{"id":40114,"date":"2025-04-14T00:02:47","date_gmt":"2025-04-13T16:02:47","guid":{"rendered":"https:\/\/17aitech.com\/?p=40114"},"modified":"2025-04-14T00:02:47","modified_gmt":"2025-04-13T16:02:47","slug":"%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e5%b8%a6%e6%9d%a5%e7%9a%84%e6%94%b9%e8%bf%9b%e5%8f%aa%e6%98%af%e3%80%8c%e5%99%aa%e9%9f%b3%e3%80%8d%ef%bc%9f%e6%9c%80%e6%96%b0%e7%a0%94%e7%a9%b6%e9%a2%84%e8%ad%a6","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40114","title":{"rendered":"\u5f3a\u5316\u5b66\u4e60\u5e26\u6765\u7684\u6539\u8fdb\u53ea\u662f\u300c\u566a\u97f3\u300d\uff1f\u6700\u65b0\u7814\u7a76\u9884\u8b66\uff1a\u51b7\u9759\u770b\u5f85\u63a8\u7406\u6a21\u578b\u7684\u8fdb\u5c55"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-04-13-3\" target=\"_blank\">\u5f3a\u5316\u5b66\u4e60\u5e26\u6765\u7684\u6539\u8fdb\u53ea\u662f\u300c\u566a\u97f3\u300d\uff1f\u6700\u65b0\u7814\u7a76\u9884\u8b66\uff1a\u51b7\u9759\u770b\u5f85\u63a8\u7406\u6a21\u578b\u7684\u8fdb\u5c55<\/a><\/p>\n<p data-pm-slice=\"0 0 []\">\u300c\u63a8\u7406\u300d\u5df2\u6210\u4e3a\u8bed\u8a00\u6a21\u578b\u7684\u4e0b\u4e00\u4e2a\u4e3b\u8981\u524d\u6cbf\u9886\u57df\uff0c\u8fd1\u671f\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u90fd\u53d6\u5f97\u4e86\u7a81\u98de\u731b\u8fdb\u7684\u8fdb\u5c55\u3002<\/p>\n<p>\u5728\u63a2\u7d22\u7684\u8fc7\u7a0b\u4e2d\uff0c\u4e00\u4e2a\u6838\u5fc3\u7684\u8bae\u9898\u662f\uff1a\u5bf9\u4e8e\u6a21\u578b\u63a8\u7406\u6027\u80fd\u7684\u63d0\u5347\u6765\u8bf4\uff0c\u4ec0\u4e48\u6709\u6548\uff1f\u4ec0\u4e48\u65e0\u6548\uff1f<\/p>\n<p>DeepSeek &#8211; R1 \u8bba\u6587\u66fe\u63d0\u5230\uff1a\u300c\u6211\u4eec\u53d1\u73b0\u5c06\u5f3a\u5316\u5b66\u4e60\u5e94\u7528\u4e8e\u8fd9\u4e9b\u84b8\u998f\u6a21\u578b\u53ef\u4ee5\u83b7\u5f97\u663e\u8457\u7684\u8fdb\u4e00\u6b65\u63d0\u5347\u300d\u30023 \u6708 20 \u65e5\uff0c\u8bba\u6587\u300aReinforcement Learning for Reasoning in Small LLMs: What Works and What Doesn&#8217;t\u300b\u518d\u6b21\u9a8c\u8bc1\u4e86 RL \u5bf9\u4e8e\u84b8\u998f\u6a21\u578b\u662f\u6709\u6548\u7684\u3002<\/p>\n<p>\u5c3d\u7ba1\u8fd9\u4e9b\u8bba\u6587\u7684\u7ed3\u8bba\u7edf\u7edf\u6307\u5411\u4e86\u5f3a\u5316\u5b66\u4e60\u5e26\u6765\u7684\u663e\u8457\u6027\u80fd\u63d0\u5347\uff0c\u4f46\u6765\u81ea<strong>\u56fe\u5bbe\u6839\u5927\u5b66\u548c\u5251\u6865\u5927\u5b66\u7684\u7814\u7a76\u8005\u53d1\u73b0\uff0c\u5f3a\u5316\u5b66\u4e60\u5bfc\u81f4\u7684\u8bb8\u591a\u300c\u6539\u8fdb\u300d\u53ef\u80fd\u53ea\u662f\u566a\u97f3\u3002<\/strong><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-513fb14541a8059156429aba90d2efa3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-513fb14541a8059156429aba90d2efa3.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aA Sober Look at Progress in Language Model Reasoning: Pitfalls and Paths to Reproducibility\u00a0<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2504.07086<\/p>\n<\/li>\n<\/ul>\n<p>\u300c\u53d7\u63a8\u7406\u9886\u57df\u8d8a\u6765\u8d8a\u591a\u4e0d\u4e00\u81f4\u7684\u7ecf\u9a8c\u8bf4\u6cd5\u7684\u63a8\u52a8\uff0c\u6211\u4eec\u5bf9\u63a8\u7406\u57fa\u51c6\u7684\u73b0\u72b6\u8fdb\u884c\u4e86\u4e25\u683c\u7684\u8c03\u67e5\uff0c\u7279\u522b\u5173\u6ce8\u4e86\u6570\u5b66\u63a8\u7406\u9886\u57df\u8bc4\u4f30\u7b97\u6cd5\u8fdb\u5c55\u6700\u5e7f\u6cdb\u4f7f\u7528\u7684\u6d4b\u8bd5\u5e73\u53f0\u4e4b\u4e00 HuggingFaceH4\uff0c2024\uff1bAI &#8211; MO\u3002\u300d<\/p>\n<p>\u8bba\u6587\u6307\u51fa\uff0c\u5728 AIME24 \u7b49\u5c0f\u578b\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u7ed3\u679c\u6781\u4e0d\u7a33\u5b9a\uff1a\u4ec5\u4ec5\u6539\u53d8\u4e00\u4e2a\u968f\u673a\u79cd\u5b50\u5c31\u8db3\u4ee5\u4f7f\u5f97\u5206\u53d1\u751f\u51e0\u4e2a\u767e\u5206\u70b9\u7684\u53d8\u5316\u3002 \u5f53\u5728\u66f4\u53ef\u63a7\u548c\u6807\u51c6\u5316\u7684\u8bbe\u7f6e\u4e0b\u8bc4\u4f30\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\u65f6\uff0c\u5176\u6536\u76ca\u4f1a\u6bd4\u6700\u521d\u62a5\u544a\u7684\u8981\u5c0f\u5f97\u591a\uff0c\u800c\u4e14\u901a\u5e38\u4e0d\u5177\u6709\u7edf\u8ba1\u663e\u8457\u6027\u3002<\/p>\n<p>\u7136\u800c\uff0c\u4e00\u4e9b\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u7684\u6a21\u578b\u786e\u5b9e\u8868\u73b0\u51fa\u4e86\u9002\u5ea6\u7684\u6539\u8fdb\uff0c\u4f46\u8fd9\u4e9b\u6539\u8fdb\u901a\u5e38\u6bd4\u76d1\u7763\u5fae\u8c03\u6240\u53d6\u5f97\u7684\u6210\u679c\u66f4\u5f31\uff0c\u800c\u4e14\u5b83\u4eec\u901a\u5e38\u4e0d\u80fd\u5f88\u597d\u5730\u63a8\u5e7f\u5230\u65b0\u7684\u57fa\u51c6\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-9cdeebfa5b9852c2313d798e6b86ff59.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-9cdeebfa5b9852c2313d798e6b86ff59.png\"><\/a><\/section>\n<p>\u7814\u7a76\u8005\u7cfb\u7edf\u5206\u6790\u4e86\u9020\u6210\u8fd9\u79cd\u4e0d\u7a33\u5b9a\u6027\u7684\u6839\u672c\u539f\u56e0\uff0c\u5305\u62ec\u91c7\u6837\u5dee\u5f02\u3001\u89e3\u7801\u914d\u7f6e\u3001\u8bc4\u4f30\u6846\u67b6\u548c\u786c\u4ef6\u5f02\u8d28\u6027\u3002\u6211\u4eec\u8868\u660e\uff0c\u5982\u679c\u4e0d\u4ed4\u7ec6\u63a7\u5236\uff0c\u8fd9\u4e9b\u56e0\u7d20\u4f1a\u4e25\u91cd\u626d\u66f2\u7ed3\u8bba\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u7814\u7a76\u8005\u63d0\u51fa\u4e86\u4e00\u5957\u6700\u4f73\u5b9e\u8df5\uff0c\u65e8\u5728\u63d0\u9ad8\u63a8\u7406\u57fa\u51c6\u7684\u53ef\u91cd\u590d\u6027\u548c\u4e25\u8c28\u6027\u3002<\/p>\n<p>AI \u7814\u7a76\u8005 Sebastian Raschka \u8868\u793a\uff1a\u300c\u5c3d\u7ba1\u5f3a\u5316\u5b66\u4e60\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u53ef\u80fd\u6709\u52a9\u4e8e\u6539\u8fdb\u8f83\u5c0f\u7684\u84b8\u998f\u6a21\u578b\uff0c\u4f46\u5b83\u7684\u597d\u5904\u88ab\u5938\u5927\u4e86\uff0c\u9700\u8981\u66f4\u597d\u7684\u8bc4\u4f30\u6807\u51c6\u6765\u4e86\u89e3\u54ea\u4e9b\u65b9\u6cd5\u771f\u6b63\u6709\u6548\u3002\u6b64\u5916\uff0c\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u5f3a\u5316\u5b66\u4e60\u548c\u63a8\u7406\u6a21\u578b\u7684\u95ee\u9898\uff0c\u6211\u8ba4\u4e3a LLM \u7814\u7a76\u6574\u4f53\u4e0a\u90fd\u53d7\u5230\u4e86\u5f71\u54cd\u3002\u300d<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-09059dd30837575851a509c9d5146691.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-09059dd30837575851a509c9d5146691.png\"><\/a><\/section>\n<p><strong>\u63a2\u7d22\u63a8\u7406\u7684\u8bbe\u8ba1\u7a7a\u95f4\uff1a\u4ec0\u4e48\u6700\u91cd\u8981\uff1f<\/strong><\/p>\n<p>\u6700\u8fd1\u7684\u4ee5\u63a8\u7406\u4e3a\u91cd\u70b9\u7684\u8bed\u8a00\u6a21\u578b\u662f\u5728\u975e\u5e38\u4e0d\u540c\u7684\u6761\u4ef6\u4e0b\u8fdb\u884c\u8bc4\u4f30\u7684\uff0c\u5305\u62ec\u8bc4\u4f30\u6846\u67b6\u548c\u786c\u4ef6\u3001\u968f\u673a\u79cd\u5b50\u6570\u91cf\u3001\u6e29\u5ea6\u548c\u6838\u91c7\u6837\u53c2\u6570\uff08top_p\uff09\u7684\u5dee\u5f02\uff08\u89c1\u8868 1\uff09\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ce8ea8bb985cfde4f54bb767a21ee7af.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ce8ea8bb985cfde4f54bb767a21ee7af.png\"><\/a><\/section>\n<p>\u867d\u7136\u6b64\u524d\u7684\u7814\u7a76\u5df2\u7ecf\u8003\u5bdf\u4e86\u91c7\u6837\u53c2\u6570\u5728\u591a\u9009\u9898\u548c\u7f16\u7801\u4efb\u52a1\u4e2d\u7684\u5f71\u54cd\uff0c\u4f46\u8fd9\u4e9b\u9009\u62e9\u5bf9\u5f00\u653e\u5f0f\u63a8\u7406\u6a21\u578b\uff08\u7279\u522b\u662f\u90a3\u4e9b\u7528\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u7684\u6a21\u578b\uff09\u7684\u5f71\u54cd\u4ecd\u672a\u5f97\u5230\u5145\u5206\u63a2\u7d22\u3002<\/p>\n<p>\u672c\u6587\u7684\u7814\u7a76\u8005\u7cfb\u7edf\u5730\u8bc4\u4f30\u4e86\u8fd9\u4e9b\u8bbe\u8ba1\u9009\u62e9\u5982\u4f55\u5f71\u54cd\u6027\u80fd\uff0c\u5e76\u5f3a\u8c03\u4e86\u5bf9\u7ed3\u679c\u53ef\u9760\u6027\u5f71\u54cd\u6700\u5927\u7684\u53d8\u5f02\u6765\u6e90\u3002<\/p>\n<p><strong>\u8bc4\u4f30\u4e2d\u7684\u79cd\u5b50\u65b9\u5dee<\/strong><\/p>\n<p>\u7814\u7a76\u8005\u9996\u5148\u5206\u6790\u4e86\u8bc4\u4f30\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u7684\u968f\u673a\u79cd\u5b50\u6240\u5f15\u8d77\u7684\u65b9\u5dee\uff0c\u8fd9\u662f\u57fa\u51c6\u6d4b\u8bd5\u5b9e\u8df5\u4e2d\u7ecf\u5e38\u88ab\u5ffd\u89c6\u7684\u4e00\u4e2a\u65b9\u9762\u3002\u8fd1\u671f\u7684\u5de5\u4f5c\u5c3d\u7ba1\u8981\u6c42\u7edf\u8ba1\u7684\u4e25\u8c28\u6027\uff08\u5982\u4f7f\u7528\u8bef\u5dee\u68d2\u548c\u591a\u6b21\u8fd0\u884c\uff09\uff0c\u4f46\u8bc4\u4f30\u7ecf\u5e38\u4f9d\u8d56\u4e8e\u5355\u79cd\u5b50\u8fd0\u884c\uff0c\u4ece\u800c\u63a9\u76d6\u4e86\u6f5c\u5728\u7684\u53d8\u5f02\u6027\u3002\u672c\u6587\u8bc4\u4f30\u4e86\u4e5d\u79cd\u6a21\u578b\u4e2d\uff0c\u6bcf\u79cd\u6a21\u578b\u5728 20 \u6b21\u72ec\u7acb\u8bc4\u4f30\u8fd0\u884c\u4e2d\u79cd\u5b50\u5f15\u8d77\u7684\u53d8\u5f02\u3002\u7ed3\u679c\u5982\u56fe 2 \u6240\u793a\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-977e2709214df76b20c0b4c164329950.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-977e2709214df76b20c0b4c164329950.png\"><\/a><\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0cPass@1 \u503c\u7684\u6807\u51c6\u504f\u5dee\u51fa\u5947\u5730\u9ad8\uff0c\u5404\u79cd\u5b50\u7684\u6807\u51c6\u504f\u5dee\u4ece 5 \u4e2a\u767e\u5206\u70b9\u5230 15 \u4e2a\u767e\u5206\u70b9\u4e0d\u7b49\u3002\u8fd9\u4e00\u95ee\u9898\u5728 AIME&#8217;24 \u548c AMC&#8217;23 \u4e2d\u5c24\u4e3a\u4e25\u91cd\uff0c\u8fd9\u4e24\u4e2a\u8003\u8bd5\u5206\u522b\u53ea\u6709 30 \u548c 40 \u4e2a\u6d4b\u8bd5\u6837\u672c\u3002\u4ec5\u4e00\u4e2a\u95ee\u9898\u7684\u53d8\u5316\u5c31\u4f1a\u4f7f Pass@1 \u504f\u79fb 2.5 &#8211; 3.3 \u4e2a\u767e\u5206\u70b9\u3002<\/p>\n<p><strong>\u786c\u4ef6\u548c\u8f6f\u4ef6\u56e0\u7d20\u9020\u6210\u7684\u5dee\u5f02<\/strong><\/p>\n<p>\u786c\u4ef6\u548c\u8bc4\u4f30\u6846\u67b6\u7b49\u975e\u663e\u800c\u6613\u89c1\u7684\u56e0\u7d20\u4e5f\u4f1a\u9020\u6210\u6027\u80fd\u5dee\u5f02\uff0c\u4f46\u8fd9\u4e00\u70b9\u5f88\u5c11\u5f97\u5230\u627f\u8ba4\u3002\u6a21\u578b\u901a\u5e38\u5728\u5f02\u6784\u7cfb\u7edf\u4e0a\u8fdb\u884c\u6d4b\u8bd5\uff0c\u5e76\u4f7f\u7528\u4e0d\u540c\u7684\u5de5\u5177\u94fe\u8fdb\u884c\u8bc4\u4f30\u3002<\/p>\n<ul>\n<li>\n<section>\u786c\u4ef6\u5dee\u5f02<\/section>\n<\/li>\n<\/ul>\n<p>\u7814\u7a76\u8005\u5728\u4e94\u4e2a\u4e0d\u540c\u7684\u8ba1\u7b97\u96c6\u7fa4\u4e0a\u5bf9\u540c\u4e00\u6a21\u578b\u8fdb\u884c\u4e86\u8bc4\u4f30\uff0c\u6bcf\u4e2a\u96c6\u7fa4\u7684 GPU \u7c7b\u578b\u548c\u5185\u5b58\u914d\u7f6e\u5404\u4e0d\u76f8\u540c\u3002<\/p>\n<p>\u5982\u56fe 8 \u6240\u793a\uff0c\u5728 AIME&#8217;24 \u4e0a\uff0cOpenRS &#8211; 1.5B \u7684\u6027\u80fd\u5dee\u5f02\u9ad8\u8fbe 8%\uff0cDeepSeek &#8211; R1 &#8211; Distill &#8211; 7B \u7684\u6027\u80fd\u5dee\u5f02\u4e3a 6%\uff0c\u5728 AMC&#8217;23 \u4e0a\u4e5f\u89c2\u5bdf\u5230\u4e86\u7c7b\u4f3c\u7684\u8d8b\u52bf\u3002\u4f17\u6240\u5468\u77e5\uff0cvLLM \u7b49\u63a8\u7406\u5f15\u64ce\u5bf9\u786c\u4ef6\u5dee\u5f02\u975e\u5e38\u654f\u611f\uff0c\u800c PyTorch \u6216 CUDA \u4e2d\u7684\u5e95\u5c42\u4f18\u5316\u53ef\u80fd\u4f1a\u5f15\u5165\u975e\u786e\u5b9a\u6027\uff0c\u4f46\u7ed3\u679c\u8868\u660e\uff0c\u5373\u4f7f\u5bf9\u591a\u4e2a\u79cd\u5b50\u8fdb\u884c\u5e73\u5747\uff0c\u8fd9\u4e9b\u5f71\u54cd\u4e5f\u4f1a\u5bf9\u57fa\u51c6\u7cbe\u5ea6\u4ea7\u751f\u663e\u8457\u5f71\u54cd\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-50e568671ffbd1f10d148ca301335b1e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-50e568671ffbd1f10d148ca301335b1e.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u4e0d\u540c Python \u6846\u67b6\u4e0b\u7684\u8bc4\u4f30<\/section>\n<\/li>\n<\/ul>\n<p>\u4e3a\u4e86\u8bc4\u4f30\u8fd9\u79cd\u5f71\u54cd\uff0c\u7814\u7a76\u8005\u5bf9 lighteval \u548c evalchemy \u8fdb\u884c\u4e86\u6bd4\u8f83\uff0c\u540c\u65f6\u4fdd\u6301\u6240\u6709\u5176\u4ed6\u53d8\u91cf\u56fa\u5b9a\u4e0d\u53d8\uff1a\u6a21\u578b\u3001\u6570\u636e\u96c6\u3001\u786c\u4ef6\u3001\u89e3\u7801\u53c2\u6570\u548c\u968f\u673a\u79cd\u5b50\uff08\u6bcf\u4e2a\u6a21\u578b 3 \u4e2a\uff09\u3002<\/p>\n<p>\u4e3a\u4e86\u8fdb\u884c\u516c\u5e73\u6bd4\u8f83\uff0c\u7814\u7a76\u8005\u5728\u5355\u4e2a GPU \u4e0a\u4ee5\u9ed8\u8ba4\u6e29\u5ea6\u548c top_p \u53c2\u6570\u503c\u5bf9 DeepSeek &#8211; R1 &#8211; Distill &#8211; 1.5B \u548c S1.1 &#8211; 7B \u8fd9\u4e24\u4e2a\u6a21\u578b\u8fdb\u884c\u4e86\u8bc4\u4f30\u3002\u4e3a\u4e86\u63d0\u9ad8\u9c81\u68d2\u6027\uff0c\u672c\u6587\u7ed9\u51fa\u4e86\u4e09\u4e2a\u79cd\u5b50\u7684\u5e73\u5747\u7ed3\u679c\u3002<\/p>\n<p>\u5982\u8868 2 \u6240\u793a\uff0c\u6846\u67b6\u5f15\u8d77\u7684\u5dee\u5f02\u901a\u5e38\u5f88\u5c0f\uff081 &#8211; 2pp\uff09\uff0c\u4f46\u5728\u7d27\u5bc6\u805a\u7c7b\u7684\u60c5\u51b5\u4e0b\u4ecd\u4f1a\u5f71\u54cd\u6a21\u578b\u6392\u540d\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-0431d1168bdbae91c43e3cb90621b877.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-0431d1168bdbae91c43e3cb90621b877.png\"><\/a><\/p>\n<p><strong>Prompt \u683c\u5f0f\u548c\u4e0a\u4e0b\u6587\u957f\u5ea6\u7684\u5f71\u54cd<\/strong><\/p>\n<p>\u6700\u5927\u8f93\u51fa token\u3002\u5982\u56fe 9 \u6240\u793a\uff0c\u51cf\u5c11 max_new_tokens \u4f1a\u964d\u4f4e\u6027\u80fd\uff0c\u5c24\u5176\u662f\u5728\u957f\u8868\u5355\u95ee\u9898\u4e0a\u3002\u8fd9\u79cd\u654f\u611f\u5ea6\u56e0\u6a21\u578b\u548c\u6570\u636e\u96c6\u800c\u5f02\u3002\u867d\u7136\u51cf\u5c11\u8fd9\u4e00\u8bbe\u7f6e\u53ef\u4ee5\u964d\u4f4e\u6210\u672c\uff0c\u4f46\u53ef\u80fd\u4f1a\u5bfc\u81f4\u8fc7\u65e9\u505c\u6b62\uff0c\u4ece\u800c\u5bfc\u81f4\u9519\u8bef\u7b54\u6848\u3002<\/p>\n<p>Prompt \u683c\u5f0f\u3002\u63d0\u793a\u683c\u5f0f\u5bf9\u51c6\u786e\u6027\u6709\u663e\u8457\u5f71\u54cd\u3002\u5982\u56fe 10 \u6240\u793a\uff0c\u6a21\u578b\u5728\u4f7f\u7528\u6570\u5b66\u7279\u5b9a Prompt \u53ca\u5176\u672c\u5730\u804a\u5929\u6a21\u677f\u65f6\u8868\u73b0\u6700\u4f73\u3002\u7701\u7565\u6a21\u677f\u4f1a\u5bfc\u81f4\u6027\u80fd\u4e0b\u964d\uff0c\u7279\u522b\u662f\u5bf9\u4e8e\u7ecf\u8fc7\u6307\u4ee4\u8c03\u4f18\u7684\u6a21\u578b\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-7853dde66006b446178f5b23c44afb72.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-7853dde66006b446178f5b23c44afb72.png\"><\/a><\/section>\n<p><strong>\uff08\u4e00\u7ea7\uff09\u600e\u4e48\u89e3\u51b3\uff1f\u7b54\u6848\u662f\u300c\u8bc4\u4f30\u7684\u6807\u51c6\u5316\u300d<\/strong><\/p>\n<p>\u5728\u672c\u8282\u4e2d\uff0c\u7814\u7a76\u8005\u5c06\u5bf9\u8bc4\u4f30\u6846\u67b6\u8fdb\u884c\u6807\u51c6\u5316\uff0c\u5e76\u5bf9\u73b0\u6709\u65b9\u6cd5\u8fdb\u884c\u5168\u9762\u8bc4\u4f30\u3002\u5173\u952e\u7ed3\u8bba\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li>\n<section>\u5927\u591a\u6570\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u8bad\u7ec3\u7684 DeepSeek R1 &#8211; Distill \u6a21\u578b\u7684\u53d8\u4f53\u672a\u80fd\u663e\u8457\u63d0\u9ad8\u6027\u80fd\uff08DeepscaleR \u9664\u5916\uff09\uff0c\u8fd9\u8868\u660e\u4ecd\u7f3a\u4e4f\u53ef\u9760\u548c\u53ef\u6269\u5c55\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u65b9\u6848\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<ul>\n<li>\n<section>\u5c3d\u7ba1\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u7684\u65b9\u6cd5\u901a\u5e38\u80fd\u663e\u8457\u6539\u5584\u57fa\u7840\u6a21\u578b\u7684\u6027\u80fd\uff0c\u4f46\u6307\u4ee4\u8c03\u4f18\u4f9d\u7136\u4f18\u4e8e\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u7684\u65b9\u6cd5\uff08Open Reasoner Zero \u9664\u5916\uff09\uff0c\u8fd9\u518d\u6b21\u8868\u660e\u4ecd\u7f3a\u4e4f\u53ef\u9760\u548c\u53ef\u6269\u5c55\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u65b9\u6848\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<ul>\n<li>\n<section>\u5728\u8f83\u5927\u6a21\u578b\u7684\u63a8\u7406\u8f68\u8ff9\u4e0a\u8fdb\u884c\u76d1\u7763\u5fae\u8c03\u53ef\u5728\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u83b7\u5f97\u663e\u8457\u4e14\u53ef\u63a8\u5e7f\u7684\u63d0\u5347\uff0c\u4e14\u968f\u7740\u65f6\u95f4\u63a8\u79fb\u8fdb\u5c55\u5f97\u4ee5\u6210\u529f\u590d\u5236\u2014\u2014\u8fd9\u7a81\u663e\u4e86\u5176\u4f5c\u4e3a\u8bad\u7ec3\u8303\u5f0f\u7684\u7a33\u5065\u6027\u548c\u6210\u719f\u6027\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<ul>\n<li>\n<section>\u5f53\u524d\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u65b9\u6cd5\u975e\u5e38\u5bb9\u6613\u8fc7\u62df\u5408\uff0c\u5f3a\u8c03\u4e86\u9700\u8981\u66f4\u4e25\u683c\u7684\u5f02\u57df\u57fa\u51c6\u6d4b\u8bd5\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cSFT\uff08\u76d1\u7763\u5fae\u8c03\uff09\u6a21\u578b\u8868\u73b0\u51fa\u66f4\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\u548c\u97e7\u6027\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<ul>\n<li>\n<section>\u8f83\u957f\u7684\u54cd\u5e94\u4e0e\u8f83\u9ad8\u7684\u9519\u8bef\u6982\u7387\u76f8\u5173\u8054\uff0c\u54cd\u5e94\u957f\u5ea6\u5728 consensus@k \u4e2d\u662f\u8bc6\u522b\u4f4e\u7f6e\u4fe1\u5ea6\u6216\u5931\u8d25\u751f\u6210\u7684\u4e00\u79cd\u5b9e\u7528\u542f\u53d1\u5f0f\u601d\u8def\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<ul>\n<li>\n<section>\u51c6\u89e3\u7801\u7b56\u7565\u4f3c\u4e4e\u8db3\u4ee5\u6355\u6349\u6a21\u578b\u5728\u6709\u6548\u63a8\u7406\u8def\u5f84\u4e0a\u7684\u5b8c\u6574\u5206\u5e03\uff0c\u53cd\u9a73\u4e86\u591a\u6837\u6027\u574d\u7f29\u5047\u8bf4\u3002<\/section>\n<\/li>\n<\/ul>\n<p><strong>\u6e05\u9192\u7684\u89c2\u5bdf\uff1a\u7ed3\u679c<\/strong><\/p>\n<p>\u8868 3 \u5c55\u793a\u4e86\u5b9e\u9a8c\u7ed3\u679c\uff0c\u5e76\u5bf9\u7ed3\u679c\u7684\u4e0d\u540c\u65b9\u9762\u8fdb\u884c\u4e86\u5206\u6790\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6b8a3a56f90c86d6132a380a1947fe0a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6b8a3a56f90c86d6132a380a1947fe0a.png\"><\/a><\/p>\n<p>\u7814\u7a76\u8005\u5728\u6807\u51c6\u5316\u8bc4\u4f30\u73af\u5883\u4e2d\uff0c\u5bf9\u516d\u4e2a\u6570\u5b66\u63a8\u7406\u57fa\u51c6\u6d4b\u8bd5\u8fdb\u884c\u4e86\u6a21\u578b\u8bc4\u4f30\uff0c\u5e76\u9488\u5bf9\u8fd9\u4e9b\u6a21\u578b\u7684 Pass@1 \u51c6\u786e\u7387\uff08\u5747\u503c \u00b1 \u6807\u51c6\u5dee\uff09\u8fdb\u884c\u4e86\u62a5\u544a\u3002\u5728 AIME \u548c AMC \u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u7ed3\u679c\u91c7\u7528\u4e86\u5341\u4e2a\u968f\u673a\u79cd\u5b50\u7684\u5e73\u5747\u503c\uff0c\u800c\u5176\u4ed6\u57fa\u51c6\u6d4b\u8bd5\u5219\u4f7f\u7528\u4e86\u4e09\u4e2a\u968f\u673a\u79cd\u5b50\u7684\u5e73\u5747\u503c\u3002\u7814\u7a76\u8005\u91c7\u7528\u4e86 LightEval \u6846\u67b6\uff0c\u5e76\u4e3a\u6bcf\u79cd\u65b9\u6cd5\u8c03\u8bd5\u4e86\u6700\u4f73\u8d85\u53c2\u6570\u3002<\/p>\n<p>\u9700\u8981\u6307\u51fa\u7684\u662f\uff0c\u9664\u4e86\u6570\u5b66\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e3a 4096 \u4e4b\u5916\uff0c\u5176\u4ed6\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u5747\u8bbe\u5b9a\u4e3a 32768\uff0c\u5e76\u4f7f\u7528\u4e86\u9002\u5b9c\u7684\u63d0\u793a\u6a21\u677f\u3002\u540c\u65f6\uff0c\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u548c\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u7684\u6a21\u578b\u53d8\u4f53\u5206\u522b\u9488\u5bf9\u5404\u81ea\u7684\u57fa\u7840\u6a21\u578b\u6216\u6307\u4ee4\u8c03\u4f18\u6a21\u578b\u8fdb\u884c\u4e86\u8bc4\u4f30\u3002<\/p>\n<p>\u4e3b\u8981\u7ed3\u8bba\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li>\n<section>\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u7684\u65b9\u6cd5\u672a\u80fd\u663e\u8457\u63d0\u5347\u6027\u80fd\u3002<\/section>\n<\/li>\n<li>\n<section>\u5728\u63a8\u7406\u8def\u5f84\u4e0a\uff0cSFT \u5c55\u73b0\u4e86\u663e\u8457\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/section>\n<\/li>\n<\/ul>\n<p><strong>\u53d1\u73b0\u7684\u73b0\u8c61\u662f\u5426\u53ef\u590d\u73b0\uff1f\u8be6\u7ec6\u5206\u6790<\/strong><\/p>\n<p>\u7814\u7a76\u8005\u8fdb\u4e00\u6b65\u8c03\u67e5\u4e86\u6700\u8fd1\u6ce8\u610f\u5230\u7684\u4e24\u79cd\u73b0\u8c61\uff0c\u4ee5\u9a8c\u8bc1\u5b83\u4eec\u662f\u5426\u5728\u5b9e\u9a8c\u4e2d\u5f97\u4ee5\u590d\u73b0\uff1a<\/p>\n<ul>\n<li>\n<p>\u54cd\u5e94\u957f\u5ea6\u4e0e\u6027\u80fd\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n<\/li>\n<li>\n<p>\u4ee5\u63a8\u7406\u4e3a\u91cd\u70b9\u7684\u8bad\u7ec3\u540e\uff0c\u54cd\u5e94\u7684\u591a\u6837\u6027\u662f\u5426\u6709\u6240\u4e0b\u964d\u3002<\/p>\n<\/li>\n<\/ul>\n<p><span data-pm-slice='1 1 [\"para\",{\"tagName\":\"p\",\"attributes\":{\"style\":\"text-align: justify; margin-left: 8px; margin-right: 8px; line-height: 1.75em;\"},\"namespaceURI\":\"http:\/\/www.w3.org\/1999\/xhtml\"}]'>1\u3001\u9519\u8bef\u54cd\u5e94\u662f\u5426\u66f4\u957f\uff1f<\/span><\/p>\n<p>\u8f83\u957f\u7684\u54cd\u5e94\u662f\u5426\u610f\u5473\u7740\u9519\u8bef\u7b54\u6848\u7684\u53ef\u80fd\u6027\u66f4\u9ad8\uff1f\u4ed6\u4eec\u6bd4\u8f83\u4e86\u5728\u516d\u4e2a\u6570\u636e\u96c6\uff08AIME24\u3001AIME25\u3001AMC23\u3001MATH500\u3001Minerva \u548c OlympiadBench\uff09\u4e2d\u6b63\u786e\u548c\u9519\u8bef\u7b54\u6848\u7684\u54cd\u5e94\u957f\u5ea6\u5206\u5e03\uff0c\u5e76\u5728\u6bcf\u4e2a\u6a21\u578b\u7684\u968f\u673a\u79cd\u5b50\u4e0a\u8fdb\u884c\u4e86\u5e73\u5747\u3002<\/p>\n<p>\u00a0\u56fe 11 \u5c55\u793a\u4e86\u6309\u54cd\u5e94\u957f\u5ea6\u5206\u7ec4\u7684\u6bcf\u4e2a\u79cd\u5b50\u7684\u5e73\u5747\u54cd\u5e94\u6570\u91cf\u76f4\u65b9\u56fe\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-4157a31ecc982c0c12af4f17128fa99a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-4157a31ecc982c0c12af4f17128fa99a.png\"><\/a><\/section>\n<p>\u6570\u636e\u663e\u793a\u4e86\u4e00\u4e2a\u660e\u663e\u8d8b\u52bf\uff1a\u8f83\u77ed\u7684\u54cd\u5e94\u66f4\u53ef\u80fd\u662f\u6b63\u786e\u7684\uff0c\u800c\u8f83\u957f\u7684\u54cd\u5e94\u5219\u9010\u6e10\u8868\u73b0\u51fa\u66f4\u9ad8\u7684\u9519\u8bef\u7387\u3002\u8fd9\u4e00\u6a21\u5f0f\u5728\u6240\u6709\u79cd\u5b50\u4e2d\u90fd\u4fdd\u6301\u4e00\u81f4\uff0c\u7279\u522b\u662f\u5728\u8d85\u8fc7 10000 \u4e2a token \u7684\u54cd\u5e94\u4e2d\u8868\u73b0\u5f97\u6700\u4e3a\u663e\u8457\u3002\u7814\u7a76\u8005\u5c31\u6b64\u63d0\u51fa\u4e24\u4e2a\u5173\u952e\u95ee\u9898\uff1a<\/p>\n<p>Q1\uff1a\u8fd9\u4e00\u6a21\u5f0f\u662f\u5426\u540c\u65f6\u9002\u7528\u4e8e\u57fa\u4e8e RL \u548c SFT \u8bad\u7ec3\u7684\u6a21\u578b\uff1f<\/p>\n<p>\u5206\u6790\u7ed3\u679c\u8868\u660e\uff0c\u8fd9\u4e00\u8d8b\u52bf\u5728 RL \u548c SFT 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