{"id":5022,"date":"2025-01-24T18:39:03","date_gmt":"2025-01-24T10:39:03","guid":{"rendered":"https:\/\/www.niuniucard.com\/blog\/?p=5022"},"modified":"2025-01-24T18:39:03","modified_gmt":"2025-01-24T10:39:03","slug":"%e4%b8%80%e6%96%87%e8%af%bb%e6%87%82%ef%bc%9adeepseek%e6%96%b0%e6%a8%a1%e5%9e%8b%e5%a4%a7%e6%8f%ad%e7%a7%98%ef%bc%8c%e4%b8%ba%e4%bd%95%e5%ae%83%e8%83%bd%e9%9c%87%e5%8a%a8%e5%85%a8%e7%90%83ai%e5%9c%88","status":"publish","type":"post","link":"\/blog\/archives\/5022","title":{"rendered":"\u4e00\u6587\u8bfb\u61c2\uff1aDeepSeek\u65b0\u6a21\u578b\u5927\u63ed\u79d8\uff0c\u4e3a\u4f55\u5b83\u80fd\u9707\u52a8\u5168\u7403AI\u5708"},"content":{"rendered":"\n

\u7528\u6700\u7b80\u5355\u76f4\u63a5\u7684\u8bed\u8a00\u8ba9\u4f60\u8bfb\u61c2\u5b83\u5230\u5e95\u725b\u5728\u54ea<\/p>\n\n\n\n

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\u6bd4\u5982\uff0c\u524dMeta AI\u5de5\u4f5c\u4eba\u5458\u3001\u77e5\u540dAI\u8bba\u6587\u63a8\u7279\u4f5c\u8005Elvis\u5c31\u5f3a\u8c03\uff0cDeepSeek-R1\u7684\u8bba\u6587\u582a\u79f0\u7470\u5b9d\uff0c\u56e0\u4e3a\u5b83\u63a2\u7d22\u4e86\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u80fd\u529b\u7684\u591a\u79cd\u65b9\u6cd5\uff0c\u5e76\u53d1\u73b0\u4e86\u5176\u4e2d\u66f4\u660e\u786e\u7684\u6d8c\u73b0\u7279\u6027<\/strong>\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u53e6\u4e00\u4f4dAI\u5708\u5927V Yuchen Jin\u5219\u8ba4\u4e3a\uff0cDeepSeek-R1\u8bba\u6587\u4e2d\u63d0\u51fa\u7684\uff0c\u6a21\u578b\u5229\u7528\u7eafRL\u65b9\u6cd5\u5f15\u5bfc\u5176\u81ea\u4e3b\u5b66\u4e60\u548c\u53cd\u601d\u63a8\u7406\u8fd9\u4e00\u53d1\u73b0\uff0c\u610f\u4e49\u975e\u5e38\u91cd\u5927\u3002 <\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u82f1\u4f1f\u8fbeGEAR Lab\u9879\u76ee\u8d1f\u8d23\u4ebaJim Fan\u5728\u63a8\u7279\u4e2d\u4e5f\u63d0\u5230\u4e86\uff0cDeepSeek-R1\u7528\u901a\u8fc7\u786c\u7f16\u7801\u89c4\u5219\u8ba1\u7b97\u51fa\u7684\u771f\u5b9e\u5956\u52b1\uff0c\u800c\u907f\u514d\u4f7f\u7528\u4efb\u4f55 RL \u5bb9\u6613\u7834\u89e3\u7684\u5b66\u4e60\u5956\u52b1\u6a21\u578b\u3002\u8fd9\u4f7f\u5f97\u6a21\u578b\u4ea7\u751f\u4e86\u81ea\u6211\u53cd\u601d\u4e0e\u63a2\u7d22\u884c\u4e3a\u7684\u6d8c\u73b0\u3002 <\/p>\n\n\n\n

Jim Fan \u751a\u81f3\u8ba4\u4e3a\uff0c\u5b83\u4eec\u505a\u4e86OpenAI\u672c\u6765\u5e94\u8be5\u505a\u7684\u4e8b\uff0c\u5f00\u6e90\u3002 <\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u90a3\u4e48\u95ee\u9898\u6765\u4e86\uff0c\u4ed6\u4eec\u6240\u63d0\u5230\u7684\u7eafRL\u65b9\u6cd5\u8bad\u7ec3\u6a21\u578b\u662f\u6307\u4ec0\u4e48\uff1f<\/strong><\/p>\n\n\n\n

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\u800cDeepSeek\u56e2\u961f\u5728R1\u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u76f4\u63a5\u4e00\u6b21\u6027\u5b9e\u9a8c\u4e86\u4e09\u79cd\u622a\u7136\u4e0d\u540c\u7684\u6280\u672f\u8def\u5f84\uff1a\u76f4\u63a5\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\uff08R1-Zero\uff09\u3001\u591a\u9636\u6bb5\u6e10\u8fdb\u8bad\u7ec3\uff08R1\uff09\u548c\u6a21\u578b\u84b8\u998f\uff0c\u8fd8\u90fd\u6210\u529f\u4e86\u3002\u591a\u9636\u6bb5\u6e10\u8fdb\u8bad\u7ec3\u65b9\u6cd5\u548c\u6a21\u578b\u84b8\u998f\u90fd\u5305\u542b\u7740\u5f88\u591a\u521b\u65b0\u610f\u4e49\u5143\u7d20\uff0c\u5bf9\u884c\u4e1a\u6709\u7740\u91cd\u8981\u5f71\u54cd\u3002<\/p>\n\n\n\n

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\u751a\u81f3\u4f1a\u52a0\u5165\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\uff08MCTS\uff09\uff0c\u8ba9\u6a21\u578b\u5728\u591a\u79cd\u53ef\u80fd\u4e2d\u641c\u7d22\u6700\u597d\u7684\u53ef\u80fd\u3002 <\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u4f20\u7edf\u7684\u6a21\u578b\u8bad\u7ec3\u8def\u5f84 <\/p>\n\n\n\n

\u4f46DeepSeek-R1-Zero\u9009\u62e9\u4e86\u4e00\u6761\u524d\u6240\u672a\u6709\u7684\u8def\u5f84\u201c\u7eaf\u201d\u5f3a\u5316\u5b66\u4e60\u8def\u5f84\uff0c\u5b83\u5b8c\u5168\u629b\u5f00\u4e86\u9884\u8bbe\u7684\u601d\u7ef4\u94fe\u6a21\u677f\uff08Chain of Thought\uff09\u548c\u76d1\u7763\u5f0f\u5fae\u8c03\uff08SFT\uff09\uff0c\u4ec5\u4f9d\u9760\u7b80\u5355\u7684\u5956\u60e9\u4fe1\u53f7\u6765\u4f18\u5316\u6a21\u578b\u884c\u4e3a\u3002 <\/p>\n\n\n\n

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DeepSeek-R1-Zero \u6709\u7684\u53ea\u662f\u4e00\u5957\u6700\u7b80\u5355\u7684\u5956\u52b1\u7cfb\u7edf\uff0c\u6765\u6fc0\u53d1AI\u7684\u63a8\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n

\u8fd9\u4e2a\u89c4\u5219\u5c31\u4e24\u6761\uff1a<\/strong><\/p>\n\n\n\n

1.  \u51c6\u786e\u6027\u5956\u52b1\uff1a\u51c6\u786e\u6027\u5956\u52b1\u6a21\u578b\u8bc4\u4f30\u54cd\u5e94\u662f\u5426\u6b63\u786e\u3002\u5bf9\u4e86\u5c31\u52a0\u5206\uff0c\u9519\u4e86\u6263\u5206\u3002\u8bc4\u4ef7\u65b9\u6cd5\u4e5f\u5f88\u7b80\u5355\uff1a\u4f8b\u5982\uff0c\u5728\u5177\u6709\u786e\u5b9a\u6027\u7ed3\u679c\u7684\u6570\u5b66\u95ee\u9898\u4e2d\uff0c\u6a21\u578b\u9700\u8981\u4ee5\u6307\u5b9a\u683c\u5f0f\uff08\u5982<answer>\u548c<\/answer>\u95f4\uff09\u63d0\u4f9b\u6700\u7ec8\u7b54\u6848\uff1b\u5bf9\u4e8e\u7f16\u7a0b\u95ee\u9898\uff0c\u53ef\u4ee5\u4f7f\u7528\u7f16\u8bd1\u5668\u6839\u636e\u9884\u5b9a\u4e49\u7684\u6d4b\u8bd5\u7528\u4f8b\u751f\u6210\u53cd\u9988\u3002<\/p>\n\n\n\n

2.  \u683c\u5f0f\u5956\u52b1\uff1a\u683c\u5f0f\u5956\u52b1\u6a21\u578b\u5f3a\u5236\u8981\u6c42\u6a21\u578b\u5c06\u5176\u601d\u8003\u8fc7\u7a0b\u7f6e\u4e8e<think>\u548c<\/think>\u6807\u7b7e\u4e4b\u95f4\u3002\u6ca1\u8fd9\u4e48\u505a\u5c31\u6263\u5206\uff0c\u505a\u4e86\u5c31\u52a0\u5206\u3002<\/p>\n\n\n\n

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\"\"<\/figure>\n\n\n\n

R1 Zero\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd<\/p>\n\n\n\n

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GRPO\u7684\u6a21\u5f0f\u5176\u5b9e\u6bd4\u8f83\u7b80\u5355\uff0c\u901a\u8fc7\u7ec4\u5185\u6837\u672c\u7684\u76f8\u5bf9\u6bd4\u8f83\u6765\u8ba1\u7b97\u7b56\u7565\u68af\u5ea6\uff0c\u6709\u6548\u964d\u4f4e\u4e86\u8bad\u7ec3\u7684\u4e0d\u7a33\u5b9a\u6027\uff0c\u540c\u65f6\u63d0\u9ad8\u4e86\u5b66\u4e60\u6548\u7387\u3002<\/p>\n\n\n\n

\u7b80\u5355\u6765\u8bf4\uff0c\u4f60\u53ef\u4ee5\u628a\u5b83\u60f3\u8c61\u6210\u8001\u5e08\u51fa\u9898\uff0c\u6bcf\u9053\u9898\u8ba9\u6a21\u578b\u540c\u65f6\u56de\u7b54\u591a\u6b21\uff0c\u7136\u540e\u7528\u4e0a\u9762\u7684\u5956\u60e9\u89c4\u5219\u7ed9\u6bcf\u4e2a\u7b54\u6848\u6253\u5206\uff0c\u6839\u636e\u8ffd\u6c42\u9ad8\u5206\u3001\u907f\u514d\u4f4e\u5206\u7684\u903b\u8f91\u66f4\u65b0\u6a21\u578b\u3002<\/strong><\/p>\n\n\n\n

\u8fd9\u4e2a\u6d41\u7a0b\u5927\u6982\u662f\u8fd9\u6837\u7684\uff1a<\/strong><\/p>\n\n\n\n

\u8f93\u5165\u95ee\u9898 \u2192 \u6a21\u578b\u751f\u6210\u591a\u4e2a\u7b54\u6848 \u2192 \u89c4\u5219\u7cfb\u7edf\u8bc4\u5206 \u2192 GRPO\u8ba1\u7b97\u76f8\u5bf9\u4f18\u52bf \u2192 \u66f4\u65b0\u6a21\u578b<\/strong><\/p>\n\n\n\n

\u8fd9\u79cd\u76f4\u63a5\u8bad\u7ec3\u65b9\u6cd5\u5e26\u6765\u4e86\u51e0\u4e2a\u663e\u8457\u7684\u4f18\u52bf\u3002\u9996\u5148\u662f\u8bad\u7ec3\u6548\u7387\u7684\u63d0\u5347\uff0c\u6574\u4e2a\u8fc7\u7a0b\u53ef\u4ee5\u5728\u66f4\u77ed\u7684\u65f6\u95f4\u5185\u5b8c\u6210\u3002\u5176\u6b21\u662f\u8d44\u6e90\u6d88\u8017\u7684\u964d\u4f4e\uff0c\u7531\u4e8e\u7701\u53bb\u4e86SFT\u548c\u590d\u6742\u7684\u5956\u60e9\u6a21\u578b\uff0c\u8ba1\u7b97\u8d44\u6e90\u7684\u9700\u6c42\u5927\u5e45\u51cf\u5c11\u3002 <\/p>\n\n\n\n

\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u79cd\u65b9\u6cd5\u771f\u7684\u8ba9\u6a21\u578b\u5b66\u4f1a\u4e86\u601d\u8003\uff0c\u800c\u4e14\u662f\u4ee5\u201c\u987f\u609f\u201d\u7684\u65b9\u5f0f\u5b66\u4f1a\u7684\u3002<\/strong><\/p>\n\n\n\n

\u7528\u81ea\u5df1\u7684\u8bed\u8a00\uff0c\u5728\u201c\u987f\u609f\u201d\u4e2d\u5b66\u4e60<\/strong><\/strong><\/h2>\n\n\n\n

\u6211\u4eec\u662f\u600e\u4e48\u770b\u51fa\u6a21\u578b\u5728\u8fd9\u79cd\u975e\u5e38\u201c\u539f\u59cb\u201d\u7684\u65b9\u6cd5\u4e0b\uff0c\u662f\u771f\u7684\u5b66\u4f1a\u4e86\u201c\u601d\u8003\u201d\u7684\u5462\uff1f<\/p>\n\n\n\n

\u8bba\u6587\u8bb0\u5f55\u4e86\u4e00\u4e2a\u5f15\u4eba\u6ce8\u76ee\u7684\u6848\u4f8b\uff1a\u5728\u5904\u7406\u4e00\u4e2a\u6d89\u53ca\u590d\u6742\u6570\u5b66\u8868\u8fbe\u5f0f \u221aa – \u221a(a + x) = x \u7684\u95ee\u9898\u65f6\uff0c\u6a21\u578b\u7a81\u7136\u505c\u4e0b\u6765\u8bf4”Wait, wait. Wait. That’s an aha moment I can flag here”\uff08\u7b49\u7b49\u3001\u7b49\u7b49\u3001\u8fd9\u662f\u4e2a\u503c\u5f97\u6807\u8bb0\u7684\u554a\u54c8\u65f6\u523b\uff09\uff0c\u968f\u540e\u91cd\u65b0\u5ba1\u89c6\u4e86\u6574\u4e2a\u89e3\u9898\u8fc7\u7a0b\u3002\u8fd9\u79cd\u7c7b\u4f3c\u4eba\u7c7b\u987f\u609f\u7684\u884c\u4e3a\u5b8c\u5168\u662f\u81ea\u53d1\u4ea7\u751f\u7684\uff0c\u800c\u4e0d\u662f\u9884\u5148\u8bbe\u5b9a\u7684\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u8fd9\u79cd\u987f\u609f\u5f80\u5f80\u662f\u6a21\u578b\u601d\u7ef4\u80fd\u529b\u8dc3\u5347\u7684\u65f6\u523b\u3002<\/strong><\/p>\n\n\n\n

\u56e0\u4e3a\u6839\u636eDeepSeek\u7684\u7814\u7a76\uff0c\u6a21\u578b\u7684\u8fdb\u6b65\u5e76\u975e\u5747\u5300\u6e10\u8fdb\u7684\u3002\u5728\u5f3a\u5316\u5b66\u4e60\u8fc7\u7a0b\u4e2d\uff0c\u54cd\u5e94\u957f\u5ea6\u4f1a\u51fa\u73b0\u7a81\u7136\u7684\u663e\u8457\u589e\u957f\uff0c\u8fd9\u4e9b”\u8df3\u8dc3\u70b9”\u5f80\u5f80\u4f34\u968f\u7740\u89e3\u9898\u7b56\u7565\u7684\u8d28\u53d8\u3002\u8fd9\u79cd\u6a21\u5f0f\u9177\u4f3c\u4eba\u7c7b\u5728\u957f\u671f\u601d\u8003\u540e\u7684\u7a81\u7136\u987f\u609f\uff0c\u6697\u793a\u7740\u67d0\u79cd\u6df1\u5c42\u7684\u8ba4\u77e5\u7a81\u7834\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u5728\u8fd9\u79cd\u4f34\u968f\u7740\u987f\u609f\u7684\u80fd\u529b\u63d0\u5347\u4e0b\uff0cR1-Zero\u5728\u6570\u5b66\u754c\u4eab\u6709\u76db\u8a89\u7684AIME\u7ade\u8d5b\u4e2d\u4ece\u6700\u521d\u768415.6%\u6b63\u786e\u7387\u4e00\u8def\u6500\u5347\u81f371.0%\u7684\u51c6\u786e\u7387\u3002\u800c\u8ba9\u6a21\u578b\u5bf9\u540c\u4e00\u95ee\u9898\u8fdb\u884c\u591a\u6b21\u5c1d\u8bd5\u65f6\uff0c\u51c6\u786e\u7387\u751a\u81f3\u8fbe\u5230\u4e8686.7%\u3002\u8fd9\u4e0d\u662f\u7b80\u5355\u7684\u770b\u8fc7\u4e86\u5c31\u4f1a\u505a\u4e86\u2014\u2014\u56e0\u4e3aAIME\u7684\u9898\u76ee\u9700\u8981\u6df1\u5ea6\u7684\u6570\u5b66\u76f4\u89c9\u548c\u521b\u9020\u6027\u601d\u7ef4\uff0c\u800c\u4e0d\u662f\u673a\u68b0\u6027\u7684\u516c\u5f0f\u5e94\u7528\u3002\u6a21\u578b\u57fa\u672c\u5fc5\u987b\u80fd\u63a8\u7406\uff0c\u624d\u53ef\u80fd\u6709\u8fd9\u6837\u7684\u63d0\u5347\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u53e6\u4e00\u4e2a\u6a21\u578b\u786e\u5b9e\u901a\u8fc7\u8fd9\u79cd\u65b9\u6cd5\u5b66\u4f1a\u4e86\u63a8\u7406\u7684\u53e6\u4e00\u4e2a\u6838\u5fc3\u8bc1\u636e\uff0c\u662f\u6a21\u578b\u54cd\u5e94\u957f\u5ea6\u4f1a\u6839\u636e\u95ee\u9898\u7684\u590d\u6742\u5ea6\u81ea\u7136\u8c03\u8282\u3002\u8fd9\u79cd\u81ea\u9002\u5e94\u884c\u4e3a\u8868\u660e\uff0c\u5b83\u4e0d\u662f\u5728\u7b80\u5355\u5730\u5957\u7528\u6a21\u677f\uff0c\u800c\u662f\u771f\u6b63\u7406\u89e3\u4e86\u95ee\u9898\u7684\u96be\u5ea6\uff0c\u5e76\u76f8\u5e94\u5730\u6295\u5165\u66f4\u591a\u7684”\u601d\u8003\u65f6\u95f4”\u3002\u5c31\u50cf\u4eba\u7c7b\u9762\u5bf9\u7b80\u5355\u7684\u52a0\u6cd5\u548c\u590d\u6742\u7684\u79ef\u5206\u4f1a\u81ea\u7136\u8c03\u6574\u601d\u8003\u65f6\u95f4\u4e00\u6837\uff0cR1-Zero\u5c55\u73b0\u51fa\u4e86\u7c7b\u4f3c\u7684\u667a\u6167\u3002<\/p>\n\n\n\n

\u6700\u6709\u8bf4\u670d\u529b\u7684\u6216\u8bb8\u662f\u6a21\u578b\u5c55\u73b0\u51fa\u7684\u8fc1\u79fb\u5b66\u4e60\u80fd\u529b\u3002\u5728\u5b8c\u5168\u4e0d\u540c\u7684\u7f16\u7a0b\u7ade\u8d5b\u5e73\u53f0Codeforces\u4e0a\uff0cR1-Zero\u8fbe\u5230\u4e86\u8d85\u8fc796.3%\u4eba\u7c7b\u9009\u624b\u7684\u6c34\u5e73\u3002\u8fd9\u79cd\u8de8\u57df\u8868\u73b0\u8868\u660e\uff0c\u6a21\u578b\u4e0d\u662f\u5728\u6b7b\u8bb0\u786c\u80cc\u7279\u5b9a\u9886\u57df\u7684\u89e3\u9898\u6280\u5de7\uff0c\u800c\u662f\u638c\u63e1\u4e86\u67d0\u79cd\u666e\u9002\u7684\u63a8\u7406\u80fd\u529b\u3002<\/strong><\/p>\n\n\n\n

\u4e00\u4e2a\u806a\u660e\uff0c\u4f46\u53e3\u9f7f\u4e0d\u6e05\u7684\u5929\u624d<\/strong><\/strong><\/h2>\n\n\n\n

\u5c3d\u7ba1R1-Zero\u5c55\u73b0\u51fa\u4e86\u60ca\u4eba\u7684\u63a8\u7406\u80fd\u529b\uff0c\u4f46\u7814\u7a76\u8005\u4eec\u5f88\u5feb\u53d1\u73b0\u4e86\u4e00\u4e2a\u4e25\u91cd\u7684\u95ee\u9898\uff1a\u5b83\u7684\u601d\u7ef4\u8fc7\u7a0b\u5f80\u5f80\u96be\u4ee5\u88ab\u4eba\u7c7b\u7406\u89e3\u3002<\/p>\n\n\n\n

\u8bba\u6587\u5766\u8bda\u5730\u6307\u51fa\uff0c\u8fd9\u4e2a\u7eaf\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u51fa\u6765\u7684\u6a21\u578b\u5b58\u5728”poor readability”\uff08\u53ef\u8bfb\u6027\u5dee\uff09\u548c”language mixing”\uff08\u8bed\u8a00\u6df7\u6742\uff09\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n

\u8fd9\u4e2a\u73b0\u8c61\u5176\u5b9e\u5f88\u597d\u7406\u89e3\uff1aR1-Zero\u5b8c\u5168\u901a\u8fc7\u5956\u60e9\u4fe1\u53f7\u6765\u4f18\u5316\u5176\u884c\u4e3a\uff0c\u6ca1\u6709\u4efb\u4f55\u4eba\u7c7b\u793a\u8303\u7684”\u6807\u51c6\u7b54\u6848”\u4f5c\u4e3a\u53c2\u8003\u3002\u5c31\u50cf\u4e00\u4e2a\u5929\u624d\u513f\u7ae5\u81ea\u521b\u4e86\u4e00\u5957\u89e3\u9898\u65b9\u6cd5\uff0c\u867d\u7136\u5c61\u8bd5\u4e0d\u723d\uff0c\u4f46\u5411\u522b\u4eba\u89e3\u91ca\u65f6\u5374\u8bed\u65e0\u4f26\u6b21\u3002\u5b83\u5728\u89e3\u9898\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u540c\u65f6\u4f7f\u7528\u591a\u79cd\u8bed\u8a00\uff0c\u6216\u8005\u53d1\u5c55\u51fa\u4e86\u67d0\u79cd\u7279\u6b8a\u7684\u8868\u8fbe\u65b9\u5f0f\uff0c\u8fd9\u4e9b\u90fd\u8ba9\u5176\u63a8\u7406\u8fc7\u7a0b\u96be\u4ee5\u88ab\u8ffd\u8e2a\u548c\u7406\u89e3\u3002<\/p>\n\n\n\n

\u6b63\u662f\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u56e2\u961f\u5f00\u53d1\u4e86\u6539\u8fdb\u7248\u672cDeepSeek-R1\u3002\u901a\u8fc7\u5f15\u5165\u66f4\u4f20\u7edf\u7684”cold-start data”\uff08\u51b7\u542f\u52a8\u6570\u636e\uff09\u548c\u591a\u9636\u6bb5\u8bad\u7ec3\u6d41\u7a0b\uff0cR1\u4e0d\u4ec5\u4fdd\u6301\u4e86\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\uff0c\u8fd8\u5b66\u4f1a\u4e86\u7528\u4eba\u7c7b\u6613\u61c2\u7684\u65b9\u5f0f\u8868\u8fbe\u601d\u7ef4\u8fc7\u7a0b\u3002\u8fd9\u5c31\u50cf\u7ed9\u90a3\u4e2a\u5929\u624d\u513f\u7ae5\u914d\u4e86\u4e00\u4e2a\u6c9f\u901a\u6559\u7ec3\uff0c\u6559\u4f1a\u4ed6\u5982\u4f55\u6e05\u6670\u5730\u8868\u8fbe\u81ea\u5df1\u7684\u60f3\u6cd5\u3002<\/p>\n\n\n\n

\u5728\u8fd9\u4e00\u8c03\u6559\u4e0b\u4e4b\u540e\uff0cDeepSeek-R1\u5c55\u73b0\u51fa\u4e86\u4e0eOpenAI o1\u76f8\u5f53\u751a\u81f3\u5728\u67d0\u4e9b\u65b9\u9762\u66f4\u4f18\u7684\u6027\u80fd\u3002\u5728MATH\u57fa\u51c6\u6d4b\u8bd5\u4e0a\uff0cR1\u8fbe\u5230\u4e8677.5%\u7684\u51c6\u786e\u7387\uff0c\u4e0eo1\u768477.3%\u76f8\u8fd1\uff1b\u5728\u66f4\u5177\u6311\u6218\u6027\u7684AIME 2024\u4e0a\uff0cR1\u7684\u51c6\u786e\u7387\u8fbe\u523071.3%\uff0c\u8d85\u8fc7\u4e86o1\u768471.0%\u3002\u5728\u4ee3\u7801\u9886\u57df\uff0cR1\u5728Codeforces\u8bc4\u6d4b\u4e2d\u8fbe\u5230\u4e862441\u5206\u7684\u6c34\u5e73\uff0c\u9ad8\u4e8e96.3%\u7684\u4eba\u7c7b\u53c2\u4e0e\u8005\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u7136\u800c\uff0cDeepSeek-R1 Zero\u7684\u6f5c\u529b\u4f3c\u4e4e\u66f4\u5927\u3002\u5b83\u5728AIME 2024\u6d4b\u8bd5\u4e2d\u4f7f\u7528\u591a\u6570\u6295\u7968\u673a\u5236\u65f6\u8fbe\u5230\u768486.7%\u51c6\u786e\u7387\u2014\u2014\u8fd9\u4e2a\u6210\u7ee9\u751a\u81f3\u8d85\u8fc7\u4e86OpenAI\u7684o1-0912\u3002\u8fd9\u79cd”\u591a\u6b21\u5c1d\u8bd5\u4f1a\u53d8\u5f97\u66f4\u51c6\u786e”\u7684\u7279\u5f81\uff0c\u6697\u793aR1-Zero\u53ef\u80fd\u638c\u63e1\u4e86\u67d0\u79cd\u57fa\u7840\u7684\u63a8\u7406\u6846\u67b6\uff0c\u800c\u4e0d\u662f\u7b80\u5355\u5730\u8bb0\u5fc6\u89e3\u9898\u6a21\u5f0f\u3002<\/p>\n\n\n\n

\u8bba\u6587\u6570\u636e\u663e\u793a\uff0c\u4eceMATH-500\u5230AIME\uff0c\u518d\u5230GSM8K\uff0c\u6a21\u578b\u8868\u73b0\u51fa\u7a33\u5b9a\u7684\u8de8\u57df\u6027\u80fd\uff0c\u7279\u522b\u662f\u5728\u9700\u8981\u521b\u9020\u6027\u601d\u7ef4\u7684\u590d\u6742\u95ee\u9898\u4e0a\u3002\u8fd9\u79cd\u5e7f\u8c31\u6027\u80fd\u63d0\u793aR1-Zero\u53ef\u80fd\u786e\u5b9e\u57f9\u517b\u51fa\u4e86\u67d0\u79cd\u57fa\u7840\u7684\u63a8\u7406\u80fd\u529b\uff0c\u8fd9\u4e0e\u4f20\u7edf\u7684\u7279\u5b9a\u4efb\u52a1\u4f18\u5316\u6a21\u578b\u5f62\u6210\u9c9c\u660e\u5bf9\u6bd4\u3002<\/p>\n\n\n\n

\u6240\u4ee5\uff0c\u867d\u7136\u53e3\u9f7f\u4e0d\u6e05\uff0c\u4f46\u4e5f\u8bb8DeepSeek-R1-Zero\u624d\u662f\u771f\u6b63\u7406\u89e3\u4e86\u63a8\u7406\u7684\u201c\u5929\u624d\u201d\u3002<\/p>\n\n\n\n

\u7eaf\u7cb9\u5f3a\u5316\u5b66\u4e60\uff0c\u4e5f\u8bb8\u624d\u662f\u901a\u5411AGI\u7684\u610f\u5916\u6377\u5f84<\/strong><\/strong><\/h2>\n\n\n\n

\u4e4b\u6240\u4ee5DeepSeek-R1\u7684\u53d1\u5e03\u8ba9\u5708\u5185\u4eba\u7684\u7126\u70b9\u90fd\u6295\u5411\u4e86\u7eaf\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\uff0c\u56e0\u4e3a\u5b83\u5b8c\u5168\u53ef\u4ee5\u8bf4\u5f97\u4e0a\u662f\u6253\u5f00\u4e86AI \u8fdb\u5316\u7684\u4e00\u6761\u65b0\u8def\u5f84\u3002<\/p>\n\n\n\n

R1-Zero\u2014\u2014\u8fd9\u4e2a\u5b8c\u5168\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u51fa\u6765\u7684AI\u6a21\u578b\uff0c\u5c55\u73b0\u51fa\u4e86\u4ee4\u4eba\u60ca\u8bb6\u7684\u901a\u7528\u63a8\u7406\u80fd\u529b\u3002\u5b83\u4e0d\u4ec5\u5728\u6570\u5b66\u7ade\u8d5b\u4e2d\u53d6\u5f97\u4e86\u60ca\u4eba\u6210\u7ee9\u3002<\/p>\n\n\n\n

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