uff09\u63a8\u7406\u8fc7\u7a0b\uff0c\u4ee5\u786e\u8ba4\u6b63\u786e\u7b54\u6848\u662f\u63a8\u7406\u5f97\u51fa\u800c\u975e\u7eaf\u5c5e\u8fd0\u6c14\u3002\u6700\u540e\uff0c\u4ed6\u4eec\u8fd8\u7814\u7a76\u4e86\u91c7\u7528 Oat-Zero \u65b9\u6cd5\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u5e76\u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u4e86\u8fc7\u6ee4\uff0c\u5254\u9664\u5bb9\u6613\u731c\u6d4b\u7684\u95ee\u9898\uff0c\u4ece\u800c\u805a\u7126\u4e8e\u66f4\u5177\u6311\u6218\u6027\u7684\u6837\u672c\u3002<\/p>\n<p>\u6574\u4f53\u7ed3\u679c\u663e\u793a\uff0c\u5c3d\u7ba1 RL \u80fd\u5728\u521d\u59cb\u51c6\u786e\u7387\u4e0a\u5e26\u6765\u63d0\u5347\uff0c\u57fa\u7840\u6a21\u578b\u5728\u63a8\u7406\u8986\u76d6\u7387\u65b9\u9762\u4ecd\u8868\u73b0\u66f4\u4e3a\u7a33\u5065\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-3a4ea94081f4d24567caa0ce2dbf4de1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-3a4ea94081f4d24567caa0ce2dbf4de1.png\"><\/a><\/p>\n<p>\u5728\u7f16\u7801\u4efb\u52a1\u5b9e\u9a8c\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u5728 LiveCodeBench\u3001HumanEval+ \u548c MBPP+ \u7b49\u57fa\u51c6\u4e0a\u8bc4\u4f30\u4e86\u6e90\u81ea Qwen2.5-7B-Instruct-1M \u7684 RLVR \u8bad\u7ec3\u6a21\u578b CodeR1-Zero-Qwen2.5-7B\u3002\u4ed6\u4eec\u901a\u8fc7 pass@k \u6307\u6807\u6765\u8861\u91cf\u6027\u80fd\uff0c\u5e76\u6839\u636e\u9884\u5b9a\u4e49\u7684\u6d4b\u8bd5\u7528\u4f8b\u8bc4\u4f30\u6a21\u578b\u7684\u6b63\u786e\u6027\u3002<\/p>\n<p>\u7ed3\u679c\u663e\u793a\uff0cRLVR \u63d0\u5347\u4e86\u5355\u6837\u672c pass@1 \u7684\u5206\u6570\uff0c\u4f46\u5728\u8f83\u9ad8\u91c7\u6837\u6570\uff08k = 128\uff09\u65f6\uff0c\u6a21\u578b\u7684\u8986\u76d6\u7387\u6709\u6240\u4e0b\u964d\u3002\u4e0e\u6b64\u76f8\u6bd4\uff0c\u539f\u59cb\u6a21\u578b\u5728\u8f83\u5927 k \u503c\u4e0b\u8868\u73b0\u51fa\u4e86\u6301\u7eed\u6539\u8fdb\u7684\u6f5c\u529b\uff0c\u800c RLVR \u7684\u6027\u80fd\u5219\u8d8b\u4e8e\u5e73\u7a33\u3002\u8fd9\u8868\u660e\uff0c\u5c3d\u7ba1 RLVR \u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u786e\u5b9a\u6027\u51c6\u786e\u6027\uff0c\u4f46\u5728\u63a2\u7d22\u591a\u6837\u6027\u65b9\u9762\u5b58\u5728\u4e00\u5b9a\u7684\u9650\u5236\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b2801fb866802c7c3ef33a6c4e2aff99.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b2801fb866802c7c3ef33a6c4e2aff99.png\"><\/a><\/p>\n<p>\u5728\u89c6\u89c9\u63a8\u7406\u5b9e\u9a8c\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u5728\u8fc7\u6ee4\u540e\u7684\u89c6\u89c9\u63a8\u7406\u57fa\u51c6\uff08MathVista \u548c MathVision\uff09\u4e0a\u8bc4\u4f30\u4e86 Qwen-2.5-VL-7B\uff0c\u5220\u9664\u4e86\u591a\u9879\u9009\u62e9\u9898\uff0c\u805a\u7126\u4e8e\u7a33\u5065\u7684\u95ee\u9898\u89e3\u51b3\u80fd\u529b\u3002RLVR \u5728\u89c6\u89c9\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u63d0\u5347\u4e0e\u6570\u5b66\u548c\u7f16\u7801\u57fa\u51c6\u4e2d\u7684\u6539\u8fdb\u76f8\u4e00\u81f4\uff0c\u8868\u660e\u539f\u59cb\u6a21\u578b\u5df2\u80fd\u591f\u89e3\u51b3\u5e7f\u6cdb\u7684\u95ee\u9898\uff0c\u5373\u4fbf\u662f\u5728\u591a\u6a21\u6001\u4efb\u52a1\u4e2d\u4e5f\u540c\u6837\u5982\u6b64\u3002<\/p>\n<p>\u8de8\u9886\u57df\u7684\u4e00\u81f4\u6027\u8868\u660e\uff0cRLVR \u63d0\u5347\u4e86\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\uff0c\u540c\u65f6\u5e76\u672a\u4ece\u6839\u672c\u4e0a\u6539\u53d8\u6a21\u578b\u7684\u95ee\u9898\u89e3\u51b3\u7b56\u7565\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-8e218232fb862533a4eebc017f688ed9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-8e218232fb862533a4eebc017f688ed9.png\"><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E6%8E%A8%E7%90%86%E8%83%BD%E5%8A%9B%E7%9A%84%E8%BE%B9%E7%95%8C\"><\/span>\u63a8\u7406\u80fd\u529b\u7684\u8fb9\u754c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4f7f\u7528\u5355\u6b21\u901a\u8fc7\u7684\u6210\u529f\u7387\u6216\u5e73\u5747\u6838\u91c7\u6837\u8861\u91cf\u6a21\u578b\u63a8\u7406\u80fd\u529b\u8fb9\u754c\u7684\u4f20\u7edf\u6307\u6807\u5b58\u5728\u91cd\u8981\u7f3a\u9677\u3002\u5982\u679c\u6a21\u578b\u5728\u5c11\u6570\u51e0\u6b21\u5c1d\u8bd5\u540e\u672a\u80fd\u89e3\u51b3\u96be\u9898\uff0c\u4f46\u5374\u672c\u53ef\u4ee5\u901a\u8fc7\u66f4\u591a\u6b21\u7684\u91c7\u6837\u83b7\u5f97\u6210\u529f\uff0c\u6b64\u65f6\u5176\u771f\u5b9e\u63a8\u7406\u6f5c\u529b\u53ef\u80fd\u4f1a\u88ab\u4f4e\u4f30\u3002<\/p>\n<p>\u5982\u679c\u4e3a\u57fa\u7840\u6a21\u578b\u6295\u5165\u5927\u91cf\u91c7\u6837\u8d44\u6e90\uff0c\u5b83\u7684\u6027\u80fd\u80fd\u5426\u4e0e\u7ecf\u8fc7\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u7684\u6a21\u578b\u76f8\u5339\u914d\uff1f<\/p>\n<p>\u4e3a\u7cbe\u51c6\u8bc4\u4f30\u5927\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u8fb9\u754c\uff0c\u7814\u7a76\u56e2\u961f\u5c06\u4ee3\u7801\u751f\u6210\u9886\u57df\u5e38\u7528\u7684pass@k\u6307\u6807\u62d3\u5c55\u81f3\u6240\u6709\u53ef\u9a8c\u8bc1\u5956\u52b1\u7684\u4efb\u52a1\u3002\u9488\u5bf9\u4e00\u4e2a\u95ee\u9898\uff0c\u4ece\u6a21\u578b\u4e2d\u91c7\u6837k\u4e2a\u8f93\u51fa\uff0c\u82e5\u81f3\u5c11\u4e00\u4e2a\u6837\u672c\u901a\u8fc7\u9a8c\u8bc1\uff0c\u8be5\u95ee\u9898\u7684pass@k \u503c\u4e3a1\uff0c\u5426\u5219\u4e3a0\u3002\u6570\u636e\u96c6\u4e0a\u7684\u5e73\u5747 pass@k \u503c\u53cd\u6620\u4e86\u6a21\u578b\u5728 k \u6b21\u8bd5\u9a8c\u5185\u53ef\u89e3\u51b3\u7684\u6570\u636e\u96c6\u95ee\u9898\u6bd4\u4f8b\uff0c\u80fd\u4e25\u683c\u8bc4\u4f30 LLM \u7684\u63a8\u7406\u80fd\u529b\u8986\u76d6\u8303\u56f4\u3002<\/p>\n<p>\u76f4\u63a5\u6309\u95ee\u9898\u91c7\u6837k\u4e2a\u8f93\u51fa\u8ba1\u7b97pass@k\u53ef\u80fd\u5bfc\u81f4\u9ad8\u65b9\u5dee\u3002\u4ed6\u4eec\u91c7\u7528\u65e0\u504f\u4f30\u8ba1\u6cd5\uff0c\u5bf9\u8bc4\u4f30\u6570\u636e\u96c6D\u4e2d\u7684\u6bcf\u4e2a\u95ee\u9898\u751f\u6210 n \u4e2a\u6837\u672c\uff08n \u2265 k\uff09\uff0c\u7edf\u8ba1\u6b63\u786e\u6837\u672c\u6570\u3002\u5bf9\u4e8e\u4f7f\u7528\u7f16\u8bd1\u5668\u548c\u9884\u5b9a\u4e49\u5355\u5143\u6d4b\u8bd5\u7528\u4f8b\u4f5c\u4e3a\u9a8c\u8bc1\u5668\u7684\u7f16\u7801\u4efb\u52a1\uff0cpass@k \u503c\u80fd\u51c6\u786e\u53cd\u6620\u6a21\u578b\u662f\u5426\u80fd\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n<p>\u7136\u800c\uff0c\u968f\u7740 k \u589e\u5927\uff0c\u6570\u5b66\u95ee\u9898\u4e2d\u201c\u9ed1\u5ba2\u201d\u884c\u4e3a\u53ef\u80fd\u51f8\u663e\uff0c\u5373\u6a21\u578b\u53ef\u80fd\u751f\u6210\u9519\u8bef\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u5374\u5728\u591a\u6b21\u91c7\u6837\u4e2d\u5076\u7136\u5f97\u51fa\u6b63\u786e\u7b54\u6848\uff0c\u8fd9\u4e00\u60c5\u51b5\u5e38\u88ab\u4ee5\u5f80\u6307\u6807\u5ffd\u89c6\u3002\u4e3a\u6b64\uff0c\u4ed6\u4eec\u7b5b\u9009\u51fa\u6613\u88ab\u201c\u9ed1\u5ba2\u201d\u653b\u514b\u7684\u95ee\u9898\uff0c\u5e76\u624b\u52a8\u68c0\u67e5\u90e8\u5206\u6a21\u578b\u8f93\u51fa\u7684 CoT \u6b63\u786e\u6027\u3002\u7ed3\u5408\u8fd9\u4e9b\u63aa\u65bd\uff0c\u4ed6\u4eec\u4e25\u683c\u8bc4\u4f30\u4e86 LLM \u7684\u63a8\u7406\u80fd\u529b\u6781\u9650\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%BD%93%E5%BC%BA%E5%8C%96%E5%AD%A6%E4%B9%A0%E4%B8%8D%E5%86%8D%E2%80%9C%E5%BC%BA%E5%8C%96%E2%80%9D\"><\/span>\u5f53\u5f3a\u5316\u5b66\u4e60\u4e0d\u518d\u201c\u5f3a\u5316\u201d<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6e05\u534e\u4e0e\u4e0a\u4ea4\u7684\u8fd9\u7bc7\u8bba\u6587\uff0c\u4e3a\u5f53\u524d\u4e1a\u754c\u5e7f\u6cdb\u63a8\u5d07\u7684\u5f3a\u5316\u5b66\u4e60\u8303\u5f0f\u6572\u54cd\u4e86\u8b66\u949f\u3002\u8ba9\u6211\u4eec\u4e0d\u5f97\u4e0d\u91cd\u65b0\u601d\u8003\u5f3a\u5316\u5b66\u4e60\u5728\u5927\u6a21\u578b\u8bad\u7ec3\u6d41\u7a0b\u4e2d\u7684\u771f\u6b63\u89d2\u8272\u3002<\/p>\n<p>\u6211\u4eec\u4e5f\u4e0d\u80fd\u5c06\u6a21\u578b\u7684\u201c\u80fd\u529b\u201d\u4e0e\u201c\u6548\u7387\u201d\u6df7\u4e3a\u4e00\u8c08\u3002\u80fd\u529b\uff0c\u6307\u7684\u662f\u6a21\u578b\u662f\u5426\u62e5\u6709\u89e3\u51b3\u67d0\u7c7b\u95ee\u9898\u7684\u6f5c\u8d28\u4e0e\u903b\u8f91\u94fe\u6761\uff1b\u6548\u7387\uff0c\u5219\u662f\u5728\u7ed9\u5b9a\u7684\u80fd\u529b\u8303\u56f4\u5185\uff0c\u6a21\u578b\u80fd\u4ee5\u591a\u5feb\u3001\u591a\u7a33\u3001\u591a\u7701\u8d44\u6e90\u7684\u65b9\u5f0f\u5f97\u51fa\u7b54\u6848\u3002<\/p>\n<p>\u5f3a\u5316\u5b66\u4e60\u6216\u8bb8\u786e\u5b9e\u80fd\u591f\u63d0\u5347\u6a21\u578b\u5728\u5df2\u6709\u80fd\u529b\u57fa\u7840\u4e0a\u7684\u8f93\u51fa\u8868\u73b0\uff08\u6bd4\u5982\u5728\u4f4e\u91c7\u6837\u6b21\u6570\u4e0b\u66f4\u5feb\u7ed9\u51fa\u6b63\u786e\u7b54\u6848\uff09\uff0c\u4f46\u8fd9\u5e76\u4e0d\u4ee3\u8868\u5b83\u4e3a\u6a21\u578b\u5e26\u6765\u4e86\u65b0\u7684\u63a8\u7406\u8def\u5f84\u6216\u66f4\u590d\u6742\u95ee\u9898\u7684\u89e3\u51b3\u80fd\u529b\u3002\u76f8\u53cd\uff0c\u5728\u9ad8\u91c7\u6837\u573a\u666f\u4e2d\uff0cRL \u5e26\u6765\u7684\u201c\u6536\u655b\u6027\u201d\u53ef\u80fd\u727a\u7272\u4e86\u7b54\u6848\u7684\u591a\u6837\u6027\uff0c\u4ece\u800c\u9519\u5931\u4e86\u89e3\u51b3\u66f4\u591a\u96be\u9898\u7684\u673a\u4f1a\u3002<\/p>\n<p>\u96f7\u5cf0\u7f51<span style=\"color:#FD5D3C\">(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)<\/span>\u8ba4\u4e3a\uff0c\u5f3a\u5316\u5b66\u4e60\u66f4\u50cf\u662f\u4e00\u79cd\u80fd\u529b\u8c03\u63a7\u5668\uff0c\u800c\u975e\u80fd\u529b\u521b\u9020\u5668\u3002\u5b83\u53ef\u4ee5\u8ba9\u6a21\u578b\u66f4\u64c5\u957f\u505a\u5df2\u7ecf\u80fd\u505a\u7684\u4e8b\uff0c\u4f46\u96be\u4ee5\u8ba9\u6a21\u578b\u505a\u51fa\u201c\u539f\u672c\u4e0d\u4f1a\u7684\u4e8b\u201d\u3002\u6b63\u56e0\u5982\u6b64\uff0c\u82e5\u5c06 RL \u7b80\u5355\u89c6\u4e3a\u63d0\u5347\u6a21\u578b\u901a\u7528\u667a\u80fd\u7684\u4e07\u80fd\u94a5\u5319\uff0c\u672a\u514d\u8fc7\u4e8e\u4e50\u89c2\u3002\u63a5\u4e0b\u6765\u7684\u6280\u672f\u8def\u7ebf\uff0c\u53ef\u80fd\u9700\u8981\u66f4\u591a\u5173\u6ce8\u57fa\u7840\u6a21\u578b\u5728\u8868\u793a\u80fd\u529b\u3001\u77e5\u8bc6\u7ec4\u7ec7\u4e0e\u63a8\u7406\u8def\u5f84\u6784\u5efa\u7b49\u65b9\u9762\u7684\u8bbe\u8ba1\uff0c\u800c\u975e\u8fc7\u5ea6\u4f9d\u8d56\u4e0b\u6e38\u7684\u7b56\u7565\u5fae\u8c03\u3002<\/p>\n<p>\u603b\u7684\u6765\u8bf4\uff0c\u8fd9\u9879\u7814\u7a76\u7684\u610f\u4e49\u4e0d\u5728\u4e8e\u201cRL \u65e0\u7528\u201d\u7684\u7ed3\u8bba\uff0c\u800c\u5728\u4e8e\u5b83\u63ed\u793a\u4e86\u5728\u8fc7\u70ed\u9884\u671f\u80cc\u540e\uff0c\u5f3a\u5316\u5b66\u4e60\u771f\u6b63\u9002\u7528\u7684\u8fb9\u754c\u3002\u8fd9\u6216\u8bb8\u4f1a\u4fc3\u4f7f\u7814\u7a76\u8005\u548c\u4f01\u4e1a\u5728\u5236\u5b9a\u5927\u6a21\u578b\u4f18\u5316\u65b9\u6848\u65f6\uff0c\u56de\u5f52\u95ee\u9898\u672c\u8d28\uff0c\u7528\u66f4\u6e05\u6670\u7684\u6807\u51c6\u8861\u91cf\u201c\u80fd\u529b\u7684\u63d0\u5347\u201d\u7a76\u7adf\u610f\u5473\u7740\u4ec0\u4e48\u3002<\/p>\n<p>\u53c2\u8003\u94fe\u63a5\uff1a<\/p>\n<p>https:\/\/arxiv.org\/pdf\/2504.13837<\/p>\n<p>https:\/\/x.com\/iScienceLuvr\/status\/1914171319970848942<\/p>\n<p>https:\/\/limit-of-rlvr.github.io\/<\/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\/04\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/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\/ORddev5FU7Lempuc.html\" target=\"_blank\">RL \u662f\u63a8\u7406\u795e\u5668\uff1f\u6e05\u534e\u4e0a\u4ea4\u5927\u6700\u65b0\u7814\u7a76\u6307\u51fa\uff1aRL \u8ba9\u5927\u6a21\u578b\u66f4\u4f1a\u201c\u5957\u516c\u5f0f\u201d\u3001\u5374\u4e0d\u4f1a\u771f\u63a8\u7406<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6e05\u534e\u548c\u4e0a\u4ea4\u7684\u6700\u65b0\u8bba\u6587\u4e2d\uff0c\u4e0a\u6f14\u4e86\u4e00\u573a\u201c\u5b66\u672f [&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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[73,68,81],"class_list":["post-40256","post","type-post","status-publish","format-standard","hentry","category-news","tag-73","tag-68","tag-81"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>RL \u662f\u63a8\u7406\u795e\u5668\uff1f\u6e05\u534e\u4e0a\u4ea4\u5927\u6700\u65b0\u7814\u7a76\u6307\u51fa\uff1aRL \u8ba9\u5927\u6a21\u578b\u66f4\u4f1a\u201c\u5957\u516c\u5f0f\u201d\u3001\u5374\u4e0d\u4f1a\u771f\u63a8\u7406 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=40256\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=40256#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=40256\"},\"author\":{\"name\":\"AI\u5c0f\u52a9\u624b\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\"},\"headline\":\"RL \u662f\u63a8\u7406\u795e\u5668\uff1f\u6e05\u534e\u4e0a\u4ea4\u5927\u6700\u65b0\u7814\u7a76\u6307\u51fa\uff1aRL \u8ba9\u5927\u6a21\u578b\u66f4\u4f1a\u201c\u5957\u516c\u5f0f\u201d\u3001\u5374\u4e0d\u4f1a\u771f\u63a8\u7406\",\"datePublished\":\"2025-04-23T13:02:42+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=40256\"},\"wordCount\":96,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=40256#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2025\\\/04\\\/frc-5ce267b52acda7859e2c68d14078238c.png\",\"keywords\":[\"\u591a\u6a21\u6001\",\"\u5927\u6a21\u578b\",\"\u6a21\u578b\u8bad\u7ec3\"],\"articleSection\":[\"\u884c\u4e1a\u8d44\u8baf\"],\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/17aitech.com\\\/?p=40256#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=40256\",\"url\":\"https:\\\/\\\/17aitech.com\\\/?p=40256\",\"name\":\"RL \u662f\u63a8\u7406\u795e\u5668\uff1f\u6e05\u534e\u4e0a\u4ea4\u5927\u6700\u65b0\u7814\u7a76\u6307\u51fa\uff1aRL \u8ba9\u5927\u6a21\u578b\u66f4\u4f1a\u201c\u5957\u516c\u5f0f\u201d\u3001\u5374\u4e0d\u4f1a\u771f\u63a8\u7406 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=40256#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=40256#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2025\\\/04\\\/frc-5ce267b52acda7859e2c68d14078238c.png\",\"datePublished\":\"2025-04-23T13:02:42+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=40256#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/17aitech.com\\\/?p=40256\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=40256#primaryimage\",\"url\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2025\\\/04\\\/frc-5ce267b52acda7859e2c68d14078238c.png\",\"contentUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2025\\\/04\\\/frc-5ce267b52acda7859e2c68d14078238c.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=40256#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\\\/\\\/17aitech.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"RL \u662f\u63a8\u7406\u795e\u5668\uff1f\u6e05\u534e\u4e0a\u4ea4\u5927\u6700\u65b0\u7814\u7a76\u6307\u51fa\uff1aRL \u8ba9\u5927\u6a21\u578b\u66f4\u4f1a\u201c\u5957\u516c\u5f0f\u201d\u3001\u5374\u4e0d\u4f1a\u771f\u63a8\u7406\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#website\",\"url\":\"https:\\\/\\\/17aitech.com\\\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/17aitech.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"url\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"contentUrl\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\\\/\\\/17aitech.com\\\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"RL \u662f\u63a8\u7406\u795e\u5668\uff1f\u6e05\u534e\u4e0a\u4ea4\u5927\u6700\u65b0\u7814\u7a76\u6307\u51fa\uff1aRL \u8ba9\u5927\u6a21\u578b\u66f4\u4f1a\u201c\u5957\u516c\u5f0f\u201d\u3001\u5374\u4e0d\u4f1a\u771f\u63a8\u7406 - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=40256","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/17aitech.com\/?p=40256#article","isPartOf":{"@id":"https:\/\/17aitech.com\/?p=40256"},"author":{"name":"AI\u5c0f\u52a9\u624b","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"headline":"RL \u662f\u63a8\u7406\u795e\u5668\uff1f\u6e05\u534e\u4e0a\u4ea4\u5927\u6700\u65b0\u7814\u7a76\u6307\u51fa\uff1aRL \u8ba9\u5927\u6a21\u578b\u66f4\u4f1a\u201c\u5957\u516c\u5f0f\u201d\u3001\u5374\u4e0d\u4f1a\u771f\u63a8\u7406","datePublished":"2025-04-23T13:02:42+00:00","mainEntityOfPage":{"@id":"https:\/\/17aitech.com\/?p=40256"},"wordCount":96,"commentCount":0,"image":{"@id":"https:\/\/17aitech.com\/?p=40256#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5ce267b52acda7859e2c68d14078238c.png","keywords":["\u591a\u6a21\u6001","\u5927\u6a21\u578b","\u6a21\u578b\u8bad\u7ec3"],"articleSection":["\u884c\u4e1a\u8d44\u8baf"],"inLanguage":"zh-Hans","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/17aitech.com\/?p=40256#respond"]}]},{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=40256","url":"https:\/\/17aitech.com\/?p=40256","name":"RL \u662f\u63a8\u7406\u795e\u5668\uff1f\u6e05\u534e\u4e0a\u4ea4\u5927\u6700\u65b0\u7814\u7a76\u6307\u51fa\uff1aRL \u8ba9\u5927\u6a21\u578b\u66f4\u4f1a\u201c\u5957\u516c\u5f0f\u201d\u3001\u5374\u4e0d\u4f1a\u771f\u63a8\u7406 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=40256#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=40256#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5ce267b52acda7859e2c68d14078238c.png","datePublished":"2025-04-23T13:02:42+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=40256#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=40256"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=40256#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5ce267b52acda7859e2c68d14078238c.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5ce267b52acda7859e2c68d14078238c.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=40256#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"RL \u662f\u63a8\u7406\u795e\u5668\uff1f\u6e05\u534e\u4e0a\u4ea4\u5927\u6700\u65b0\u7814\u7a76\u6307\u51fa\uff1aRL \u8ba9\u5927\u6a21\u578b\u66f4\u4f1a\u201c\u5957\u516c\u5f0f\u201d\u3001\u5374\u4e0d\u4f1a\u771f\u63a8\u7406"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/40256","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=40256"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/40256\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=40256"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=40256"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=40256"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}