{"id":19352,"date":"2025-01-25T21:48:40","date_gmt":"2025-01-25T13:48:40","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=19352"},"modified":"2025-01-25T21:48:40","modified_gmt":"2025-01-25T13:48:40","slug":"clob","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/clob\/","title":{"rendered":"CLOB\uff1a\u4ec5\u4f7f\u7528\u63d0\u793a\u8bcd\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u6301\u7eed\u5b66\u4e60\u4e00\u7cfb\u5217\u4efb\u52a1"},"content":{"rendered":"

\u539f\u6587\uff1a<\/strong>https:\/\/arxiv.org\/pdf\/2412.15479<\/p>\n

\u89e3\u8bfb\uff1a<\/strong>\u6b64\u6587\u7ae0\u672c\u8eab\u521b\u65b0\u4e0d\u591a\uff0c\u5e94\u7528\u610f\u4e49\u4e5f\u4e0d\u5927\u3002\u4e0d\u8fc7\uff0c\u8ba9\u6211\u60f3\u8d77\u5f88\u4e45\u5f88\u4e45\u4ee5\u524d\u9605\u8bfb\u7684\u4e09\u7bc7\u9ad8\u542b\u91d1\u91cf\u7684\u6587\u7ae0\uff0c\u9605\u8bfb\u6b64\u6587\u7ed3\u5408\u4e4b\u524d\u7684\u4e09\u7bc7\u6587\u7ae0\uff0c\u5e0c\u671b\u7ed9\u5927\u5bb6\u5e26\u6765\u66f4\u591a\u7075\u611f\u3002\u63a8\u8350\u9605\u8bfb\uff1a\u300a\u00a0Intents \u610f\u56fe \uff1a\u7528zep\u89e3\u91ca\u5982\u4f55\u8ba9\u5927\u6a21\u578b\u7406\u89e3\u5ba2\u6237\u610f\u56fe<\/a> \u300b\u3001\u300a\u00a0CoD\uff1a\u5bc6\u5ea6\u94fe<\/a> \u300b\u3001\u300a\u00a0Ragas\uff1a\u8bc4\u4f30RAG\u53ec\u56deQA\u51c6\u786e\u7387\u4e0e\u7b54\u6848\u76f8\u5173\u6027<\/a> \u300b\uff08\u5173\u6ce8\u7f6e\u4fe1\u5ea6\u8bc4\u4f30\u90e8\u5206\uff09\u3002<\/p>\n

 <\/p>\n

\u5feb\u901f\u9605\u8bfb\uff1a\u300a\u6df1\u5165\u89e3\u6790CLOB\u4e0eCIS\uff1a\u57fa\u4e8e\u9ed1\u76d2\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6301\u7eed\u5b66\u4e60\u65b0\u8303\u5f0f\u300b<\/strong><\/p>\n

\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u6301\u7eed\u5b66\u4e60\uff08CL\uff09\u4e00\u76f4\u662f\u4e00\u4e2a\u5907\u53d7\u5173\u6ce8\u7684\u7814\u7a76\u65b9\u5411\u3002\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u5174\u8d77\uff0c\u5982\u4f55\u5728\u4e0d\u91cd\u65b0\u8bad\u7ec3\u6574\u4e2a\u6a21\u578b\u7684\u60c5\u51b5\u4e0b\uff0c\u8ba9\u6a21\u578b\u80fd\u591f\u6301\u7eed\u5b66\u4e60\u65b0\u4efb\u52a1\uff0c\u540c\u65f6\u907f\u514d\u9057\u5fd8\u65e7\u77e5\u8bc6\uff0c\u6210\u4e3a\u4e86\u4e00\u4e2a\u91cd\u8981\u8bfe\u9898\u3002\u672c\u6587\u5c06\u4ecb\u7ecd\u4e00\u79cd\u5168\u65b0\u7684\u6301\u7eed\u5b66\u4e60\u8303\u5f0f\u2014\u2014CLOB\uff08Black-box LLMs \u4e0a\u7684\u6301\u7eed\u5b66\u4e60\uff09<\/strong>\uff0c\u4ee5\u53ca\u57fa\u4e8e\u6b64\u63d0\u51fa\u7684CIS\uff08\u901a\u8fc7\u589e\u91cf\u6458\u8981\u7684\u4e0a\u4e0b\u6587 CL\uff09<\/strong>\u65b9\u6cd5\uff0c\u5e76\u901a\u8fc7\u8be6\u7ec6\u7684\u5ba2\u6237\u670d\u52a1\u6d41\u7a0b\u793a\u4f8b\u548c\u5de5\u4f5c\u6d41\uff0c\u5e2e\u52a9\u8bfb\u8005\u6df1\u5165\u7406\u89e3\u5176\u6838\u5fc3\u673a\u5236\u548c\u4f18\u52bf\u3002<\/p>\n

 <\/p>\n

1. \u6301\u7eed\u5b66\u4e60\u9762\u4e34\u7684\u6311\u6218<\/h2>\n

\u5728\u4f20\u7edf\u7684\u6301\u7eed\u5b66\u4e60\u573a\u666f\u4e2d\uff0c\u6a21\u578b\u9700\u8981\u9010\u6b65\u5b66\u4e60\u4e00\u7cfb\u5217\u4efb\u52a1\uff0c\u800c\u6bcf\u4e2a\u4efb\u52a1\u7684\u6570\u636e\u5728\u8bad\u7ec3\u540e\u901a\u5e38\u4f1a\u88ab\u4e22\u5f03\u3002\u8fd9\u79cd\u65b9\u5f0f\u867d\u7136\u8282\u7701\u4e86\u5b58\u50a8\u7a7a\u95f4\uff0c\u4f46\u4e5f\u5e26\u6765\u4e86**\u707e\u96be\u6027\u9057\u5fd8\uff08Catastrophic Forgetting\uff09**\u7684\u95ee\u9898\uff0c\u5373\u6a21\u578b\u5728\u5b66\u4e60\u65b0\u4efb\u52a1\u65f6\u4f1a\u9057\u5fd8\u4e4b\u524d\u5b66\u5230\u7684\u77e5\u8bc6\u3002<\/p>\n

1.1 \u4f20\u7edf\u65b9\u6cd5\u7684\u5c40\u9650\u6027<\/h3>\n
    \n
  • \u53c2\u6570\u5fae\u8c03<\/strong>\uff1a\u901a\u8fc7\u5fae\u8c03\u6a21\u578b\u53c2\u6570\u6765\u9002\u5e94\u65b0\u4efb\u52a1\uff0c\u4f46\u5bb9\u6613\u5bfc\u81f4\u5bf9\u65e7\u4efb\u52a1\u7684\u9057\u5fd8\u3002<\/li>\n
  • \u77e5\u8bc6\u84b8\u998f<\/strong>\uff1a\u5c06\u65e7\u6a21\u578b\u7684\u77e5\u8bc6\u8fc1\u79fb\u5230\u65b0\u6a21\u578b\uff0c\u4f46\u5b9e\u73b0\u590d\u6742\u4e14\u8ba1\u7b97\u6210\u672c\u9ad8\u3002<\/li>\n
  • \u6570\u636e\u91cd\u653e<\/strong>\uff1a\u4fdd\u7559\u90e8\u5206\u65e7\u4efb\u52a1\u6570\u636e\u7528\u4e8e\u8bad\u7ec3\uff0c\u4f46\u9700\u8981\u989d\u5916\u7684\u5b58\u50a8\u7a7a\u95f4\uff0c\u4e14\u53ef\u80fd\u5f15\u53d1\u9690\u79c1\u95ee\u9898\u3002<\/li>\n<\/ul>\n

     <\/p>\n

    2. CLOB\uff1a\u9ed1\u76d2\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6301\u7eed\u5b66\u4e60\u65b0\u8303\u5f0f<\/h2>\n

    CLOB\uff08Continual Learning Over Black-box LLMs\uff09\u662f\u4e00\u79cd\u5168\u65b0\u7684\u6301\u7eed\u5b66\u4e60\u8303\u5f0f\uff0c\u5b83\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u89c6\u4e3a\u4e00\u4e2a\u9ed1\u76d2\uff0c\u4ec5\u901a\u8fc7**\u8bed\u8a00\u63d0\u793a\uff08Verbal Prompting\uff09**\u6765\u5b9e\u73b0\u6301\u7eed\u5b66\u4e60\uff0c\u800c\u65e0\u9700\u5bf9\u6a21\u578b\u53c2\u6570\u8fdb\u884c\u4efb\u4f55\u5fae\u8c03\u6216\u6dfb\u52a0\u53ef\u8bad\u7ec3\u53c2\u6570\u3002<\/p>\n

    2.1 CLOB \u7684\u6838\u5fc3\u4f18\u52bf<\/h3>\n
      \n
    • \u907f\u514d\u53c2\u6570\u9057\u5fd8<\/strong>\uff1a\u7531\u4e8e\u4e0d\u6539\u53d8\u6a21\u578b\u53c2\u6570\uff0c\u56e0\u6b64\u4e0d\u5b58\u5728\u57fa\u4e8e\u53c2\u6570\u7684\u707e\u96be\u6027\u9057\u5fd8\u3002<\/li>\n
    • \u7075\u6d3b\u6027\u9ad8<\/strong>\uff1a\u9002\u7528\u4e8e\u901a\u8fc7 API \u8bbf\u95ee\u7684 LLM\uff0c\u65e0\u9700\u8bbf\u95ee\u6a21\u578b\u5185\u90e8\u7ed3\u6784\u3002<\/li>\n
    • \u53ef\u6269\u5c55\u6027\u5f3a<\/strong>\uff1a\u53ef\u4ee5\u8f7b\u677e\u6269\u5c55\u5230\u66f4\u591a\u4efb\u52a1\u548c\u7c7b\u522b\u3002<\/li>\n<\/ul>\n

      2.2 CLOB \u7684\u5de5\u4f5c\u539f\u7406<\/h3>\n

      CLOB \u7684\u5de5\u4f5c\u6d41\u7a0b\u53ef\u4ee5\u6982\u62ec\u4e3a\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n

        \n
      1. \u4efb\u52a1\u5230\u8fbe<\/strong>\uff1a\u5f53\u4e00\u4e2a\u65b0\u4efb\u52a1\u5230\u8fbe\u65f6\uff0c\u7cfb\u7edf\u4f1a\u63a5\u6536\u8be5\u4efb\u52a1\u7684\u4e00\u90e8\u5206\u8bad\u7ec3\u6570\u636e\u3002<\/li>\n
      2. \u6458\u8981\u751f\u6210<\/strong>\uff1a\u4f7f\u7528 LLM \u751f\u6210\u6bcf\u4e2a\u7c7b\u522b\u7684\u6458\u8981\uff0c\u8fd9\u4e9b\u6458\u8981\u65e8\u5728\u6355\u6349\u6bcf\u4e2a\u7c7b\u522b\u7684\u5173\u952e\u4fe1\u606f\u3002<\/li>\n
      3. \u6458\u8981\u4fdd\u5b58<\/strong>\uff1a\u5c06\u751f\u6210\u7684\u6458\u8981\u4fdd\u5b58\u5230**\u8bb0\u5fc6\u5e93\uff08Memory Repository\uff09**\u4e2d\uff0c\u4f5c\u4e3a\u540e\u7eed\u5b66\u4e60\u548c\u63a8\u7406\u7684\u4f9d\u636e\u3002<\/li>\n<\/ol>\n

        \"CLOB\uff1a\u4ec5\u4f7f\u7528\u63d0\u793a\u8bcd\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u6301\u7eed\u5b66\u4e60\u4e00\u7cfb\u5217\u4efb\u52a1-1\"<\/p>\n

        \u56fe 1\uff1aCLOB \u7cfb\u7edf\u6982\u8ff0\u3002\u5de6\u4fa7\u5c55\u793a\u4e86 CIS \u5728 CLOB \u4e2d\u7684\u5e94\u7528\uff0c\u53f3\u4fa7\u5c55\u793a\u4e86\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u6bcf\u4e2a\u7ec4\u4ef6\u4f7f\u7528\u7684\u63d0\u793a\u3002<\/em><\/p>\n

         <\/p>\n

        3. CIS\uff1a\u57fa\u4e8e\u589e\u91cf\u6458\u8981\u7684\u4e0a\u4e0b\u6587\u6301\u7eed\u5b66\u4e60<\/h2>\n

        CIS\uff08in-context CL via Incremental Summarization\uff09\u662f CLOB \u7684\u4e00\u4e2a\u5177\u4f53\u5b9e\u73b0\u65b9\u6cd5\uff0c\u5b83\u5229\u7528 LLM \u7684\u6458\u8981\u80fd\u529b\uff0c\u901a\u8fc7\u589e\u91cf\u66f4\u65b0\u6458\u8981\u6765\u5b9e\u73b0\u6301\u7eed\u5b66\u4e60\u3002<\/p>\n

        3.1 CIS \u7684\u5173\u952e\u7ec4\u4ef6<\/h3>\n

        3.1.1 \u6458\u8981\u751f\u6210\u5668\uff08Reflector\uff09<\/h4>\n
          \n
        • \u529f\u80fd<\/strong>\uff1a\u5f53\u65b0\u4efb\u52a1\u5230\u8fbe\u65f6\uff0c\u751f\u6210\u6bcf\u4e2a\u7c7b\u522b\u7684\u6458\u8981\u3002<\/li>\n
        • \u5de5\u4f5c\u6d41\u7a0b<\/strong>\uff1a\n
            \n
          1. \u63a5\u6536\u65b0\u4efb\u52a1\u6570\u636e<\/strong>\uff1a\u4f8b\u5982\uff0c\u5ba2\u6237\u670d\u52a1\u90e8\u95e8\u63a5\u6536\u5230\u5173\u4e8e\u65b0\u4ea7\u54c1\u7684\u5e38\u89c1\u95ee\u9898\uff08FAQ\uff09\u3002<\/li>\n
          2. \u751f\u6210\u6458\u8981<\/strong>\uff1a\u4f7f\u7528\u4ee5\u4e0b\u63d0\u793a\u751f\u6210\u6bcf\u4e2a\u7c7b\u522b\u7684\u6458\u8981\uff1a\n
            \u6211\u5c06\u5411\u4f60\u5c55\u793a\u6765\u81ea\u540c\u4e00\u7c7b\u522b\u7684\u51e0\u4e2a\u793a\u4f8b\u3002\u57fa\u4e8e\u8fd9\u4e9b\u793a\u4f8b\uff0c\u8bf7\u63d0\u4f9b\u8be5\u7c7b\u522b\u7684\u6458\u8981\uff0c\u4e0d\u8d85\u8fc7 3 \u53e5\u8bdd\u3002\u8bf7\u6ce8\u610f\uff0c\u4f60\u7684\u6458\u8981\u4e0d\u5e94\u5305\u542b\u4efb\u4f55\u793a\u4f8b\u3002\r\n\u793a\u4f8b\uff1a[\u5ba2\u6237\u5173\u4e8e\u65b0\u4ea7\u54c1\u7684\u5e38\u89c1\u95ee\u9898\u53ca\u89e3\u7b54]\r\n<\/code><\/pre>\n
            \u793a\u4f8b\uff1a<\/p>\n
            \u63d0\u793a\uff1a\r\n\u6211\u5c06\u5411\u4f60\u5c55\u793a\u6765\u81ea\u540c\u4e00\u7c7b\u522b\u7684\u51e0\u4e2a\u793a\u4f8b\u3002\u57fa\u4e8e\u8fd9\u4e9b\u793a\u4f8b\uff0c\u8bf7\u63d0\u4f9b\u8be5\u7c7b\u522b\u7684\u6458\u8981\uff0c\u4e0d\u8d85\u8fc7 3 \u53e5\u8bdd\u3002\u8bf7\u6ce8\u610f\uff0c\u4f60\u7684\u6458\u8981\u4e0d\u5e94\u5305\u542b\u4efb\u4f55\u793a\u4f8b\u3002\r\n\u793a\u4f8b\uff1a\r\n1. \u5ba2\u6237\uff1a\u8fd9\u6b3e\u65b0\u624b\u673a\u6709\u54ea\u4e9b\u989c\u8272\uff1f\r\n\u5ba2\u670d\uff1a\u8fd9\u6b3e\u624b\u673a\u6709\u9ed1\u8272\u3001\u767d\u8272\u548c\u84dd\u8272\u4e09\u79cd\u989c\u8272\u3002\r\n2. \u5ba2\u6237\uff1a\u8fd9\u6b3e\u624b\u673a\u7684\u7535\u6c60\u7eed\u822a\u65f6\u95f4\u6709\u591a\u957f\uff1f\r\n\u5ba2\u670d\uff1a\u8fd9\u6b3e\u624b\u673a\u7684\u7535\u6c60\u7eed\u822a\u65f6\u95f4\u4e3a\u4e24\u5929\u3002\r\n<\/code><\/pre>\n
            \u751f\u6210\u6458\u8981\uff1a<\/p>\n
            \u65b0\u4ea7\u54c1 FAQ\uff1a\u8fd9\u6b3e\u624b\u673a\u6709\u9ed1\u8272\u3001\u767d\u8272\u548c\u84dd\u8272\u4e09\u79cd\u989c\u8272\uff0c\u7535\u6c60\u7eed\u822a\u65f6\u95f4\u4e3a\u4e24\u5929\u3002\r\n<\/code><\/pre>\n<\/li>\n
          3. \u4fdd\u5b58\u6458\u8981<\/strong>\uff1a\u5c06\u751f\u6210\u7684\u6458\u8981\u4fdd\u5b58\u5230\u8bb0\u5fc6\u5e93\u4e2d\u3002<\/li>\n<\/ol>\n<\/li>\n<\/ul>\n
            3.1.2 \u6458\u8981\u66f4\u65b0\u5668\uff08Updater\uff09<\/h4>\n
              \n
            • \u529f\u80fd<\/strong>\uff1a\u5f53\u63a5\u6536\u5230\u65e7\u4efb\u52a1\u7684\u65b0\u6570\u636e\u65f6\uff0c\u66f4\u65b0\u76f8\u5173\u7c7b\u522b\u7684\u6458\u8981\u3002<\/li>\n
            • \u5de5\u4f5c\u6d41\u7a0b<\/strong>\uff1a\n
                \n
              1. \u63a5\u6536\u65b0\u6570\u636e<\/strong>\uff1a\u4f8b\u5982\uff0c\u5ba2\u6237\u670d\u52a1\u90e8\u95e8\u63a5\u6536\u5230\u5173\u4e8e\u65b0\u4ea7\u54c1 FAQ \u7684\u65b0\u95ee\u9898\u3002<\/li>\n
              2. \u66f4\u65b0\u6458\u8981<\/strong>\uff1a\u4f7f\u7528\u4ee5\u4e0b\u63d0\u793a\u66f4\u65b0\u76f8\u5173\u7c7b\u522b\u7684\u6458\u8981\uff1a\n
                \u4e0b\u9762\u662f\u67d0\u4e2a\u7c7b\u522b\u7684\u539f\u59cb\u6458\u8981\u3002\u6211\u73b0\u5728\u5c06\u63d0\u4f9b m \u4e2a\u8be5\u7c7b\u522b\u5185\u7684\u989d\u5916\u793a\u4f8b\u3002\u57fa\u4e8e\u8fd9\u4e9b\uff0c\u8bf7\u76f8\u5e94\u5730\u66f4\u65b0\u6458\u8981\u3002\u786e\u4fdd\u66f4\u65b0\u540e\u7684\u6458\u8981\u4e0d\u8d85\u8fc7 3 \u53e5\u8bdd\u3002\r\n\u539f\u59cb\u6458\u8981\uff1a\u65b0\u4ea7\u54c1 FAQ\uff1a\u8fd9\u6b3e\u624b\u673a\u6709\u9ed1\u8272\u3001\u767d\u8272\u548c\u84dd\u8272\u4e09\u79cd\u989c\u8272\uff0c\u7535\u6c60\u7eed\u822a\u65f6\u95f4\u4e3a\u4e24\u5929\u3002\r\n\u989d\u5916\u793a\u4f8b\uff1a\r\n1. \u5ba2\u6237\uff1a\u8fd9\u6b3e\u624b\u673a\u652f\u63015G\u7f51\u7edc\u5417\uff1f\r\n\u5ba2\u670d\uff1a\u662f\u7684\uff0c\u8fd9\u6b3e\u624b\u673a\u652f\u63015G\u7f51\u7edc\u3002\r\n<\/code><\/pre>\n
                \u66f4\u65b0\u540e\u7684\u6458\u8981\uff1a<\/p>\n
                \u65b0\u4ea7\u54c1 FAQ\uff1a\u8fd9\u6b3e\u624b\u673a\u6709\u9ed1\u8272\u3001\u767d\u8272\u548c\u84dd\u8272\u4e09\u79cd\u989c\u8272\uff0c\u7535\u6c60\u7eed\u822a\u65f6\u95f4\u4e3a\u4e24\u5929\uff0c\u652f\u63015G\u7f51\u7edc\u3002\r\n<\/code><\/pre>\n<\/li>\n
              3. \u4fdd\u5b58\u66f4\u65b0\u540e\u7684\u6458\u8981<\/strong>\uff1a\u5c06\u66f4\u65b0\u540e\u7684\u6458\u8981\u66ff\u6362\u8bb0\u5fc6\u5e93\u4e2d\u7684\u539f\u59cb\u6458\u8981\u3002<\/li>\n<\/ol>\n<\/li>\n<\/ul>\n
                3.1.3 \u6c42\u89e3\u5668\uff08Solver\uff09<\/h4>\n
                  \n
                • \u529f\u80fd<\/strong>\uff1a\u8fdb\u884c\u5206\u7c7b\u63a8\u7406\uff0c\u5904\u7406\u5ba2\u6237\u67e5\u8be2\u3002<\/li>\n
                • \u5de5\u4f5c\u6d41\u7a0b<\/strong>\uff1a\n
                    \n
                  1. \u63a5\u6536\u5ba2\u6237\u67e5\u8be2<\/strong>\uff1a\u4f8b\u5982\uff0c\u5ba2\u6237\u8be2\u95ee\u201c\u8fd9\u6b3e\u624b\u673a\u6709\u54ea\u4e9b\u989c\u8272\uff1f\u201d<\/li>\n
                  2. \u6b65\u9aa4 1<\/strong>\uff1a\n
                    Solver \u63d0\u793a\uff08\u6b65\u9aa4 1\uff09\uff1a\r\n\u8bf7\u544a\u8bc9\u6211\u4f60\u5bf9\u6d4b\u8bd5\u6837\u672c\u5c5e\u4e8e\u6211\u63d0\u4f9b\u7684\u6bcf\u4e2a\u7c7b\u522b\u7684\u7f6e\u4fe1\u5ea6\u5206\u6570\u3002\u6211\u5c06\u5411\u4f60\u63d0\u4f9b\u8fd9\u4e9b\u7c7b\u522b\u7684\u6458\u8981\u4f5c\u4e3a\u53c2\u8003\u3002\u6458\u8981\u7684\u683c\u5f0f\u4e3a '<\u7c7b\u522b\u540d\u79f0>: [\u6458\u8981]'\u3002\u4f60\u7684\u56de\u7b54\u5e94\u4ec5\u5305\u542b\u7c7b\u522b\u540d\u79f0\u548c\u76f8\u5e94\u7684\u7f6e\u4fe1\u5ea6\u5206\u6570\u4f5c\u4e3a\u7b54\u6848\u3002\r\n\u6d4b\u8bd5\u6837\u672c\uff1a\u8fd9\u6b3e\u624b\u673a\u6709\u54ea\u4e9b\u989c\u8272\uff1f\r\n\u5217\u51fa\u7684\u5217\u8868\uff1a\r\n\u65b0\u4ea7\u54c1 FAQ\uff1a\u8fd9\u6b3e\u624b\u673a\u6709\u9ed1\u8272\u3001\u767d\u8272\u548c\u84dd\u8272\u4e09\u79cd\u989c\u8272\uff0c\u7535\u6c60\u7eed\u822a\u65f6\u95f4\u4e3a\u4e24\u5929\uff0c\u652f\u63015G\u7f51\u7edc\u3002\r\n<\/code><\/pre>\n
                    \u8f93\u51fa\uff1a<\/p>\n
                    \u65b0\u4ea7\u54c1 FAQ\uff1a0.95\r\n<\/code><\/pre>\n<\/li>\n
                  3. \u6b65\u9aa4 2<\/strong>\uff1a\u9009\u62e9\u7f6e\u4fe1\u5ea6\u6700\u9ad8\u7684\u524d k=1 \u4e2a\u7c7b\u522b\uff0c\u5373\u201c\u65b0\u4ea7\u54c1 FAQ\u201d\u3002<\/li>\n
                  4. \u751f\u6210\u56de\u590d<\/strong>\uff1a\u6839\u636e\u201c\u65b0\u4ea7\u54c1 FAQ\u201d\u7c7b\u522b\u7684\u6458\u8981\u751f\u6210\u56de\u590d\uff1a\n
                    \u5ba2\u670d\u56de\u590d\uff1a\u8fd9\u6b3e\u624b\u673a\u6709\u9ed1\u8272\u3001\u767d\u8272\u548c\u84dd\u8272\u4e09\u79cd\u989c\u8272\u3002\r\n<\/code><\/pre>\n<\/li>\n
                  5. \u53d1\u9001\u56de\u590d<\/strong>\uff1a\u5c06\u56de\u590d\u53d1\u9001\u7ed9\u5ba2\u6237\u3002<\/li>\n<\/ol>\n<\/li>\n<\/ul>\n
                    3.2 \u8bb0\u5fc6\u5e93\u7684\u5b58\u53d6\u903b\u8f91<\/h3>\n
                      \n
                    • \u5b58\u50a8<\/strong>\uff1a\u6bcf\u4e2a\u7c7b\u522b\u7684\u6458\u8981\u4f5c\u4e3a\u8bb0\u5fc6\u5e93\u4e2d\u7684\u4e00\u4e2a\u8282\u70b9\u8fdb\u884c\u5b58\u50a8\u3002\u4f8b\u5982\uff0c\u201c\u65b0\u4ea7\u54c1 FAQ\u201d\u662f\u4e00\u4e2a\u8bb0\u5fc6\u5e93\u8282\u70b9\uff0c\u5305\u542b\u5176\u5bf9\u5e94\u7684\u6458\u8981\u3002<\/li>\n
                    • \u8bfb\u53d6<\/strong>\uff1a\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u7cfb\u7edf\u4f1a\u8bfb\u53d6\u76f8\u5173\u7c7b\u522b\u7684\u6458\u8981\uff0c\u5e76\u6839\u636e\u8fd9\u4e9b\u6458\u8981\u751f\u6210\u56de\u590d\u3002<\/li>\n
                    • \u66f4\u65b0<\/strong>\uff1a\u5f53\u65b0\u6570\u636e\u5230\u6765\u65f6\uff0c\u6458\u8981\u88ab\u66f4\u65b0\u4ee5\u53cd\u6620\u6700\u65b0\u7684\u77e5\u8bc6\u3002\u4f8b\u5982\uff0c\u5f53\u63a5\u6536\u5230\u5173\u4e8e\u65b0\u4ea7\u54c1\u7684\u65b0 FAQ \u65f6\uff0c\u201c\u65b0\u4ea7\u54c1 FAQ\u201d\u8282\u70b9\u7684\u6458\u8981\u4f1a\u88ab\u66f4\u65b0\u3002<\/li>\n<\/ul>\n
                       <\/p>\n
                      4. CLOB \u4e0e CIS \u7684\u533a\u522b<\/h2>\n
                        \n
                      • CLOB<\/strong>\u00a0\u662f\u4e00\u79cd\u66f4\u5e7f\u6cdb\u7684\u6301\u7eed\u5b66\u4e60\u8303\u5f0f\uff0c\u5f3a\u8c03\u4f7f\u7528\u8bed\u8a00\u63d0\u793a\u8fdb\u884c\u5b66\u4e60\uff0c\u800c\u65e0\u9700\u4fee\u6539\u6a21\u578b\u53c2\u6570\u3002\u5b83\u9002\u7528\u4e8e\u5404\u79cd\u7c7b\u578b\u7684\u4efb\u52a1\u548c\u6570\u636e\u3002<\/li>\n
                      • CIS<\/strong>\u00a0\u662f CLOB \u7684\u4e00\u4e2a\u5177\u4f53\u5b9e\u73b0\u65b9\u6cd5\uff0c\u4fa7\u91cd\u4e8e\u5229\u7528\u589e\u91cf\u6458\u8981\u6765\u7ba1\u7406\u77e5\u8bc6\uff0c\u5e76\u89e3\u51b3 LLM \u7684\u8f93\u5165\u957f\u5ea6\u9650\u5236\u95ee\u9898\u3002\u5728\u5ba2\u6237\u670d\u52a1\u573a\u666f\u4e2d\uff0cCIS \u901a\u8fc7\u7ef4\u62a4\u4e00\u4e2a\u52a8\u6001\u66f4\u65b0\u7684\u6458\u8981\u5e93\uff0c\u80fd\u591f\u6709\u6548\u5730\u5904\u7406\u4e0d\u65ad\u53d8\u5316\u7684\u5ba2\u6237\u9700\u6c42\u548c\u77e5\u8bc6\u3002<\/li>\n<\/ul>\n
                         <\/p>\n
                        5. \u793a\u4f8b\uff1aCIS \u5728\u5ba2\u6237\u670d\u52a1\u6d41\u7a0b\u4e2d\u7684\u5b8c\u6574\u5de5\u4f5c\u6d41<\/h2>\n
                        5.1 \u65b0\u4efb\u52a1\u5230\u8fbe<\/h3>\n
                        \u5047\u8bbe\u5ba2\u6237\u670d\u52a1\u90e8\u95e8\u63a8\u51fa\u4e86\u4e00\u6b3e\u65b0\u4ea7\u54c1\uff0c\u9700\u8981\u5904\u7406\u76f8\u5173\u7684\u5ba2\u6237\u67e5\u8be2\u3002<\/p>\n
                          \n
                        1. \u63a5\u6536\u6570\u636e<\/strong>\uff1a\u7cfb\u7edf\u63a5\u6536\u5230\u5173\u4e8e\u65b0\u4ea7\u54c1\u7684\u5e38\u89c1\u95ee\u9898\uff08FAQ\uff09\u3002<\/li>\n
                        2. \u751f\u6210\u6458\u8981<\/strong>\uff1a\n
                          Reflector \u63d0\u793a\uff1a\r\n\u6211\u5c06\u5411\u4f60\u5c55\u793a\u6765\u81ea\u540c\u4e00\u7c7b\u522b\u7684\u51e0\u4e2a\u793a\u4f8b\u3002\u57fa\u4e8e\u8fd9\u4e9b\u793a\u4f8b\uff0c\u8bf7\u63d0\u4f9b\u8be5\u7c7b\u522b\u7684\u6458\u8981\uff0c\u4e0d\u8d85\u8fc7 3 \u53e5\u8bdd\u3002\u8bf7\u6ce8\u610f\uff0c\u4f60\u7684\u6458\u8981\u4e0d\u5e94\u5305\u542b\u4efb\u4f55\u793a\u4f8b\u3002\r\n\u793a\u4f8b\uff1a\r\n1. \u5ba2\u6237\uff1a\u8fd9\u6b3e\u65b0\u624b\u673a\u6709\u54ea\u4e9b\u989c\u8272\uff1f\r\n\u5ba2\u670d\uff1a\u8fd9\u6b3e\u624b\u673a\u6709\u9ed1\u8272\u3001\u767d\u8272\u548c\u84dd\u8272\u4e09\u79cd\u989c\u8272\u3002\r\n2. \u5ba2\u6237\uff1a\u8fd9\u6b3e\u624b\u673a\u7684\u7535\u6c60\u7eed\u822a\u65f6\u95f4\u6709\u591a\u957f\uff1f\r\n\u5ba2\u670d\uff1a\u8fd9\u6b3e\u624b\u673a\u7684\u7535\u6c60\u7eed\u822a\u65f6\u95f4\u4e3a\u4e24\u5929\u3002\r\n<\/code><\/pre>\n
                          \u751f\u6210\u6458\u8981\uff1a<\/p>\n
                          \u65b0\u4ea7\u54c1 FAQ\uff1a\u8fd9\u6b3e\u624b\u673a\u6709\u9ed1\u8272\u3001\u767d\u8272\u548c\u84dd\u8272\u4e09\u79cd\u989c\u8272\uff0c\u7535\u6c60\u7eed\u822a\u65f6\u95f4\u4e3a\u4e24\u5929\u3002\r\n<\/code><\/pre>\n<\/li>\n
                        3. \u4fdd\u5b58\u6458\u8981<\/strong>\uff1a\u5c06\u201c\u65b0\u4ea7\u54c1 FAQ\u201d\u7684\u6458\u8981\u4fdd\u5b58\u5230\u8bb0\u5fc6\u5e93\u4e2d\u3002<\/li>\n<\/ol>\n
                          5.2 \u65e7\u4efb\u52a1\u65b0\u6570\u636e\u5230\u8fbe<\/h3>\n
                          \u5047\u8bbe\u63a5\u6536\u5230\u5173\u4e8e\u65b0\u4ea7\u54c1 FAQ \u7684\u65b0\u95ee\u9898\u3002<\/p>\n
                            \n
                          1. \u63a5\u6536\u65b0\u6570\u636e<\/strong>\uff1a\u5ba2\u6237\u8be2\u95ee\u201c\u8fd9\u6b3e\u624b\u673a\u652f\u63015G\u7f51\u7edc\u5417\uff1f\u201d<\/li>\n
                          2. \u66f4\u65b0\u6458\u8981<\/strong>\uff1a\n
                            Updater \u63d0\u793a\uff1a\r\n\u4e0b\u9762\u662f\u67d0\u4e2a\u7c7b\u522b\u7684\u539f\u59cb\u6458\u8981\u3002\u6211\u73b0\u5728\u5c06\u63d0\u4f9b m \u4e2a\u8be5\u7c7b\u522b\u5185\u7684\u989d\u5916\u793a\u4f8b\u3002\u57fa\u4e8e\u8fd9\u4e9b\uff0c\u8bf7\u76f8\u5e94\u5730\u66f4\u65b0\u6458\u8981\u3002\u786e\u4fdd\u66f4\u65b0\u540e\u7684\u6458\u8981\u4e0d\u8d85\u8fc7 3 \u53e5\u8bdd\u3002\r\n\u539f\u59cb\u6458\u8981\uff1a\u65b0\u4ea7\u54c1 FAQ\uff1a\u8fd9\u6b3e\u624b\u673a\u6709\u9ed1\u8272\u3001\u767d\u8272\u548c\u84dd\u8272\u4e09\u79cd\u989c\u8272\uff0c\u7535\u6c60\u7eed\u822a\u65f6\u95f4\u4e3a\u4e24\u5929\u3002\r\n\u989d\u5916\u793a\u4f8b\uff1a\r\n1. \u5ba2\u6237\uff1a\u8fd9\u6b3e\u624b\u673a\u652f\u63015G\u7f51\u7edc\u5417\uff1f\r\n\u5ba2\u670d\uff1a\u662f\u7684\uff0c\u8fd9\u6b3e\u624b\u673a\u652f\u63015G\u7f51\u7edc\u3002\r\n<\/code><\/pre>\n
                            \u66f4\u65b0\u540e\u7684\u6458\u8981\uff1a<\/p>\n
                            \u65b0\u4ea7\u54c1 FAQ\uff1a\u8fd9\u6b3e\u624b\u673a\u6709\u9ed1\u8272\u3001\u767d\u8272\u548c\u84dd\u8272\u4e09\u79cd\u989c\u8272\uff0c\u7535\u6c60\u7eed\u822a\u65f6\u95f4\u4e3a\u4e24\u5929\uff0c\u652f\u63015G\u7f51\u7edc\u3002\r\n<\/code><\/pre>\n<\/li>\n
                          3. \u4fdd\u5b58\u66f4\u65b0\u540e\u7684\u6458\u8981<\/strong>\uff1a\u5c06\u66f4\u65b0\u540e\u7684\u6458\u8981\u66ff\u6362\u8bb0\u5fc6\u5e93\u4e2d\u7684\u539f\u59cb\u6458\u8981\u3002<\/li>\n<\/ol>\n
                            5.3 \u63a8\u7406\u8fc7\u7a0b<\/h3>\n
                              \n
                            1. \u63a5\u6536\u5ba2\u6237\u67e5\u8be2<\/strong>\uff1a\u5ba2\u6237\u8be2\u95ee\u201c\u8fd9\u6b3e\u624b\u673a\u6709\u54ea\u4e9b\u989c\u8272\uff1f\u201d<\/li>\n
                            2. \u6b65\u9aa4 1<\/strong>\uff1a\n
                              Solver \u63d0\u793a\uff08\u6b65\u9aa4 1\uff09\uff1a\r\n\u8bf7\u544a\u8bc9\u6211\u4f60\u5bf9\u6d4b\u8bd5\u6837\u672c\u5c5e\u4e8e\u6211\u63d0\u4f9b\u7684\u6bcf\u4e2a\u7c7b\u522b\u7684\u7f6e\u4fe1\u5ea6\u5206\u6570\u3002\u6211\u5c06\u5411\u4f60\u63d0\u4f9b\u8fd9\u4e9b\u7c7b\u522b\u7684\u6458\u8981\u4f5c\u4e3a\u53c2\u8003\u3002\u6458\u8981\u7684\u683c\u5f0f\u4e3a '<\u7c7b\u522b\u540d\u79f0>: [\u6458\u8981]'\u3002\u4f60\u7684\u56de\u7b54\u5e94\u4ec5\u5305\u542b\u7c7b\u522b\u540d\u79f0\u548c\u76f8\u5e94\u7684\u7f6e\u4fe1\u5ea6\u5206\u6570\u4f5c\u4e3a\u7b54\u6848\u3002\r\n\u6d4b\u8bd5\u6837\u672c\uff1a\u8fd9\u6b3e\u624b\u673a\u6709\u54ea\u4e9b\u989c\u8272\uff1f\r\n\u5217\u51fa\u7684\u5217\u8868\uff1a\r\n\u65b0\u4ea7\u54c1 FAQ\uff1a\u8fd9\u6b3e\u624b\u673a\u6709\u9ed1\u8272\u3001\u767d\u8272\u548c\u84dd\u8272\u4e09\u79cd\u989c\u8272\uff0c\u7535\u6c60\u7eed\u822a\u65f6\u95f4\u4e3a\u4e24\u5929\uff0c\u652f\u63015G\u7f51\u7edc\u3002\r\n<\/code><\/pre>\n
                              \u8f93\u51fa\uff1a<\/p>\n
                              \u65b0\u4ea7\u54c1 FAQ\uff1a0.95\r\n<\/code><\/pre>\n<\/li>\n
                            3. \u6b65\u9aa4 2<\/strong>\uff1a\u9009\u62e9\u7f6e\u4fe1\u5ea6\u6700\u9ad8\u7684\u524d k=1 \u4e2a\u7c7b\u522b\uff0c\u5373\u201c\u65b0\u4ea7\u54c1 FAQ\u201d\u3002<\/li>\n
                            4. \u751f\u6210\u56de\u590d<\/strong>\uff1a\u6839\u636e\u201c\u65b0\u4ea7\u54c1 FAQ\u201d\u7c7b\u522b\u7684\u6458\u8981\u751f\u6210\u56de\u590d\uff1a\n
                              \u5ba2\u670d\u56de\u590d\uff1a\u8fd9\u6b3e\u624b\u673a\u6709\u9ed1\u8272\u3001\u767d\u8272\u548c\u84dd\u8272\u4e09\u79cd\u989c\u8272\u3002\r\n<\/code><\/pre>\n<\/li>\n
                            5. \u53d1\u9001\u56de\u590d<\/strong>\uff1a\u5c06\u56de\u590d\u53d1\u9001\u7ed9\u5ba2\u6237\u3002<\/li>\n<\/ol>\n
                              5.4 \u6301\u7eed\u5b66\u4e60<\/h3>\n
                              \u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u5ba2\u6237\u670d\u52a1\u90e8\u95e8\u53ef\u80fd\u4f1a\u6536\u5230\u66f4\u591a\u5173\u4e8e\u65b0\u4ea7\u54c1\u7684\u67e5\u8be2\uff0c\u4f8b\u5982\uff1a<\/p>\n
                                \n
                              • \u5ba2\u6237\u8be2\u95ee\u201c\u8fd9\u6b3e\u624b\u673a\u7684\u5c3a\u5bf8\u662f\u591a\u5c11\uff1f\u201d<\/li>\n
                              • \u5ba2\u6237\u8be2\u95ee\u201c\u8fd9\u6b3e\u624b\u673a\u7684\u4ef7\u683c\u662f\u591a\u5c11\uff1f\u201d<\/li>\n<\/ul>\n
                                \u8fd9\u4e9b\u65b0\u6570\u636e\u4f1a\u901a\u8fc7 CIS \u7684\u66f4\u65b0\u673a\u5236\u88ab\u6dfb\u52a0\u5230\u201c\u65b0\u4ea7\u54c1 FAQ\u201d\u7c7b\u522b\u7684\u6458\u8981\u4e2d\uff1a<\/p>\n
                                Updater \u63d0\u793a\uff1a\r\n\u4e0b\u9762\u662f\u67d0\u4e2a\u7c7b\u522b\u7684\u539f\u59cb\u6458\u8981\u3002\u6211\u73b0\u5728\u5c06\u63d0\u4f9b m \u4e2a\u8be5\u7c7b\u522b\u5185\u7684\u989d\u5916\u793a\u4f8b\u3002\u57fa\u4e8e\u8fd9\u4e9b\uff0c\u8bf7\u76f8\u5e94\u5730\u66f4\u65b0\u6458\u8981\u3002\u786e\u4fdd\u66f4\u65b0\u540e\u7684\u6458\u8981\u4e0d\u8d85\u8fc7 3 \u53e5\u8bdd\u3002\r\n\u539f\u59cb\u6458\u8981\uff1a\u65b0\u4ea7\u54c1 FAQ\uff1a\u8fd9\u6b3e\u624b\u673a\u6709\u9ed1\u8272\u3001\u767d\u8272\u548c\u84dd\u8272\u4e09\u79cd\u989c\u8272\uff0c\u7535\u6c60\u7eed\u822a\u65f6\u95f4\u4e3a\u4e24\u5929\uff0c\u652f\u63015G\u7f51\u7edc\u3002\r\n\u989d\u5916\u793a\u4f8b\uff1a\r\n1. \u5ba2\u6237\uff1a\u8fd9\u6b3e\u624b\u673a\u7684\u5c3a\u5bf8\u662f\u591a\u5c11\uff1f\r\n\u5ba2\u670d\uff1a\u8fd9\u6b3e\u624b\u673a\u7684\u5c3a\u5bf8\u4e3a 146.7mm x 71.5mm x 7.65mm\u3002\r\n2. \u5ba2\u6237\uff1a\u8fd9\u6b3e\u624b\u673a\u7684\u4ef7\u683c\u662f\u591a\u5c11\uff1f\r\n\u5ba2\u670d\uff1a\u8fd9\u6b3e\u624b\u673a\u7684\u4ef7\u683c\u4e3a 999 \u7f8e\u5143\u3002\r\n<\/code><\/pre>\n
                                \u66f4\u65b0\u540e\u7684\u6458\u8981\uff1a<\/p>\n
                                \u65b0\u4ea7\u54c1 FAQ\uff1a\u8fd9\u6b3e\u624b\u673a\u6709\u9ed1\u8272\u3001\u767d\u8272\u548c\u84dd\u8272\u4e09\u79cd\u989c\u8272\uff0c\u7535\u6c60\u7eed\u822a\u65f6\u95f4\u4e3a\u4e24\u5929\uff0c\u652f\u63015G\u7f51\u7edc\uff0c\u5c3a\u5bf8\u4e3a 146.7mm x 71.5mm x 7.65mm\uff0c\u4ef7\u683c\u4e3a 999 \u7f8e\u5143\u3002\r\n<\/code><\/pre>\n
                                 <\/p>\n
                                6. \u603b\u7ed3<\/h2>\n
                                \u901a\u8fc7\u4e0a\u8ff0\u793a\u4f8b\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0cCIS \u5728\u5ba2\u6237\u670d\u52a1\u6d41\u7a0b\u4e2d\u5c55\u793a\u4e86\u5f3a\u5927\u7684\u6301\u7eed\u5b66\u4e60\u80fd\u529b\uff1a<\/p>\n
                                  \n
                                • \u52a8\u6001\u66f4\u65b0<\/strong>\uff1a\u80fd\u591f\u6839\u636e\u65b0\u6570\u636e\u52a8\u6001\u66f4\u65b0\u7c7b\u522b\u7684\u6458\u8981\u3002<\/li>\n
                                • \u9ad8\u6548\u63a8\u7406<\/strong>\uff1a\u901a\u8fc7\u6458\u8981\u5e93\u5feb\u901f\u5b9a\u4f4d\u5ba2\u6237\u67e5\u8be2\u5bf9\u5e94\u7684\u7c7b\u522b\uff0c\u5e76\u751f\u6210\u51c6\u786e\u7684\u56de\u590d\u3002<\/li>\n
                                • \u77e5\u8bc6\u79ef\u7d2f<\/strong>\uff1a\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u6458\u8981\u5e93\u4e0d\u65ad\u79ef\u7d2f\u77e5\u8bc6\uff0c\u4ece\u800c\u66f4\u597d\u5730\u670d\u52a1\u5ba2\u6237\u3002<\/li>\n<\/ul>\n
                                  \u8fd9\u79cd\u57fa\u4e8e CLOB \u548c CIS \u7684\u6301\u7eed\u5b66\u4e60\u8303\u5f0f\uff0c\u4e3a\u5ba2\u6237\u670d\u52a1\u9886\u57df\u5e26\u6765\u4e86\u65b0\u7684\u673a\u9047\uff0c\u4f7f\u5f97\u4f01\u4e1a\u80fd\u591f\u66f4\u9ad8\u6548\u5730\u5904\u7406\u5ba2\u6237\u67e5\u8be2\uff0c\u63d0\u5347\u5ba2\u6237\u6ee1\u610f\u5ea6\u3002<\/p>\n
                                   <\/p>\n
                                  7. \u672a\u6765\u5c55\u671b<\/h2>\n
                                  \u5c3d\u7ba1 CLOB \u548c CIS \u5728\u5ba2\u6237\u670d\u52a1\u573a\u666f\u4e2d\u5c55\u73b0\u4e86\u5de8\u5927\u7684\u6f5c\u529b\uff0c\u4f46\u4ecd\u6709\u4ee5\u4e0b\u95ee\u9898\u503c\u5f97\u8fdb\u4e00\u6b65\u63a2\u7d22\uff1a<\/p>\n
                                    \n
                                  • \u591a\u6a21\u6001\u6570\u636e\u5904\u7406<\/strong>\uff1a\u5982\u4f55\u5c06\u6587\u672c\u3001\u56fe\u50cf\u3001\u8bed\u97f3\u7b49\u591a\u79cd\u6570\u636e\u5f62\u5f0f\u6574\u5408\u5230\u6458\u8981\u5e93\u4e2d\uff1f<\/li>\n
                                  • \u4e2a\u6027\u5316\u670d\u52a1<\/strong>\uff1a\u5982\u4f55\u6839\u636e\u4e0d\u540c\u5ba2\u6237\u7684\u9700\u6c42\u548c\u504f\u597d\uff0c\u63d0\u4f9b\u4e2a\u6027\u5316\u7684\u56de\u590d\uff1f<\/li>\n
                                  • \u5b9e\u65f6\u6027<\/strong>\uff1a\u5982\u4f55\u8fdb\u4e00\u6b65\u63d0\u9ad8\u7cfb\u7edf\u5904\u7406\u5ba2\u6237\u67e5\u8be2\u7684\u5b9e\u65f6\u6027\uff1f<\/li>\n<\/ul>\n
                                    \u901a\u8fc7\u4e0d\u65ad\u7684\u7814\u7a76\u548c\u521b\u65b0\uff0cCLOB \u548c CIS \u6709\u671b\u5728\u66f4\u5e7f\u6cdb\u7684\u5ba2\u6237\u670d\u52a1\u573a\u666f\u4e2d\u53d1\u6325\u66f4\u5927\u7684\u4f5c\u7528\uff0c\u4e3a\u4f01\u4e1a\u521b\u9020\u66f4\u5927\u7684\u4ef7\u503c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
                                    \u539f\u6587\uff1ahttps:\/\/arxiv.org\/pdf\/2412.15479 \u89e3\u8bfb\uff1a\u6b64\u6587\u7ae0\u672c\u8eab\u521b\u65b0\u4e0d\u591a\uff0c\u5e94\u7528\u610f\u4e49\u4e5f\u4e0d\u5927\u3002\u4e0d\u8fc7\uff0c\u8ba9\u6211\u60f3\u8d77\u5f88\u4e45\u5f88\u4e45\u4ee5\u524d\u9605\u8bfb\u7684\u4e09\u7bc7\u9ad8\u542b\u91d1\u91cf\u7684\u6587\u7ae0\uff0c\u9605\u8bfb\u6b64\u6587\u7ed3\u5408\u4e4b\u524d\u7684\u4e09\u7bc7\u6587\u7ae0\uff0c\u5e0c\u671b\u7ed9\u5927\u5bb6\u5e26\u6765\u66f4\u591a\u7075\u611f\u3002\u63a8\u8350\u9605\u8bfb\uff1a\u300a\u00a0Inte…<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-19352","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/19352","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=19352"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/19352\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=19352"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=19352"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=19352"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}