{"id":1773,"date":"2024-11-15T15:04:18","date_gmt":"2024-11-15T07:04:18","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=1773"},"modified":"2024-11-15T15:20:59","modified_gmt":"2024-11-15T07:20:59","slug":"202411-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-know-where-to-go-make-llm-a-relevant-responsible-and-trustworthy-searchers","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202411-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-know-where-to-go-make-llm-a-relevant-responsible-and-trustworthy-searchers\/","title":{"rendered":"202411 \u8bba\u6587\u7814\u8bfb-Know where to go: Make LLM a relevant, responsible, and trustworthy searchers"},"content":{"rendered":"\n

\u4f5c\u8005<\/strong>\uff1a<\/strong> Xiang Shi , Jiawei Liu , Yinpeng Liu , Qikai Cheng , Wei Lu<\/p>\n\n\n\n

\u671f\u520a<\/strong>\uff1a<\/strong> Decision Support Systems<\/p>\n\n\n\n

\u65f6\u95f4<\/strong>\uff1a<\/strong> 2024.10<\/p>\n\n\n\n

\u4e00\u3001\u80cc\u666f<\/h2>\n\n\n\n

    \u968f\u7740\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u53d1\u5c55\uff0c\u5176\u5728\u4fe1\u606f\u68c0\u7d22\u9886\u57df\u7684\u5e94\u7528\u6f5c\u529b\u9010\u6e10\u663e\u73b0\u3002LLMs\u901a\u8fc7\u7406\u89e3\u7528\u6237\u610f\u56fe\uff0c\u80fd\u591f\u63d0\u4f9b\u66f4\u76f4\u63a5\u7684\u7b54\u6848\uff0c\u4ece\u800c\u6539\u5584\u4e86\u641c\u7d22\u7684\u76f8\u5173\u6027\u3002\u7136\u800c\uff0c\u4f20\u7edf\u7684\u4fe1\u606f\u68c0\u7d22\u7b97\u6cd5\u5b58\u5728\u5c40\u9650\u6027\uff0cLLMs\u672c\u8eab\u4e5f\u53ef\u80fd\u4ea7\u751f\u201c\u5e7b\u89c9\u201d\u95ee\u9898\uff0c\u5373\u751f\u6210\u4e0d\u51c6\u786e\u6216\u4e0d\u53ef\u9760\u7684\u4fe1\u606f\u3002\u8fd9\u4e9b\u95ee\u9898\u9650\u5236\u4e86LLMs\u5728\u641c\u7d22\u9886\u57df\u7684\u5e94\u7528\u3002\u56e0\u6b64\uff0c\u5982\u4f55\u63d0\u9ad8LLMs\u4f5c\u4e3a\u641c\u7d22\u5de5\u5177\u7684\u76f8\u5173\u6027\u3001\u8d23\u4efb\u611f\u548c\u53ef\u4fe1\u5ea6\uff0c\u6210\u4e3a\u4e86\u4e00\u4e2a\u4e9f\u5f85\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u6838\u5fc3\u5185\u5bb9<\/h2>\n\n\n\n

    \u6587\u7ae0\u7684\u6838\u5fc3\u5185\u5bb9\u662f\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u751f\u6210\u5f0f\u68c0\u7d22\u6846\u67b6\uff0c\u65e8\u5728\u5c06\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u8f6c\u53d8\u4e3a\u4e00\u4e2a\u76f8\u5173\u3001\u8d1f\u8d23\u4efb\u548c\u503c\u5f97\u4fe1\u8d56\u7684\u641c\u7d22\u5f15\u64ce\u3002\u8be5\u6846\u67b6\u901a\u4ee5\u4e0b\u51e0\u4e2a\u5173\u952e\u7ec4\u4ef6\u5b9e\u73b0\uff1a<\/p>\n\n\n\n

   \u9996\u5148\uff0cLLM\u68c0\u7d22\u5668<\/strong>\u5229\u7528LLMs\u7684\u6d77\u91cf\u77e5\u8bc6\u5e93\uff0c\u901a\u8fc7\u601d\u7ef4\u94fe\uff08CoT\uff09\u673a\u76f4\u63a5\u4ece\u7528\u6237\u67e5\u8be2\u4e2d\u5b9a\u4f4d\u5230\u53ef\u9760\u7684\u7f51\u7edc\u8d44\u6e90\uff1b<\/p>\n\n\n\n

\u5176\u6b21\uff0c\u4f7f\u7528\u9a8c\u8bc1\u5668<\/strong>\u5bf9\u68c0\u7d22\u5230\u7684\u8d44\u6e90\u8fdb\u884c\u4e25\u683c\u9a8c\u8bc1\uff0c\u901a\u8fc7\u63d0\u53d6\u548c\u8bc4\u4f30\u8bc1\u636e\u53e5\u5b50\u7684\u53ef\u9760\u6027\uff0c\u786e\u4fdd\u68c0\u7d22\u7ed3\u679c\u7684\u51c6\u786e\u6027\uff1b<\/p>\n\n\n\n

\u7136\u540e\uff0c\u4f18\u5316\u5668<\/strong>\u6839\u636e\u9a8c\u8bc1\u5668\u7684\u53cd\u9988\uff0c\u5bf9\u68c0\u7d22\u5230\u7684\u8d44\u6e90\u8fdb\u884c\u8fdb\u4e00\u6b65\u7684\u4f18\u5316\uff0c\u4ee5\u63d0\u9ad8\u641c\u7d22\u7ed3\u679c\u7684\u76f8\u5173\u6027\u548c\u53ef\u4fe1\u5ea6\u3002<\/p>\n\n\n\n

\u6700\u540e\uff0c\u4ea4\u7ed9\u751f\u6210\u5668<\/strong>\u603b\u7ed3\u5e76\u8f93\u51fa\u5185\u5bb9\u3002\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/p>\n\n\n\n

  \u8fd9\u4e00\u6846\u67b6\u901a\u8fc7\u591a\u8f6e\u9a8c\u8bc1\u7b56\u7565\u548c\u6a21\u5757\u5316\u3001\u5e76\u884c\u67b6\u6784\uff0c\u8d85\u8d8a\u4e86\u73b0\u6709\u7684\u6700\u5148\u8fdb\u65b9\u6cd5\uff0c\u63d0\u9ad8\u4e86\u6e90\u53ec\u56de\u6548\u7387\u548c\u8bc1\u636e\u9a8c\u8bc1\u7cbe\u5ea6\uff0c<\/p>\n\n\n\n

\u4e09\u3001\u6280\u672f\u8def\u7ebf<\/h2>\n\n\n\n

3.1 \u73b0\u6709\u7684\u751f\u6210\u68c0\u7d22\u6846\u67b6 <\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n

  \u5728LLM\u7684\u589e\u5f3a\u4e0b\uff0c\u51fa\u73b0\u4e86New Bing\u3001WebGPT\u548cWebGLM\u7b49\u751f\u6210\u68c0\u7d22\u7cfb\u7edf\u3002\u8fd9\u4e9b\u751f\u6210\u7cfb\u7edf\u57fa\u672c\u4e0a\u7531\u4e09\u4e2a\u6a21\u5757\u7ec4\u6210\uff1a\u68c0\u7d22\u5668\u3001\u9a8c\u8bc1\u5668\u548c\u751f\u6210\u5668\u3002\u5c3d\u7ba1\u5728LLM\u751f\u6210\u7684\u52a0\u6301\u4e0b\u68c0\u7d22\u80fd\u529b\u548c\u641c\u7d22\u76f8\u5173\u6027\u6709\u4e86\u6bd4\u8f83\u5927\u7684\u63d0\u5347\uff0c\u4f46\u53d7\u5230\u641c\u7d22\u5f15\u64ce\u56fa\u6709\u7f3a\u9677\u548cLLM\u5e7b\u89c9\u95ee\u9898\u7684\u5f71\u54cd\uff0c\u5f53\u524d\u7684\u751f\u6210\u68c0\u7d22\u7cfb\u7edf\u4ecd\u7136\u5b58\u5728\u91cd\u5927\u7684\u4e0d\u53ef\u9760\u6027\u548c\u53ef\u4fe1\u5ea6\u95ee\u9898\u3002<\/p>\n\n\n\n

3.2  \u65b0\u7684\u751f\u6210\u68c0\u7d22\u6846\u67b6<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n

   \u65b0\u7684\u751f\u6210\u68c0\u7d22\u6846\u67b6\u5efa\u7acb\u5728\u4f20\u7edf\u7ed3\u6784\u7684\u57fa\u7840\u4e0a\uff0c\u901a\u8fc7\u7ed3\u5408LLM\u91cd\u65b0\u8bbe\u8ba1\u4e86\u68c0\u7d22<\/strong>\u5668<\/strong>\u7684\u64cd\u4f5c\u8fc7\u7a0b\uff0c\u5b83\u4fee\u6539\u4e86\u9a8c\u8bc1\u5668<\/strong>\u5e76\u5f15\u5165\u4e86\u4e00\u4e2a\u4f18\u5316\u5668<\/strong>\u6a21\u5757\uff0c\u4e3a\u7f51\u7edc\u6e90\u68c0\u7d22\u548c\u8bc1\u636e\u9a8c\u8bc1\u5efa\u7acb\u4e86\u4e00\u4e2a\u53ef\u9760\u53ef\u9760\u7684\u94fe\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

    \u68c0\u7d22\u5668<\/strong>\uff1a\u7531\u4e24\u90e8\u5206\u7ec4\u6210\uff1a\u4e00\u4e2a\u662f\u57fa\u4e8eLLM\u7684\u6e90\u68c0\u7d22\u5668\uff0c\u53e6\u4e00\u4e2a\u662f\u641c\u7d22\u5f15\u64ce\u8f85\u52a9\u7684\u7f51\u7edc\u68c0\u7d22\u5668\u3002\u524d\u8005\u65e8\u5728\u6839\u636e\u7528\u6237\u67e5\u8be2\u5b9a\u4f4d\u7f51\u7edc\u6e90URL\uff0c\u800c\u540e\u8005\u5219\u57fa\u4e8e\u524d\u8005\u7684\u57fa\u7840\u6765\u9a8c\u8bc1\u548c\u68c0\u7d22\u6240\u5b9a\u4f4d\u7684\u7f51\u9875\u3002<\/p>\n\n\n\n

    \u9a8c\u8bc1<\/strong>\u5668\uff1a<\/strong>\u662f\u9a8c\u8bc1\u94fe\u4e2d\u7684\u7b2c\u4e09\u4e2a\u73af\u8282\uff0c\u65e8\u5728\u9a8c\u8bc1\u7f51\u7edc\u68c0\u7d22\u5668\u68c0\u7d22\u5230\u7684\u7f51\u9875\u7684\u76f8\u5173\u6027\u548c\u53ef\u9760\u6027\u3002<\/p>\n\n\n\n

    \u4f18\u5316\u5668<\/strong>\uff1a<\/strong>\u662f\u9a8c\u8bc1\u94fe\u4e2d\u7684\u6700\u540e\u4e00\u4e2a\u73af\u8282\uff0c\u5b83\u6839\u636e\u9a8c\u8bc1\u5668\u7684\u53cd\u9988\u66f4\u65b0\u548c\u91cd\u65b0\u9a8c\u8bc1\u68c0\u7d22\u5230\u7684web\u6e90\u3002<\/p>\n\n\n\n

    <\/strong>\u751f\u6210\u5668<\/strong>\uff1a\u4e0e\u4f20\u7edf\u67b6\u6784\u4fdd\u6301\u4e00\u81f4\uff0c\u8fc7\u6ee4\u9a8c\u8bc1\u5668\u68c0\u7d22\u5230\u7684\u6e90\u8bc1\u636e\uff0c\u5e76\u5728\u7efc\u5408\u8bc1\u636e\u548c\u5f15\u7528\u540e\u7ed9\u51fa\u7b54\u6848\u3002<\/p>\n\n\n\n

    \u9a8c\u8bc1\u94fe\uff1a<\/strong>\u7f51\u7edc\u5b58\u5728\u9a8c\u8bc1\u662f\u9a8c\u8bc1\u94fe\u4e2d\u7684\u7b2c\u4e00\u4e2a\u73af\u8282\uff0c\u65e8\u5728\u5728URL\u751f\u6210\u8fc7\u7a0b\u4e2d\u9a8c\u8bc1\u524d\u4e00\u4e2a\u7f51\u7edc\u7684\u8f93\u51fa\uff0c\u4ee5\u9632\u6b62\u5728CoT\u4e2d\u4f20\u64ad\u5e7b\u89c9\u95ee\u9898\uff1bURL\u53ef\u8bbf\u95ee\u6027\u9a8c\u8bc1\u662f\u9a8c\u8bc1\u94fe\u4e2d\u7684\u7b2c\u4e8c\u4e2a\u73af\u8282\uff0c\u5c06LLM\u751f\u6210\u7684URL\u8f93\u5165\u641c\u7d22\u5f15\u64ce\uff0c\u4ee5\u9a8c\u8bc1\u8fd9\u4e9b\u6765\u6e90\u7684\u53ef\u8bbf\u95ee\u6027\uff1b\u9a8c\u8bc1\u5668\u662f\u548c\u4f18\u5316\u5668\u5206\u522b\u662f\u7b2c\u4e09\u3001\u7b2c\u56db\u4e2a\u73af\u8282\u3002<\/p>\n\n\n\n

\u56db\u3001\u5b9e\u9a8c<\/h2>\n\n\n\n

4.1  \u6570\u636e\u96c6\u4e0e\u8bc4\u4ef7\u6307\u6807<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n

    \u6570\u636e\u96c6<\/strong>\uff1a\u4f7f\u7528\u4e86ELI5\u95ee\u7b54\u6570\u636e\u96c6\u7684272\u4e2a\u6761\u76ee\u4f5c\u4e3a\u4e3b\u8981\u6d4b\u8bd5\u6570\u636e\u3002<\/p>\n\n\n\n

    \u6784\u5efa\u4e86\u4e00\u4e2a\u5305\u542b54,200\u4e2a\u6307\u4ee4\u7684\u6570\u636e\u96c6\uff0c\u6db5\u76d6\u591a\u4e2a\u4efb\u52a1\u3002<\/p>\n\n\n\n

    \u8bc4\u4ef7\u6307\u6807\uff1a<\/strong>\u4e3a\u4e86\u8bc4\u4f30\u65b0\u63d0\u51fa\u7684\u751f\u6210\u578b\u68c0\u7d22\u6846\u67b6\u7684\u6027\u80fd\uff0c\u5b9a\u4e49\u4e86\u4e00\u7cfb\u5217\u8bc4\u4ef7\u6307\u6807\u3002<\/p>\n\n\n\n

        <\/strong>\u68c0\u7d22\u80fd\u529b\u6307\u6807\uff1a\u5305\u62ec\u68c0\u7d22\u5230\u7684\u6e90\u6570\u91cf\uff08Ss\uff09\u3001\u68c0\u7d22\u5230\u7684\u4e3b\u9898\u5e73\u5747\u6570\u91cf\uff08St\uff09\u3001\u68c0\u7d22\u6e90\u7684\u65f6\u6548\u6027\uff08Pt\uff09\u3001\u53ef\u8bbf\u95ee\u6027\uff08Pa\uff09\u3001\u4e00\u81f4\u6027\uff08Pc\uff09\u548c\u6709\u6548\u6027\uff08Pv\uff09\uff1b<\/p>\n\n\n\n

        <\/strong>\u9a8c\u8bc1\u80fd\u529b\u6307\u6807\uff1a\u5305\u62ec\u8bc6\u522b\u7684\u8bc1\u636e\u53e5\u5b50\u6570\u91cf\uff08Se\uff09\u3001\u8bc1\u636e\u53e5\u5b50\u8bc6\u522b\u7684\u7cbe\u786e\u5ea6\uff08Pp\uff09\u3001\u8bc1\u636e\u53e5\u5b50\u7f6e\u4fe1\u5ea6\u6392\u540d\u7684\u51c6\u786e\u6027\uff0c\u4ee5\u53caNDCG\u548cNDCG@5\u6307\u6807\uff1b<\/p>\n\n\n\n

        <\/strong>\u751f\u6210\u80fd\u529b\u6307\u6807\uff1a\u5305\u62ec\u4ea7\u751f\u6b63\u786e\u7b54\u6848\u7684\u67e5\u8be2\u6570\u91cf\uff08Sq\uff09\u548c\u751f\u6210\u7b54\u6848\u4e2d\u662f\u5426\u5305\u542b\u771f\u5b9e\u7b54\u6848\uff08cover-EM\uff09\u3002<\/p>\n\n\n\n

4.2  \u5b9e\u9a8c\u8bbe\u8ba1<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n

    \u56f4\u7ed5\u4e24\u79cd\u6846\u67b6\u7684\u8bc4\u4ef7\u6307\u6807\u5bf9\u6bd4\uff0c\u6587\u7ae0\u5148\u540e\u5f00\u5c55\u4e86\u6027\u80fd\u8bc4\u4f30\u3001\u6d88\u878d\u5b9e\u9a8c\u3001\u80fd\u529b\u8bc4\u4f30\u3001\u6a21\u578b\u6269\u5c55\u3001\u6307\u4ee4\u6709\u6548\u6027\u3001\u63a8\u7406\u6548\u7387\u548c\u65b9\u6cd5\u6cdb\u7528\u6027\u7b49\u4e03\u9879\u5b9e\u9a8c\u3002<\/p>\n\n\n\n

4.3  \u5b9e\u9a8c\u7ed3\u679c<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u4ece\u68c0\u7d22\u80fd\u529b\u6765\u770b\uff0c\u6587\u7ae0\u4e2d\u7684\u65b9\u6cd5\u5728LLM\u68c0\u7d22\u5668\u7684\u652f\u6301\u4e0b\u5b9e\u73b0\u4e86\u7f51\u7edc\u8d44\u6e90\u7684\u76f4\u63a5\u5b9a\u4f4d\uff0c\u540c\u65f6\u4fdd\u6301\u53ec\u56de\u9875\u9762\u548c\u67e5\u8be2\u4e4b\u95f4\u7684\u5f3a\u76f8\u5173\u6027\u3002\u4e0e\u73b0\u6709\u7684\u6700\u4f73\u7cfb\u7edf\u76f8\u6bd4\uff0c\u68c0\u7d22\u7ed3\u679c\u7684\u6709\u6548\u6027\u548c\u7cbe\u786e\u5ea6\u5206\u522b\u63d0\u9ad8\u4e862.54%\u548c1.05%\u3002\u4ece\u9a8c\u8bc1\u80fd\u529b\u7684\u8bc4\u4f30\u7ed3\u679c\u6765\u770b\uff0c\u9a8c\u8bc1\u94fe\u786e\u4fdd\u4e86\u68c0\u7d22\u5230\u7684\u8bc1\u636e\u5177\u6709\u66f4\u9ad8\u7684\u7f6e\u4fe1\u5ea6\u3002\u4ece\u751f\u6210\u80fd\u529b\u7684\u8bc4\u4f30\u7ed3\u679c\u6765\u770b\uff0c\u6587\u7ae0\u63d0\u51fa\u7684\u65b0\u578b\u751f\u6210\u68c0\u7d22\u6846\u67b6\u5728LLM\u68c0\u7d22\u5668\u548c\u9a8c\u8bc1\u94fe\u7684\u652f\u6301\u4e0b\uff0c\u6700\u7ec8\u751f\u6210\u7ed3\u679c\u660e\u663e\u4f18\u4e8e\u73b0\u6709\u7cfb\u7edf\u3002<\/p>\n\n\n\n

\u7efc\u5408\u5206\u6790\u5404\u9879\u5b9e\u9a8c\u7ed3\u679c\uff1a<\/p>\n\n\n\n

    \u7ec4\u4ef6\u8d21\u732e<\/strong>\uff1a  \u9a8c\u8bc1\u5668\u548c\u4f18\u5316\u5668\u7684\u5f15\u5165\u663e\u8457\u63d0\u9ad8\u4e86\u68c0\u7d22\u6846\u67b6\u7684\u6574\u4f53\u6027\u80fd\uff0c\u5c24\u5176\u662f\u5728\u63d0\u9ad8\u68c0\u7d22\u548c\u9a8c\u8bc1\u7684\u51c6\u786e\u6027\u65b9\u9762\u3002<\/p>\n\n\n\n

    \u6548\u7387<\/strong>\u548c<\/strong>\u4f18\u5316<\/strong>\uff1a  \u65b0\u6846\u67b6\u7684\u5e73\u5747\u603b\u8fd0\u884c\u65f6\u95f4\u4e3a20.55\u79d2\/\u67e5\u8be2\u3002\u901a\u8fc7\u6a21\u578b\u52a0\u901f\u63a8\u7406\u6846\u67b6\u548c\u5e76\u884c\u5316\u7b56\u7565\u7b49\u6280\u672f\u4f18\u5316\uff0c\u53ef\u4ee5\u63d0\u9ad8\u6846\u67b6\u7684\u8fd0\u884c\u6548\u7387\u3002<\/p>\n\n\n\n

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    \u5e94\u7528\u6f5c\u529b<\/strong>\uff1a   \u65b0\u6846\u67b6\u53ef\u4ee5\u4f5c\u4e3a\u4f20\u7edf\u641c\u7d22\u5f15\u64ce\u7684\u6709\u529b\u8865\u5145\uff0c\u7279\u522b\u662f\u5728\u9700\u8981\u76f4\u63a5\u3001\u51c6\u786e\u7b54\u6848\u7684\u573a\u666f\u4e2d\uff0c\u53ef\u4ee5\u63d0\u9ad8\u7ec4\u7ec7\u6548\u7387\u548c\u51b3\u7b56\u8d28\u91cf\u3002<\/p>\n\n\n\n

\u4e94\u3001\u603b\u7ed3\u4e0e\u601d\u8003<\/h2>\n\n\n\n

1.\u6587\u7ae0\u7ed3\u5408\u5927\u8bed\u8a00\u6a21\u578b\u7684\u80fd\u529b\u548c\u73b0\u6709\u7684\u751f\u6210\u68c0\u7d22\u6846\u67b6\uff0c\u63d0\u51fa\u4e86\u4e00\u4e2a\u521b\u65b0\u7684\u751f\u6210\u578b\u68c0\u7d22\u6846\u67b6\u3002\u901a\u8fc7\u7ed3\u5408LLM\u7684\u77e5\u8bc6\u76f4\u63a5\u94fe\u63a5\u7528\u6237\u67e5\u8be2\u548c\u7f51\u7edc\u8d44\u6e90\uff0c\u8be5\u6846\u67b6\u5728\u51cf\u5c11\u5bf9\u4f20\u7edf\u641c\u7d22\u5f15\u64ce\u4f9d\u8d56\u7684\u540c\u65f6\uff0c\u63d0\u9ad8\u4e86\u641c\u7d22\u7ed3\u679c\u7684\u76f8\u5173\u6027\u548c\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n

2.\u6587\u7ae0\u4e2d\u63d0\u51fa\u7684\u9a8c\u8bc1\u94fe\u673a\u5236\uff0c\u5bf9\u4e8e\u89e3\u51b3\u5927\u6a21\u578b\u68c0\u7d22\u8fc7\u7a0b\u4e2d\u7684\u5e7b\u89c9\u95ee\u9898\uff0c\u63d0\u4f9b\u4e86\u65b0\u9896\u7684\u601d\u8def\u548c\u65b9\u6cd5\u3002\u5bf9\u4e8e\u6587\u65c5\u7f51\u9875\u6570\u636e\u5927\u6a21\u578b\u6574\u5408\u4e2d\uff0c\u524d\u671f\u7f51\u9875\u6570\u636e\u7684\u6536\u96c6\u6709\u79ef\u6781\u7684\u53c2\u8003\u610f\u4e49\u3002<\/p>\n\n\n\n

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\u4f5c\u8005\uff1a Xiang Shi , Jiawei Liu , Yinpeng Liu , Qikai Cheng […]<\/p>\n","protected":false},"author":62,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1773","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/1773","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/62"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=1773"}],"version-history":[{"count":3,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/1773\/revisions"}],"predecessor-version":[{"id":1782,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/1773\/revisions\/1782"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=1773"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=1773"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=1773"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}