{"id":40825,"date":"2026-02-04T22:06:05","date_gmt":"2026-02-04T14:06:05","guid":{"rendered":"https:\/\/17aitech.com\/?p=40825"},"modified":"2026-02-04T22:06:05","modified_gmt":"2026-02-04T14:06:05","slug":"%e4%b8%8a%e4%ba%a4%e5%a4%a7%e6%99%ba%e8%83%bd%e8%ae%a1%e7%ae%97%e7%a0%94%e7%a9%b6%e9%99%a2%e8%ae%ba%e6%96%87%ef%bc%9a%e4%b8%8d%e5%8f%aa%e7%ae%97%e5%af%b9%e7%ad%94%e6%a1%88%ef%bc%8c%e5%a4%a7%e6%a8%a1","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40825","title":{"rendered":"\u4e0a\u4ea4\u5927\u667a\u80fd\u8ba1\u7b97\u7814\u7a76\u9662\u8bba\u6587\uff1a\u4e0d\u53ea\u7b97\u5bf9\u7b54\u6848\uff0c\u5927\u6a21\u578b\u5982\u4f55\u771f\u6b63\u5b66\u4f1a\u8fd0\u7b79\u5efa\u6a21\u4e28ICLR 2026"},"content":{"rendered":"<p>\u5728\u5927\u8bed\u8a00\u6a21\u578b\u9010\u6b65\u4ece\u901a\u7528\u63a8\u7406\u5de5\u5177\u8d70\u5411\u4e13\u4e1a\u9886\u57df\u5e94\u7528\u7684\u8fc7\u7a0b\u4e2d\uff0c\u8fd0\u7b79\u4f18\u5316\uff08OR\uff09\u6210\u4e3a\u4e00\u4e2a\u6781\u5177\u5438\u5f15\u529b\u3001\u540c\u65f6\u4e5f\u6781\u5177\u6311\u6218\u6027\u7684\u65b9\u5411\u3002<\/p>\n<p>\u4e00\u65b9\u9762\uff0c\u8fd0\u7b79\u4f18\u5316\u95ee\u9898\u5929\u7136\u5177\u5907\u6e05\u6670\u7684\u6570\u5b66\u7ed3\u6784\u548c\u53ef\u9a8c\u8bc1\u7684\u6c42\u89e3\u7ed3\u679c\uff0c\u770b\u4f3c\u975e\u5e38\u9002\u5408\u7531\u6a21\u578b\u81ea\u52a8\u5b8c\u6210\u5efa\u6a21\u4e0e\u6c42\u89e3\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u771f\u5b9e\u8fd0\u7b79\u5efa\u6a21\u9ad8\u5ea6\u4f9d\u8d56\u53d8\u91cf\u5b9a\u4e49\u3001\u7ea6\u675f\u8bbe\u8ba1\u4e0e\u76ee\u6807\u51fd\u6570\u4e4b\u95f4\u7684\u6574\u4f53\u4e00\u81f4\u6027\uff0c\u5176\u63a8\u7406\u8fc7\u7a0b\u5f80\u5f80\u5448\u73b0\u51fa\u5f3a\u6b65\u9aa4\u4f9d\u8d56\u548c\u5f3a\u8026\u5408\u7279\u5f81\uff0c\u8fdc\u975e\u7b97\u51fa\u4e00\u4e2a\u6b63\u786e\u7b54\u6848\u6240\u80fd\u8986\u76d6\u3002<\/p>\n<p>\u6b63\u662f\u5728\u8fd9\u4e00\u5f20\u529b\u4e4b\u4e0b\uff0c\u5f53\u524d\u8fd0\u7b79\u5efa\u6a21\u5927\u6a21\u578b\u7814\u7a76\u9010\u6e10\u66b4\u9732\u51fa\u4e00\u4e2a\u6838\u5fc3\u56f0\u5883\uff1a\u6a21\u578b\u5728\u6c42\u89e3\u5668\u5c42\u9762\u5f97\u5230\u6b63\u786e\u7ed3\u679c\uff0c\u5e76\u4e0d\u610f\u5473\u7740\u5176\u5b8c\u6210\u4e86\u6b63\u786e\u7684\u5efa\u6a21\u3002\u5728\u73b0\u6709\u4e3b\u6d41\u8bad\u7ec3\u8303\u5f0f\u4e2d\uff0c\u65e0\u8bba\u662f\u4ec5\u4f9d\u636e\u6700\u7ec8\u6c42\u89e3\u7ed3\u679c\u8fdb\u884c\u5956\u52b1\uff0c\u8fd8\u662f\u5bf9\u4e2d\u95f4\u6b65\u9aa4\u8fdb\u884c\u5c40\u90e8\u3001\u9010\u6b65\u7684\u8fc7\u7a0b\u76d1\u7763\uff0c\u90fd\u96be\u4ee5\u51c6\u786e\u523b\u753b\u8fd0\u7b79\u5efa\u6a21\u8fd9\u79cd\u957f\u94fe\u6761\u63a8\u7406\u4efb\u52a1\u7684\u771f\u5b9e\u8d28\u91cf\u3002<\/p>\n<p>\u8fd9\u79cd\u76d1\u7763\u4fe1\u53f7\u4e0e\u4efb\u52a1\u672c\u8d28\u4e4b\u95f4\u7684\u9519\u4f4d\uff0c\u4f7f\u5f97\u5efa\u6a21\u9519\u8bef\u53ef\u80fd\u88ab\u63a9\u76d6\uff0c\u751a\u81f3\u88ab\u53cd\u590d\u5f3a\u5316\uff0c\u9010\u6e10\u6210\u4e3a\u5927\u6a21\u578b\u8d70\u5411\u5de5\u4e1a\u7ea7\u8fd0\u7b79\u4f18\u5316\u5e94\u7528\u7684\u5173\u952e\u74f6\u9888\u3002\u5728\u8fd9\u6837\u7684\u7814\u7a76\u80cc\u666f\u4e0b\uff0c\u6765\u81ea\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u667a\u80fd\u8ba1\u7b97\u7814\u7a76\u9662\u845b\u51ac\u51ac\u3001\u6797\u6c5f\u6d69\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u300aStepORLM: A Self-Evolving Framework with Generative Process Supervision for Operations Research Language Models\u300b\u3002<\/p>\n<p>\u8fd9\u9879\u7814\u7a76\u5e76\u672a\u4ec5\u4ece\u6a21\u578b\u89c4\u6a21\u6216\u6570\u636e\u91cf\u5165\u624b\uff0c\u800c\u662f\u4ece\u8bad\u7ec3\u8303\u5f0f\u672c\u8eab\u51fa\u53d1\uff0c\u7cfb\u7edf\u6027\u53cd\u601d\u4e86\u7ed3\u679c\u5956\u52b1\u4e0e\u4f20\u7edf\u8fc7\u7a0b\u76d1\u7763\u5728\u8fd0\u7b79\u5efa\u6a21\u4efb\u52a1\u4e2d\u7684\u6839\u672c\u5c40\u9650\uff0c\u5e76\u63d0\u51fa\u4e86\u4e00\u79cd\u7531\u7b56\u7565\u6a21\u578b\u4e0e\u751f\u6210\u5f0f\u8fc7\u7a0b\u5956\u52b1\u6a21\u578b\uff08GenPRM\uff09\u534f\u540c\u8fdb\u5316\u7684\u81ea\u8fdb\u5316\u8bad\u7ec3\u6846\u67b6\u3002\u901a\u8fc7\u5c06\u6700\u7ec8\u6c42\u89e3\u7ed3\u679c\u4e0e\u5bf9\u5b8c\u6574\u63a8\u7406\u8fc7\u7a0b\u7684\u56de\u987e\u5f0f\u3001\u5168\u5c40\u8bc4\u4f30\u76f8\u7ed3\u5408\uff0cStepORLM \u8bd5\u56fe\u5f15\u5bfc\u6a21\u578b\u771f\u6b63\u5b66\u4e60\u5982\u4f55\u6784\u5efa\u4e00\u81f4\u3001\u53ef\u9760\u7684\u8fd0\u7b79\u4f18\u5316\u6a21\u578b\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u751f\u6210\u4e00\u4e2a\u53ef\u884c\u89e3\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-c76f867ce9860670d192f4ac4038529c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-c76f867ce9860670d192f4ac4038529c.png\"><\/a><\/p>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2509.22558<\/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 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\u4ee5\u53ca ReSocratic\u3002<\/p>\n<p>\u6240\u6709\u5b9e\u9a8c\u7edf\u4e00\u91c7\u7528 Pass@1 accuracy \u4f5c\u4e3a\u8bc4\u4ef7\u6307\u6807\uff0c\u5373\u6a21\u578b\u4ec5\u751f\u6210\u4e00\u6b21\u5b8c\u6574\u7684\u89e3\u9898\u8f68\u8ff9\uff0c\u5e76\u901a\u8fc7\u5916\u90e8 OR \u6c42\u89e3\u5668\u8fdb\u884c\u9a8c\u8bc1\uff0c\u53ea\u6709\u5f53\u751f\u6210\u7684\u4ee3\u7801\u80fd\u591f\u6210\u529f\u6267\u884c\u3001\u5efa\u6a21\u8fc7\u7a0b\u6b63\u786e\u4e14\u6700\u7ec8\u7ed3\u679c\u88ab\u6c42\u89e3\u5668\u5224\u5b9a\u4e3a\u53ef\u884c\u4e14\u6700\u4f18\u65f6\uff0c\u624d\u88ab\u89c6\u4e3a\u4e00\u6b21\u6210\u529f\u3002\u8fd9\u4e00\u8bc4\u4ef7\u6807\u51c6\u5bf9\u6a21\u578b\u63d0\u51fa\u4e86\u8f83\u9ad8\u8981\u6c42\uff0c\u4e0d\u4ec5\u8003\u5bdf\u6700\u7ec8\u6570\u503c\u7ed3\u679c\u7684\u6b63\u786e\u6027\uff0c\u4e5f\u4e25\u683c\u7ea6\u675f\u4e86\u5efa\u6a21\u903b\u8f91\u548c\u5b9e\u73b0\u5c42\u9762\u7684\u53ef\u9760\u6027\u3002<\/p>\n<p>\u518d\u770b\u5b9e\u9a8c\u7ed3\u679c\uff0c\u5728\u4e0e\u4e0d\u540c\u7c7b\u522b\u65b9\u6cd5\u7684\u5bf9\u6bd4\u5b9e\u9a8c\u4e2d\uff0cStepORLM \u5c55\u73b0\u51fa\u663e\u8457\u4f18\u52bf\u3002\u9996\u5148\uff0c\u4e0e\u96f6\u6837\u672c\u901a\u7528\u5927\u8bed\u8a00\u6a21\u578b\u76f8\u6bd4\uff0c\u4ec5\u6709 8B \u53c2\u6570\u89c4\u6a21\u7684 StepORLM \u5728\u5e73\u5747\u51c6\u786e\u7387\u4e0a\u660e\u663e\u8d85\u8fc7\u4e86 DeepSeek-V3\uff08671B\uff09\u548c Qwen2.5-72B \u7b49\u8d85\u5927\u6a21\u578b\uff0c\u5e76\u5168\u9762\u4f18\u4e8e GPT-4o \u7684\u96f6\u6837\u672c\u8868\u73b0\uff0c\u5c24\u5176\u5728 ComplexOR \u548c IndustryOR \u7b49\u9ad8\u96be\u5ea6\u573a\u666f\u4e2d\u4f18\u52bf\u66f4\u52a0\u7a81\u51fa\u3002<\/p>\n<p>\u8fd9\u4e00\u7ed3\u679c\u8868\u660e\uff0c\u5728\u8fd0\u7b79\u4f18\u5316\u5efa\u6a21\u4efb\u52a1\u4e2d\uff0c\u6a21\u578b\u53c2\u6570\u89c4\u6a21\u672c\u8eab\u5df2\u4e0d\u518d\u662f\u51b3\u5b9a\u6027\u56e0\u7d20\uff0c\u8bad\u7ec3\u8303\u5f0f\u4e0e\u76d1\u7763\u4fe1\u53f7\u8bbe\u8ba1\u624d\u662f\u6027\u80fd\u63d0\u5347\u7684\u5173\u952e\u3002<\/p>\n<p>\u5176\u6b21\uff0c\u4e0e\u73b0\u6709\u4e13\u95e8\u9488\u5bf9 OR \u4efb\u52a1\u8fdb\u884c\u5fae\u8c03\u7684\u6a21\u578b\u76f8\u6bd4\uff0cStepORLM \u5728\u6240\u6709\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u5747\u53d6\u5f97\u4e86\u66f4\u4f18\u7ed3\u679c\uff0c\u4e14\u5728 NLP4LP\u3001ComplexOR \u548c ReSocratic \u7b49\u9ad8\u5ea6\u4f9d\u8d56\u591a\u6b65\u9aa4\u63a8\u7406\u6b63\u786e\u6027\u7684\u4efb\u52a1\u4e2d\u63d0\u5347\u5c24\u4e3a\u660e\u663e\uff0c\u8fd9\u8fdb\u4e00\u6b65\u8bf4\u660e\u5176\u6027\u80fd\u589e\u76ca\u5e76\u975e\u6765\u6e90\u4e8e\u66f4\u591a\u6216\u66f4\u5927\u89c4\u6a21\u7684\u6570\u636e\uff0c\u800c\u4e3b\u8981\u5f97\u76ca\u4e8e\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5f15\u5165\u4e86\u66f4\u9ad8\u8d28\u91cf\u3001\u66f4\u7b26\u5408\u4efb\u52a1\u672c\u8d28\u7684\u76d1\u7763\u4fe1\u53f7\u3002<\/p>\n<p>\u8fdb\u4e00\u6b65\u5730\uff0c\u4e0e\u591a\u79cd agentic method \u63a8\u7406\u65b9\u6cd5\uff08\u5982 CoT\u3001Chain-of-Experts\u3001OptiMUS \u548c CAFA\uff09\u76f8\u6bd4\uff0cStepORLM \u4ec5\u901a\u8fc7\u5355\u6b21\u751f\u6210\u5c31\u80fd\u53d6\u5f97\u66f4\u7a33\u5b9a\u7684\u8868\u73b0\u548c\u66f4\u5c11\u7684\u5efa\u6a21\u9519\u8bef\u3002\u5176\u6839\u672c\u539f\u56e0\u5728\u4e8e\uff0cagent \u65b9\u6cd5\u4e3b\u8981\u5728\u63a8\u7406\u9636\u6bb5\u5c1d\u8bd5\u5bf9\u5df2\u751f\u6210\u7684\u7ed3\u679c\u8fdb\u884c\u4fee\u6b63\uff0c\u800c StepORLM \u5219\u901a\u8fc7\u5728\u8bad\u7ec3\u9636\u6bb5\u5f15\u5165\u8fc7\u7a0b\u7ea7\u76d1\u7763\uff0c\u4ece\u6839\u6e90\u4e0a\u51cf\u5c11\u4e86\u9519\u8bef\u63a8\u7406\u8def\u5f84\u88ab\u6a21\u578b\u5b66\u4e60\u548c\u5f3a\u5316\u7684\u53ef\u80fd\u6027\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-8f52ac16cc4dcb357f0007419b461bc8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-8f52ac16cc4dcb357f0007419b461bc8.png\"><\/a><\/p>\n<p>\u6b64\u5916\uff0c\u7814\u7a76\u8fd8\u8bc4\u4f30\u4e86\u5c06\u5171\u540c\u8fdb\u5316\u5f97\u5230\u7684\u751f\u6210\u5f0f\u8fc7\u7a0b\u5956\u52b1\u6a21\u578b\u5f15\u5165\u63a8\u7406\u9636\u6bb5\u3001\u4f5c\u4e3a\u9a8c\u8bc1\u5668\u7684\u6548\u679c\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u5f53 StepORLM \u4e0e GenPRM \u7ed3\u5408\u4f7f\u7528\u65f6\uff0c\u5176\u5e73\u5747 Pass@1 \u51c6\u786e\u7387\u53ef\u8fdb\u4e00\u6b65\u63d0\u5347\u81f3 85.6%\uff0c\u5e76\u5728\u6700\u5177\u6311\u6218\u6027\u7684 ComplexOR \u548c IndustryOR \u6570\u636e\u96c6\u4e0a\u5206\u522b\u53d6\u5f97\u4e86\u7ea6 9.9% \u548c 9.5% \u7684\u663e\u8457\u589e\u76ca\u3002<\/p>\n<p>\u66f4\u4e3a\u91cd\u8981\u7684\u662f\uff0cGenPRM \u5e76\u4e0d\u53ea\u5bf9 StepORLM \u6709\u6548\uff0c\u5f53\u5176\u4e0e\u5176\u4ed6\u8fd0\u7b79\u4f18\u5316\u6a21\u578b\uff08\u5982 ORLM\uff09\u7ed3\u5408\u4f7f\u7528\u65f6\uff0c\u540c\u6837\u80fd\u591f\u5e26\u6765\u63a5\u8fd1 10% \u7684\u6027\u80fd\u63d0\u5347\uff0c\u8fd9\u8868\u660e GenPRM \u5b66\u5230\u7684\u662f\u6a21\u578b\u65e0\u5173\u7684\u8fd0\u7b79\u63a8\u7406\u5224\u636e\uff0c\u800c\u975e\u4ec5\u9488\u5bf9\u67d0\u4e00\u7279\u5b9a\u6a21\u578b\u7684\u542f\u53d1\u5f0f\u89c4\u5219\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-1988d8c322417921775f3f8704e05e62.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-1988d8c322417921775f3f8704e05e62.png\"><\/a><\/p>\n<p>\u6700\u540e\uff0c\u901a\u8fc7\u4e00\u7cfb\u5217\u6d88\u878d\u5b9e\u9a8c\uff0c\u7814\u7a76\u9a8c\u8bc1\u4e86\u5404\u4e2a\u5173\u952e\u7ec4\u4ef6\u5728\u6574\u4f53\u6846\u67b6\u4e2d\u7684\u5fc5\u8981\u6027\uff1a\u79fb\u9664 warm-up \u9636\u6bb5\u7684\u76d1\u7763\u5fae\u8c03\u4f1a\u5bfc\u81f4\u6027\u80fd\u5927\u5e45\u4e0b\u964d\uff0c\u53d6\u6d88\u81ea\u8fdb\u5316\u8bad\u7ec3\u4f1a\u4f7f\u6a21\u578b\u6027\u80fd\u8fc5\u901f\u505c\u6ede\uff0c\u51bb\u7ed3 GenPRM \u4e0d\u518d\u8fdb\u5316\u6216\u7528\u666e\u901a DPO \u66ff\u4ee3\u52a0\u6743 DPO \u5747\u4f1a\u524a\u5f31\u5b66\u4e60\u6548\u679c\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-6d52502580d1f3a965564333f0863beb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-6d52502580d1f3a965564333f0863beb.png\"><\/a><\/p>\n<p>\u540c\u65f6\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u5206\u6790\u7ed3\u679c\u4e5f\u8868\u660e\uff0c\u6a21\u578b\u6027\u80fd\u7684\u63d0\u5347\u662f\u968f\u7740\u81ea\u8fdb\u5316\u8fed\u4ee3\u9010\u6b65\u7d2f\u79ef\u7684\uff0c\u800c\u5e76\u975e\u901a\u8fc7\u4e00\u6b21\u76d1\u7763\u5fae\u8c03\u5373\u53ef\u8fbe\u5230\u6700\u7ec8\u6c34\u5e73\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-e3b6814548f2c09c26f17f383cc61233.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-e3b6814548f2c09c26f17f383cc61233.png\"><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BB%8E%E5%81%B6%E7%84%B6%E6%AD%A3%E7%A1%AE%EF%BC%8C%E5%88%B0%E7%B3%BB%E7%BB%9F%E5%8F%AF%E9%9D%A0\"><\/span>\u4ece\u5076\u7136\u6b63\u786e\uff0c\u5230\u7cfb\u7edf\u53ef\u9760<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u8fd9\u9879\u7814\u7a76\u9488\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u5728\u8fd0\u7b79\u4f18\u5316\u5efa\u6a21\u4efb\u52a1\u4e2d\u5b58\u5728\u7684\u53ef\u9760\u6027\u95ee\u9898\u5c55\u5f00\uff0c\u7814\u7a76\u56e2\u961f\u6307\u51fa\uff0c\u73b0\u6709\u65b9\u6cd5\u4e3b\u8981\u5b58\u5728\u4e24\u7c7b\u6839\u672c\u6027\u7f3a\u9677\u3002<\/p>\n<p>\u7b2c\u4e00\u7c7b\u662f\u7ed3\u679c\u5bfc\u5411\u5956\u52b1\u7684\u4fe1\u7528\u5206\u914d\u95ee\u9898\uff08Credit Assignment Problem\uff09\uff0c\u5373\u4ec5\u4f9d\u636e\u5916\u90e8\u6c42\u89e3\u5668\u662f\u5426\u6210\u529f\u5bf9\u6a21\u578b\u8fdb\u884c\u5956\u52b1\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u53ea\u8981\u6a21\u578b\u6700\u7ec8\u5f97\u5230\u4e00\u4e2a\u53ef\u884c\u4e14\u6b63\u786e\u7684\u89e3\uff0c\u5373\u4fbf\u4e2d\u95f4\u63a8\u7406\u8fc7\u7a0b\u5b58\u5728\u660e\u663e\u9519\u8bef\uff0c\u4e5f\u4f1a\u88ab\u5f3a\u5316\u3002<\/p>\n<p>\u8fd9\u5728\u8fd0\u7b79\u573a\u666f\u4e2d\u5c24\u4e3a\u5371\u9669\uff0c\u4f8b\u5982\u6f0f\u6389\u67d0\u4e2a\u8f83\u677e\u7684\u7ea6\u675f\u3001\u53d8\u91cf\u5b9a\u4e49\u4e0d\u4e25\u8c28\u7b49\u9519\u8bef\uff0c\u53ef\u80fd\u5728\u7279\u5b9a\u5b9e\u4f8b\u91cc\u4e0d\u5f71\u54cd\u6700\u4f18\u503c\uff0c\u5374\u4f1a\u8ba9\u6a21\u578b\u8bef\u4ee5\u4e3a\u201c\u8fd9\u7c7b\u5efa\u6a21\u4e5f\u884c\u201d\uff0c\u4ece\u800c\u628a\u4e0d\u7a33\u5b9a\u751a\u81f3\u9519\u8bef\u7684\u5efa\u6a21\u903b\u8f91\u56fa\u5316\u4e0b\u6765\u3002<\/p>\n<p>\u7b2c\u4e8c\u7c7b\u7f3a\u9677\u6765\u81ea\u4f20\u7edf\u5224\u522b\u5f0f\u8fc7\u7a0b\u76d1\u7763\u7684\u77ed\u89c6\u6027\uff08Myopic Supervision\uff09\uff0c\u8fd9\u7c7b\u65b9\u6cd5\u901a\u5e38\u5bf9\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7684\u6bcf\u4e00\u6b65\u8fdb\u884c\u72ec\u7acb\u8bc4\u4f30\uff0c\u96be\u4ee5\u7406\u89e3\u6b65\u9aa4\u4e4b\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb\uff0c\u4e5f\u65e0\u6cd5\u5224\u65ad\u67d0\u4e9b\u65e9\u671f\u51b3\u7b56\u5728\u6574\u4f53\u5efa\u6a21\u8bed\u5883\u4e0b\u662f\u5426\u5408\u7406\u3002<\/p>\n<p>\u7136\u800c\uff0c\u8fd0\u7b79\u4f18\u5316\u5efa\u6a21\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u6b65\u9aa4\u4e4b\u95f4\u9ad8\u5ea6\u4f9d\u8d56\u3001\u5f3a\u8026\u5408\u7684\u957f\u94fe\u6761\u63a8\u7406\u4efb\u52a1\uff0c\u5c40\u90e8\u3001\u5272\u88c2\u7684\u76d1\u7763\u4fe1\u53f7\u96be\u4ee5\u51c6\u786e\u53cd\u6620\u6574\u4f53\u63a8\u7406\u8d28\u91cf\u3002<\/p>\n<p>\u9488\u5bf9\u4e0a\u8ff0\u95ee\u9898\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86 StepORLM \u7684\u6574\u4f53\u8bad\u7ec3\u6846\u67b6\uff0c\u8fd9\u4e2a\u6846\u67b6\u91c7\u7528\u201c\u4e24\u9636\u6bb5\u8bad\u7ec3 + \u81ea\u8fdb\u5316\u95ed\u73af\u201d\u7684\u8bbe\u8ba1\u601d\u8def\u3002\u5728\u7b2c\u4e00\u9636\u6bb5\u7684 warm-up \u8fc7\u7a0b\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u65e8\u5728\u6784\u5efa\u4e00\u4e2a\u9ad8\u8d28\u91cf\u7684\u521d\u59cb\u7b56\u7565\u6a21\u578b\uff0c\u4f7f\u5176\u5177\u5907\u57fa\u672c\u7684\u8fd0\u7b79\u4f18\u5316\u5efa\u6a21\u80fd\u529b\uff0c\u80fd\u591f\u8f93\u51fa\u7ed3\u6784\u5316\u3001\u591a\u6b65\u9aa4\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u5e76\u907f\u514d\u5728\u5efa\u6a21\u548c\u4ee3\u7801\u751f\u6210\u9636\u6bb5\u51fa\u73b0\u5927\u91cf\u968f\u610f\u6027\u9519\u8bef\u3002<\/p>\n<p>\u4e3a\u6b64\uff0c\u7814\u7a76\u4eba\u5458\u5229\u7528\u6559\u5e08\u6a21\u578b\uff08GPT-4o\uff09\u81ea\u52a8\u751f\u6210\u8fd0\u7b79\u4f18\u5316\u95ee\u9898\uff0c\u5e76\u901a\u8fc7\u6539\u5199\u3001\u5355\u4f4d\u8f6c\u6362\u548c\u53c2\u6570\u7f29\u653e\u7b49\u65b9\u5f0f\u589e\u5f3a\u95ee\u9898\u591a\u6837\u6027\u3002\u968f\u540e\uff0c\u6559\u5e08\u6a21\u578b\u4e3a\u6bcf\u4e2a\u95ee\u9898\u751f\u6210\u5b8c\u6574\u7684\u63a8\u7406\u8f68\u8ff9\uff0c\u8986\u76d6\u95ee\u9898\u5206\u6790\u3001\u53d8\u91cf\u5b9a\u4e49\u3001\u76ee\u6807\u51fd\u6570\u6784\u5efa\u3001\u7ea6\u675f\u8bbe\u8ba1\u3001\u6570\u5b66\u6a21\u578b\u8868\u8ff0\u4ee5\u53ca\u6c42\u89e3\u4ee3\u7801\u5b9e\u73b0\u7b49\u5173\u952e\u6b65\u9aa4\u3002<\/p>\n<p>\u6240\u6709\u751f\u6210\u8f68\u8ff9\u5747\u9700\u7ecf\u8fc7\u4e25\u683c\u9a8c\u8bc1\uff0c\u5305\u62ec\u4ee3\u7801\u6267\u884c\u4ee5\u53ca\u5916\u90e8 OR \u6c42\u89e3\u5668\u5bf9\u53ef\u884c\u6027\u3001\u6700\u4f18\u6027\u548c\u6267\u884c\u6b63\u786e\u6027\u7684\u68c0\u67e5\u3002\u82e5\u9a8c\u8bc1\u5931\u8d25\uff0c\u7cfb\u7edf\u4f1a\u81ea\u52a8\u5c06\u53cd\u9988\u8fd4\u56de\u7ed9\u6559\u5e08\u6a21\u578b\u8fdb\u884c\u4fee\u6b63\uff0c\u76f4\u81f3\u901a\u8fc7\u9a8c\u8bc1\u6216\u8fbe\u5230\u91cd\u8bd5\u4e0a\u9650\u3002\u6700\u7ec8\uff0c\u8fd9\u4e2a\u9636\u6bb5\u6784\u5efa\u4e86\u7531\u95ee\u9898\u53ca\u5176\u5bf9\u5e94\u7684\u5b8c\u6574\u4e14\u6b63\u786e\u63a8\u7406\u8f68\u8ff9\u7ec4\u6210\u7684\u6570\u636e\u96c6\uff0c\u7528\u4e8e\u5bf9\u7b56\u7565\u6a21\u578b\u8fdb\u884c\u76d1\u7763\u5fae\u8c03\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-6f8ad2665d46b46ca515fcae19cdec44.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-6f8ad2665d46b46ca515fcae19cdec44.png\"><\/a><\/p>\n<p>\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u8fd9\u9879\u7814\u7a76\u8fdb\u5165\u7b2c\u4e8c\u9636\u6bb5\uff0c\u5373\u7b56\u7565\u6a21\u578b\u4e0e\u751f\u6210\u5f0f\u8fc7\u7a0b\u5956\u52b1\u6a21\u578b\uff08GenPRM\uff09\u534f\u540c\u8fdb\u5316\u7684\u81ea\u8fdb\u5316\u8bad\u7ec3\u9636\u6bb5\uff0c\u8fd9\u4e5f\u662f\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u7684\u6838\u5fc3\u521b\u65b0\u3002\u96f7\u5cf0\u7f51<span style=\"color:#FD5D3C\">(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)<\/span><\/p>\n<p>\u5728\u8fd9\u4e2a\u9636\u6bb5\uff0c\u7cfb\u7edf\u540c\u65f6\u7ef4\u62a4\u4e24\u4e2a\u6a21\u578b\uff1a\u7b56\u7565\u6a21\u578b\u8d1f\u8d23\u751f\u6210\u5b8c\u6574\u7684 OR \u89e3\u9898\u8f68\u8ff9\uff0c\u800c GenPRM \u5219\u4ece\u5168\u5c40\u89c6\u89d2\u5bf9\u6574\u6761\u63a8\u7406\u8fc7\u7a0b\u8fdb\u884c\u56de\u987e\u5f0f\u8bc4\u4f30\uff0c\u5224\u65ad\u5404\u4e2a\u6b65\u9aa4\u5728\u6574\u4f53\u5efa\u6a21\u903b\u8f91\u4e2d\u7684\u5408\u7406\u6027\u3002\u4e0e\u4f20\u7edf\u8fc7\u7a0b\u5956\u52b1\u6a21\u578b\u4e0d\u540c\uff0cGenPRM \u5e76\u975e\u5bf9\u5355\u4e2a\u6b65\u9aa4\u8fdb\u884c\u7b80\u5355\u6253\u5206\uff0c\u800c\u662f\u5177\u5907\u63a8\u7406\u4e0e\u7efc\u5408\u5224\u65ad\u80fd\u529b\uff0c\u80fd\u591f\u6355\u6349\u6b65\u9aa4\u4e4b\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb\u3002<\/p>\n<p>\u5728\u6bcf\u4e00\u8f6e\u8bad\u7ec3\u8fed\u4ee3\u4e2d\uff0c\u7b56\u7565\u6a21\u578b\u9488\u5bf9\u540c\u4e00\u95ee\u9898\u751f\u6210\u591a\u6761\u5019\u9009\u89e3\u9898\u8f68\u8ff9\uff0c\u5e76\u5f15\u5165\u53cc\u6e90\u53cd\u9988\u673a\u5236\u8fdb\u884c\u8bc4\u4f30\u3002\u4e00\u65b9\u9762\uff0c\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u5916\u90e8\u6c42\u89e3\u5668\u4e3a\u6bcf\u6761\u8f68\u8ff9\u63d0\u4f9b\u6700\u7ec8\u7ed3\u679c\u7684\u6b63\u786e\u6027\u53cd\u9988\uff1b\u53e6\u4e00\u65b9\u9762\uff0cGenPRM \u5bf9\u6574\u6761\u63a8\u7406\u8fc7\u7a0b\u8fdb\u884c\u8bc4\u4ef7\uff0c\u8861\u91cf\u4e0d\u540c\u8f68\u8ff9\u5728\u8fc7\u7a0b\u5c42\u9762\u7684\u8d28\u91cf\u3002<\/p>\n<p>\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u4e0d\u540c\u8f68\u8ff9\u88ab\u4e24\u4e24\u6bd4\u8f83\u4ee5\u6784\u9020\u504f\u597d\u5bf9\uff0c\u5176\u4e2d\u6c42\u89e3\u5668\u9a8c\u8bc1\u6210\u529f\u7684\u8f68\u8ff9\u4f18\u4e8e\u5931\u8d25\u7684\u8f68\u8ff9\uff0c\u800c\u5728\u7ed3\u679c\u76f8\u540c\u7684\u60c5\u51b5\u4e0b\uff0c\u5219\u7531\u8fc7\u7a0b\u8d28\u91cf\u66f4\u9ad8\u7684\u8f68\u8ff9\u80dc\u51fa\u3002\u7814\u7a76\u56e2\u961f\u8fdb\u4e00\u6b65\u5f15\u5165\u52a0\u6743\u7684 Direct Preference Optimization \u65b9\u6cd5\uff0c\u5bf9\u4e0d\u540c\u504f\u597d\u5bf9\u8d4b\u4e88\u4e0d\u540c\u6743\u91cd\uff0c\u4ece\u800c\u533a\u5206\u4e25\u91cd\u5efa\u6a21\u9519\u8bef\u4e0e\u7ec6\u5fae\u63a8\u7406\u6539\u8fdb\uff0c\u5e76\u636e\u6b64\u66f4\u65b0\u7b56\u7565\u6a21\u578b\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-bbea5dc8f542549408b1346aa60ce5ec.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-bbea5dc8f542549408b1346aa60ce5ec.png\"><\/a><\/p>\n<p>\u4e0e\u6b64\u540c\u65f6\uff0cGenPRM \u4e5f\u5229\u7528\u7ecf\u6c42\u89e3\u5668\u9a8c\u8bc1\u7684\u9ad8\u8d28\u91cf\u63a8\u7406\u8f68\u8ff9\u8fdb\u884c\u6301\u7eed\u76d1\u7763\u5fae\u8c03\uff0c\u4f7f\u5176\u8bc4\u4f30\u6807\u51c6\u9010\u6b65\u53d8\u5f97\u66f4\u52a0\u51c6\u786e\u548c\u4e25\u683c\u3002<\/p>\n<p>\u968f\u7740\u8bad\u7ec3\u8fed\u4ee3\u7684\u63a8\u8fdb\uff0c\u7b56\u7565\u6a21\u578b\u751f\u6210\u7684\u8f68\u8ff9\u8d28\u91cf\u4e0d\u65ad\u63d0\u5347\uff0c\u53cd\u8fc7\u6765\u4e3a GenPRM \u63d0\u4f9b\u66f4\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u6837\u672c\uff0c\u800c\u4e0d\u65ad\u8fdb\u5316\u7684 GenPRM \u53c8\u80fd\u591f\u4e3a\u7b56\u7565\u6a21\u578b\u63d0\u4f9b\u66f4\u7cbe\u786e\u7684\u8fc7\u7a0b\u53cd\u9988\uff0c\u4ece\u800c\u5728\u4e8c\u8005\u4e4b\u95f4\u5f62\u6210\u7a33\u5b9a\u7684\u6b63\u53cd\u9988\u95ed\u73af\uff0c\u63a8\u52a8\u6574\u4e2a\u7cfb\u7edf\u5728\u81ea\u8fdb\u5316\u8fc7\u7a0b\u4e2d\u6301\u7eed\u63d0\u5347\u8fd0\u7b79\u4f18\u5316\u5efa\u6a21\u80fd\u529b\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-e0769e120137d7c27cd84176a31c2088.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-e0769e120137d7c27cd84176a31c2088.png\"><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E4%B8%80%E7%A7%8D%E5%8F%AF%E8%BF%81%E7%A7%BB%E7%9A%84%E8%AE%AD%E7%BB%83%E8%8C%83%E5%BC%8F\"><\/span>\u4e00\u79cd\u53ef\u8fc1\u79fb\u7684\u8bad\u7ec3\u8303\u5f0f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5728\u5b9e\u9a8c\u7ed3\u679c\u7684\u57fa\u7840\u4e0a\uff0c\u8fd9\u9879\u7814\u7a76\u5728\u65b9\u6cd5\u8bba\u548c\u5e94\u7528\u5c42\u9762\u5747\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002\u9996\u5148\uff0c\u4ece\u65b9\u6cd5\u8bba\u89d2\u5ea6\u6765\u770b\uff0c\u7814\u7a76\u56e2\u961f\u660e\u786e\u6307\u51fa\u5e76\u901a\u8fc7\u5b9e\u8bc1\u9a8c\u8bc1\u4e86\u4e00\u4e2a\u5173\u952e\u8ba4\u8bc6\uff1a\u5728\u8fd0\u7b79\u4f18\u5316\u8fd9\u7c7b\u5177\u6709\u5f3a\u6b65\u9aa4\u4f9d\u8d56\u7279\u5f81\u7684\u4efb\u52a1\u4e2d\uff0c\u5956\u52b1\u6a21\u578b\u672c\u8eab\u82e5\u7f3a\u4e4f\u63a8\u7406\u80fd\u529b\uff0c\u5c06\u96be\u4ee5\u4e3a\u7b56\u7565\u6a21\u578b\u63d0\u4f9b\u6709\u6548\u76d1\u7763\u3002\u96f7\u5cf0\u7f51<\/p>\n<p>\u4f20\u7edf\u65b9\u6cd5\u5f80\u5f80\u5047\u8bbe\u6700\u7ec8\u7ed3\u679c\u6b63\u786e\u5373\u53ef\u53cd\u6620\u63a8\u7406\u8d28\u91cf\uff0c\u6216\u8ba4\u4e3a\u901a\u8fc7\u5bf9\u4e2d\u95f4\u6b65\u9aa4\u8fdb\u884c\u9010\u6b65\u3001\u5c40\u90e8\u6253\u5206\u4fbf\u80fd\u5f25\u8865\u7ed3\u679c\u5956\u52b1\u7684\u4e0d\u8db3\uff0c\u800c\u8fd9\u9879\u7814\u7a76\u8868\u660e\uff0c\u8fd9\u4e24\u79cd\u76d1\u7763\u65b9\u5f0f\u5728\u8fd0\u7b79\u5efa\u6a21\u573a\u666f\u4e0b\u5747\u5b58\u5728\u7cfb\u7edf\u6027\u504f\u5dee\u3002<\/p>\n<p>\u7531\u4e8e\u8fd0\u7b79\u5efa\u6a21\u4e2d\u5404\u6b65\u9aa4\u4e4b\u95f4\u9ad8\u5ea6\u8026\u5408\uff0c\u5c40\u90e8\u6b63\u786e\u5e76\u4e0d\u7b49\u4ef7\u4e8e\u5168\u5c40\u4e00\u81f4\uff0c\u53ea\u6709\u5177\u5907\u6574\u4f53\u7406\u89e3\u80fd\u529b\u7684\u8fc7\u7a0b\u76d1\u7763\uff0c\u624d\u80fd\u6709\u6548\u7f13\u89e3\u5f52\u56e0\u9519\u8bef\u548c\u77ed\u89c6\u95ee\u9898\u3002<\/p>\n<p>\u5176\u6b21\uff0c\u5728\u8fd0\u7b79\u4f18\u5316\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\u7ed3\u5408\u7684\u7814\u7a76\u9886\u57df\u4e2d\uff0c\u8fd9\u9879\u7814\u7a76\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u5728\u5efa\u6a21\u6b63\u786e\u6027\u3001\u7ea6\u675f\u5b8c\u6574\u6027\u4ee5\u53ca\u5b9e\u9645\u5e94\u7528\u53ef\u9760\u6027\u7b49\u65b9\u9762\u7684\u8868\u73b0\u3002\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u5f15\u5165\u8fc7\u7a0b\u7ea7\u76d1\u7763\u4e0e\u81ea\u8fdb\u5316\u8bad\u7ec3\u673a\u5236\uff0c\u4f7f\u6a21\u578b\u4e0d\u4ec5\u80fd\u591f\u751f\u6210\u5f62\u5f0f\u6b63\u786e\u7684\u89c4\u5212\u8868\u8fbe\u5f0f\uff0c\u8fd8\u80fd\u591f\u6784\u5efa\u903b\u8f91\u4e00\u81f4\u3001\u53ef\u88ab\u6c42\u89e3\u5668\u7a33\u5b9a\u6267\u884c\u7684\u5b8c\u6574\u8fd0\u7b79\u4f18\u5316\u6a21\u578b\uff0c\u4ece\u800c\u63a8\u52a8\u5927\u8bed\u8a00\u6a21\u578b\u4ece\u201c\u4f1a\u5199\u7ebf\u6027\u89c4\u5212\u201d\u5411\u201c\u4f1a\u8fdb\u884c\u8fd0\u7b79\u5efa\u6a21\u201d\u8f6c\u53d8\u3002<\/p>\n<p>\u8fdb\u4e00\u6b65\u800c\u8a00\uff0c\u8fd9\u9879\u7814\u7a76\u63d0\u51fa\u7684\u8bad\u7ec3\u8303\u5f0f\u5bf9\u5176\u4ed6\u590d\u6742\u63a8\u7406\u4efb\u52a1\u540c\u6837\u5177\u6709\u542f\u53d1\u610f\u4e49\u3002\u5176\u5f3a\u8c03\u7684\u6574\u4f53\u5316\u3001\u56de\u987e\u5f0f\u8fc7\u7a0b\u76d1\u7763\u601d\u60f3\uff0c\u53ef\u63a8\u5e7f\u81f3\u6570\u5b66\u8bc1\u660e\u3001\u4ee3\u7801\u751f\u6210\u3001\u79d1\u5b66\u5efa\u6a21\u4ee5\u53ca\u5176\u4ed6\u957f\u94fe\u6761\u51b3\u7b56\u4efb\u52a1\uff0c\u4e3a\u89e3\u51b3\u5f3a\u4f9d\u8d56\u63a8\u7406\u573a\u666f\u4e2d\u76d1\u7763\u4fe1\u53f7\u5931\u771f\u7684\u95ee\u9898\u63d0\u4f9b\u4e86\u4e00\u79cd\u5177\u6709\u666e\u9002\u6027\u7684\u601d\u8def\u3002<\/p>\n<p class=\"heading-1 ace-line old-record-id-CmH2dU1LXo9UOMxqKFVcKBelnob\">\u6784\u5efa StepORLM \u7684\u4eba<\/p>\n<p>\u8fd9\u7bc7\u8bba\u6587\u7684\u7b2c\u4e00\u4f5c\u8005\u4e3a\u5468\u5bb8\u5b87\uff0c\u4ed6\u76ee\u524d\u662f\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u667a\u80fd\u8ba1\u7b97\u7814\u7a76\u9662\u535a\u58eb\u751f\uff0c\u5bfc\u5e08\u4e3a\u53f6\u836b\u5b87\u6559\u6388\u548c\u845b\u51ac\u51ac\u6559\u6388\uff0c\u7814\u7a76\u65b9\u5411\u805a\u7126\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u8fd0\u7b79\u4f18\u5316\u3001\u590d\u6742\u63a8\u7406\u4efb\u52a1\u53ca\u5176\u8bad\u7ec3\u65b9\u6cd5\u3002<\/p>\n<p>\u4ed6\u7684\u7814\u7a76\u5174\u8da3\u8fd8\u6db5\u76d6\u5f3a\u5316\u5b66\u4e60\u4e0e\u533a\u5757\u94fe\u7b49\u65b9\u5411\uff0c\u66fe\u83b7\u5f97 ACM-ICPC \u4e9a\u6d32\u533a\u57df\u8d5b\u91d1\u724c\uff0c\u5e76\u5728 ICLR\u3001WWW\u3001CSCW 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-3e939af69e9945e859da91fa53e55ad0.png\"><\/a><\/p>\n<p>\u53c2\u8003\u94fe\u63a5\uff1ahttps:\/\/0xzhouchenyu.github.io<\/p>\n<p>\u8bba\u6587\u7684\u901a\u8baf\u5f55\u4f5c\u8005\u4e3a\u6797\u6c5f\u6d69\uff0c2025 \u5e74\u535a\u58eb\u6bd5\u4e1a\u4e8e\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u4e13\u4e1a\uff0c\u73b0\u4efb\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u5b89\u6cf0\u7ecf\u6d4e\u4e0e\u7ba1\u7406\u5b66\u9662\u52a9\u7406\u6559\u6388\uff0c\u7814\u7a76\u65b9\u5411\u5305\u62ec\u5927\u8bed\u8a00\u6a21\u578b\u548c AI \u667a\u80fd\u4f53\uff0c\u4ee5\u53ca\u6b64\u7c7b\u6280\u672f\u5728\u63a8\u8350\u7cfb\u7edf\u3001\u8fd0\u7b79\u4f18\u5316\u3001\u667a\u80fd\u5546\u52a1\u7b49\u4ea4\u53c9\u9886\u57df\u7684\u5e94\u7528\u3002<\/p>\n<p>\u5b66\u672f\u65b9\u9762\uff0c\u4ed6\u5df2\u7d2f\u8ba1\u53d1\u8868\u56fd\u9645\u5b66\u672f\u8bba\u6587 40 \u4f59\u7bc7\uff0c\u7814\u7a76\u6210\u679c\u53d1\u8868\u4e8e 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