{"id":40133,"date":"2025-04-15T02:02:43","date_gmt":"2025-04-14T18:02:43","guid":{"rendered":"https:\/\/17aitech.com\/?p=40133"},"modified":"2025-04-15T02:02:43","modified_gmt":"2025-04-14T18:02:43","slug":"%e8%bf%87%e7%a8%8b%e5%a5%96%e5%8a%b1%e6%a8%a1%e5%9e%8b%e4%b9%9f%e5%8f%af%e4%bb%a5%e6%b5%8b%e8%af%95%e6%97%b6%e6%89%a9%e5%b1%95%ef%bc%9f%e6%b8%85%e5%8d%8e%e3%80%81%e4%b8%8a%e6%b5%b7ai-lab-23k%e6%95%b0","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40133","title":{"rendered":"\u8fc7\u7a0b\u5956\u52b1\u6a21\u578b\u4e5f\u53ef\u4ee5\u6d4b\u8bd5\u65f6\u6269\u5c55\uff1f\u6e05\u534e\u3001\u4e0a\u6d77AI Lab 23K\u6570\u636e\u8ba91.5B\u5c0f\u6a21\u578b\u9006\u88adGPT-4o"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-04-14-4\" target=\"_blank\">\u8fc7\u7a0b\u5956\u52b1\u6a21\u578b\u4e5f\u53ef\u4ee5\u6d4b\u8bd5\u65f6\u6269\u5c55\uff1f\u6e05\u534e\u3001\u4e0a\u6d77AI Lab 23K\u6570\u636e\u8ba91.5B\u5c0f\u6a21\u578b\u9006\u88adGPT-4o<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-1d287c13fac6da6694ee846932f62e59.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-1d287c13fac6da6694ee846932f62e59.png\"><\/a><\/section>\n<p><strong>\u8d75\u4fed\uff0c\u5317\u4eac\u90ae\u7535\u5927\u5b66\u672c\u79d1\u4e09\u5e74\u7ea7\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u3002\u5218\u6da6\u6cfd\uff0c\u6e05\u534e\u5927\u5b66\u7855\u58eb\u4e8c\u5e74\u7ea7\uff0c\u5e08\u4ece\u674e\u79c0\u6559\u6388\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u5f3a\u5316\u5b66\u4e60\uff0c\u7279\u522b\u5173\u6ce8\u5927\u6a21\u578b\u63a8\u7406\u80fd\u529b\u589e\u5f3a\u4e0e\u6d4b\u8bd5\u65f6\u95f4\u6269\u5c55\uff0c\u5728 NeurIPS\u3001ICML\u3001ICLR\u3001AAAI \u7b49\u9876\u7ea7\u5b66\u672f\u4f1a\u8bae\u53d1\u8868\u591a\u7bc7\u8bba\u6587\uff0c\u4e2a\u4eba\u4e3b\u9875\uff1aryanliu112.github.io\u3002<\/strong><\/p>\n<p>\u968f\u7740 OpenAI o1 \u548c DeepSeek R1 \u7684\u7206\u706b\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u63a8\u7406\u80fd\u529b\u589e\u5f3a\u548c\u6d4b\u8bd5\u65f6\u6269\u5c55\uff08TTS\uff09\u53d7\u5230\u5e7f\u6cdb\u5173\u6ce8\u3002\u7136\u800c\uff0c\u5728\u590d\u6742\u63a8\u7406\u95ee\u9898\u4e2d\uff0c\u5982\u4f55\u7cbe\u51c6\u8bc4\u4f30\u6a21\u578b\u6bcf\u4e00\u6b65\u56de\u7b54\u7684\u8d28\u91cf\uff0c\u4ecd\u7136\u662f\u4e00\u4e2a\u4e9f\u5f85\u89e3\u51b3\u7684\u96be\u9898\u3002\u4f20\u7edf\u7684\u8fc7\u7a0b\u5956\u52b1\u6a21\u578b\uff08PRM\uff09\u867d\u80fd\u9a8c\u8bc1\u63a8\u7406\u6b65\u9aa4\uff0c\u4f46\u53d7\u9650\u4e8e\u6807\u91cf\u8bc4\u5206\u673a\u5236\uff0c\u96be\u4ee5\u6355\u6349\u6df1\u5c42\u903b\u8f91\u9519\u8bef\uff0c\u4e14\u5176\u5224\u522b\u5f0f\u5efa\u6a21\u65b9\u5f0f\u9650\u5236\u4e86\u6d4b\u8bd5\u65f6\u7684\u62d3\u5c55\u80fd\u529b\u3002<\/p>\n<p>\u90a3\u4e48\uff0c\u662f\u5426\u6709\u529e\u6cd5\u901a\u8fc7\u6d4b\u8bd5\u65f6\u62d3\u5c55\u63d0\u5347\u8fc7\u7a0b\u5956\u52b1\u6a21\u578b\u7684\u8fc7\u7a0b\u76d1\u7763\u63a8\u7406\u80fd\u529b\u5462\uff1f<\/p>\n<p>\u4e3a\u6b64\uff0c\u6e05\u534e\u5927\u5b66\u8054\u5408\u4e0a\u6d77 AI Lab \u63d0\u51fa\u751f\u6210\u5f0f\u8fc7\u7a0b\u5956\u52b1\u6a21\u578b \u2014\u2014GenPRM\uff0c\u5c06\u751f\u6210\u5f0f\u601d\u7ef4\u94fe\u63a8\u7406\uff08CoT\uff09\u4e0e\u4ee3\u7801\u9a8c\u8bc1\u76f8\u7ed3\u5408\uff0c\u5e76\u5f15\u5165\u6d4b\u8bd5\u65f6\u62d3\u5c55\u673a\u5236\uff0c\u4e3a\u8fc7\u7a0b\u76d1\u7763\u63a8\u7406\u63d0\u4f9b\u4e86\u65b0\u601d\u8def\u3002\u4e0e DeepSeek \u8fd1\u671f\u53d1\u5e03\u7684\u9010\u70b9\u751f\u6210\u5956\u52b1\u6a21\u578b\uff08GRM\uff09\u7c7b\u4f3c\uff0cGenPRM \u4e5f\u901a\u8fc7\u751f\u6210\u5f0f\u5efa\u6a21\u548c\u6d4b\u8bd5\u65f6\u6269\u5c55\u589e\u5f3a\u5956\u52b1\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\uff0c\u4f46 GenPRM \u66f4\u4e13\u6ce8\u4e8e\u8fc7\u7a0b\u5956\u52b1\u6a21\u578b\uff0c\u5f25\u8865\u4e86 GRM \u5728\u8fc7\u7a0b\u76d1\u7763\u65b9\u9762\u7684\u4e0d\u8db3\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6e424315f68740ea72f7f176a3d73fa0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6e424315f68740ea72f7f176a3d73fa0.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aGenPRM: Scaling Test-Time Compute of Process Reward Models via Generative Reasoning<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttp:\/\/arxiv.org\/abs\/2504.00891<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/ryanliu112.github.io\/GenPRM<\/p>\n<\/li>\n<li>\n<p>GitHub\uff1ahttps:\/\/github.com\/RyanLiu112\/GenPRM<\/p>\n<\/li>\n<li>\n<p>HuggingFace\uff1ahttps:\/\/huggingface.co\/GenPRM<\/p>\n<\/li>\n<\/ul>\n<p>\u5728 ProcessBench \u7b49\u6570\u5b66\u63a8\u7406\u57fa\u51c6\u7684\u6d4b\u8bd5\u4e2d\uff0cGenPRM \u5c55\u73b0\u51fa\u60ca\u4eba\u5b9e\u529b\uff1a\u4ec5 1.5B \u53c2\u6570\u7684\u6a21\u578b\u901a\u8fc7\u6d4b\u8bd5\u65f6\u6269\u5c55\u8d85\u8d8a GPT-4o\uff0c\u800c 7B \u53c2\u6570\u7248\u672c\u66f4\u662f\u51fb\u8d25 72B \u53c2\u6570\u7684 Qwen2.5-Math-PRM-72B\uff0c\u540c\u65f6\u8868\u73b0\u51fa\u5f3a\u5927\u7684\u6b65\u9aa4\u7ea7\u6279\u8bc4\u80fd\u529b\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-32831d7b6e4b241796e3270d41da464c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-32831d7b6e4b241796e3270d41da464c.png\"><\/a><\/section>\n<p><strong>GenPRM\uff1a\u4ece\u8bc4\u5206\u5230\u63a8\u7406\uff0c\u518d\u5230\u6d4b\u8bd5\u65f6\u6269\u5c55<\/strong><\/p>\n<p>\u73b0\u6709\u8fc7\u7a0b\u5956\u52b1\u6a21\u578b\u4f9d\u8d56\u5206\u7c7b\u5668\u5f0f\u7684\u6807\u91cf\u8bc4\u5206\uff0c\u8fd9\u79cd \u201c\u9ed1\u7bb1\u201d \u673a\u5236\u5bfc\u81f4\u4e24\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a\u4e00\u662f\u65e0\u6cd5\u89e3\u91ca\u9519\u8bef\u6839\u6e90\uff0c\u4ec5\u80fd\u5224\u65ad\u6b65\u9aa4 \u201c\u5bf9\u9519\u201d\uff0c\u5374\u65e0\u6cd5\u89e3\u91ca \u201c\u4e3a\u4f55\u9519\u201d\uff0c\u4e8c\u662f\u65e0\u6cd5\u901a\u8fc7\u589e\u52a0\u6a21\u578b\u6d4b\u8bd5\u65f6\u95f4\u8ba1\u7b97\u8d44\u6e90\u63d0\u5347\u5224\u65ad\u7cbe\u5ea6\u3002<\/p>\n<p><strong>\u751f\u6210\u5f0f\u8fc7\u7a0b\u5956\u52b1\u6a21\u578b<\/strong><\/p>\n<p>\u4e3a\u4e86\u7a81\u7834\u8fd9\u4e9b\u74f6\u9888\uff0cGenPRM \u5f15\u5165\u751f\u6210\u5f0f\u8bbe\u8ba1\uff0c\u5f7b\u5e95\u9769\u65b0\u8fc7\u7a0b\u76d1\u7763\u8303\u5f0f\uff1a<\/p>\n<ul>\n<li>\n<p>\u601d\u7ef4\u94fe\u63a8\u7406\uff1aGenPRM \u6a21\u62df\u4eba\u7c7b\u89e3\u9898\u65f6\u7684\u903b\u8f91\u63a8\u5bfc\uff0c\u5bf9\u6bcf\u4e00\u6b65\u63a8\u7406\u8fdb\u884c\u81ea\u7136\u8bed\u8a00\u5206\u6790\uff0c\u63d0\u4f9b\u900f\u660e\u3001\u53ef\u89e3\u91ca\u7684\u6b65\u9aa4\u8bc4\u4f30\u3002<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801\u9a8c\u8bc1\uff1a\u4e3a\u786e\u4fdd\u63a8\u7406\u7684\u53ef\u9760\u6027\uff0cGenPRM \u8fd8\u4f1a\u751f\u6210\u5e76\u6267\u884c\u5bf9\u5e94\u6570\u5b66\u8fd0\u7b97\u7684 Python \u4ee3\u7801\uff0c\u5c06\u6587\u5b57\u63a8\u5bfc\u4e0e\u5b9e\u9645\u8ba1\u7b97\u7ed3\u679c\u4ea4\u53c9\u9a8c\u8bc1\u3002\u4f8b\u5982\uff0c\u5728\u6c42\u89e3\u4e09\u89d2\u51fd\u6570\u8868\u8fbe\u5f0f\u65f6\uff0c\u6a21\u578b\u5148\u5206\u6790\u89d2\u5ea6\u8f6c\u6362\u7684\u5408\u7406\u6027\uff0c\u518d\u901a\u8fc7\u4ee3\u7801\u8ba1\u7b97\u5177\u4f53\u6570\u503c\uff0c\u907f\u514d \u201c\u7b26\u53f7\u63a8\u5bfc\u6b63\u786e\u4f46\u8ba1\u7b97\u5931\u8bef\u201d \u7684\u60c5\u51b5\u3002<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d3c9679965a2d87d6aea384685336072.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d3c9679965a2d87d6aea384685336072.png\"><\/a><\/section>\n<p>\u5176\u5956\u52b1\u63a8\u7406\u8fc7\u7a0b\u53ef\u4ee5\u8868\u793a\u4e3a\uff1a<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-e972d63bd9cb4bade8ab3ef7ed918a4b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-e972d63bd9cb4bade8ab3ef7ed918a4b.png\"><\/a><\/section>\n<p>\u5176\u4e2d s_t \u4e3a\u5f53\u524d\u72b6\u6001\uff0ca_t \u4e3a\u5f53\u524d\u6b65\u9aa4\uff0cv_1:t\u22121 \u548c f_1:t-1 \u5206\u522b\u4e3a\u4e4b\u524d\u6b65\u9aa4\u7684\u63a8\u7406\u8fc7\u7a0b\u548c\u4ee3\u7801\u6267\u884c\u53cd\u9988\uff0cv_t \u548c f_t \u4e3a\u5f53\u524d\u6b65\u9aa4\u7684\u63a8\u7406\u4e0e\u53cd\u9988\u3002\u8fd9\u79cd \u201c\u5148\u89e3\u91ca\u3001\u518d\u9a8c\u8bc1\u201d \u7684\u673a\u5236\u4e0d\u4ec5\u80fd\u5224\u65ad\u5bf9\u9519\uff0c\u8fd8\u80fd\u63d0\u4f9b\u6b65\u9aa4\u7ea7\u522b\u7684\u6279\u8bc4\u6539\u8fdb\u5efa\u8bae\u548c\u4e25\u8c28\u51c6\u786e\u7684\u53cd\u9988\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u8fc7\u7a0b\u76d1\u7763\u7684\u6df1\u5ea6\u548c\u5b9e\u7528\u6027\u3002<\/p>\n<p><strong>\u6d4b\u8bd5\u65f6\u6269\u5c55<\/strong><\/p>\n<p>\u5728\u63a8\u7406\u9636\u6bb5\uff0cGenPRM \u901a\u8fc7\u5e76\u884c\u91c7\u6837 N \u6761\u63a8\u7406\u8def\u5f84\uff0c\u7efc\u5408\u591a\u6761\u8def\u5f84\u7684\u5956\u52b1\u503c\u5e76\u53d6\u5e73\u5747\uff0c\u5f97\u5230\u6700\u7ec8\u5956\u52b1\uff1a<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-2b2c76bd5ad4002aa763c5b88f50dfdf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-2b2c76bd5ad4002aa763c5b88f50dfdf.png\"><\/a><\/section>\n<p>\u8fd9\u79cd\u7b56\u7565\u5145\u5206\u5229\u7528\u989d\u5916\u8ba1\u7b97\u8d44\u6e90\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u8bc4\u4f30\u7cbe\u5ea6\uff0c\u4f7f\u5c0f\u6a21\u578b\u4e5f\u80fd\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\u3002<\/p>\n<p><strong>\u6570\u636e\u9ad8\u6548\uff1a23K \u6837\u672c\u80cc\u540e\u7684\u5408\u6210\u79d8\u5bc6<\/strong><\/p>\n<p>GenPRM \u7684\u53e6\u4e00\u4e2a\u4eae\u70b9\u662f\u4ec5\u4f7f\u7528 23K \u8bad\u7ec3\u6837\u672c\u5c31\u53d6\u5f97\u4e86\u4f18\u5f02\u7684\u6027\u80fd\uff0c\u8fdc\u5c11\u4e8e\u8bb8\u591a\u6a21\u578b\u52a8\u8f84\u6570\u5341\u4e07\u7ea7\u7684\u6570\u636e\u91cf\uff08\u5982 PRM800K \u9700 80 \u4e07\u4eba\u5de5\u6807\u6ce8\uff09\uff0c\u5176\u9ad8\u6548\u6027\u6e90\u4e8e\u72ec\u7279\u7684\u6570\u636e\u5408\u6210\u65b9\u6cd5\uff0c\u7ed3\u5408\u76f8\u5bf9\u8fdb\u6b65\u4f30\u8ba1\uff08RPE\uff09\u548c\u4ee3\u7801\u9a8c\u8bc1\uff0c\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u8fc7\u7a0b\u76d1\u7763\u6570\u636e\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6eadccaf015351b000815f73e306a4fd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6eadccaf015351b000815f73e306a4fd.png\"><\/a><\/section>\n<p><strong>\u901a\u8fc7\u76f8\u5bf9\u8fdb\u6b65\u4f30\u8ba1\u6539\u8fdb\u786c\u4f30\u8ba1<\/strong><\/p>\n<p>\u4f20\u7edf\u8fc7\u7a0b\u5956\u52b1\u6a21\u578b\u901a\u8fc7\u8499\u7279\u5361\u7f57\uff08MC\uff09\u5206\u6570\u8fdb\u884c\u786c\u4f30\u8ba1\uff0c\u7814\u7a76\u8005\u89c2\u5bdf\u5230\u5c3d\u7ba1\u8bb8\u591a\u6b65\u9aa4\u7684 MC \u5206\u6570\u5927\u4e8e 0\uff0c\u4f46\u8fd9\u4e9b\u6b65\u9aa4\u662f\u5374\u5b58\u5728\u9519\u8bef\u3002RPE \u901a\u8fc7\u6bd4\u8f83\u5f53\u524d\u72b6\u6001\u548c\u4e0a\u4e00\u72b6\u6001\u7684 MC \u5206\u6570\uff0c\u7528 \u201c\u8fdb\u6b65\u5e45\u5ea6\u201d \u8bc4\u4f30\u6bcf\u6b65\u8d28\u91cf\uff0c\u6bd4\u4f20\u7edf\u786c\u6807\u7b7e\u66f4\u51c6\u786e\u3002\u5176\u5f62\u5f0f\u5316\u5982\u4e0b\uff1a<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b89bbe574957f4519c35f3b9eaebbad0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b89bbe574957f4519c35f3b9eaebbad0.png\"><\/a><\/section>\n<p>\u5176\u4e2d\uff0cMC (s_t, a_t) \u8868\u793a\u5f53\u524d\u6b65\u9aa4\u7684\u8499\u7279\u5361\u7f57\u5206\u6570\uff0cMC (s_t) 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