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\"\u6e05\u5e93\u5b58\uff01DeepSeek\u7a81\u7136\u8865\u5168R1\u6280\u672f\u62a5\u544a\uff0c\u8bad\u7ec3\u8def\u5f84\u9996\u6b21\u8be6\u7ec6\u516c\u5f00\"\/<\/div><\/figure>\n
\"\u6e05\u5e93\u5b58\uff01DeepSeek\u7a81\u7136\u8865\u5168R1\u6280\u672f\u62a5\u544a\uff0c\u8bad\u7ec3\u8def\u5f84\u9996\u6b21\u8be6\u7ec6\u516c\u5f00\"\/<\/div><\/figure>\n
\"\u6e05\u5e93\u5b58\uff01DeepSeek\u7a81\u7136\u8865\u5168R1\u6280\u672f\u62a5\u544a\uff0c\u8bad\u7ec3\u8def\u5f84\u9996\u6b21\u8be6\u7ec6\u516c\u5f00\"\/<\/div><\/figure>\n
\"\u6e05\u5e93\u5b58\uff01DeepSeek\u7a81\u7136\u8865\u5168R1\u6280\u672f\u62a5\u544a\uff0c\u8bad\u7ec3\u8def\u5f84\u9996\u6b21\u8be6\u7ec6\u516c\u5f00\"\/<\/div><\/figure>\n

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DeepSeek\u53c8\u6084\u6084\u7ed9\u5b83\u585e\u4e8664\u9875\u7684\u6280\u672f\u7ec6\u8282\u3002<\/p>\n

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\u628a\u4e24\u4efd\u8bba\u6587\u5bf9\u7740\u4e00\u770b\uff0c\u53d1\u73b0\u8fd9\u4ef6\u4e8b\u4e0d\u7b80\u5355\u3002<\/p>\n

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\u6574\u4e2a\u8fc7\u7a0b\u5206\u6210\u56db\u6b65\uff1a<\/p>\n

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\u7b2c\u4e8c\u6b65\uff0c\u63a8\u7406\u5bfc\u5411RL\u3002\u5728\u4e0d\u7834\u574f\u5bf9\u8bdd\u601d\u8003\u98ce\u683c\u7684\u524d\u63d0\u4e0b\uff0c\u7ee7\u7eed\u63d0\u5347\u6a21\u578b\u80fd\u529b\uff0c\u540c\u65f6\u5f15\u5165\u8bed\u8a00\u4e00\u81f4\u6027\u5956\u52b1\uff0c\u89e3\u51b3\u8bed\u79cd\u6df7\u7528\u7684\u95ee\u9898\u3002<\/p>\n

\u7b2c\u4e09\u6b65\uff0c\u62d2\u7edd\u91c7\u6837\u548c\u518d\u5fae\u8c03\u3002\u540c\u65f6\u52a0\u5165\u63a8\u7406\u6570\u636e\u548c\u901a\u7528\u6570\u636e\uff0c\u8981\u8ba9\u6a21\u578b\u65e2\u4f1a\u63a8\u7406\u3001\u4e5f\u4f1a\u5199\u4f5c\u3002<\/p>\n

\u7b2c\u56db\u6b65\uff0c\u5bf9\u9f50\u5bfc\u5411RL\u3002\u6253\u78e8\u6709\u7528\u6027\u548c\u5b89\u5168\u6027\uff0c\u8ba9\u6574\u4f53\u884c\u4e3a\u66f4\u8d34\u8fd1\u4eba\u7c7b\u504f\u597d\u3002<\/p>\n

\u4e00\u8def\u8bfb\u4e0b\u6765\u6709\u4e2a\u611f\u53d7\uff1aDeepSeek\u662f\u771f\u4e0d\u628a\u54b1\u5f53\u5916\u4eba\u554a\u2026\u2026<\/p>\n

\u51b7\u542f\u52a8\u6570\u636e\u600e\u4e48\u6765\u7684\uff0c\u4e24\u8f6eRL\u5404\u81ea\u5e72\u4e86\u4ec0\u4e48\uff0c\u5956\u52b1\u6a21\u578b\u600e\u4e48\u8bbe\uff0c\u5168\u90fd\u5199\u5f97\u660e\u660e\u767d\u767d\u3002\u7b80\u76f4\u8ddf\u6559\u79d1\u4e66\u6ca1\u5565\u533a\u522b\u4e86\u3002<\/p>\n

\u9664\u4e86R1\uff0cR1-Zero\u7684\u90e8\u5206\u4e5f\u6709\u8865\u5145\uff0c\u4e3b\u8981\u662f\u5173\u4e8e\u300cAha Moment\u300d\u8fd9\u4ef6\u4e8b\u3002<\/p>\n

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\u8fd9\u6b21\uff0cDeepSeek\u5bf9\u8fd9\u79cd\u6d8c\u73b0\u505a\u4e86\u66f4\u591a\u7684\u5206\u6790\uff0c\u653e\u5728\u9644\u5f55C.2\u4e2d\uff1a<\/p>\n

\u5148\u6311\u4e86\u4e00\u6279\u5177\u6709\u4ee3\u8868\u6027\u7684\u53cd\u601d\u6027\u8bcd\u6c47\uff0c\u6bd4\u5982\u300cwait\u300d\u300cmistake\u300d\u300chowever\u300d\u7b49\uff0c\u7531\u51e0\u4f4d\u4eba\u5de5\u4e13\u5bb6\u7b5b\u9009\u3001\u5408\u5e76\u6210\u4e00\u4efd\u6700\u7ec8\u8bcd\u8868\uff0c\u7136\u540e\u7edf\u8ba1\u8fd9\u4e9b\u8bcd\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u51fa\u73b0\u7684\u9891\u7387\u3002<\/p>\n

\u7ed3\u679c\u663e\u793a\uff0c\u968f\u7740\u8bad\u7ec3\u63a8\u8fdb\uff0c\u8fd9\u4e9b\u53cd\u601d\u6027\u8bcd\u6c47\u7684\u51fa\u73b0\u6b21\u6570\uff0c\u76f8\u6bd4\u8bad\u7ec3\u521d\u671f\u76f4\u63a5\u6da8\u4e86\u5927\u7ea65\u52307\u500d\u3002<\/p>\n

\u5173\u952e\u5728\u4e8e\uff0c\u6a21\u578b\u5728\u4e0d\u540c\u9636\u6bb5\uff0c\u53cd\u601d\u4e60\u60ef\u8fd8\u4e0d\u592a\u4e00\u6837\u3002<\/p>\n

\u62ff\u300cwait\u300d\u4e3e\u4f8b\uff0c\u5728\u8bad\u7ec3\u65e9\u671f\uff0c\u8fd9\u4e2a\u8bcd\u51e0\u4e4e\u4ece\u4e0d\u51fa\u73b0\uff0c\u4f46\u7b49\u52308000\u6b65\u4e4b\u540e\uff0c\u7a81\u7136\u51fa\u73b0\u4e2a\u660e\u663e\u7684\u5cf0\u503c\u66f2\u7ebf\u3002<\/p>\n

\u4e0d\u8fc7\uff0cDeepSeek-R1\u867d\u7136\u5927\u5e45\u63d0\u5347\u4e86\u63a8\u7406\u80fd\u529b\uff0c\u4f46\u6bd5\u7adf\u662f\u5f00\u6e90\u6a21\u578b\uff0c\u5982\u679c\u5b89\u5168\u6027\u5de5\u4f5c\u505a\u7684\u4e0d\u5230\u4f4d\uff0c\u5f88\u5bb9\u6613\u88ab\u5fae\u8c03\u540e\u7528\u4e8e\u751f\u6210\u5371\u9669\u5185\u5bb9\u3002<\/p>\n

\u5728v1\u7248\u8bba\u6587\u91cc\uff0cDeepSeek\u6709\u63d0\u5230\u9488\u5bf9\u5b89\u5168\u6027\u505a\u4e86RL\u3002\u8fd9\u6b21\uff0c\u4ed6\u4eec\u8be6\u7ec6\u62ab\u9732\u4e86\u76f8\u5173\u7ec6\u8282\u548c\u8bc4\u4f30\u65b9\u5f0f\u3002<\/p>\n

\u4e3a\u8bc4\u4f30\u5e76\u63d0\u5347\u6a21\u578b\u7684\u5b89\u5168\u6027\uff0c\u56e2\u961f\u6784\u5efa\u4e86\u4e00\u4e2a\u5305\u542b10.6\u4e07\u6761\u63d0\u793a\u7684\u6570\u636e\u96c6\uff0c\u4f9d\u636e\u9884\u5148\u5236\u5b9a\u7684\u5b89\u5168\u51c6\u5219\uff0c\u6807\u6ce8\u6a21\u578b\u56de\u590d\u3002<\/p>\n

\u5956\u52b1\u6a21\u578b\u65b9\u9762\uff0c\u5b89\u5168\u5956\u52b1\u6a21\u578b\u4f7f\u7528\u70b9\u5f0f\uff08point-wise\uff09\u8bad\u7ec3\u65b9\u6cd5\uff0c\u7528\u4e8e\u533a\u5206\u5b89\u5168\u4e0e\u4e0d\u5b89\u5168\u7684\u56de\u7b54\u3002\u5176\u8bad\u7ec3\u8d85\u53c2\u6570\u4e0e\u6709\u7528\u6027\u5956\u52b1\u6a21\u578b\u4fdd\u6301\u4e00\u81f4\u3002<\/p>\n

\u98ce\u9669\u63a7\u5236\u7cfb\u7edf\u65b9\u9762\uff0cDeepSeek-R1\u901a\u8fc7\u5411DeepSeek-V3\u53d1\u9001\u98ce\u9669\u5ba1\u67e5\u63d0\u793a\u6765\u5b9e\u73b0\uff0c\u4e3b\u8981\u5305\u542b\u4e24\u4e2a\u6d41\u7a0b\uff1a<\/p>\n

1\u3001\u6f5c\u5728\u98ce\u9669\u5bf9\u8bdd\u8fc7\u6ee4\u3002<\/p>\n

\u6bcf\u8f6e\u5bf9\u8bdd\u7ed3\u675f\uff0c\u7cfb\u7edf\u4f1a\u5c06\u7528\u6237\u8f93\u5165\u548c\u4e00\u4efd\u4e0e\u5b89\u5168\u76f8\u5173\u7684\u5173\u952e\u8bcd\u5339\u914d\uff0c\u4e00\u65e6\u547d\u4e2d\uff0c\u5c31\u4f1a\u88ab\u6807\u8bb0\u4e3a\u300c\u4e0d\u5b89\u5168\u5bf9\u8bdd\u300d\u3002<\/p>\n

2\u3001\u57fa\u4e8e\u6a21\u578b\u7684\u98ce\u9669\u5ba1\u67e5\u3002<\/p>\n

\u8bc6\u522b\u6210\u529f\u540e\uff0c\u7cfb\u7edf\u4f1a\u5c06\u8fd9\u4e9b\u4e0d\u5b89\u5168\u5bf9\u8bdd\u548c\u4e0e\u9884\u8bbe\u7684\u98ce\u9669\u5ba1\u67e5\u63d0\u793a\uff08\u4e0b\u56fe\uff09\u62fc\u63a5\u5728\u4e00\u8d77\uff0c\u5e76\u53d1\u9001\u7ed9DeepSeek-V3\u8fdb\u884c\u8bc4\u4f30\uff0c\u5224\u65ad\u662f\u5426\u8981\u62e6\u622a\u3002<\/p>\n

\u4e8b\u5b9e\u8bc1\u660e\uff0c\u5f15\u5165\u98ce\u9669\u63a7\u5236\u7cfb\u7edf\u540e\uff0c\u6a21\u578b\u7684\u5b89\u5168\u6027\u5f97\u5230\u4e86\u663e\u8457\u63d0\u5347\u3002\u5728\u5404\u79cdbenchmark\u4e0a\uff0cR1\u7684\u8868\u73b0\u4e0e\u524d\u6cbf\u6a21\u578b\u6c34\u5e73\u76f8\u8fd1\u3002<\/p>\n

\u552f\u4e00\u7684\u4f8b\u5916\u662fHarmBench\uff0cR1\u5728\u5176\u6d4b\u8bd5\u96c6\u4e2d\u77e5\u8bc6\u4ea7\u6743\u76f8\u5173\u95ee\u9898\u4e0a\u8868\u73b0\u4e0d\u4f73\u3002<\/p>\n

DeepSeek\u81ea\u5df1\u4e5f\u6784\u5efa\u4e86\u4e00\u5957\u5185\u90e8\u5b89\u5168\u8bc4\u6d4b\u6570\u636e\u96c6\uff0c\u4e3b\u8981\u5206\u4e3a4\u5927\u7c7b\u3001\u517128\u4e2a\u5b50\u7c7b\uff0c\u603b\u8ba11120\u9053\u9898\u76ee\u3002<\/p>\n

\u8bc4\u6d4b\u65b9\u6cd5\u4e0a\uff0c\u56e2\u961f\u91c7\u7528\u4e86LLM-as-a-Judge\u7684\u8bc4\u4f30\u8303\u5f0f\uff0c\u7528GPT-4o\u5bf9\u6a21\u578b\u8f93\u51fa\u8fdb\u884c\u5b89\u5168\u6027\u5224\u5b9a\uff0c\u5c06\u95ee\u7b54\u5212\u5206\u4e3a\u4ee5\u4e0b\u4e09\u7c7b\uff1a<\/p>\n

\u4e0b\u56fe\u5c55\u793a\u4e86DeepSeek-V3\u3001DeepSeek-R1\u3001Claude-3.7-Sonnet\u548cGPT-4o\u5728\u8be5\u6d4b\u8bd5\u96c6\u4e0a\u7684\u8868\u73b0\u3002<\/p>\n

\u9664\u4e86\u8fd9\u4e9b\u5e72\u8d27\uff0c\u6709\u7f51\u53cb\u4ece\u4f5c\u8005\u680f\u4e2d\u6252\u51fa\u6765\u4e2a\u5c0f\u7ec6\u8282\u2014\u2014<\/p>\n

\u8bba\u6587\u53d1\u8868\u5c06\u8fd1\u4e00\u5e74\u540e\uff0c18\u4f4d\u6838\u5fc3\u8d21\u732e\u8005\uff0c\u5168\u5458\u4ecd\u5728DeepSeek\u56e2\u961f\u91cc\u3002<\/p>\n

\u603b\u8ba1\u7684100\u591a\u4f4d\u4f5c\u8005\u4e2d\uff0c\u4e5f\u53ea\u67095\u4f4d\u88ab\u6253\u4e86\u661f\u53f7\uff08\u5df2\u79bb\u5f00\u56e2\u961f\uff09\u3002<\/p>\n

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\u5bf9\u7740\u6570\u4e86\u4e00\u4e0b\uff0c\u8fd9\u4e2a\u6d88\u5931\u7684\u661f\u53f7\u6765\u81eaRuiqi Ge\u3002<\/p>\n

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\u524d\u6bb5\u65f6\u95f4\uff0cOpenAI\u7684\u9996\u5e2d\u7814\u7a76\u5b98Mark Chen\u5728\u64ad\u5ba2\u4e0a\u7206\u6599\uff1a<\/p>\n

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DeepSeek\u8fd9\u6b21\uff0c\u76f4\u63a5\u5f80\u91cc\u585e\u4e8664\u9875\u65b0\u5185\u5bb9\u3002<\/p>\n

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R1\u7684\u8865\u5145\u6750\u6599\uff0c\u618b\u8fd9\u4e48\u4e45\u90fd\u6ca1\u53d1\uff0c\u504f\u504f\u662f\u5728\u8bba\u6587\u5c06\u6ee1\u4e00\u5468\u5e74\u65f6\u62ff\u51fa\u6765\uff0c\u50cf\u662f\u5728\u7ed9R1\u753b\u53e5\u53f7\u4e00\u6837\u3002<\/p>\n

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R2\uff0c\u8fd8\u662fV4\uff1f<\/p>\n

v2\u7248\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2501.12948v2<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

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