{"id":56917,"date":"2025-02-11T19:48:38","date_gmt":"2025-02-11T11:48:38","guid":{"rendered":"https:\/\/swarma.org\/?p=56917"},"modified":"2025-02-11T19:48:38","modified_gmt":"2025-02-11T11:48:38","slug":"ai%e6%a8%a1%e6%8b%9f%e7%a4%be%e4%bc%9a%ef%bc%8c%e5%b9%95%e5%90%8e%e7%9a%84%e6%93%8d%e6%8e%a7%e8%80%85%e7%a9%b6%e7%ab%9f%e6%98%af%e8%b0%81%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=56917","title":{"rendered":"AI\u6a21\u62df\u793e\u4f1a\uff0c\u201c\u5e55\u540e\u201d\u7684\u64cd\u63a7\u8005\u7a76\u7adf\u662f\u8c01\uff1f"},"content":{"rendered":"
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\u56fe2. LLMs\u6a21\u62df\u7684\u4e16\u754c\u6218\u4e89. \u56fe\u6e90\uff1a[2]<\/span><\/p>\n<\/section>\n<\/section>\n

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\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u5728\u7b2c\u4e00\u6b21\u4e16\u754c\u5927\u6218\u7684\u6a21\u62df\u4e2d\uff0c\u57fa\u4e8eLLMs\u7684\u7cfb\u7edf\u6210\u529f\u91cd\u73b0\u4e86\u82f1\u6cd5\u540c\u76df\u548c\u5fb7\u5965\u540c\u76df\u7684\u5f62\u6210\u8fc7\u7a0b\uff0c\u4ee5\u53ca\u7f8e\u56fd\u548c\u5965\u65af\u66fc\u5e1d\u56fd\u7684\u4e2d\u7acb\u7acb\u573a\u3002\u6709\u8da3\u7684\u662f\uff0c\u7814\u7a76\u53d1\u73b0\u5373\u4f7f\u662f\u8f7b\u5fae\u7684\u51b2\u7a81\u4e5f\u53ef\u80fd\u6f14\u53d8\u6210\u7c7b\u4f3c\u51b7\u6218\u7684\u5bf9\u5cd9\u5c40\u52bf\uff0c\u8fd9\u4f3c\u4e4e\u6697\u793a\u7740\u91cd\u5927\u6218\u4e89\u7206\u53d1\u7684\u67d0\u79cd\u5fc5\u7136\u6027\u3002<\/span><\/p>\n

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\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u6df1\u5165\u5206\u6790\u5386\u53f2\u80cc\u666f\u3001\u56fd\u5bb6\u653f\u7b56\u548c\u516c\u4f17\u60c5\u7eea\u7b49\u56e0\u7d20\uff0c\u63a2\u7d22\u4e86\u6218\u4e89\u7206\u53d1\u7684\u5185\u5728\u673a\u5236\u3002\u6bd4\u5982\u5728\u7814\u7a76\u6cd5\u56fd\u548c\u5fb7\u56fd\u7684\u519b\u4e8b\u80fd\u529b\u548c\u8d44\u6e90\u72b6\u51b5\u65f6\uff0c\u7814\u7a76\u53d1\u73b0\u5373\u4f7f\u6539\u53d8\u8fd9\u4e9b\u5ba2\u89c2\u6761\u4ef6\uff0c\u4e5f\u96be\u4ee5\u4ece\u6839\u672c\u4e0a\u907f\u514d\u6218\u4e89\u7684\u53d1\u751f\u3002\u4f46\u662f\uff0c\u6539\u53d8\u4e00\u4e2a\u56fd\u5bb6\u7684\u5386\u53f2\u80cc\u666f\u6216\u6838\u5fc3\u653f\u7b56\u65f6\uff0c\u5176\u53c2\u4e0e\u6218\u4e89\u7684\u53ef\u80fd\u6027\u4f1a\u53d1\u751f\u663e\u8457\u53d8\u5316\u3002<\/span><\/p>\n

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2. \u751f\u6210\u5f0f\u667a\u80fd\u4f53\u6a21\u578b\uff08GABM\uff09<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n
<\/section>\n
<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n

<\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

\n

\u57fa\u4e8eLLMs\u7684\u8fd9\u4e9b\u5f00\u521b\u6027\u5c1d\u8bd5\u4e2d\u79ef\u7d2f\u7684\u7ecf\u9a8c\uff0c\u8fd1\u671f\u4e00\u7bc7\u7efc\u8ff0\u4e2d\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u5206\u7c7b\u65b9\u6cd5\u548c\u6a21\u5757\u5316\u6846\u67b6\uff0c\u7528\u4e8e\u7531\u5927\u8bed\u8a00\u6a21\u578b\u9a71\u52a8\u7684\u6a21\u62df\u7cfb\u7edf\u3002\u8be5\u7814\u7a76\u6307\u51fa\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6a21\u62df\u7814\u7a76\u53ef\u4ee5\u4ece\u4e2a\u4f53\u3001\u573a\u666f\u5230\u793e\u4f1a\u4e09\u4e2a\u5c42\u6b21\u9010\u6b65\u6df1\u5165[3]\u3002<\/span><\/p>\n<\/section>\n

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\u56fe3. \u5927\u8bed\u8a00\u6a21\u578b\u6a21\u62df\u7814\u7a76\u7684\u4e09\u79cd\u5c42\u6b21\u3002\u56fe\u6e90\uff1a[3]<\/span><\/section>\n<\/section>\n<\/section>\n

<\/p>\n

\n

\u5728\u4e2a\u4f53\u6a21\u62df\u5c42\u9762\uff0c\u7814\u7a76\u8005\u901a\u8fc7\u6784\u5efa\u5305\u542b\u6863\u6848\u3001\u8bb0\u5fc6\u3001\u89c4\u5212\u548c\u884c\u52a8\u56db\u4e2a\u6a21\u5757\u7684\u67b6\u6784\uff0c\u6765\u6a21\u62df\u7279\u5b9a\u4e2a\u4f53\u6216\u7fa4\u4f53\u3002<\/span><\/p>\n


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    \n
  • \n
    \u6863\u6848\u6a21\u5757\uff0c\u50cf\u662f\u865a\u62df\u4e2a\u4f53\u7684\u201c\u8eab\u4efd\u8bc1\u201d\u3002\u8fd9\u91cc\u4e0d\u4ec5\u8bb0\u5f55\u4e86\u5e74\u9f84\u3001\u6027\u522b\u3001\u804c\u4e1a\u7b49\u57fa\u672c\u4fe1\u606f\uff0c\u8fd8\u5305\u542b\u6027\u683c\u7279\u5f81\u3001\u884c\u4e3a\u504f\u597d\u7b49\u6df1\u5c42\u7279\u5f81\u3002\u8fd9\u4e9b\u7279\u5f81\u53ef\u4ee5\u901a\u8fc7\u4eba\u5de5\u8bbe\u5b9a\uff0c\u4e5f\u53ef\u4ee5\u8ba9AI\u6839\u636e\u5df2\u6709\u6570\u636e\u81ea\u52a8\u751f\u6210\u3002<\/span><\/section>\n<\/li>\n
  • \n
    \u8bb0\u5fc6\u6a21\u5757\uff0c\u5219\u6a21\u62df\u4eba\u7c7b\u7684\u8bb0\u5fc6\u7cfb\u7edf\u3002\u77ed\u671f\u8bb0\u5fc6\u50a8\u5b58\u6700\u8fd1\u7684\u4e92\u52a8\u7ecf\u5386<\/span>\uff08\u6bd4\u5982\u4eca\u5929\u548c\u8c01\u53d1\u751f\u4e86\u51b2\u7a81\uff09<\/span>\uff0c\u957f\u671f\u8bb0\u5fc6\u4fdd\u5b58\u91cd\u8981\u7684\u5386\u53f2\u4fe1\u606f<\/span>\uff08\u6bd4\u5982\u8fc7\u53bb\u7684\u6210\u529f\u7ecf\u9a8c\uff09<\/span>\uff0c\u8fd9\u4e9b\u8bb0\u5fc6\u4f1a\u5f71\u54cd\u865a\u62df\u4e2a\u4f53\u7684\u51b3\u7b56\u504f\u597d\u3002<\/span><\/span><\/section>\n<\/li>\n
  • \n
    \u89c4\u5212\u6a21\u5757\uff0c\u8ba9\u865a\u62df\u4e2a\u4f53\u80fd\u591f\u57fa\u4e8e\u81ea\u8eab\u89d2\u8272\u7279\u5f81\u505a\u51fa\u5408\u7406\u51b3\u7b56\u3002\u6bd4\u5982\uff0c\u533b\u751f\u89d2\u8272\u4f1a\u4f18\u5148\u8003\u8651\u75c5\u4eba\u5065\u5eb7\uff0c\u5546\u4eba\u89d2\u8272\u5219\u66f4\u6ce8\u91cd\u5229\u76ca\u6743\u8861\u3002<\/span><\/section>\n<\/li>\n
  • \n
    \n

    \u884c\u52a8\u6a21\u5757\uff0c\u8d1f\u8d23\u6267\u884c\u5177\u4f53\u7684\u4e92\u52a8\u884c\u4e3a\uff0c\u5305\u62ec\u4e0e\u5176\u4ed6\u4e2a\u4f53\u5bf9\u8bdd\u6216\u5728\u7279\u5b9a\u60c5\u5883\u4e0b\u91c7\u53d6\u884c\u52a8\u3002<\/span><\/p>\n<\/section>\n<\/li>\n<\/ul>\n<\/section>\n

    \n

    <\/p>\n<\/section>\n

    \n
    \u5728\u573a\u666f\u6a21\u62df\u5c42\u9762\uff0c\u7814\u7a76\u805a\u7126\u5982\u4f55\u8ba9\u591a\u4e2a\u865a\u62df\u4e2a\u4f53\u5728\u7279\u5b9a\u573a\u666f\u4e2d\u534f\u540c\u5de5\u4f5c\u3002<\/span><\/section>\n<\/section>\n
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    • \n

      \u6784\u6210\u7ef4\u5ea6\uff0c\u9700\u8981\u5728\u6a21\u62df\u7cbe\u5ea6\u548c\u89c4\u6a21\u95f4\u5bfb\u627e\u5e73\u8861\u3002\u6bd4\u5982\uff0c\u5728\u6a21\u62df\u57ce\u5e02\u793e\u4f1a\u65f6\uff0c\u4f1a\u5bf9\u5e02\u957f\u3001\u610f\u89c1\u9886\u8896\u7b49\u5173\u952e\u8282\u70b9\u8fdb\u884c\u8be6\u7ec6\u5efa\u6a21\uff0c\u800c\u666e\u901a\u5e02\u6c11\u5219\u91c7\u7528\u7b80\u5316\u5904\u7406\u4ee5\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\u3002<\/span><\/p>\n<\/li>\n

    • \n

      \u7f51\u7edc\u7ef4\u5ea6\uff0c\u5206\u6790\u4e86\u73b0\u5b9e\u548c\u7ebf\u4e0a\u4e24\u79cd\u4e92\u52a8\u7f51\u7edc\u7684\u5f62\u6210\u673a\u5236\u3002\u7814\u7a76\u53d1\u73b0\uff0c\u65e0\u8bba\u662f\u7ebf\u4e0b\u8fd8\u662f\u7ebf\u4e0a\uff0c\u76f8\u4f3c\u7684\u4e2a\u4f53<\/span>\uff08\u6bd4\u5982\u6709\u5171\u540c\u5174\u8da3\u7231\u597d\u7684\u4eba\uff09<\/span>\u66f4\u5bb9\u6613\u5efa\u7acb\u8054\u7cfb\u3002<\/span><\/p>\n<\/li>\n

    • \n

      \u793e\u4f1a\u5f71\u54cd\uff0c\u7ef4\u5ea6\u63a2\u8ba8\u4e86\u4fe1\u606f\u5728\u7f51\u7edc\u4e2d\u7684\u4f20\u64ad\u89c4\u5f8b\u3002\u6bd4\u5982\uff0c\u4e3a\u4f55\u67d0\u4e9b\u7f51\u7ea2\u7684\u89c2\u70b9\u80fd\u8fc5\u901f\u4f20\u64ad\uff0c\u800c\u666e\u901a\u4eba\u7684\u89c2\u70b9\u5374\u96be\u4ee5\u6269\u6563\uff0c\u8fd9\u4e0e\u53d1\u5e03\u8005\u5f71\u54cd\u529b\u3001\u4fe1\u606f\u7279\u5f81\u4ee5\u53ca\u63a5\u6536\u8005\u504f\u597d\u90fd\u5bc6\u5207\u76f8\u5173\u3002<\/span><\/p>\n<\/li>\n

    • \n
      \u7ed3\u679c\u7ef4\u5ea6\uff0c\u65e2\u5173\u6ce8\u53ef\u91cf\u5316\u7684\u5b8f\u89c2\u6307\u6807<\/span>\uff08\u5982\u6c11\u610f\u652f\u6301\u7387\uff09<\/span>\uff0c\u4e5f\u7814\u7a76\u96be\u4ee5\u91cf\u5316\u7684\u793e\u4f1a\u73b0\u8c61<\/span>\uff08\u5982\u7f51\u7edc\u6587\u5316\u7684\u6f14\u53d8\uff09<\/span>\u3002\u8fd9\u79cd\u591a\u5c42\u6b21\u7684\u6a21\u62df\u67b6\u6784\uff0c\u4e3a\u4e0d\u540c\u7ef4\u5ea6\u7406\u89e3\u548c\u9884\u6d4b\u793e\u4f1a\u884c\u4e3a\u6a21\u5f0f\u7684\u5f62\u6210\u548c\u6f14\u5316\u63d0\u4f9b\u4e86\u91cd\u8981\u5de5\u5177\u3002<\/span><\/section>\n<\/li>\n<\/ul>\n

      <\/p>\n<\/section>\n

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      <\/p>\n<\/section>\n<\/section>\n

      \n
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      \u56fe4. \u751f\u6210\u6027\u57fa\u4e8e\u667a\u80fd\u4f53\u6a21\u578b\uff08GABM\uff09\u7684\u6982\u5ff5\u56fe\u3002\u56fe\u6e90\uff1a[4]<\/span><\/p>\n<\/section>\n<\/section>\n

      <\/p>\n

      \n

      GABM\u7684\u6838\u5fc3\u5728\u4e8e\uff0c\u6bcf\u4e2a\u667a\u80fd\u4f53\u90fd\u901a\u8fc7LLM\u8fdb\u884c\u63a8\u7406\u548c\u51b3\u7b56\uff0c\u800c\u4e0d\u662f\u4f9d\u8d56\u9884\u8bbe\u7684\u89c4\u5219\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u673a\u68b0\u6a21\u578b\u8d1f\u8d23\u6a21\u62df\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u4e92\u52a8\u673a\u5236<\/span>\uff08\u5982\u793e\u4ea4\u7f51\u7edc\u7ed3\u6784\u3001\u63a5\u89e6\u6a21\u5f0f\u7b49\uff09<\/span>\uff0c\u800cLLM\u5219\u8d1f\u8d23\u667a\u80fd\u4f53\u7684\u8ba4\u77e5\u8fc7\u7a0b\u548c\u51b3\u7b56\u5236\u5b9a\u3002<\/span><\/p>\n

      <\/p>\n

      \u8fd9\u4e24\u4e2a\u6a21\u578b\u4e4b\u95f4\u5b58\u5728\u5faa\u73af\u4ea4\u4e92\uff1a\u673a\u68b0\u6a21\u578b\u5411LLM\u63d0\u4f9b\u5173\u4e8e\u7cfb\u7edf\u72b6\u6001\u7684\u4fe1\u606f<\/span>\uff08\u5982\u5176\u4ed6\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u3001\u73af\u5883\u53d8\u5316\u7b49\uff09<\/span>\uff0cLLM\u57fa\u4e8e\u8fd9\u4e9b\u4fe1\u606f\u4e3a\u667a\u80fd\u4f53\u751f\u6210\u51b3\u7b56\uff0c\u8fd9\u4e9b\u51b3\u7b56\u53c8\u53cd\u8fc7\u6765\u5f71\u54cd\u7cfb\u7edf\u72b6\u6001\u3002\u8fd9\u79cd\u65b9\u6cd5\u7684\u4f18\u52bf\u5728\u4e8e\uff1a<\/span><\/section>\n
        \n
      • \n
        \u65e0\u9700\u4e8b\u5148\u5b9a\u4e49\u8be6\u7ec6\u7684\u51b3\u7b56\u89c4\u5219\uff0c\u800c\u662f\u5229\u7528LLM\u4e2d\u5305\u542b\u7684\u5927\u91cf\u8bad\u7ec3\u6570\u636e\u6765\u6a21\u62df\u4eba\u7c7b\u884c\u4e3a\uff1b<\/span><\/section>\n<\/li>\n
      • \n
        \u53ef\u4ee5\u4e3a\u6bcf\u4e2a\u667a\u80fd\u4f53\u5b9a\u4e49\u72ec\u7279\u7684\u6027\u683c\u7279\u5f81\uff0c\u4ece\u800c\u66f4\u771f\u5b9e\u5730\u53cd\u6620\u4eba\u7c7b\u884c\u4e3a\u7684\u591a\u6837\u6027\uff1b<\/span><\/section>\n<\/li>\n
      • \n
        \u80fd\u591f\u6355\u6349\u5230\u66f4\u4e30\u5bcc\u7684\u53cd\u9988\u5faa\u73af\uff0c\u5305\u62ec\u540c\u4f34\u538b\u529b\u3001\u4e2a\u6027\u5316\u9009\u62e9\u3001\u53d8\u5316\u610f\u613f\u7b49\u591a\u4e2a\u7ef4\u5ea6\uff1b<\/span><\/section>\n<\/li>\n
      • \n

        \u6a21\u578b\u7684\u884c\u4e3a\u4e0d\u53d7\u5efa\u6a21\u8005\u5fc3\u667a\u6a21\u578b\u7684\u9650\u5236\u3002<\/span><\/p>\n<\/li>\n<\/ul>\n<\/section>\n

        \n

        <\/p>\n<\/section>\n

        \n

        \u4e3e\u4f8b\u8bf4\u660e\uff0cGABM\u53ef\u7528\u4e8e\u6a21\u62df\u529e\u516c\u5ba4\u7740\u88c5\u89c4\u8303\u7684\u6f14\u5316\u3002\u673a\u68b0\u6a21\u578b\u8ffd\u8e2a\u6bcf\u4e2a\u5458\u5de5\u7684\u7740\u88c5\u9009\u62e9\u5e76\u8bb0\u5f55\u6574\u4f53\u8d8b\u52bf\uff0c\u800cLLM\u5219\u6839\u636e\u4e2a\u4eba\u6027\u683c\u7279\u5f81\u3001\u540c\u4e8b\u9009\u62e9\u548c\u7ec4\u7ec7\u6587\u5316\u7b49\u56e0\u7d20\uff0c\u6765\u751f\u6210\u6bcf\u4e2a\u5458\u5de5\u7684\u7740\u88c5\u51b3\u7b56\u3002\u8fd9\u79cd\u4ea4\u4e92\u4ea7\u751f\u4e86\u4e30\u5bcc\u7684\u52a8\u6001\u884c\u4e3a\uff0c\u5305\u62ec\u89c4\u8303\u7684\u5f62\u6210\u3001\u4e2a\u4eba\u8868\u8fbe\u7684\u9700\u6c42\u4ee5\u53ca\u5bf9\u9886\u5bfc\u8005\u7684\u6a21\u4eff\u7b49\u3002<\/span><\/p>\n

        <\/p>\n

        GABM\u76f8\u6bd4\u4f20\u7edfABM\u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\uff0c\u6446\u8131\u89c4\u5219\u9a71\u52a8\u7684\u63a8\u7406\u673a\u5236\uff0c\u4ece\u800c\u80fd\u66f4\u597d\u5730\u6a21\u62df\u4eba\u7c7b\u51b3\u7b56\u7684\u590d\u6742\u6027\uff0c\u5e76\u751f\u6210\u66f4\u8d34\u8fd1\u73b0\u5b9e\u7684\u7cfb\u7edf\u884c\u4e3a[4]\u3002<\/span><\/p>\n<\/section>\n

        \n
        \n
        \n
        \n

        <\/p>\n<\/section>\n

        \n

        <\/p>\n<\/section>\n

        \n

        \n
        \n
        \n
        \n
        \n
        <\/section>\n
        <\/section>\n
        \n
        <\/section>\n<\/section>\n<\/section>\n
        \n

        3. \u5bf9\u4e8e\u8fc7\u4e8e\u8be6\u7ec6\u7684\u6307\u5bfc\u8bed\u7684\u53cd\u601d<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

        \n
        <\/section>\n
        <\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n

        <\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

        \n

        \u5728\u4f20\u7edf\u7684ABM\u4e2d\uff0c\u7814\u7a76\u8005\u901a\u5e38\u901a\u8fc7\u5927\u91cf\u8fed\u4ee3\u548c\u6570\u503c\u6a21\u62df\u6765\u6784\u5efa\u590d\u6742\u7684\u793e\u4f1a\u7cfb\u7edf\u3002\u800c\u5728GABM\u6a21\u5f0f\u4e0b\uff0c\u7cbe\u786e\u91cf\u5316\u7684\u4e2a\u4f53\u7279\u8d28\u53ef\u4ee5\u4ece\u7279\u5b9a\u7684\u6982\u7387\u5206\u5e03\u4e2d\u62bd\u6837\u5f97\u5230\u3002\u4f8b\u5982\uff0c\u57fa\u4e8e\u8fd9\u79cd\u601d\u8def\uff0c\u201cLLMs\u590d\u73b0\u5229\u7ef4\u5766\u7406\u8bba\u201d\u5b9e\u9a8c\u4e2d\uff0c\u653b\u51fb\u6027\u3001\u8d2a\u5a6a\u5ea6\u3001\u529b\u91cf\u503c\u5206\u522b\u4ece\uff080\uff0c1\uff09\u3001\uff081.25\uff0c5\uff09\u3001\uff080.2\uff0c0.7\uff09\u4e2d\u91c7\u6837\u3002\u8fd9\u79cd\u65b9\u6cd5\u7684\u4f18\u52bf\u5728\u4e8e\u5176\u7cbe\u786e\u6027\u548c\u53ef\u91cd\u590d\u6027\uff0c\u5141\u8bb8\u7814\u7a76\u8005\u5bf9\u5fae\u5c0f\u7684\u53c2\u6570\u53d8\u5316\u8fdb\u884c\u654f\u611f\u6027\u5206\u6790\u3002<\/span><\/p>\n


        <\/span><\/p>\n

        \n
        \n\n\n\n\n\n\n\n
        \n
        \n
        \n


        <\/span><\/p>\n

        _<\/span><\/section>\n<\/section>\n<\/section>\n<\/td>\n
        		\n
        \n

        \u53c2\u6570\u5316\u63d0\u5347<\/span><\/p>\n<\/section>\n<\/td>\n

        		\n
        \n

        \u6587\u672c\u63cf\u8ff0\u63d0\u793a<\/span><\/p>\n<\/section>\n<\/td>\n<\/tr>\n

        \n
        \n

        \u667a\u80fd\u4f53<\/span><\/p>\n

        \u884c\u4e3a\u63a7\u5236<\/span><\/p>\n<\/section>\n<\/td>\n

        		\n
        \n

        \u7cbe\u786e\u63a7\u5236\u3001\u7b80\u5316\u590d\u6742\u6027\u3001\u4e00\u81f4\u6027<\/span><\/p>\n<\/section>\n<\/td>\n

        		\n
        \n

        \u884c\u4e3a\u4e30\u5bcc\u6027\u3001\u9002\u5e94\u6027\u3001\u4e0d\u53ef\u9884\u6d4b\u6027<\/span><\/p>\n<\/section>\n<\/td>\n<\/tr>\n

        \n
        \n

        \u6a21\u62df\u7ed3\u679c<\/span><\/p>\n<\/section>\n<\/td>\n

        		\n
        \n

        \u7a33\u5b9a\u6027\u9ad8\u3001<\/span><\/p>\n

        \u591a\u6837\u6027\u53ef\u80fd\u53d7\u9650<\/span><\/p>\n<\/section>\n<\/td>\n

        		\n
        \n

        \u591a\u6837\u6027\u9ad8\u3001<\/span><\/p>\n

        \u7a33\u5b9a\u6027\u53ef\u80fd\u53d7\u6311\u6218<\/span><\/p>\n<\/section>\n<\/td>\n<\/tr>\n

        \n
        \n

        \u53ef\u89e3\u91ca\u6027<\/span><\/p>\n<\/section>\n<\/td>\n

        		\n
        \n

        \u9ad8\u5ea6\u53ef\u89e3\u91ca\u3001<\/span><\/p>\n

        \u53c2\u6570\u8c03\u4f18\u96be\u5ea6\u5927<\/span><\/p>\n<\/section>\n<\/td>\n

        		\n
        \n

        \u76f4\u89c2\u4f46\u5185\u90e8\u673a\u5236<\/span><\/p>\n

        \u96be\u4ee5\u5b8c\u5168\u89e3\u91ca<\/span><\/p>\n<\/section>\n<\/td>\n<\/tr>\n

        \n
        \n

        \u4eba\u673a\u4ea4\u4e92<\/span><\/p>\n<\/section>\n<\/td>\n

        		\n
        \n

        \u9700\u8981\u4e13\u4e1a\u77e5\u8bc6\u3001<\/span><\/p>\n

        \u5feb\u901f\u8fed\u4ee3<\/span><\/p>\n<\/section>\n<\/td>\n

        		\n
        \n

        \u6613\u7528\u6027\u9ad8\u3001<\/span><\/p>\n

        \u5b58\u5728\u6a21\u7cca\u6027\u98ce\u9669<\/span><\/p>\n<\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/section>\n<\/section>\n<\/section>\n

        \n
        \n

        \u88681.\u53c2\u6570\u5316\u63d0\u793a\u4e0e\u6587\u672c\u63cf\u8ff0\u63d0\u793a\u5728GABM\u4e2d\u7684\u5bf9\u6bd4<\/span><\/p>\n<\/section>\n<\/section>\n

        <\/p>\n

        \n

        \u5728GABM\u4e2d\uff0c\u53c2\u6570\u5316\u63d0\u793a\u548c\u6587\u672c\u63cf\u8ff0\u63d0\u793a\u5bf9\u6a21\u578b\u7684\u5f71\u54cd\u5404\u6709\u7279\u70b9\uff0c\u4f53\u73b0\u5728\u667a\u80fd\u4f53\u884c\u4e3a\u4e0e\u6a21\u62df\u7ed3\u679c\u7684\u53ef\u63a7\u6027\u3001\u53ef\u89e3\u91ca\u6027\u548c\u4eba\u673a\u4ea4\u4e92\u5b9e\u7528\u6027\u7b49\u65b9\u9762\u3002<\/span><\/p>\n

        <\/p>\n

        \u5728\u53ef\u63a7\u6027\u65b9\u9762\uff0c\u53c2\u6570\u5316\u63d0\u793a\u5141\u8bb8\u7814\u7a76\u8005\u5bf9\u667a\u80fd\u4f53\u5c5e\u6027\u548c\u884c\u4e3a\u8fdb\u884c\u7cbe\u786e\u8c03\u6574\uff0c\u5982\u8bbe\u5b9a\u51b3\u7b56\u6982\u7387\u6216\u4ea4\u4e92\u8303\u56f4\uff0c\u4ece\u800c\u7b80\u5316\u667a\u80fd\u4f53\u884c\u4e3a\u6a21\u578b\u5e76\u63d0\u9ad8\u4e00\u81f4\u6027\u3002\u8fd9\u79cd\u65b9\u6cd5\u6709\u52a9\u4e8e\u7ed3\u679c\u7684\u53ef\u91cd\u590d\u6027\u548c\u7a33\u5b9a\u6027\uff0c\u4fbf\u4e8e\u9a8c\u8bc1\u548c\u91cd\u590d\u5b9e\u9a8c\u3002\u7136\u800c\uff0c\u8fc7\u5ea6\u4f9d\u8d56\u53c2\u6570\u5316\u53ef\u80fd\u9650\u5236\u667a\u80fd\u4f53\u884c\u4e3a\u7684\u591a\u6837\u6027\uff0c\u65e0\u6cd5\u5145\u5206\u6a21\u62df\u590d\u6742\u7684\u793e\u4f1a\u73b0\u8c61\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u6587\u672c\u63cf\u8ff0\u63d0\u793a\u5229\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u4f7f\u667a\u80fd\u4f53\u8868\u73b0\u51fa\u66f4\u590d\u6742\u548c\u903c\u771f\u7684\u884c\u4e3a\u6a21\u5f0f\uff0c\u5982\u63cf\u8ff0\u6027\u683c\u3001\u60c5\u7eea\u6216\u793e\u4ea4\u7b56\u7565\u3002\u8fd9\u79cd\u65b9\u6cd5\u4fc3\u4f7f\u667a\u80fd\u4f53\u6839\u636e\u4e0a\u4e0b\u6587\u8fdb\u884c\u52a8\u6001\u8c03\u6574\uff0c\u6a21\u62df\u66f4\u771f\u5b9e\u7684\u667a\u80fd\u884c\u4e3a\uff0c\u4f46\u4e5f\u53ef\u80fd\u589e\u52a0\u7ed3\u679c\u7684\u4e0d\u53ef\u9884\u6d4b\u6027\u548c\u6ce2\u52a8\u6027\u3002<\/span><\/p>\n

        <\/p>\n

        \u5728\u53ef\u89e3\u91ca\u6027\u65b9\u9762\uff0c\u53c2\u6570\u5316\u63d0\u793a\u63d0\u4f9b\u4e86\u660e\u786e\u7684\u6570\u503c\u53c2\u6570\uff0c\u4f7f\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u673a\u5236\u66f4\u6613\u4e8e\u7406\u89e3\u548c\u89e3\u91ca\uff0c\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u900f\u660e\u5ea6\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u65b9\u6cd5\u9700\u8981\u5bf9\u6a21\u578b\u53c2\u6570\u8fdb\u884c\u7ec6\u81f4\u8c03\u6574\uff0c\u53ef\u80fd\u589e\u52a0\u5efa\u6a21\u7684\u590d\u6742\u5ea6\u3002\u6587\u672c\u63cf\u8ff0\u63d0\u793a\u5219\u4f7f\u7528\u66f4\u8d34\u8fd1\u4eba\u7c7b\u601d\u7ef4\u7684\u81ea\u7136\u8bed\u8a00\uff0c\u4fbf\u4e8e\u975e\u4e13\u4e1a\u4eba\u58eb\u7406\u89e3\uff0c\u4f46\u7531\u4e8eLLMs\u5185\u90e8\u51b3\u7b56\u8fc7\u7a0b\u7684\u590d\u6742\u6027\uff0c\u5177\u4f53\u884c\u4e3a\u673a\u5236\u53ef\u80fd\u96be\u4ee5\u5b8c\u5168\u89e3\u91ca\u3002<\/span><\/p>\n

        <\/p>\n

        \u5728\u4eba\u673a\u4ea4\u4e92\u5b9e\u7528\u6027\u65b9\u9762\uff0c\u53c2\u6570\u5316\u63d0\u793a\u9700\u8981\u5efa\u6a21\u8005\u5177\u5907\u4e13\u4e1a\u77e5\u8bc6\uff0c\u4f46\u5141\u8bb8\u5feb\u901f\u8fed\u4ee3\u548c\u4f18\u5316\u3002\u6587\u672c\u63cf\u8ff0\u63d0\u793a\u964d\u4f4e\u4e86\u6280\u672f\u95e8\u69db\uff0c\u4f7f\u66f4\u591a\u4eba\u80fd\u53c2\u4e0e\u6a21\u578b\u6784\u5efa\uff0c\u4f46\u53ef\u80fd\u5b58\u5728\u6b67\u4e49\uff0c\u9700\u8981\u7cbe\u5fc3\u8bbe\u8ba1\u63d0\u793a\u8bcd\u3002<\/span><\/p>\n

        <\/p>\n

        \u6700\u4f73\u5b9e\u8df5\u9700\u8981\u6839\u636e\u5177\u4f53\u7684\u6a21\u62df\u76ee\u6807\u548c\u7814\u7a76\u9700\u6c42\uff0c\u5408\u7406\u7ec4\u5408\u4e24\u79cd\u65b9\u6cd5\u3002\u5bf9\u4e8e\u9700\u8981\u9ad8\u53ef\u63a7\u6027\u548c\u7a33\u5b9a\u6027\u7684\u6a21\u62df\uff0c\u53ef\u4fa7\u91cd\u4f7f\u7528\u53c2\u6570\u5316\u63d0\u793a\uff1b\u800c\u5bf9\u4e8e\u63a2\u7d22\u6027\u7814\u7a76\u6216\u9700\u8981\u6a21\u62df\u590d\u6742\u4eba\u7c7b\u884c\u4e3a\u7684\u573a\u666f\uff0c\u5219\u9700\u8981\u589e\u52a0\u6587\u672c\u63cf\u8ff0\u63d0\u793a\u7684\u4f7f\u7528\u3002<\/span><\/p>\n

        <\/p>\n

        \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cLLMs\u7684\u8fd0\u4f5c\u673a\u5236\u4e0e\u4f20\u7edf\u7684\u6570\u503c\u6a21\u62df\u5177\u6709\u672c\u8d28\u4e0a\u7684\u533a\u522b\u3002\u4f20\u7edfABM\u901a\u5e38\u80fd\u4f9d\u8d56\u6570\u503c\u53c2\u6570\u6765\u7cbe\u786e\u63a7\u5236\u4ee3\u7406\u7684\u884c\u4e3a\uff0c\u800cLLMs\u4e3b\u8981\u57fa\u4e8e\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u4e0e\u751f\u6210\uff0c\u5bf9\u6570\u503c\u53d8\u5316\u7684\u654f\u611f\u5ea6\u4e0eABM\u6709\u663e\u8457\u4e0d\u540c\u3002\u8fd9\u5c31\u5f15\u53d1\u4e86\u4e00\u4e2a\u5173\u952e\u95ee\u9898\uff1a\u201cLLMs\u662f\u5426\u80fd\u591f\u50cf\u4f20\u7edfABM\u90a3\u6837\uff0c\u7cbe\u786e\u5730\u533a\u5206\u548c\u54cd\u5e94\u5fae\u5c0f\u7684\u6570\u503c\u5dee\u5f02\uff1f\u201d<\/span><\/p>\n

        <\/p>\n<\/section>\n

        \n
        \n

        <\/p>\n<\/section>\n<\/section>\n

        \n
        \n

        \u56fe\u6e90\uff1aMohamed Chahin<\/span><\/p>\n<\/section>\n<\/section>\n

        \n

        <\/p>\n

        \u4e3a\u4e86\u8bf4\u660e\u8fd9\u4e00\u70b9\uff0c\u4e0d\u59a8\u56de\u5230\u201cLLMs\u590d\u73b0\u5229\u7ef4\u5766\u7406\u8bba\u201d\u7684\u5b9e\u9a8c\u3002\u8fd9\u91cc\u7684\u7814\u7a76\u8005\u60f3\u8981\u8003\u5bdf\u4e00\u4e2a\u5177\u4f53\u7684\u6570\u503c\u95ee\u9898\uff1a\u201c\u653b\u51fb\u6027\u4e3a3\u62164\u7684\u533a\u522b\uff0c\u662f\u5426\u4f1a\u5bfc\u81f4LLMs\u5728\u884c\u4e3a\u8f93\u51fa\u4e0a\u51fa\u73b0\u660e\u663e\u7684\u5dee\u5f02\uff1f\u201d\uff0c\u4ee5\u6b64\u6d4b\u8bd5LLMs\u80fd\u5426\u5bf9\u4e0d\u540c\u7684\u6570\u5b57\u8bbe\u7f6e\u505a\u51fa\u9884\u671f\u53cd\u5e94\u3002\u7136\u800c\uff0c\u4ec5\u4ec5\u4f9d\u9760\u6570\u5b57\u5e76\u4e0d\u80fd\u5b8c\u6574\u5730\u5851\u9020\u667a\u80fd\u4f53\u7684\u884c\u4e3a\uff0c\u56e0\u6b64\u7814\u7a76\u8005\u8fd8\u5728\u6307\u5bfc\u8bed\u4e2d\u52a0\u5165\u4e86\u66f4\u4e30\u5bcc\u7684\u6587\u672c\u63cf\u8ff0\u3002\u4f8b\u5982\uff0c\u4ed6\u4eec\u5728\u6307\u5bfc\u8bed\u4e2d\u5199\u9053\uff1a<\/span><\/p>\n

        <\/p>\n<\/section>\n

        \n
        \n
        \n
        \n
        \u201c\u4f60\u5bf9\u548c\u5e73\u4e0e\u7a33\u5b9a\u7684\u6e34\u671b\u6e90\u4e8e\u5bf9\u957f\u671f\u751f\u5b58\u7684\u8ffd\u6c42\uff0c\u5e76\u6700\u7ec8\u4f53\u73b0\u4e3a\u5bf9\u793e\u4f1a\u5730\u4f4d\u7684\u671f\u671b\u3002\u4f60\u89c6\u4e4b\u4e3a\u901a\u5f80\u7e41\u884d\u548c\u793e\u4f1a\u652f\u6301\u7684\u8def\u5f84\uff0c\u800c\u8fd9\u4e00\u5207\u90fd\u5efa\u7acb\u5728\u81ea\u6211\u5229\u76ca\u7684\u6846\u67b6\u4e4b\u4e0b\u3002\u201d\uff08You have a desire for peace and stability which stems from long-term survival, and ultimately, a hope for social status as a path to reproduction and social support, all under the framework of self-interest.\uff09<\/span><\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<\/section>\n

        <\/p>\n

        \n

        \u8fd9\u79cd\u63cf\u8ff0\u76f4\u63a5\u5851\u9020\u4e86\u667a\u80fd\u4f53\u7684\u957f\u671f\u76ee\u6807\u548c\u884c\u4e3a\u503e\u5411\uff0c\u53ef\u80fd\u5bf9LLMs\u7684\u8f93\u51fa\u4ea7\u751f\u6bd4\u201c\u653b\u51fb\u6027\u6570\u503c\u201d\u66f4\u5f3a\u7684\u5f71\u54cd\u3002\u7531\u6b64\u4e5f\u5f15\u51fa\u53e6\u4e00\u4e2a\u66f4\u6df1\u5c42\u6b21\u7684\u95ee\u9898\uff1a\u5728\u57fa\u4e8eLLMs\u7684\u6a21\u62df\u4e2d\uff0c\u6570\u503c\u53c2\u6570\u548c\u6587\u672c\u63cf\u8ff0\u54ea\u4e2a\u66f4\u6709\u6548\uff1f\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u4e24\u79cd\u65b9\u6cd5\u5982\u4f55\u76f8\u4e92\u4f5c\u7528\uff1f\u5982\u679c\u6570\u503c\u53c2\u6570\u5f71\u54cd\u6709\u9650\uff0c\u80fd\u5426\u7528\u6587\u672c\u63cf\u8ff0\u6765\u5f25\u8865\u6216\u5f3a\u5316\uff1f\u53cd\u4e4b\u4ea6\u7136\u3002<\/span><\/p>\n

        <\/p>\n

        \u8981\u56de\u7b54\u8fd9\u4e9b\u95ee\u9898\uff0c\u9700\u8981\u8fdb\u4e00\u6b65\u7814\u7a76LLMs\u5bf9\u4e0d\u540c\u5f3a\u5ea6\u7684\u6587\u672c\u63cf\u8ff0\u7684\u654f\u611f\u7a0b\u5ea6\uff0c\u53ca\u5176\u4e0e\u6570\u503c\u53c2\u6570\u8c03\u6574\u7684\u6548\u679c\u5dee\u5f02\u3002\u5b9e\u9645\u4e0a\uff0cLLMs\u5bf9\u7eaf\u6570\u503c\u53c2\u6570\u7684\u7406\u89e3\u5f80\u5f80\u6bd4\u8f83\u6709\u9650\uff0c\u4e3b\u8981\u539f\u56e0\u5305\u62ec\uff1a<\/span><\/section>\n
          \n
        • \n

          LLMs\u8bad\u7ec3\u6570\u636e\u4ee5\u81ea\u7136\u8bed\u8a00\u4e3a\u4e3b\uff1aLLMs\u4e3b\u8981\u5728\u5927\u91cf\u7684\u81ea\u7136\u8bed\u8a00\u6587\u672c\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u800c\u8fd9\u4e9b\u6587\u672c\u901a\u5e38\u4ee5\u4eba\u7c7b\u8bed\u8a00\u4e3a\u4e3b\uff0c\u6570\u503c\u6570\u636e\u76f8\u5bf9\u8f83\u5c11\u3002\u5373\u4f7f\u5b58\u5728\u6570\u503c\uff0c\u4e5f\u901a\u5e38\u5d4c\u5165\u5728\u6587\u672c\u63cf\u8ff0\u4e2d\uff0c\u800c\u975e\u5b64\u7acb\u5b58\u5728\u3002\u6545\u800c\uff0c\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u63a5\u89e6\u5230\u7684\u7eaf\u6570\u503c\u53c2\u6570\u6709\u9650\uff0c\u5bfc\u81f4\u5176\u5728\u7406\u89e3\u548c\u5904\u7406\u7eaf\u6570\u503c\u65f6\u7f3a\u4e4f\u7ecf\u9a8c\u3002<\/span><\/p>\n<\/li>\n

        • \n

          LLMs\u9ad8\u5ea6\u4f9d\u8d56\u4e0a\u4e0b\u6587\uff1a\u5bf9LLMs\u6765\u8bf4\uff0c\u6240\u6709\u8f93\u5165\u90fd\u662f\u4e0a\u4e0b\u6587\u7684\u4e00\u90e8\u5206\u3002\u5982\u679c\u4e00\u4e2a\u6570\u5b57\u7f3a\u4e4f\u8db3\u591f\u7684\u8bed\u8a00\u8bf4\u660e\uff0c\u6a21\u578b\u4fbf\u96be\u4ee5\u5224\u65ad\u5176\u542b\u4e49\u548c\u7528\u9014\u3002\u6bd4\u5982\uff0c\u5355\u72ec\u51fa\u73b0\u201c0.7\u201d\uff0c\u5230\u5e95\u662f\u6e29\u5ea6\u3001\u6982\u7387\uff0c\u8fd8\u662f\u522b\u7684\u4ec0\u4e48\uff1f\u6570\u503c\u672c\u8eab\u662f\u7b26\u53f7\u6027\u7684\uff0c\u4f46\u6a21\u578b\u9700\u8981\u5c06\u5176\u6620\u5c04\u5230\u7279\u5b9a\u7684\u8bed\u4e49\u6216\u64cd\u4f5c\u4e0a\uff0c\u4e00\u65e6\u8fd9\u79cd\u6620\u5c04\u5728\u8bad\u7ec3\u6570\u636e\u4e2d\u5982\u679c\u6ca1\u6709\u660e\u786e\u7684\u6a21\u5f0f\uff0c\u6a21\u578b\u5c31\u96be\u4ee5\u81ea\u52a8\u5efa\u7acb\u6b63\u786e\u7684\u5173\u8054\u3002<\/span><\/p>\n<\/li>\n

        • \n
          LLMs\u9700\u8981\u8bad\u7ec3\u4ee5\u5efa\u7acb\u5173\u8054\uff1aLLMs\u7684\u8f93\u5165\u901a\u5e38\u662f\u8fde\u7eed\u7684\u6587\u672c\u5e8f\u5217\uff0c\u7eaf\u6570\u5b57\u53ef\u80fd\u88ab\u89c6\u4e3a\u7279\u6b8a\u7684Token\uff0c\u5bfc\u81f4\u6a21\u578b\u65e0\u6cd5\u6b63\u786e\u89e3\u6790\u6216\u7ed9\u4e88\u9002\u5f53\u7684\u6743\u91cd\u3002\u7eaf\u6570\u503c\u53c2\u6570\u5f80\u5f80\u9700\u8981\u6a21\u578b\u5177\u5907\u5bf9\u6307\u4ee4\u7684\u7406\u89e3\u80fd\u529b\uff0c\u5373\u77e5\u9053\u7279\u5b9a\u53c2\u6570\u5e94\u8be5\u5982\u4f55\u5f71\u54cd\u5176\u884c\u4e3a\u3002\u5982\u679c\u8bad\u7ec3\u65f6\u6ca1\u6709\u660e\u786e\u544a\u8bc9\u6a21\u578b\u201c\u8fd9\u4e2a\u6570\u5b57\u5e94\u8be5\u5982\u4f55\u5f71\u54cd\u884c\u4e3a\u201d\uff0c\u5b83\u53ef\u80fd\u65e0\u6cd5\u51c6\u786e\u5730\u5229\u7528\u8fd9\u4e9b\u6570\u503c\u53c2\u6570\u6307\u5bfc\u6a21\u578b\u7684\u8f93\u51fa\u3002\u4f8b\u5982\uff0c\u544a\u8bc9\u6a21\u578b\u201ctemperature=0.7\u201d\uff0c\u53ef\u80fd\u4e0d\u8db3\u4ee5\u8ba9\u5176\u8c03\u6574\u751f\u6210\u6587\u672c\u7684\u968f\u673a\u6027\uff0c\u9664\u975e\u6709\u8fdb\u4e00\u6b65\u7684\u8bf4\u660e\u3002 <\/span><\/section>\n<\/li>\n<\/ul>\n

          <\/p>\n<\/section>\n

          \n

          \u6b63\u662f\u7531\u4e8e\u7f3a\u4e4f\u8db3\u591f\u7684\u4e0a\u4e0b\u6587\u548c\u8bad\u7ec3\u7ecf\u9a8c\u7b49\u539f\u56e0\uff0cLLMs\u5728\u9762\u5bf9\u7eaf\u6570\u503c\u6307\u4ee4\u65f6\uff0c\u5e38\u5e38\u65e0\u6cd5\u50cfABM\u90a3\u6837\u7075\u654f\u5730\u54cd\u5e94\u6216\u8c03\u8282\u884c\u4e3a\u3002<\/span><\/p>\n

          <\/p>\n

          ABM\u5e38\u88ab\u8bdf\u75c5\uff0c\u6a21\u62df\u7684\u7ed3\u679c\u4e0e\u7814\u7a76\u8005\u5728\u8bbe\u7f6e\u6a21\u578b\u53c2\u6570\u65f6\u7684\u51b3\u7b56\u5bc6\u5207\u76f8\u5173\u3002\u7814\u7a76\u8005\u5728\u6784\u5efaABM\u65f6\u5fc5\u987b\u505a\u51fa\u4e00\u7cfb\u5217\u51b3\u7b56\uff0c\u5305\u62ec\u786e\u5b9a\u667a\u80fd\u4f53\u7684\u5c5e\u6027\u3001\u884c\u4e3a\u89c4\u5219\u3001\u4e92\u52a8\u673a\u5236\u4ee5\u53ca\u73af\u5883\u53c2\u6570\u7b49\uff0c\u8fd9\u4e9b\u51b3\u7b56\u4e0d\u53ef\u907f\u514d\u5730\u5305\u542b\u4e86\u7814\u7a76\u8005\u7684\u4e3b\u89c2\u5224\u65ad\u548c\u7406\u8bba\u5047\u8bbe\uff0c\u4ece\u800c\u53ef\u80fd\u4f1a\u663e\u8457\u5f71\u54cd\u6a21\u578b\u7684\u6700\u7ec8\u7ed3\u679c\u3002\u6279\u8bc4\u8005\u8ba4\u4e3a\uff0c\u8fd9\u79cd\u53c2\u6570\u8bbe\u7f6e\u7684\u4e3b\u89c2\u6027\uff0c\u53ef\u80fd\u5bfc\u81f4\u7814\u7a76\u7ed3\u679c\u51fa\u73b0\u504f\u5dee\u6216\u4e0d\u7a33\u5b9a\u6027[5]\u3002<\/span><\/p>\n

          <\/p>\n

          \u540c\u6837\uff0c\u5f53\u6211\u4eec\u7528LLMs\u6765\u6784\u5efaGABM\uff0c\u8fd9\u79cd\u6279\u8bc4\u53ef\u80fd\u540c\u6837\u9002\u7528\uff0c\u751a\u81f3\u66f4\u52a0\u81f4\u547d\u3002\u7279\u522b\u662f\u5728\u91cd\u73b0\u7ecf\u5178\u7406\u8bba\u65f6\uff0c\u7814\u7a76\u8005\u63d0\u4f9b\u7684\u6307\u5bfc\u8bed\u5f80\u5f80\u5e26\u6709\u6697\u793a\u6216\u64cd\u63a7\u610f\u4e49\u3002\u89e3\u91ca\u6027\u6307\u5bfc\u8bed\u5bb9\u6613\u6210\u4e3a\u76f4\u63a5\u64cd\u63a7\u667a\u80fd\u4f53\u884c\u4e3a\u7684\u201c\u6e38\u620f\u6559\u7a0b\u201d\uff0c\u4ece\u800c\u635f\u5bb3\u6a21\u62df\u7684\u751f\u6001\u6709\u6548\u6027\u3002\u8fd9\u5f15\u53d1\u4e86\u53e6\u4e00\u4e2a\u96be\u9898\uff1a\u5728\u8bbe\u8ba1GABM\u65f6\uff0c\u5982\u4f55\u533a\u5206\u4e8b\u5b9e\u6027\u63cf\u8ff0\u548c\u6307\u5bfc\u6027\u63cf\u8ff0\u5728\u6307\u5bfc\u8bed\u4e2d\u7684\u89d2\u8272\uff1f<\/span><\/p>\n

          <\/p>\n<\/section>\n

          \n
          \n

          <\/p>\n<\/section>\n<\/section>\n

          \n
          \n

          Bruno Mangyoku<\/span><\/p>\n<\/section>\n<\/section>\n

          \n

          <\/p>\n

          \u56de\u5230\u201c\u590d\u73b0\u5229\u7ef4\u5766\u7406\u8bba\u7684\u5c1d\u8bd5\u201d\u7684\u6848\u4f8b\uff0c\u7814\u7a76\u4eba\u5458\u9884\u671f\uff0c\u968f\u7740\u4ea4\u4e92\u7684\u6df1\u5165\u548c\u8bb0\u5fc6\u7684\u79ef\u7d2f\uff0c\u667a\u80fd\u4f53\u4f1a\u6e10\u6e10\u660e\u767d\u8c01\u66f4\u5f3a\u8c01\u66f4\u5f31\uff0c\u8fdb\u800c\u8c03\u6574\u81ea\u5df1\u7684\u751f\u5b58\u7b56\u7565\u3002\u4f8b\u5982\uff0c\u9891\u7e41\u83b7\u80dc\u7684\u4e2a\u4f53\u53ef\u80fd\u4f1a\u66f4\u503e\u5411\u4e8e\u62a2\u52ab\uff0c\u800c\u5c61\u6218\u5c61\u8d25\u7684\u4e2a\u4f53\u5219\u53ef\u80fd\u9009\u62e9\u8ba9\u6b65\u4ee5\u6362\u53d6\u4fdd\u62a4\u3002\u53ef\u8fd9\u771f\u662f\u667a\u80fd\u4f53\u81ea\u4e3b\u5b66\u5230\u7684\u5417\uff1f\u8fd8\u662f\u7814\u7a76\u8005\u4e8b\u5148\u7ed9\u51fa\u7684\u201c\u6697\u793a\u201d\u5728\u53d1\u6325\u4f5c\u7528\uff1f\u8fd9\u53ea\u6709\u5ba1\u89c6\u6307\u5bfc\u8bed\u624d\u80fd\u533a\u5206\u3002<\/span><\/p>\n

          <\/p>\n

          \u5728\u5b9e\u9a8c\u9644\u5f55\u4e2d\uff0c\u7814\u7a76\u8005\u63d0\u4f9b\u4e86\u4e00\u4e9b\u9887\u5177\u8bf1\u5bfc\u6027\u7684\u6307\u4ee4\u3002\u6bd4\u5982\u9644\u5f55A\u4e2d\u63d0\u5230\uff1a<\/span><\/p>\n

          <\/p>\n<\/section>\n

          \n
          \n
          \n
          \n
          \u201c\u4e00\u5f00\u59cb\uff0c\u4f60\u53ef\u4ee5\u901a\u8fc7\u62a2\u52ab\u6765\u83b7\u53d6\u98df\u7269\u3002\u4f8b\u5982\uff0c\u7ecf\u8fc7\u5341\u5929\u540e\uff0c\u5982\u679c\u62a2\u52ab\u88ab\u8bc1\u660e\u6bd4\u8015\u4f5c\u66f4\u6709\u6548\u5730\u8ba9\u4f60\u83b7\u5f97\u98df\u7269\uff0c\u90a3\u4e48\u5728\u7b2c\u5341\u4e00\u5929\uff0c\u4f60\u5c06\u66f4\u503e\u5411\u4e8e\u7ee7\u7eed\u8fdb\u884c\u62a2\u52ab\u3002\u201d\uff08In the beginning, you can gain food by robbing. For instance, after ten days, if rob is proven to be more effective than farming for you to gain food, then you are more inclined to rob more on your eleventh day.\uff09<\/span><\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<\/section>\n

          <\/p>\n

          \n

          \u8fd9\u6837\u7684\u6307\u4ee4\u76f4\u63a5\u5f71\u54cd\u4e86\u667a\u80fd\u4f53\u5bf9\u62a2\u52ab\u884c\u4e3a\u7684\u8bc4\u4f30\u548c\u9009\u62e9\uff1a\u4ed6\u4eec\u5e76\u4e0d\u662f\u201c\u81ea\u7136\u53d1\u73b0\u201d\u62a2\u52ab\u6709\u5229\uff0c\u800c\u662f\u201c\u88ab\u544a\u8bc9\u201d\u62a2\u52ab\u66f4\u597d\u3002\u540c\u6837\uff0c\u9644\u5f55C\u4e2d\u7684\u6307\u4ee4\u5982\uff1a<\/span><\/p>\n<\/section>\n

          <\/p>\n

          \n
          \n
          \n
          \n
          \u201c\u5373\u4f7f\u6709\u4eba\u6bd4\u4f60\u66f4\u5f3a\uff0c\u4f60\u4ecd\u7136\u6709\u83b7\u80dc\u7684\u673a\u4f1a\u3002\u4f46\u5982\u679c\u4f60\u8fde\u7eed\u5931\u8d25\uff0c\u90a3\u4e48\u4f60\u5f88\u53ef\u80fd\u96be\u4ee5\u518d\u8d62\u5f97\u6218\u6597\u3002\u201d\uff08Even if someone is stronger than you, you still have a chance to win. But if you’ve lost successively, then you’re not likely to win a fight.\uff09<\/span><\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<\/section>\n

          <\/p>\n

          \n

          \u4ee5\u53ca\uff1a<\/span><\/p>\n<\/section>\n

          <\/p>\n

          \n
          \n
          \n
          \n
          \u201c\u5982\u679c\u4f60\u4ece\u672a\u8f93\u7ed9\u8fc7\u8fd9\u4e9b\u667a\u80fd\u4f53\uff0c\u90a3\u4e48\u4f60\u5c31\u4e0d\u4f1a\u60f3\u8981\u8ba9\u6b65\u3002\u201d \uff08If you’ve never lost to this agents before, then you wouldn’t want to concede.\uff09<\/span><\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<\/section>\n

          <\/p>\n

          \n

          \u8fd9\u4e9b\u6307\u4ee4\u90fd\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u4e86\u660e\u786e\u7684\u884c\u4e3a\u6307\u5bfc\uff0c\u76f4\u63a5\u5f71\u54cd\u4e86\u667a\u80fd\u4f53\u5728\u9762\u5bf9\u62a2\u52ab\u548c\u62b5\u6297\u65f6\u7684\u51b3\u7b56\u3002<\/span><\/p>\n

          <\/p>\n

          \u7c7b\u4f3c\u7684\uff0c\u5728\u201cLLMs\u6a21\u62df\u4e16\u754c\u6218\u4e89\u201d\u5b9e\u9a8c\u7684Waragent\u6a21\u578b\u4e2d\uff0c\u6bcf\u4e2a\u56fd\u5bb6\u667a\u80fd\u4f53\u7684\u521d\u59cb\u6307\u5bfc\u8bed\u5305\u542b\u4e86\u8be6\u5c3d\u7684\u56fd\u5bb6\u6863\u6848\u4fe1\u606f\uff0c\u6db5\u76d6\u9886\u5bfc\u529b\u3001\u519b\u4e8b\u80fd\u529b\u3001\u8d44\u6e90\u7980\u8d4b\u3001\u5386\u53f2\u80cc\u666f\u3001\u5173\u952e\u653f\u7b56\u548c\u516c\u4f17\u58eb\u6c14\u7b49\u591a\u7ef4\u5ea6\u5c5e\u6027\u3002\u8fd9\u79cd\u5168\u9762\u7684\u521d\u59cb\u5316\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u51b3\u7b56\u57fa\u7840\uff0c\u4f7f\u5176\u80fd\u591f\u5728\u590d\u6742\u7684\u5730\u7f18\u653f\u6cbb\u73af\u5883\u4e2d\u505a\u51fa\u7b26\u5408\u81ea\u8eab\u7279\u5f81\u548c\u5229\u76ca\u7684\u9009\u62e9\u3002\u4f8b\u5982\uff0c\u82f1\u56fd\u7684\u521d\u59cb\u6307\u5bfc\u8bed\u53ef\u80fd\u5305\u542b\u8fd9\u6837\u7684\u63cf\u8ff0\uff1a<\/span><\/p>\n

          <\/p>\n<\/section>\n

          \n
          \n
          \n
          \n
          \u201c\u4e00\u4e2a\u5177\u6709\u91cd\u8981\u6c11\u4e3b\u5236\u5ea6\u7684\u541b\u4e3b\u7acb\u5baa\u5236\u56fd\u5bb6\uff0c\u5176\u7279\u5f81\u662f\u52a1\u5b9e\u548c\u575a\u97e7\u7684\u6cbb\u7406\u65b9\u5f0f\u201c\uff08A constitutional monarchy with significant democratic institutions, characterized by the pragmatic and stoic governance.\uff09<\/span><\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<\/section>\n

          <\/p>\n

          \n

          \u8fd9\u4e0d\u4ec5\u5b9a\u4e49\u4e86\u5176\u653f\u6cbb\u4f53\u5236\uff0c\u8fd8\u6697\u793a\u4e86\u5176\u51b3\u7b56\u98ce\u683c\u548c\u5916\u4ea4\u53d6\u5411\u3002<\/span><\/p>\n

          <\/p>\n

          \u4ece\u5b66\u672f\u89d2\u5ea6\u6765\u770b\uff0c\u8fd9\u4e9b\u505a\u6cd5\u5f15\u53d1\u4e86\u65b9\u6cd5\u8bba\u4e0a\u7684\u4e89\u8bae\u3002\u8fc7\u4e8e\u76f4\u767d\u7684\u201c\u4fdd\u59c6\u5f0f\u201c\u6307\u5bfc\u8bed\uff0c\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u524a\u5f31\u4e86\u7814\u7a76\u7684\u751f\u6001\u6548\u5ea6\u3002\u5b83\u8fdd\u80cc\u4e86\u590d\u6742\u7cfb\u7edf\u7814\u7a76\u4e2d\u5bf9\u6d8c\u73b0\u73b0\u8c61\u7684\u671f\u5f85\u2014\u2014\u4ece\u7b80\u5355\u89c4\u5219\u4e2d\u81ea\u53d1\u4ea7\u751f\u590d\u6742\u884c\u4e3a\u3002\u9ad8\u5ea6\u6307\u5bfc\u6027\u7684\u6307\u5bfc\u8bed\u8bbe\u8ba1\uff0c\u53ef\u80fd\u5bfc\u81f4\u89c2\u5bdf\u5230\u7684\u884c\u4e3a\u6a21\u5f0f\uff0c\u66f4\u591a\u662f\u7814\u7a76\u8005\u7684\u9884\u8bbe\uff0c\u800c\u975e\u667a\u80fd\u4f53\u4e4b\u95f4\u771f\u5b9e\u7684\u52a8\u6001\u4ea4\u4e92\u7ed3\u679c\u3002<\/span><\/p>\n

          <\/p>\n

          \u56e0\u6b64\uff0c\u57fa\u4e8eLLMs\u793e\u4f1a\u6a21\u62df\u7684\u7814\u7a76\u7684\u6307\u5bfc\u8bed\u8bbe\u8ba1\uff0c\u5e94\u8be5\u66f4\u52a0\u8c28\u614e\uff0c\u5c3d\u91cf\u51cf\u5c11\u76f4\u63a5\u7684\u884c\u4e3a\u6307\u5f15\uff0c\u8f6c\u800c\u5173\u6ce8\u5982\u4f55\u6784\u5efa\u4e00\u4e2a\u5141\u8bb8\u771f\u5b9e\u6d8c\u73b0\u73b0\u8c61\u4ea7\u751f\u7684\u751f\u6001\u3002\u8fd9\u4e0d\u4ec5\u6709\u52a9\u4e8e\u63d0\u9ad8\u6a21\u62df\u7684\u771f\u5b9e\u6027\uff0c\u4e5f\u80fd\u66f4\u597d\u5730\u63a2\u7d22LLMs\u5728\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u4e2d\u7684\u6f5c\u529b\u548c\u5c40\u9650\u3002<\/span><\/p>\n

          <\/p>\n

          \n
          \n
          \n

          <\/p>\n<\/section>\n<\/section>\n

          \n

          \n
          \n
          \n
          \n
          \n
          <\/section>\n
          <\/section>\n
          \n
          <\/section>\n<\/section>\n<\/section>\n
          \n

          4. \u865a\u4f2a\u7684\u4e92\u52a8\uff1a\u6d3b\u5728\u6307\u5bfc\u8bed\u4e2d\u7684LLMs<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

          \n
          <\/section>\n
          <\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n

          <\/p>\n<\/section>\n<\/section>\n<\/section>\n

          \n

          \u5728\u7528LLMs\u505a\u591a\u667a\u80fd\u4f53\u6a21\u62df\u65f6\uff0c\u6240\u6709\u90a3\u4e9b\u770b\u4f3c\u70ed\u95f9\u7684\u201c\u4e92\u52a8\u201d\uff0c\u5176\u5b9e\u53ef\u80fd\u53ea\u662f\u201c\u5047\u628a\u5f0f\u201d\u3002\u56e0\u4e3a\u8fd9\u4e9b\u667a\u80fd\u4f53\u53ea\u751f\u6d3b\u5728\u4e00\u4e2a\u72ed\u7a84\u7684\u5c01\u95ed\u4e16\u754c\u2014\u2014\u90a3\u51e0\u884c\u6307\u5bfc\u8bed\u91cc\u3002<\/span><\/p>\n<\/section>\n

          <\/p>\n

          \n
          \n

          <\/p>\n<\/section>\n<\/section>\n

          \n
          \n

          \u6d41\u884c\u75c5\u60a3\u8005\u7684\u751f\u6210\u6027\u667a\u80fd\u4f53\u6a21\u578b\u3002\u56fe\u6e90\uff1a[6]<\/span><\/p>\n<\/section>\n<\/section>\n

          <\/p>\n

          \n

          \u5728\u4e00\u9879\u6d41\u884c\u75c5\u60a3\u8005\u7684\u751f\u6210\u6027\u667a\u80fd\u4f53\u6a21\u578b\u7814\u7a76[6]\u4e2d\uff0c\u5728\u673a\u68b0\u6a21\u578b\u6240\u8bbe\u7f6e\u7684\u90e8\u5206\uff0c\u6bcf\u4e2a\u667a\u80fd\u4f53\u6309\u7167\u6d41\u7a0b\u90fd\u4f1a\u63a5\u6536\u5230\u4e00\u4e2a\u63d0\u793a\uff0c\u5305\u62ec\u540d\u5b57\u3001\u5e74\u9f84\u3001\u62e5\u6709\u7279\u5f81\u3001\u57fa\u672c\u7b80\u5386\u548c\u76f8\u5173\u8bb0\u5fc6\u3002\u5176\u4e2d\uff0c\u76f8\u5173\u8bb0\u5fc6\u7684\u4fe1\u606f\u6839\u636e\u5b9e\u9a8c\u6761\u4ef6\u8bbe\u5b9a\u3002\u4f8b\u5982\uff0c\u5b83\u53ef\u4ee5\u5305\u62ec\u6d41\u884c\u75c5\u7684\u75c7\u72b6<\/span>\uff08\u5982\u679c\u6709\u7684\u8bdd\uff09<\/span>\u6216\u9547\u4e0a\u751f\u75c5\u4e2a\u4f53\u7684\u767e\u5206\u6bd4\u3002<\/span><\/p>\n

          <\/p>\n

          \u5728\u6bcf\u4e2a\u65f6\u95f4\u8282\u70b9\uff0c\u667a\u80fd\u4f53\u4f1a\u88ab\u95ee\u53ca\u4ed6\u4eec\u662f\u5426\u5e94\u8be5\u6574\u5929\u5446\u5728\u5bb6\u91cc\u4ee5\u53ca\u7406\u7531\u3002\u5bf9\u4e8e\u90a3\u4e9b\u51b3\u5b9a\u79bb\u5f00\u5bb6\u7684\u667a\u80fd\u4f53\uff0cABM\u90e8\u5206\u5c06\u6309\u7167\u63a5\u89e6\u7387\u89c4\u5219\u8ba9\u4ed6\u4eec\u63a5\u89e6\u5f7c\u6b64\uff0c\u75be\u75c5\u5c31\u53ef\u80fd\u5728\u6613\u611f\u4eba\u7fa4\u548c\u611f\u67d3\u8005\u4e4b\u95f4\u4f20\u64ad\u3002\u4e00\u65e6\u6240\u6709\u667a\u80fd\u4f53\u4e92\u52a8\u5b8c\u6210\uff0c\u65f6\u95f4\u8282\u70b9\u4fbf\u4f1a\u5411\u524d\u63a8\u8fdb\uff0c\u5065\u5eb7\u72b6\u51b5\u4e5f\u5c06\u66f4\u65b0\u3002<\/span><\/p>\n

          <\/p>\n

          \u5728GABM\u4e2d\uff0c\u6bcf\u4e2a\u667a\u80fd\u4f53\u5728\u6bcf\u4e2a\u65f6\u95f4\u8282\u70b9\u90fd\u4f1a\u6536\u5230\u7279\u5b9a\u7684\u63d0\u793a\u3002\u57fa\u4e8e\u673a\u68b0\u6a21\u578b\u7684\u8bbe\u5b9a\uff0cLLMs\u6839\u636e\u63d0\u793a\u8bcd\u751f\u6210\u667a\u80fd\u4f53A\u7684\u884c\u4e3a\uff1b\u667a\u80fd\u4f53A\u7684\u884c\u4e3a\u88ab\u8bb0\u5f55\u4e0b\u6765\uff0c\u4f5c\u4e3a\u65b0\u7684\u63d0\u793a\u8bcd\u8f93\u5165\u7ed9\u667a\u80fd\u4f53B\u7684LLM\uff1bLLMs\u518d\u6839\u636e\u65b0\u7684\u63d0\u793a\u8bcd\u751f\u6210\u667a\u80fd\u4f53 B\u7684\u884c\u4e3a\u3002\u8868\u9762\u4e0a\u662fA\u548cB\u5728\u4e92\u52a8\uff0c\u4f46\u80cc\u540e\u90fd\u662f\u7531\u540c\u4e00\u4e2a\u57fa\u5ea7\u6a21\u578b\u5207\u6362\u4e0d\u540c\u7684\u63d0\u793a\u626e\u6f14\u4e0d\u540c\u89d2\u8272\u3002<\/span><\/p>\n

          <\/p>\n

          \u6362\u53e5\u8bdd\u8bf4\uff0c\u6240\u8c13\u7684\u667a\u80fd\u4f53\u7684\u201c\u4e2a\u6027\u201d\u548c\u201c\u8bb0\u5fc6\u201d\uff0c\u90fd\u662f\u63d0\u793a\u91cc\u7684\u53d8\u91cf\u3002LLM\u53ea\u662f\u7167\u7740\u8fd9\u4e9b\u53d8\u91cf\uff0c\u8f93\u51fa\u4e0d\u540c\u7684\u56de\u7b54\u3002\u8bf4\u5230\u5e95\uff0c\u8fd9\u662f\u540c\u4e00\u4e2a\u6a21\u578b\u8ddf\u81ea\u5df1\u5bf9\u8bdd\uff0c\u4e00\u6b21\u53c8\u4e00\u6b21\u5730\u6362\u8eab\u4efd\u8868\u6f14\u3002\u7ed3\u679c\u5c31\u662f\uff0c\u201c\u7fa4\u4f53\u201d\u884c\u4e3a\u4e0d\u8fc7\u662fLLM\u5728\u5355\u65b9\u9762\u8f93\u51fa\uff0c\u6700\u540e\u628a\u8fd9\u4e9b\u8f93\u51fa\u62fc\u8d77\u6765\uff0c\u770b\u8d77\u6765\u50cf\u5404\u81ea\u4e3a\u653f\uff0c\u5b9e\u9645\u4e0a\u5374\u662f\u4e00\u4eba\u5206\u9970\u591a\u89d2\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u793e\u4f1a\u6a21\u62df\u89c6\u4f5c\u66f4\u4e3a\u590d\u6742\u7684\u6307\u5bfc\u8bed\u9a71\u52a8\u4e0b\u7684\u4e2a\u4f53\u6a21\u62df\u3002<\/span><\/p>\n

          <\/p>\n

          \u8fd9\u79cd\u65b9\u5f0f\u4e0b\u7684\u4e92\u52a8\uff0c\u7f3a\u4e4f\u771f\u6b63\u7684\u591a\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u52a8\u6001\u4ea4\u6d41\uff0c\u800c\u662f\u4f9d\u8d56\u4e8eLLM\u5bf9\u4e0d\u540c\u63d0\u793a\u7684\u54cd\u5e94\u6765\u6a21\u62df\u3002\u8fd9\u610f\u5473\u7740\uff0c\u6240\u8c13\u7684\u201c\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u4e92\u52a8\u201d\u5e76\u975e\u771f\u5b9e\u5b58\u5728\uff0c\u800c\u662fLLM\u5728\u5355\u5411\u5730\u751f\u6210\u5404\u4e2a\u667a\u80fd\u4f53\u7684\u884c\u4e3a\uff0c\u8fd9\u4e9b\u884c\u4e3a\u518d\u88ab\u6574\u5408\u5230\u6a21\u578b\u4e2d\uff0c\u5f62\u6210\u4e00\u79cd\u4f2a\u88c5\u7684\u4e92\u52a8\u3002<\/span><\/p>\n

          <\/p>\n

          \u8fd9\u79cd\u57fa\u4e8e\u63d0\u793a\u6539\u53d8\u7684\u4ea4\u4e92\u65b9\u5f0f\uff0c\u9650\u5236\u4e86\u6a21\u578b\u7684\u591a\u6837\u6027\u548c\u771f\u5b9e\u6027\uff0c\u56e0\u4e3a\u6240\u6709\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u90fd\u6e90\u81ea\u540c\u4e00\u6a21\u578b\u7684\u8f93\u51fa\uff0c\u5176\u591a\u6837\u6027\u53d6\u51b3\u4e8e\u63d0\u793a\u8bbe\u8ba1\u548cLLM\u7684\u751f\u6210\u80fd\u529b\u3002\u6700\u7ec8\uff0c\u7cfb\u7edf\u5448\u73b0\u7684\u53ea\u662fLLM\u5728\u4e0d\u540c\u89d2\u8272\u4e0b\u7684\u8fde\u7eed\u89d2\u8272\u626e\u6f14\uff0c\u800c\u975e\u771f\u6b63\u7684\u591a\u667a\u80fd\u4f53\u4e92\u52a8\u3002<\/span><\/p>\n

          <\/p>\n

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          <\/p>\n

          \u590d\u6742\u7684\u4ea4\u4e92\u8fc7\u7a0b\u6fc0\u6d3b\u4e86LLMs\u5185\u5728\u7684\u9690\u85cf\u77e5\u8bc6\u7ed3\u6784\u3002\u5982\u679c\u7814\u7a76\u8005\u5728\u7406\u8bba\u6846\u67b6\u4e2d\u660e\u786e\u8bbe\u5b9a\u4e86\u67d0\u79cd\u5fc5\u7136\u51fa\u73b0\u7684\u573a\u666f\uff0c\u90a3\u4e48\u8bf8\u5982\u653b\u51fb\u503e\u5411\u3001\u548c\u5e73\u8bc9\u6c42\uff0c\u751a\u81f3\u662f\u4e2a\u4f53\u7279\u8d28\u7684\u7a81\u53d8\u7b49\u884c\u4e3a\uff0c\u90fd\u53ef\u4ee5\u88ab\u89c6\u4e3a\u662f\u8fd9\u79cd\u9884\u8bbe\u6fc0\u6d3b\u540e\u7684\u5fc5\u7136\u53cd\u5e94\u3002<\/span><\/p>\n

          <\/p>\n

          \u5728\u8fd9\u9879\u7814\u7a76\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u63cf\u8ff0\u4e86\u4e00\u4e2a\u9884\u8bbe\u573a\u666f\uff1a\u67d0\u4eba\u5fc5\u7136\u906d\u9047\u62a2\u52ab\uff0c\u53cd\u6297\u5931\u8d25\uff0c\u5e76\u6700\u7ec8\u901a\u8fc7\u7f34\u7a0e\u83b7\u5f97\u4fdd\u62a4\u3002\u8fd9\u79cd\u573a\u666f\u8bbe\u7f6e\u4fbf\u4e0d\u4ec5\u662f\u6545\u4e8b\u80cc\u666f\uff0c\u66f4\u662f\u4e00\u79cd\u76f4\u63a5\u542f\u52a8LLMs\u7684\u94a5\u5319\uff0c\u5373\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u63d0\u793a\u6765\u7a77\u5c3dLLMs\u7684\u7b56\u7565\u7a7a\u95f4\u3002<\/span><\/p>\n

          <\/p>\n<\/section>\n

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          \u56fe\u6e90\uff1aNord .<\/span><\/p>\n<\/section>\n<\/section>\n

          \n

          <\/p>\n

          \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u79cd\u65b9\u6cd5\u5728\u6d4b\u8bd5\u793e\u4f1a\u6a21\u62df\u7a33\u5065\u6027\u65f6\u5df2\u7ecf\u88ab\u4e0d\u7ecf\u610f\u5730\u4f7f\u7528\u4e86\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u66b4\u9732\u4e86ABM\u8303\u5f0f\u7684\u56fa\u6709\u95ee\u9898\u3002\u6211\u4eec\u9700\u8981\u91cd\u65b0\u5ba1\u89c6\u57fa\u4e8eLLMs\u7684\u6a21\u62df\u4e92\u52a8\uff1a\u8fd9\u79cd\u4e92\u52a8\u5efa\u7acb\u5728\u4e0d\u65ad\u7d2f\u79ef\u7684\u63cf\u8ff0\u6027\u3001\u4e8b\u5b9e\u6027\u63d0\u793a\u4e4b\u4e0a\uff0c\u800c\u8fd9\u4e9b\u63d0\u793a\u53c8\u6fc0\u6d3b\u4e86LLMs\u73b0\u6709\u7684\u6709\u9650\u7b56\u7565\u7a7a\u95f4\u2014\u2014\u6240\u8c13\u4e92\u52a8\uff0c\u5373\u662f\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u63d0\u793a\uff0c\u6765\u5f71\u54cdLLMs\u7684\u6fc0\u6d3b\u8fc7\u7a0b\u3002<\/span><\/p>\n

          <\/p>\n

          \u540c\u65f6\uff0c\u6211\u4eec\u8981\u59cb\u7ec8\u7262\u8bb0\uff0c\u57fa\u4e8eLLMs\u667a\u80fd\u4f53\u5e76\u975e\u771f\u5b9e\u7684\u4eba\u7c7b\u4e2a\u4f53\u3002\u4eba\u7c7b\u9700\u8981\u6f2b\u957f\u7684\u8fc7\u7a0b\u624d\u80fd\u5f62\u6210\u67d0\u4e9b\u884c\u4e3a\u6a21\u5f0f\uff0c\u800c\u57fa\u4e8eLLMs\u667a\u80fd\u4f53\u53ef\u4ee5\u901a\u8fc7\u94fe\u5f0f\u601d\u8003<\/span>\uff08Chain-of-Thought\uff0c COT\uff09<\/span>\u77ac\u95f4\u88ab\u6fc0\u6d3b\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u7a77\u5c3d\u7531\u9648\u8ff0\u6027\u63d0\u793a\u6240\u6784\u5efa\u7684\u573a\u666f\u96c6\uff0c\u6fc0\u6d3bLLMs\u7684\u7b56\u7565\u96c6\uff0c\u5c3d\u53ef\u80fd\u5730\u63a2\u7d22\u5404\u79cd\u53ef\u80fd\u6027\uff0c\u7136\u540e\u6839\u636e\u4e25\u8c28\u7684\u7406\u8bba\u8fdb\u884c\u9002\u5f53\u7684\u88c1\u526a\u3002<\/span><\/p>\n

          <\/p>\n

          \u66f4\u6df1\u5c42\u6b21\u7684\u8ffd\u95ee\uff1a<\/span><\/p>\n


          <\/span><\/p>\n

          \u8fd9\u79cd\u901a\u8fc7\u63d0\u793a\u6fc0\u6d3bLLMs\u7b56\u7565\u96c6\u7684\u65b9\u6cd5\uff0c\u662f\u5426\u80fd\u771f\u6b63\u6a21\u62df\u6f2b\u957f\u8fdb\u5316\u8fc7\u7a0b\u6240\u4ea7\u751f\u7684\u5f71\u54cd\uff1f<\/span><\/p>\n

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          \u8fd9\u79cd\u65b9\u6cd5\u4e0e\u4f20\u7edf\u5fc3\u7406\u5b66\u5b9e\u9a8c\u4e2d\u901a\u8fc7\u63cf\u8ff0\u6216\u89c6\u9891\u523a\u6fc0\u6765\u6fc0\u53d1\u77ed\u671f\u53cd\u5e94\u7684\u505a\u6cd5\u6709\u4e9b\u76f8\u4f3c\u3002\u90a3\u4e48\uff0c\u8fd9\u79cd\u6fc0\u6d3b\u662f\u76f4\u63a5\u3001\u5373\u65f6\u7684<\/span>\uff08\u8fd1\u7aef\uff09<\/span>\uff0c\u8fd8\u662f\u957f\u671f\u3001\u95f4\u63a5\u7684<\/span>\uff08\u8fdc\u7aef\uff09<\/span>\uff1f\u8fd9\u6837\u7684\u6fc0\u6d3b\u4e0e\u8fdb\u5316\u535a\u5f08\u8bba\u91cc\u7684\u957f\u671f\u9002\u5e94\u8fc7\u7a0b\u80fd\u5426\u5bf9\u63a5\uff1f<\/span><\/p>\n

          <\/p>\n

          \u5982\u679c\u8bf4\u67d0\u4e9b\u7279\u8d28\u88ab\u56fa\u5b9a\u5728LLMs\u4e2d\uff0c\u90a3\u4e48\u5176\u6700\u5c0f\u7684\u9057\u4f20\u5355\u4f4d\u4e0d\u518d\u662f\u57fa\u56e0\uff0c\u800c\u662f\u6307\u5bfc\u8bed\u3002\u4e0e\u5176\u5728\u6a21\u62df\u4e2d\u8d39\u529b\u8bbe\u8ba1\u4e00\u573a\u201c\u4f2a\u4e92\u52a8\u201d\uff0c\u4e3a\u4f55\u4e0d\u76f4\u63a5\u628a\u63d0\u793a\u5f53\u4f5c\u5f00\u5173\uff0c\u4e00\u6b21\u6027\u6fc0\u6d3b\u8fd9\u4e9b\u9884\u7f6e\u7279\u8d28\uff1f\u8fd9\u662f\u5426\u610f\u5473\u7740\uff0c\u6211\u4eec\u53ef\u4ee5\u8df3\u8fc7\u5197\u957f\u7684\u6a21\u62df\u8fc7\u7a0b\uff0c\u4ec5\u4f9d\u8d56\u9488\u5bf9\u6027\u7684\u63d0\u793a\u5373\u53ef\u83b7\u5f97\u9884\u671f\u7684\u884c\u4e3a\uff1f\u90a3\u4e3a\u4f55\u8fd8\u9700\u8981\u591a\u667a\u80fd\u4f53\u7684\u76f8\u4e92\u4f5c\u7528\uff1f<\/span><\/p>\n

          <\/p>\n

          \u5f53\u6240\u6709\u7684\u201c\u542f\u52a8\u201d\u90fd\u53d8\u6210\u4e86\u6307\u5bfc\u8bed\u7684\u201c\u8fd1\u7aef\u201d\u9a71\u52a8\uff0c\u6211\u4eec\u8fd8\u80fd\u4fdd\u7559\u539f\u672cABM\u6700\u5177\u9b45\u529b\u7684\u957f\u7a0b\u6f14\u5316\u4e0e\u610f\u5916\u60ca\u559c\u5417\uff1f<\/span><\/p>\n<\/section>\n

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          5. \u540e\u8bb0<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

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          <\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n

          <\/p>\n

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          \u4f7f\u7528\u63d0\u793a\u4f5c\u4e3a\u4e2d\u4ecb\u6765\u9a71\u52a8\u53e6\u4e00\u4e2a\u63d0\u793a\uff0c\u662f\u5728\u4e2a\u4f53\u5c42\u9762\u4e0a\u8fdb\u884c\u7684\u6fc0\u6d3b\u548c\u4e92\u52a8\u3002\u8fd9\u79cd\u65b9\u6cd5\u770b\u4f3c\u80fd\u751f\u6210\u591a\u6837\u7684\u884c\u4e3a\u6a21\u5f0f\uff0c\u5374\u672a\u5fc5\u80fd\u53cd\u6620\u771f\u5b9e\u793e\u4f1a\u7cfb\u7edf\u4e2d\u7684\u957f\u671f\u6f14\u5316\u6216\u7fa4\u4f53\u6d8c\u73b0\u73b0\u8c61\u3002<\/span><\/p>\n

          <\/p>\n

          \u6211\u4eec\u9700\u8981\u91cd\u65b0\u8003\u8651\u5728LLMs\u9a71\u52a8\u7684\u793e\u4f1a\u6a21\u62df\u4e2d\uff0c\u7a76\u7adf\u4ec0\u4e48\u624d\u7b97\u771f\u6b63\u7684\u201c\u8fdc\u7aef\u201d\u4e0e\u201c\u8fd1\u7aef\u201d\uff1f\u5728\u4f20\u7edfABM\u4e2d\uff0c\u4e2a\u4f53\u7279\u8d28\u7684\u6570\u503c\u8bbe\u7f6e\u53ef\u4ee5\u88ab\u89c6\u4e3a\u201c\u8fdc\u7aef\u201d\u542f\u52a8\uff0c\u800c\u5177\u4f53\u7684\u4ea4\u4e92\u89c4\u5219\u53ef\u80fd\u662f\u201c\u8fd1\u7aef\u201d\u542f\u52a8\u3002\u4f46\u5728LLMs\u73af\u5883\u4e2d\uff0c\u8fd9\u79cd\u533a\u5206\u53d8\u5f97\u6a21\u7cca\u3002\u56e0\u4e3a\u6240\u6709\u7684\u53d8\u5316\u90fd\u53ef\u80fd\u53ea\u9700\u8981\u51e0\u884c\u6307\u5bfc\u8bed\uff0c\u5c31\u80fd\u7acb\u523b\u4fee\u6539\u667a\u80fd\u4f53\u7684\u201c\u5185\u5728\u201d\u72b6\u6001\u3002\u5982\u4f55\u5728\u8fd9\u4e2a\u8fd1\u7aef\u6fc0\u6d3b\u7684\u6846\u67b6\u4e0b\uff0c\u4fdd\u7559\u6216\u91cd\u73b0ABM\u7684\u8fdc\u7aef\u6d8c\u73b0\u4e4b\u7f8e\uff0c\u4ecd\u662f\u4e00\u4e2a\u503c\u5f97\u6df1\u601d\u7684\u95ee\u9898\u3002<\/span><\/p>\n

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          \u53c2\u8003\u6587\u732e<\/span><\/strong><\/span><\/p>\n<\/section>\n

          \n
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          1. Dai G, et al. Artificial Leviathan: Exploring Social Evolution of LLM Agents Through the Lens of Hobbesian Social Contract Theory. *arXiv preprint* arXiv:2406.14373. Published 2024.  <\/span><\/p>\n

          2. Hua W, et al.  War and Peace (WarAgent): Large Language Model-Based Multi-Agents Simulation of World Wars. *arXiv preprint* arXiv:2311.17227. Published 2023.  <\/span><\/p>\n

          3. Mou X, et al.  From Individual to Society: A Survey on Social Simulation Driven by Large Language Model-Based Agents. *arXiv preprint* arXiv:2412.03563. Published 2024.  <\/span><\/p>\n

          4. Ghaffarzadegan N, et al.  Generative Agent-Based Modeling: An Introduction and Tutorial. *System Dynamics Review.* 2024;40(1):e1761.  <\/span><\/p>\n

          5. Rand W, Rust RT. Agent-Based Modeling in Marketing: Guidelines for Rigor. *International Journal of Research in Marketing.* 2011;28(3):181-193.  <\/span><\/p>\n

          6. Williams R, et al.  Epidemic Modeling with Generative Agents. *arXiv preprint* arXiv:2307.04986. Published 2023.<\/span><\/p>\n


          <\/span><\/p>\n

          <\/p>\n

          \u66f4\u591a\u4fe1\u606f\uff0c\u626b\u7801\u67e5\u770b<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


          <\/span><\/strong><\/span><\/p>\n


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          \u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u8bfb\u4e66\u4f1a<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

          <\/p>\n

          \u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u897f\u6e56\u5927\u5b66\u5de5\u5b66\u9662\u7279\u8058\u7814\u7a76\u5458\u8d75\u4e16\u94b0\u3001\u6d59\u6c5f\u5927\u5b66\u6559\u6388\u4efb\u6c81\u6e90\u3001\u9e4f\u57ce\u5b9e\u9a8c\u5ba4\u9ad8\u7ea7\u5de5\u7a0b\u5e08\u5d14\u91d1\u5f3a\uff0c\u5171\u540c\u53d1\u8d77\u300c\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u300d\u8bfb\u4e66\u4f1a<\/a>\uff0c\u63a2\u7a76\u5927\u8bed\u8a00\u6a21\u578b\u7ed9\u673a\u5668\u4eba\u9886\u57df\u5e26\u6765\u7684\u65b0\u601d\u60f3\u65b0\u4ef7\u503c\u3002\u8bfb\u4e66\u4f1a\u5df2\u5b8c\u7ed3\uff0c\u73b0\u5728\u62a5\u540d\u53ef\u52a0\u5165\u793e\u7fa4\u5e76\u89e3\u9501\u56de\u653e\u89c6\u9891\u6743\u9650\u3002<\/span><\/span><\/section>\n

          <\/span><\/section>\n
          \"\u56fe\u7247\"<\/span><\/a><\/span><\/strong><\/span><\/section>\n

          <\/p>\n

          \u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/section>\n

          \u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u8bfb\u4e66\u4f1a\uff1a\u5927\u6a21\u578b\u8d4b\u80fd\u673a\u5668\u4eba\u6d8c\u73b0\u7fa4\u4f53\u667a\u80fd<\/a><\/span><\/p>\n

          <\/a><\/span><\/p>\n

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          AI+Social Science\u8bfb\u4e66\u4f1a<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

          \n


          <\/p>\n<\/section>\n

          \u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u7f8e\u56fd\u4e1c\u5317\u5927\u5b66\u535a\u58eb\u540e\u7814\u7a76\u5458\u6768\u51ef\u7a0b\u3001\u5bc6\u6b47\u6839\u5927\u5b66\u5b89\u5a1c\u5821\u5206\u6821\u535a\u58eb\u5019\u9009\u4eba\u88f4\u5609\u6b23\uff0c\u5bbe\u5915\u6cd5\u5c3c\u4e9a\u5927\u5b66\u6c83\u987f\u5546\u5b66\u9662\u4eba\u529b\u8d44\u672c\u5206\u6790\u7814\u7a76\u7ec4\u535a\u58eb\u540e\u7814\u7a76\u5458\u5434\u96e8\u6850\u3001\u5373\u5c06\u5165\u804c\u829d\u52a0\u54e5\u5927\u5b66\u5fc3\u7406\u5b66\u7cfb\u7684\u52a9\u7406\u6559\u6388\u767d\u96ea\u7eaf\u5b50\uff0c\u5171\u540c\u53d1\u8d77AI+Social Science\u8bfb\u4e66\u4f1a<\/a>\u3002\u8bfb\u4e66\u4f1a\u5df2\u5b8c\u7ed3\uff0c\u73b0\u5728\u62a5\u540d\u53ef\u52a0\u5165\u793e\u7fa4\u5e76\u89e3\u9501\u56de\u653e\u89c6\u9891\u6743\u9650\u3002<\/span><\/span><\/section>\n

          <\/span><\/section>\n
          \"\u56fe\u7247\"<\/span><\/a><\/section>\n

          <\/span><\/section>\n
          \u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/section>\n
          AI+Social Science\uff1a\u5927\u6a21\u578b\u600e\u6837\u91cd\u5851\u793e\u4f1a\u79d1\u5b66 | \u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u8bfb\u4e66\u4f1a\u7b2c\u4e09\u5b63\u542f\u52a8<\/a><\/span><\/section>\n
          \n

          <\/p>\n

          <\/p>\n<\/section>\n

          \u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/strong><\/section>\n
          <\/strong><\/section>\n
          1. <\/strong>DeepSeek-R1\uff5c\u96c6\u667a\u767e\u79d1<\/a><\/strong><\/span><\/section>\n
          2. <\/strong>\u706b\u904d\u5168\u7403\u7684DeepSeek\uff1a\u79d1\u5b66\u5bb6\u662f\u600e\u4e48\u7528\u5b83\u7684\uff1f<\/a><\/strong><\/span><\/section>\n
          3. <\/strong>\u2f24\u6a21\u578b\u793e\u4f1a\u6a21\u62df\u5668MATRIX\uff0c\u4ef7\u503c\u5bf9\u9f50\u80dc\u8fc7GPT4<\/a><\/strong><\/span><\/section>\n
          <\/strong><\/section>\n
          4. <\/strong><\/span>\u5f20\u6c5f\uff1a\u7b2c\u4e09\u4ee3\u4eba\u5de5\u667a\u80fd\u6280\u672f\u57fa\u7840\u2014\u2014\u4ece\u53ef\u5fae\u5206\u7f16\u7a0b\u5230\u56e0\u679c\u63a8\u7406 | \u96c6\u667a\u5b66\u56ed\u5168\u65b0\u8bfe\u7a0b<\/a><\/strong><\/strong><\/span><\/section>\n
          <\/strong>5. <\/strong>\u89e3\u9501\u96c6\u667a\u5168\u7ad9\u5185\u5bb9\uff0c\u5f00\u542f\u65b0\u5e74\u5b66\u4e60\u8ba1\u5212<\/a><\/strong><\/section>\n

          6. <\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/p>\n

          <\/p>\n


          <\/span><\/p>\n

          \u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/section>\n<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

          \u5c01\u9762\uff1aKilian Glez \u5bfc\u8bed \u653e\u624b\u8fd8\u662f\u63a7\u5236\uff1f\u5927\u8bed\u8a00\u6a21\u578b\u793e\u4f1a\u5b9e\u9a8c\u7684\u65b9\u6cd5\u8bba\u56f0\u5883\u2026\u2026 \u7814\u7a76\u9886\u57df\uff1a\u4eba\u5de5\u667a\u80fd\uff0c\u667a\u80fd\u4f53\uff0c\u5927\u8bed\u8a00\u6a21\u578b \u674e\u6cfd\u4f1f | \u4f5c\u8005 \u4e00\u6728\u3001\u5b58\u6e90 | \u5ba1\u6821\/\u7f16\u8f91 \u8ffd\u95eenextquestion | \u6765\u6e90 \u8bbe\u60f3\u4e00\u573a\u9ad8\u5ea6\u667a\u80fd\u7684\u6a21\u62df\u6e38\u620f\uff0c\u6e38\u620f\u7684\u89d2\u8272\u4e0d\u518d\u662f\u666e\u901a\u7684NPC\uff0c…<\/p>\n","protected":false},"author":1,"featured_media":56902,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/56917"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=56917"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/56917\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/56902"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=56917"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=56917"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=56917"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=56917"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}