{"id":20352,"date":"2025-02-27T12:45:08","date_gmt":"2025-02-27T12:45:08","guid":{"rendered":"https:\/\/www.bluelsqkj.com\/?p=20352"},"modified":"2025-02-27T12:45:08","modified_gmt":"2025-02-27T12:45:08","slug":"%e6%b7%b1%e5%ba%a6%e5%89%96%e6%9e%90deepseek-r1%ef%bc%8c%e6%b4%9e%e5%af%9f%e6%99%ba%e8%83%bd%e4%ba%a4%e4%ba%92%e8%be%b9%e7%95%8c%e4%b8%8e%e6%9c%aa%e6%9d%a5%e8%b5%b0%e5%90%91","status":"publish","type":"post","link":"https:\/\/www.bluelsqkj.com\/zh_cn\/archives\/20352","title":{"rendered":"\u6df1\u5ea6\u5256\u6790DeepSeek-R1\uff0c\u6d1e\u5bdf\u667a\u80fd\u4ea4\u4e92\u8fb9\u754c\u4e0e\u672a\u6765\u8d70\u5411"},"content":{"rendered":"
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\u5728\u4eba\u5de5\u667a\u80fd\u5feb\u901f\u53d1\u5c55\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u6210\u4e3a\u63a8\u52a8\u6280\u672f\u8fdb\u6b65\u4e0e\u4ea7\u4e1a\u53d8\u9769\u6838\u5fc3\u529b\u91cf\u7684\u65f6\u4ee3\u80cc\u666f\u4e0b\uff0c\u4e3a\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u53d6\u5f97\u8fdb\u5c55\u3001\u7ed9\u7814\u7a76\u4eba\u5458\u63d0\u4f9b\u65b0\u601d\u8def\u65b0\u65b9\u6cd5\u5e76\u4e3a\u4f17\u591a\u884c\u4e1a\u5e26\u6765\u673a\u9047\u4e0e\u6311\u6218\uff0c\u51ed\u501f\u72ec\u7279\u6280\u672f\u539f\u7406\u548c\u521b\u65b0\u67b6\u6784\u8bbe\u8ba1\u7684DeepSeek-R1\u5e94\u8fd0\u800c\u751f\u3002<\/section>\n

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DeepSeek-R1<\/strong>\u6a21\u578b\u6982\u8ff0<\/strong><\/h4>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
DeepSeek-R1 \u662f\u6df1\u5ea6\u6c42\u7d22\uff08DeepSeek\uff09\u516c\u53f8\u6700\u65b0\u63a8\u51fa\u7684\u4e00\u6b3e\u521b\u65b0\u578b\u667a\u80fd\u4ea4\u4e92\u6a21\u578b\uff0c\u51ed\u501f\u5176\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\u548c\u9ad8\u6548\u7684\u6027\u80fd\uff0c\u8fc5\u901f\u5728\u4e2d\u7f8e\u4e92\u8054\u7f51\u9886\u57df\u5f15\u8d77\u4e86\u5e7f\u6cdb\u5173\u6ce8\u3002R1 \u4e0d\u4ec5\u9075\u5faa MIT License \u5f00\u6e90\uff0c\u8fd8\u901a\u8fc7 API \u5f00\u653e\u4e86\u601d\u7ef4\u94fe\u8f93\u51fa\u529f\u80fd\uff0c\u540c\u65f6\u5728\u6570\u5b66\u3001\u4ee3\u7801\u3001\u81ea\u7136\u8bed\u8a00\u63a8\u7406\u7b49\u4efb\u52a1\u4e0a\u8868\u73b0\u4f18\u5f02\uff0c\u6027\u80fd\u6bd4\u80a9 OpenAI \u7684\u9876\u7ea7\u6a21\u578b\uff0c\u800c\u4ef7\u683c\u4ec5\u4e3a OpenAI \u7684\u51e0\u5341\u5206\u4e4b\u4e00\u3002<\/strong><\/section>\n
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DeepSeek-R1\u6a21\u578b\u7684\u6280\u672f\u539f\u7406\u4e0e\u8bad\u7ec3\u65b9\u6cd5<\/strong><\/h4>\n
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  • \n
    \u6280\u672f\u539f\u7406
    \n<\/strong><\/section>\n<\/li>\n<\/ul>\n
    DeepSeek-R1 \u7684\u6838\u5fc3\u6280\u672f\u57fa\u4e8e\u00a0Transformer \u67b6\u6784<\/strong>\uff0c\u5e76\u7ed3\u5408\u4e86\u00a0\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09<\/strong>\u00a0\u548c\u00a0\u77e5\u8bc6\u84b8\u998f<\/strong>\u00a0\u7b49\u5148\u8fdb\u65b9\u6cd5\uff0c\u5b9e\u73b0\u4e86\u9ad8\u6548\u7684\u63a8\u7406\u80fd\u529b\u548c\u8bed\u8a00\u7406\u89e3\u80fd\u529b\u3002<\/section>\n
      \n
    • Transformer \u67b6\u6784<\/strong><\/li>\n<\/ul>\n
      \u7f16\u7801\u5668-\u89e3\u7801\u5668\u7ed3\u6784<\/strong>\uff1aR1 \u91c7\u7528\u6807\u51c6\u7684\u00a0Transformer \u7f16\u7801\u5668-\u89e3\u7801\u5668\u7ed3\u6784<\/strong>\uff0c\u901a\u8fc7\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff08Self-Attention\uff09\u6355\u6349\u8f93\u5165\u5e8f\u5217\u4e2d\u7684\u5168\u5c40\u4f9d\u8d56\u5173\u7cfb\u3002<\/section>\n
      \u4f4d\u7f6e\u7f16\u7801<\/strong>\uff1a\u4e3a\u8f93\u5165\u5e8f\u5217\u6dfb\u52a0\u4f4d\u7f6e\u4fe1\u606f\uff0c\u786e\u4fdd\u6a21\u578b\u80fd\u591f\u7406\u89e3\u8bcd\u5e8f\u3002<\/section>\n
        \n
      • \u00a0 \u5f3a\u5316\u5b66\u4e60\uff08RL\uff09<\/strong><\/li>\n<\/ul>\n
        R1-Zero \u7684\u7eaf\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3<\/strong>\uff1aR1-Zero \u662f R1 \u7684\u57fa\u7840\u7248\u672c\uff0c\u5b8c\u5168\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\uff0c\u65e0\u9700\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u3002\u5176\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u4e86\u57fa\u4e8e\u89c4\u5219\u7684\u5956\u52b1\u673a\u5236\uff08\u5982\u51c6\u786e\u6027\u5956\u52b1\u548c\u683c\u5f0f\u5956\u52b1\uff09\uff0c\u6307\u5bfc\u6a21\u578b\u5b66\u4e60\u63a8\u7406\u7b56\u7565\u3002<\/strong><\/section>\n
        \u201c\u987f\u609f\u201d\u73b0\u8c61<\/strong>\uff1a\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0cR1-Zero \u51fa\u73b0\u4e86\u201c\u987f\u609f\u201d\u73b0\u8c61\uff0c\u6a21\u578b\u80fd\u591f\u81ea\u53d1\u5b66\u4e60\u5230\u65b0\u7684\u3001\u66f4\u6709\u6548\u7684\u63a8\u7406\u7b56\u7565\u3002\u4f8b\u5982\uff0c\u5728\u89e3\u51b3\u6570\u5b66\u9898\u65f6\uff0c\u6a21\u578b\u4f1a\u91cd\u65b0\u8bc4\u4f30\u4e4b\u524d\u7684\u6b65\u9aa4\u5e76\u5c1d\u8bd5\u65b0\u7684\u89e3\u9898\u65b9\u6cd5\u3002<\/section>\n
          \n
        • \n
          \u77e5\u8bc6\u84b8\u998f<\/strong><\/section>\n<\/li>\n<\/ul>\n
          \u84b8\u998f\u6280\u672f\u7684\u5e94\u7528<\/strong>\uff1aR1 \u5141\u8bb8\u7528\u6237\u901a\u8fc7\u84b8\u998f\u6280\u672f\u5c06\u5176\u63a8\u7406\u80fd\u529b\u8fc1\u79fb\u5230\u5176\u4ed6\u5c0f\u578b\u6a21\u578b\uff08\u5982 Qwen \u7cfb\u5217\u548c Llama \u7cfb\u5217\uff09\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u84b8\u998f\u540e\u7684\u6a21\u578b\u5728\u63a8\u7406\u4efb\u52a1\u4e0a\u8868\u73b0\u4f18\u5f02\uff0c\u8fdc\u8d85\u76f4\u63a5\u5e94\u7528 RL \u7684\u5c0f\u578b\u6a21\u578b\u3002<\/strong><\/section>\n
          \u51b7\u542f\u52a8\u6570\u636e\u7684\u4ef7\u503c<\/strong>\uff1aR1 \u5728 R1-Zero \u7684\u57fa\u7840\u4e0a\uff0c\u5f15\u5165\u4e86\u5c11\u91cf\u9ad8\u8d28\u91cf\u7684\u51b7\u542f\u52a8\u6570\u636e\u8fdb\u884c\u5fae\u8c03\uff0c<\/strong>\u663e\u8457\u63d0\u5347\u4e86\u5f3a\u5316\u5b66\u4e60\u7684\u6548\u7387\u548c\u6700\u7ec8\u6027\u80fd\u3002<\/section>\n

          <\/p>\n

          <\/section>\n
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          • \u8bad\u7ec3\u65b9\u6cd5<\/strong><\/li>\n<\/ul>\n

            DeepSeek-R1 \u7684\u8bad\u7ec3\u8fc7\u7a0b\u5206\u4e3a\u4e24\u4e2a\u4e3b\u8981\u9636\u6bb5\uff1a\u9884\u8bad\u7ec3<\/strong>\u548c\u5fae\u8c03<\/strong>\u3002<\/p>\n

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            • \u9884\u8bad\u7ec3<\/strong><\/li>\n<\/ul>\n
              \u5927\u89c4\u6a21\u8bed\u6599\u5e93<\/strong>\uff1a\u6a21\u578b\u5728\u5305\u542b\u6570\u5341\u4ebf\u8bcd\u6c47\u7684\u591a\u6837\u5316\u8bed\u6599\u5e93\u4e0a<\/strong>\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u5b66\u4e60\u901a\u7528\u7684\u8bed\u8a00\u8868\u793a\u3002\u8bed\u6599\u5e93\u6db5\u76d6\u65b0\u95fb\u3001\u767e\u79d1\u3001\u793e\u4ea4\u5a92\u4f53\u3001\u4e66\u7c4d\u7b49\u591a\u79cd\u7c7b\u578b\u7684\u6570\u636e\u3002<\/p>\n

              \u63a9\u7801\u8bed\u8a00\u6a21\u578b\uff08Masked Language Model, MLM\uff09<\/strong>\uff1a\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\uff0cDeepSeek-R1 \u91c7\u7528\u63a9\u7801\u8bed\u8a00\u6a21\u578b\u4efb\u52a1<\/strong>\uff0c\u968f\u673a\u63a9\u7801\u8f93\u5165\u5e8f\u5217\u4e2d\u7684\u90e8\u5206\u8bcd\u6c47\uff0c\u5e76\u8ba9\u6a21\u578b\u9884\u6d4b\u88ab\u63a9\u7801\u7684\u8bcd\u6c47\u3002\u8fd9\u79cd\u65b9\u6cd5\u4f7f\u6a21\u578b\u80fd\u591f\u5b66\u4e60\u8bcd\u6c47\u4e4b\u95f4\u7684\u4e0a\u4e0b\u6587\u5173\u7cfb\u3002<\/strong><\/p>\n

              \u4e0b\u4e00\u53e5\u9884\u6d4b\uff08Next Sentence Prediction, NSP\uff09<\/strong>\uff1a\u4e3a\u4e86\u589e\u5f3a\u6a21\u578b\u5bf9\u53e5\u5b50\u95f4\u5173\u7cfb\u7684\u7406\u89e3\uff0cDeepSeek-R1 \u8fd8\u91c7\u7528\u4e86\u4e0b\u4e00\u53e5\u9884\u6d4b\u4efb\u52a1\uff0c\u5224\u65ad\u4e24\u4e2a\u53e5\u5b50\u662f\u5426\u8fde\u7eed\u3002<\/p>\n

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              • \u5fae\u8c03<\/strong><\/li>\n<\/ul>\n

                \u4efb\u52a1\u7279\u5b9a\u5fae\u8c03<\/strong>\uff1a\u5728\u9884\u8bad\u7ec3\u5b8c\u6210\u540e\uff0cDeepSeek-R1 \u4f1a\u5728\u7279\u5b9a\u4efb\u52a1\uff08\u5982\u6587\u672c\u5206\u7c7b\u3001\u673a\u5668\u7ffb\u8bd1\u3001\u95ee\u7b54\u7cfb\u7edf\u7b49\uff09\u7684\u6570\u636e<\/strong>\u96c6\u4e0a\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u9002\u5e94\u5177\u4f53\u5e94\u7528\u573a\u666f\u3002<\/p>\n

                \u591a\u4efb\u52a1\u5b66\u4e60<\/strong>\uff1a\u6a21\u578b\u652f\u6301\u591a\u4efb\u52a1\u5b66\u4e60\u6846\u67b6\uff0c\u80fd\u591f\u540c\u65f6\u4f18\u5316\u591a\u4e2a\u4efb\u52a1\u7684\u635f\u5931\u51fd\u6570\uff0c\u4ece\u800c\u63d0\u5347\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n

                <\/p>\n

                <\/section>\n<\/section>\n
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                DeepSeek-R1\u6a21\u578b\u5bf9\u73b0\u6709\u6a21\u578b\u7684\u5f71\u54cd<\/strong><\/h4>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
                  \n
                • \u6280\u672f\u751f\u6001\uff1a\u63a8\u52a8\u6a21\u578b\u67b6\u6784\u4e0e\u8bad\u7ec3\u65b9\u6cd5\u7684\u521b\u65b0<\/strong>\n

                  DeepSeek-R1 \u901a\u8fc7\u7eaf\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u9a8c\u8bc1\u4e86 RL \u5728\u63d0\u5347\u6a21\u578b\u63a8\u7406\u80fd\u529b\u65b9\u9762\u7684\u6709\u6548\u6027\uff0c\u5e76\u501f\u52a9\u201c\u987f\u609f\u201d\u73b0\u8c61\u4e3a\u975e\u7ebf\u6027\u80fd\u529b\u63d0\u5347\u63d0\u4f9b\u4e86\u65b0\u65b9\u5411<\/strong>\u3002<\/strong>\u5176\u77e5\u8bc6\u84b8\u998f\u6280\u672f\u663e\u8457\u63d0\u5347\u4e86\u5c0f\u578b\u6a21\u578b\u7684\u6027\u80fd\uff0c\u540c\u65f6\u5f15\u5165\u9ad8\u8d28\u91cf\u51b7\u542f\u52a8\u6570\u636e\u4f18\u5316\u4e86\u8bad\u7ec3\u6548\u7387\u3002\u6b64\u5916\uff0cR1 \u7684\u591a\u4efb\u52a1\u5b66\u4e60\u6846\u67b6\u4e3a\u590d\u6742\u4efb\u52a1\uff08\u5982\u6570\u5b66\u63a8\u7406\u3001\u4ee3\u7801\u751f\u6210\uff09<\/strong>\u63d0\u4f9b\u4e86\u66f4\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u63a8\u52a8\u4e86\u6a21\u578b\u67b6\u6784\u4e0e\u8bad\u7ec3\u65b9\u6cd5\u7684\u521b\u65b0\u3002<\/li>\n<\/ul>\n

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                  • \u884c\u4e1a\u5e94\u7528\uff1a\u964d\u4f4e\u95e8\u69db\uff0c\u62d3\u5c55\u5e94\u7528\u573a\u666f<\/strong>\n

                    R1 \u4ee5\u9ad8\u6027\u4ef7\u6bd4\u548c\u8f7b\u91cf\u5316\u90e8\u7f72\u964d\u4f4e\u4e86\u4f01\u4e1a\u4f7f\u7528\u9ad8\u6027\u80fd NLP \u6a21\u578b\u7684\u6210\u672c\uff0c\u540c\u65f6\u5728\u667a\u80fd\u5ba2\u670d\u3001\u6559\u80b2\u5b66\u4e60\u3001\u4f01\u4e1a\u529e\u516c\u7b49\u9886\u57df\u5c55\u73b0\u4e86\u5f3a\u5927\u7684\u5e94\u7528\u6f5c\u529b\u3002\u5176\u652f\u6301\u6587\u4ef6\u4e0a\u4f20\u529f\u80fd\uff08\u5982\u56fe\u50cf\u3001PDF \u7b49\uff09\u4e3a\u591a\u6a21\u6001\u878d\u5408\u5960\u5b9a\u4e86\u57fa\u7840\uff0c\u672a\u6765\u6709\u671b\u8fdb\u4e00\u6b65\u62d3\u5c55\u5e94\u7528\u573a\u666f\u3002<\/strong><\/li>\n

                  • \u5f00\u6e90\u793e\u533a\uff1a\u4fc3\u8fdb\u6280\u672f\u5171\u4eab\u4e0e\u534f\u4f5c<\/strong>\n

                    R1 \u9075\u5faa MIT License \u5f00\u6e90\u5e76\u5f00\u653e API\uff0c\u63a8\u52a8\u4e86\u77e5\u8bc6\u84b8\u998f\u6280\u672f\u7684\u666e\u53ca\u548c\u9ad8\u8d28\u91cf\u6570\u636e\u7684\u5171\u4eab\uff0c\u4fc3\u8fdb\u4e86\u6280\u672f\u534f\u4f5c\u4e0e\u521b\u65b0\u3002<\/strong>\u5176\u5f00\u6e90\u7b56\u7565\u4f7f\u66f4\u591a\u7814\u7a76\u8005\u548c\u5f00\u53d1\u8005\u80fd\u591f\u57fa\u4e8e R1 \u8bad\u7ec3\u548c\u4f18\u5316\u81ea\u5df1\u7684\u6a21\u578b\uff0c\u63a8\u52a8\u4e86\u793e\u533a\u751f\u6001\u7684\u7e41\u8363\u3002<\/li>\n

                  • \u5e02\u573a\u7ade\u4e89\uff1a\u91cd\u5851\u884c\u4e1a\u683c\u5c40<\/strong>\n

                    R1 \u5728\u6027\u80fd\u6bd4\u80a9 OpenAI \u9876\u7ea7\u6a21\u578b\u7684\u540c\u65f6\uff0c\u4ef7\u683c\u66f4\u4f4e\u4e14\u5f00\u6e90\uff0c\u53ef\u80fd\u5438\u5f15\u5927\u91cf\u7528\u6237\u8f6c\u5411 R1\uff0c\u6311\u6218 OpenAI \u7684\u5e02\u573a\u5730\u4f4d\u3002<\/strong>\u5176\u9ad8\u6027\u4ef7\u6bd4\u548c\u5f00\u6e90\u7b56\u7565\u8d4b\u80fd\u4e2d\u5c0f\u4f01\u4e1a\uff0c\u63a8\u52a8\u884c\u4e1a\u6280\u672f\u666e\u53ca\uff0c\u540c\u65f6\u6807\u5fd7\u7740\u56fd\u5185 NLP \u6280\u672f\u7684\u7a81\u7834\uff0c\u63d0\u5347\u4e86\u6280\u672f\u81ea\u4e3b\u6027\uff0c\u6210\u4e3a\u884c\u4e1a\u65b0\u6807\u6746\u3002<\/p>\n

                    <\/li>\n<\/ul>\n

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                      • \u591a\u6a21\u6001\u878d\u5408\u4e0e\u5e94\u7528\u62d3\u5c55<\/strong><\/li>\n<\/ul>\n

                        DeepSeek-R1 \u672a\u6765\u5c06\u63a2\u7d22\u591a\u6a21\u6001\u878d\u5408\u6280\u672f\uff0c\u7ed3\u5408\u56fe\u50cf\u3001\u8bed\u97f3\u7b49\u6570\u636e\uff0c\u5b9e\u73b0\u66f4\u5168\u9762\u7684\u667a\u80fd\u4ea4\u4e92\u3002<\/strong>\u8de8\u6a21\u6001\u5b66\u4e60\u6280\u672f\u7684\u5f15\u5165\u5c06\u4f7f\u6a21\u578b\u80fd\u591f\u540c\u65f6\u5904\u7406\u548c\u7406\u89e3\u591a\u79cd\u7c7b\u578b\u7684\u6570\u636e\uff0c\u62d3\u5c55\u5176\u5728\u533b\u7597\u3001\u6559\u80b2\u3001\u91d1\u878d\u7b49\u9886\u57df\u7684\u5e94\u7528\u573a\u666f\u3002\u540c\u65f6\uff0c\u9488\u5bf9\u4e0d\u540c\u884c\u4e1a\u7684\u9700\u6c42\uff0cR1 \u5c06\u63d0\u4f9b\u5b9a\u5236\u5316\u7684\u6a21\u578b\u548c\u670d\u52a1\uff0c\u63d0\u5347\u5e94\u7528\u7684\u7cbe\u51c6\u5ea6\u548c\u5b9e\u7528\u6027\u3002<\/p>\n

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                        • \u5f00\u6e90\u751f\u6001\u4e0e\u884c\u4e1a\u63a8\u52a8<\/strong><\/li>\n<\/ul>\n

                          \u901a\u8fc7\u5f00\u6e90\u7b56\u7565\u548c\u793e\u533a\u534f\u4f5c\uff0cR1 \u5c06\u63a8\u52a8\u6280\u672f\u5171\u4eab\u4e0e\u521b\u65b0\uff0c\u6784\u5efa\u66f4\u7e41\u8363\u7684\u884c\u4e1a\u751f\u6001\u3002\u5176\u9ad8\u6027\u4ef7\u6bd4\u548c\u5f00\u6e90\u4f18\u52bf\u5c06<\/strong>\u8d4b\u80fd\u4e2d\u5c0f\u4f01\u4e1a\uff0c\u964d\u4f4e\u6280\u672f\u95e8\u69db\uff0c\u4fc3\u8fdb\u5e02\u573a\u7ade\u4e89\u548c\u6280\u672f\u8fdb\u6b65\u3002\u540c\u65f6\uff0cR1 \u7684\u6210\u529f\u5c06\u63a8\u52a8\u56fd\u5185 NLP \u884c\u4e1a\u7684\u6280\u672f\u81ea\u4e3b\u6027\uff0c\u6210\u4e3a\u884c\u4e1a\u65b0\u6807\u6746\uff0c<\/strong>\u6fc0\u52b1\u66f4\u591a\u4f01\u4e1a\u548c\u7814\u7a76\u673a\u6784\u5728\u6280\u672f\u521b\u65b0\u548c\u5e94\u7528\u843d\u5730\u65b9\u9762\u53d6\u5f97\u7a81\u7834\u3002<\/p>\n

                          <\/section>\n
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