{"id":37857,"date":"2025-02-05T20:00:58","date_gmt":"2025-02-05T12:00:58","guid":{"rendered":"https:\/\/17aitech.com\/?p=37857"},"modified":"2025-02-05T20:00:58","modified_gmt":"2025-02-05T12:00:58","slug":"%e3%80%8cdeepseek%e6%8e%a5%e7%8f%adopenai%e3%80%8d%ef%bc%8c%e6%9c%80%e6%96%b0%e5%bc%80%e6%ba%90%e7%9a%84r1%e6%8e%a8%e7%90%86%e6%a8%a1%e5%9e%8b%ef%bc%8c%e8%ae%a9ai%e5%9c%88%e7%88%86%e4%ba%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37857","title":{"rendered":"\u300cDeepSeek\u63a5\u73edOpenAI\u300d\uff0c\u6700\u65b0\u5f00\u6e90\u7684R1\u63a8\u7406\u6a21\u578b\uff0c\u8ba9AI\u5708\u7206\u4e86"},"content":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u300cDeepSeek\u63a5\u73edOpenAI\u300d\uff0c\u6700\u65b0\u5f00\u6e90\u7684R1\u63a8\u7406\u6a21\u578b\uff0c\u8ba9AI\u5708\u7206\u4e86<\/a><\/p>\n

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OpenAI \u7684\u6700\u521d\u613f\u666f\uff0c\u6700\u7ec8\u88ab\u4e00\u5bb6\u56fd\u5185\u521b\u4e1a\u516c\u53f8\u5b9e\u73b0\u4e86\uff1f<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n
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\u6628\u665a\uff0c\u5927\u6a21\u578b\u9886\u57df\u518d\u6b21\u300c\u70ed\u95f9\u8d77\u6765\u300d\uff0c\u6708\u4e4b\u6697\u9762\u53d1\u5e03\u5728\u6570\u5b66\u3001\u4ee3\u7801\u3001\u591a\u6a21\u6001\u63a8\u7406\u80fd\u529b\u5c42\u9762\u5168\u9762\u5bf9\u6807 OpenAI \u7684\u6ee1\u8840\u7248 o1 \u7684\u591a\u6a21\u6001\u601d\u8003\u6a21\u578b K1.5<\/a>\u3002\u800c\u6700\u8fd1\u5927\u70ed\u7684 DeepSeek \u6b63\u5f0f\u63a8\u51fa\u4e86 DeepSeek-R1\uff0c\u540c\u6837\u5728\u6570\u5b66\u3001\u4ee3\u7801\u548c\u81ea\u7136\u8bed\u8a00\u63a8\u7406\u7b49\u4efb\u52a1\u4e0a\u6bd4\u80a9 OpenAI o1 \u6b63\u5f0f\u7248\u3002<\/section>\n
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\u53bb\u5e74 12 \u6708\u5f00\u6e90\u7684\u5927\u6a21\u578b DeepSeek-V3 \u521a\u521a\u6380\u8d77\u4e86\u4e00\u9635\u70ed\u6f6e\uff0c\u5b9e\u73b0\u4e86\u8bf8\u591a\u7684\u4e0d\u53ef\u80fd\u3002\u8fd9\u6b21\u5f00\u6e90\u7684 R1 \u5927\u6a21\u578b\u5219\u5728\u4e00\u5f00\u59cb\u5c31\u8ba9\u4e00\u4f17 AI \u7814\u7a76\u8005\u611f\u5230\u300c\u9707\u60ca\u300d\uff0c\u4eba\u4eec\u7eb7\u7eb7\u5728\u731c\u6d4b\u8fd9\u662f\u5982\u4f55\u505a\u5230\u7684\u3002<\/section>\n
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AutoAWQ \u4f5c\u8005 Casper Hansen \u8868\u793a\uff0cDeepSeek-R1 \u4f7f\u7528\u4e00\u79cd\u591a\u9636\u6bb5\u5faa\u73af\u7684\u8bad\u7ec3\u65b9\u5f0f\uff1a\u57fa\u7840\u2192 RL \u2192\u5fae\u8c03\u2192 RL \u2192\u5fae\u8c03\u2192 RL\u3002<\/section>\n
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UC Berkeley \u6559\u6388 Alex Dimakis \u5219\u8ba4\u4e3a DeepSeek \u73b0\u5728\u5df2\u7ecf\u5904\u4e8e\u9886\u5148\u4f4d\u7f6e\uff0c\u7f8e\u56fd\u516c\u53f8\u53ef\u80fd\u9700\u8981\u8fce\u5934\u8d76\u4e0a\u4e86<\/strong>\u3002<\/section>\n
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\u76ee\u524d\uff0cDeepSeek \u5728\u7f51\u9875\u7aef\u3001App \u7aef\u548c API \u7aef\u5168\u9762\u4e0a\u7ebf\u4e86 R1\uff0c\u4e0b\u56fe\u4e3a\u7f51\u9875\u7aef\u5bf9\u8bdd\u754c\u9762\uff0c\u9009\u62e9 DeepSeek-R1 \u5c31\u80fd\u76f4\u63a5\u4f53\u9a8c\u3002<\/section>\n
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\u4f53\u9a8c\u5730\u5740\uff1ahttps:\/\/www.deepseek.com\/<\/section>\n
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\u6b64\u6b21\uff0cDeepSeek \u53d1\u5e03\u4e86\u4e24\u4e2a\u53c2\u6570\u4e3a 660B \u7684 DeepSeek-R1-Zero \u548c DeepSeek-R1\uff0c\u5e76\u9009\u62e9\u5f00\u6e90\u4e86\u6a21\u578b\u6743\u91cd\uff0c\u540c\u65f6\u5141\u8bb8\u7528\u6237\u4f7f\u7528 R1 \u6765\u8bad\u7ec3\u5176\u4ed6\u6a21\u578b\u3002<\/section>\n
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\u5728\u6280\u672f\u5c42\u9762\uff0cR1 \u5728\u540e\u8bad\u7ec3\u9636\u6bb5\u5927\u89c4\u6a21\u4f7f\u7528\u4e86\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u6280\u672f\uff0c\u5728\u4ec5\u7528\u975e\u5e38\u5c11\u6807\u6ce8\u6570\u636e\u7684\u60c5\u51b5\u4e0b\uff0c\u6781\u5927\u63d0\u5347\u4e86\u6a21\u578b\u63a8\u7406\u80fd\u529b\u3002\u4e0b\u56fe\u4e3a R1 \u4e0e o1-1217\u3001o1-mini\u3001\u81ea\u5bb6 DeepSeek-V3 \u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd\u6bd4\u8f83\uff0c\u53ef\u4ee5\u770b\u5230\uff0cR1 \u4e0e o1-1217 \u4e0d\u76f8\u4e0a\u4e0b\u3001\u4e92\u6709\u80dc\u8d1f\u3002<\/section>\n
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\u53e6\u5916\uff0cDeepSeek-R1 \u84b8\u998f\u51fa\u4e86\u516d\u4e2a\u5c0f\u6a21\u578b\uff0c\u53c2\u6570\u4ece\u5c0f\u5230\u5927\u5206\u522b\u4e3a 1.5B\u30017B\u30018B\u300114B\u300132B \u4ee5\u53ca 70B\u3002\u8fd9\u516d\u4e2a\u6a21\u578b\u540c\u6837\u5b8c\u5168\u5f00\u6e90\uff0c\u65e8\u5728\u56de\u9988\u5f00\u6e90\u793e\u533a\uff0c\u63a8\u52a8\u300cOpen AI\u300d\u7684\u8fb9\u754c\u3002<\/section>\n
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\u6a21\u578b\u4e0b\u8f7d\u5730\u5740\uff1ahttps:\/\/huggingface.co\/deepseek-ai?continueFlag=f18057c998f54575cb0608a591c993fb<\/section>\n
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\u6027\u80fd\u65b9\u9762\uff0c\u84b8\u998f\u540e\u7684 R1 32B \u548c 70B \u7248\u672c\u8fdc\u8fdc\u8d85\u8fc7\u4e86 GPT-4o\u3001Claude 3.5 Sonnet \u548c QwQ-32B\uff0c\u5e76\u903c\u8fd1 o1-mini\u3002<\/section>\n
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\u81f3\u4e8e\u5f88\u591a\u5f00\u53d1\u8005\u5173\u5fc3\u7684 DeepSeek-R1 API \u4ef7\u683c\uff0c\u53ef\u4ee5\u8bf4\u662f\u4e00\u5982\u65e2\u5f80\u5730\u7ed9\u529b\u3002<\/section>\n
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DeepSeek-R1 API \u670d\u52a1\u7684\u5b9a\u4ef7\u4e3a\u6bcf\u767e\u4e07\u8f93\u5165 tokens 1 \u5143\uff08\u7f13\u5b58\u547d\u4e2d\uff09\/ 4 \u5143\uff08\u7f13\u5b58\u672a\u547d\u4e2d\uff09\uff0c\u6bcf\u767e\u4e07\u8f93\u51fa tokens 16 \u5143\u3002<\/section>\n
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\u663e\u7136\uff0c\u4e0e o1 \u7684 API \u5b9a\u4ef7\u6bd4\u8d77\u6765\uff08\u6bcf\u767e\u4e07\u8f93\u5165 tokens 15 \u7f8e\u5143\u3001\u6bcf\u767e\u4e07\u8f93\u51fa tokens 60 \u7f8e\u5143\uff09\uff0cDeepSeek \u5177\u6709\u6781\u9ad8\u7684\u6027\u4ef7\u6bd4\u3002<\/section>\n
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DeepSeek \u79c9\u6301\u4e86\u5f00\u6e90\u5230\u5e95\u7684\u51b3\u5fc3\uff0c\u5c06 R1 \u6a21\u578b\u7684\u8bad\u7ec3\u6280\u672f\u5168\u90e8\u5f00\u653e\uff0c\u653e\u51fa\u4e86\u80cc\u540e\u7684\u7814\u7a76\u8bba\u6587\u3002<\/section>\n
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\u8bba\u6587\u94fe\u63a5\uff1a<\/section>\n
https:\/\/github.com\/deepseek-ai\/DeepSeek-R1\/blob\/main\/DeepSeek_R1.pdf<\/section>\n
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R1 \u6280\u672f\u62a5\u544a<\/strong><\/section>\n
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\u4ee5\u5f80\u7684\u7814\u7a76\u4e3b\u8981\u4f9d\u8d56\u5927\u91cf\u7684\u76d1\u7763\u6570\u636e\u6765\u63d0\u5347\u6a21\u578b\u6027\u80fd\u3002DeepSeek \u7684\u5f00\u53d1\u56e2\u961f\u5219\u5f00\u8f9f\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u601d\u8def\uff1a\u5373\u4f7f\u4e0d\u7528\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u4f5c\u4e3a\u51b7\u542f\u52a8\uff0c\u901a\u8fc7\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\u4e5f\u80fd\u663e\u8457\u63d0\u5347\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b<\/strong>\u3002\u5982\u679c\u518d\u52a0\u4e0a\u5c11\u91cf\u7684\u51b7\u542f\u52a8\u6570\u636e\uff0c\u6548\u679c\u4f1a\u66f4\u597d\u3002<\/section>\n
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\u4e3a\u4e86\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u4ed6\u4eec\u5f00\u53d1\u4e86 DeepSeek-R1-Zero\u3002\u5177\u4f53\u6765\u8bf4\uff0cDeepSeek-R1-Zero \u4e3b\u8981\u6709\u4ee5\u4e0b\u4e09\u70b9\u72ec\u7279\u7684\u8bbe\u8ba1\uff1a<\/section>\n
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\u9996\u5148\u662f\u91c7\u7528\u4e86\u7fa4\u7ec4\u76f8\u5bf9\u7b56\u7565\u4f18\u5316\uff08GRPO\uff09<\/strong>\u6765\u964d\u4f4e\u8bad\u7ec3\u6210\u672c\u3002GRPO \u4e0d\u9700\u8981\u4f7f\u7528\u4e0e\u7b56\u7565\u6a21\u578b\u540c\u6837\u5927\u5c0f\u7684\u8bc4\u4f30\u6a21\u578b\uff0c\u800c\u662f\u76f4\u63a5\u4ece\u7fa4\u7ec4\u5206\u6570\u4e2d\u4f30\u7b97\u57fa\u7ebf\u3002<\/section>\n
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\u5bf9\u4e8e\u6bcf\u4e2a\u8f93\u5165\u95ee\u9898 q\uff0cGRPO \u7b97\u6cd5\u4f1a\u4ece\u65e7\u7b56\u7565\u4e2d\u91c7\u6837\u4e00\u7ec4\u8f93\u51fa {o1, o2, …, oG}\uff0c\u5f62\u6210\u8bc4\u4f30\u7fa4\u7ec4\uff0c\u7136\u540e\u901a\u8fc7\u6700\u5927\u5316\u76ee\u6807\u51fd\u6570\u6765\u4f18\u5316\u7b56\u7565\u6a21\u578b\uff1a<\/section>\n
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\u5176\u4e2d\uff0c\u4f18\u52bf\u503c A_i \u901a\u8fc7\u6807\u51c6\u5316\u6bcf\u4e2a\u8f93\u51fa\u7684\u5956\u52b1\u6765\u8ba1\u7b97\uff1a<\/section>\n
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\u5176\u6b21\u662f\u5956\u52b1\u8bbe\u8ba1\u3002\u5982\u4f55\u8bbe\u8ba1\u5956\u52b1\uff0c\u51b3\u5b9a\u7740 RL \u4f18\u5316\u7684\u65b9\u5411\u3002DeepSeek \u7ed9\u51fa\u7684\u89e3\u6cd5\u662f\u91c7\u7528\u51c6\u786e\u5ea6\u548c\u683c\u5f0f<\/strong>\u4e24\u79cd\u4e92\u8865\u7684\u5956\u52b1\u673a\u5236\u3002<\/section>\n
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\u51c6\u786e\u5ea6\u5956\u52b1\u7528\u4e8e\u8bc4\u4f30\u56de\u7b54\u7684\u6b63\u786e\u6027\u3002\u5728\u6570\u5b66\u9898\u4e2d\uff0c\u6a21\u578b\u9700\u8981\u7528\u7279\u5b9a\u683c\u5f0f\u7ed9\u51fa\u7b54\u6848\u4ee5\u4fbf\u9a8c\u8bc1\uff1b\u5728\u7f16\u7a0b\u9898\u4e2d\uff0c\u5219\u901a\u8fc7\u7f16\u8bd1\u5668\u8fd0\u884c\u6d4b\u8bd5\u7528\u4f8b\u83b7\u53d6\u53cd\u9988\u3002<\/section>\n
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\u7b2c\u4e8c\u79cd\u662f\u683c\u5f0f\u5956\u52b1<\/strong>\uff0c\u6a21\u578b\u9700\u8981\u5c06\u601d\u8003\u8fc7\u7a0b\u653e\u5728 ” \u548c ” \u8fd9\u4e24\u4e2a\u7279\u5b9a\u7684\u6807\u7b7e\u4e4b\u95f4\uff0c\u63d0\u5347\u8f93\u51fa\u7684\u89c4\u8303\u6027\u3002<\/section>\n
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\u8be5\u56e2\u961f\u6ca1\u6709\u4f7f\u7528\u5e38\u7528\u7684\u795e\u7ecf\u7f51\u7edc\u5956\u52b1\u6a21\u578b\uff0c\u662f\u56e0\u4e3a\u5728\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u53ef\u80fd\u4f1a\u51fa\u73b0\u300c\u4f5c\u5f0a\u300d\u95ee\u9898\u3002\u540c\u65f6\u4e5f\u907f\u514d\u4e86\u91cd\u65b0\u8bad\u7ec3\u5956\u52b1\u6a21\u578b\u9700\u8981\u989d\u5916\u8d44\u6e90\uff0c\u7b80\u5316\u4e86\u8bad\u7ec3\u6d41\u7a0b\u3002<\/section>\n
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\u7b2c\u4e09\u70b9\u662f\u8bad\u7ec3\u6a21\u7248<\/strong>\uff0c\u5728 GRPO \u548c\u5956\u52b1\u8bbe\u8ba1\u7684\u57fa\u7840\u4e0a\uff0c\u5f00\u53d1\u56e2\u961f\u8bbe\u8ba1\u4e86\u5982\u8868 1 \u6240\u793a\u7684\u7b80\u5355\u6a21\u677f\u6765\u5f15\u5bfc\u57fa\u7840\u6a21\u578b\u3002\u8fd9\u4e2a\u6a21\u677f\u8981\u6c42 DeepSeek-R1-Zero \u5148\u7ed9\u51fa\u63a8\u7406\u8fc7\u7a0b\uff0c\u518d\u63d0\u4f9b\u6700\u7ec8\u7b54\u6848\u3002\u8fd9\u79cd\u8bbe\u8ba1\u4ec5\u89c4\u8303\u4e86\u57fa\u672c\u7ed3\u6784\uff0c\u4e0d\u5bf9\u5185\u5bb9\u65bd\u52a0\u4efb\u4f55\u9650\u5236\u6216\u504f\u89c1\uff0c\u6bd4\u5982\u4e0d\u5f3a\u5236\u8981\u6c42\u4f7f\u7528\u53cd\u601d\u6027\u63a8\u7406\u6216\u7279\u5b9a\u89e3\u9898\u65b9\u6cd5\u3002\u8fd9\u79cd\u6700\u5c0f\u5e72\u9884\u7684\u8bbe\u8ba1\u80fd\u591f\u6e05\u6670\u5730\u89c2\u5bdf\u6a21\u578b\u5728 RL \u7684\u8fdb\u6b65\u8fc7\u7a0b\u3002<\/section>\n
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DeepSeek-R1-Zero \u7684\u63d0\u5347\u4e5f\u975e\u5e38\u663e\u8457\u3002\u5982\u56fe 2 \u6240\u793a\uff0c\u505a 2024 \u5e74\u7684 AIME \u6570\u5b66\u5965\u8d5b\u8bd5\u5377\uff0cDeepSeek-R1-Zero \u7684\u5e73\u5747 pass@1 \u5206\u6570\u4ece\u6700\u521d\u7684 15.6% \u663e\u8457\u63d0\u5347\u5230\u4e86 71.0%\uff0c\u8fbe\u5230\u4e86\u4e0e OpenAI-o1-0912 \u76f8\u5f53\u7684\u6c34\u5e73\u3002\u5728\u591a\u6570\u6295\u7968\u673a\u5236\u4e2d\uff0cDeepSeek-R1-Zero \u5728 AIME \u4e2d\u7684\u6210\u529f\u7387\u8fdb\u4e00\u6b65\u63d0\u5347\u5230\u4e86 86.7%\uff0c\u751a\u81f3\u8d85\u8fc7\u4e86 OpenAI-o1-0912 \u7684\u8868\u73b0\u3002<\/section>\n
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\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 DeepSeek-R1-Zero \u4e0e OpenAI \u7684 o1-0912 \u5728\u591a\u4e2a\u63a8\u7406\u76f8\u5173\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u7684\u5f97\u5206\u5bf9\u6bd4\u3002<\/sup><\/em><\/section>\n
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\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0cDeepSeek-R1-Zero \u5c55\u73b0\u51fa\u4e86\u663e\u8457\u7684\u81ea\u6211\u8fdb\u5316\u80fd\u529b\u3002\u5b83\u5b66\u4f1a\u4e86\u751f\u6210\u6570\u767e\u5230\u6570\u5343\u4e2a\u63a8\u7406 token\uff0c\u80fd\u591f\u66f4\u6df1\u5165\u5730\u63a2\u7d22\u548c\u5b8c\u5584\u601d\u7ef4\u8fc7\u7a0b\u3002<\/section>\n
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\u968f\u7740\u8bad\u7ec3\u7684\u6df1\u5165\uff0c\u6a21\u578b\u4e5f\u53d1\u5c55\u51fa\u4e86\u4e00\u4e9b\u9ad8\u7ea7\u884c\u4e3a\uff0c\u6bd4\u5982\u53cd\u601d\u80fd\u529b\u548c\u63a2\u7d22\u4e0d\u540c\u89e3\u9898\u65b9\u6cd5\u7684\u80fd\u529b\u3002\u8fd9\u4e9b\u90fd\u4e0d\u662f\u9884\u5148\u8bbe\u5b9a\u7684\uff0c\u800c\u662f\u6a21\u578b\u5728\u5f3a\u5316\u5b66\u4e60\u73af\u5883\u4e2d\u81ea\u7136\u4ea7\u751f\u7684\u3002<\/section>\n
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\u7279\u522b\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u5f00\u53d1\u56e2\u961f\u89c2\u5bdf\u5230\u4e86\u4e00\u4e2a\u6709\u8da3\u7684\u300cAha Moment\u300d\u3002\u5728\u8bad\u7ec3\u7684\u4e2d\u671f\u9636\u6bb5\uff0cDeepSeek-R1-Zero \u5b66\u4f1a\u4e86\u901a\u8fc7\u91cd\u65b0\u8bc4\u4f30\u521d\u59cb\u65b9\u6cd5\u6765\u66f4\u5408\u7406\u5730\u5206\u914d\u601d\u8003\u65f6\u95f4\u3002\u8fd9\u53ef\u80fd\u5c31\u662f\u5f3a\u5316\u5b66\u4e60\u7684\u9b45\u529b\uff1a\u53ea\u8981\u63d0\u4f9b\u6b63\u786e\u7684\u5956\u52b1\u673a\u5236\uff0c\u6a21\u578b\u5c31\u80fd\u81ea\u4e3b\u53d1\u5c55\u51fa\u9ad8\u7ea7\u7684\u89e3\u9898\u7b56\u7565\u3002<\/section>\n
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\u4e0d\u8fc7 DeepSeek-R1-Zero \u4ecd\u7136\u5b58\u5728\u4e00\u4e9b\u5c40\u9650\u6027\uff0c\u5982\u56de\u7b54\u7684\u53ef\u8bfb\u6027\u5dee\u3001\u8bed\u8a00\u6df7\u6742\u7b49\u95ee\u9898\u3002<\/section>\n
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\u5229\u7528\u51b7\u542f\u52a8\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60<\/strong><\/section>\n
<\/section>\n
\u4e0e DeepSeek-R1-Zero \u4e0d\u540c\uff0c\u4e3a\u4e86\u9632\u6b62\u57fa\u7840\u6a21\u578b\u5728 RL \u8bad\u7ec3\u65e9\u671f\u51fa\u73b0\u4e0d\u7a33\u5b9a\u7684\u51b7\u542f\u52a8\u9636\u6bb5\uff0c\u5f00\u53d1\u56e2\u961f\u9488\u5bf9 R1 \u6784\u5efa\u5e76\u6536\u96c6\u4e86\u5c11\u91cf\u7684\u957f CoT \u6570\u636e\uff0c\u4ee5\u4f5c\u4e3a\u521d\u59cb RL actor \u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002\u4e3a\u4e86\u6536\u96c6\u6b64\u7c7b\u6570\u636e\uff0c\u5f00\u53d1\u56e2\u961f\u63a2\u7d22\u4e86\u51e0\u79cd\u65b9\u6cd5\uff1a\u4ee5\u957f CoT \u7684\u5c11\u6837\u672c\u63d0\u793a\u4e3a\u4f8b\u3001\u76f4\u63a5\u63d0\u793a\u6a21\u578b\u901a\u8fc7\u53cd\u601d\u548c\u9a8c\u8bc1\u751f\u6210\u8be6\u7ec6\u7b54\u6848\u3001\u4ee5\u53ef\u8bfb\u683c\u5f0f\u6536\u96c6 DeepSeek-R1-Zero \u8f93\u51fa\u3001\u4ee5\u53ca\u901a\u8fc7\u4eba\u5de5\u6ce8\u91ca\u8005\u7684\u540e\u5904\u7406\u6765\u7ec6\u5316\u7ed3\u679c\u3002<\/section>\n
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DeepSeek \u6536\u96c6\u4e86\u6570\u5343\u4e2a\u51b7\u542f\u52a8\u6570\u636e\uff0c\u4ee5\u5fae\u8c03 DeepSeek-V3-Base \u4f5c\u4e3a RL \u7684\u8d77\u70b9\u3002\u4e0e DeepSeek-R1-Zero \u76f8\u6bd4\uff0c\u51b7\u542f\u52a8\u6570\u636e\u7684\u4f18\u52bf\u5305\u62ec\uff1a<\/section>\n
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