{"id":29556,"date":"2025-03-29T01:15:56","date_gmt":"2025-03-28T17:15:56","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=29556"},"modified":"2025-03-29T01:15:56","modified_gmt":"2025-03-28T17:15:56","slug":"weiheduozhinengtiang","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/weiheduozhinengtiang\/","title":{"rendered":"\u4e3a\u4f55\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u7cfb\u7edf\u66f4\u5bb9\u6613\u51fa\u9519\uff1f"},"content":{"rendered":"

\u5bfc\u8a00<\/h3>\n

\u8fd1\u5e74\u6765\uff0c\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff08MAS\uff09\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u5f15\u8d77\u4e86\u5e7f\u6cdb\u5173\u6ce8\u3002\u8fd9\u4e9b\u7cfb\u7edf\u901a\u8fc7\u591a\u4e2a\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u667a\u80fd\u4f53\u7684\u534f\u4f5c\uff0c\u8bd5\u56fe\u89e3\u51b3\u590d\u6742\u7684\u3001\u591a\u6b65\u9aa4\u7684\u4efb\u52a1\u3002\u7136\u800c\uff0c\u5c3d\u7ba1\u4eba\u4eec\u5bf9 MAS<\/a> \u5145\u6ee1\u671f\u5f85\uff0c\u5176\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u8868\u73b0\u5374\u4e0d\u5c3d\u5982\u4eba\u610f\u3002\u4e0e\u5355\u667a\u80fd\u4f53\u6846\u67b6\u76f8\u6bd4\uff0cMAS \u5728\u5404\u7c7b\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u6027\u80fd\u63d0\u5347\u5fae\u4e4e\u5176\u5fae\u3002\u4e3a\u4e86\u6df1\u5165\u63a2\u7a76\u8fd9\u4e00\u73b0\u8c61\u80cc\u540e\u7684\u539f\u56e0\uff0c\u4e00\u9879\u7531Mert Cemri\u7b49\u4eba\u4e3b\u5bfc\u7684\u5168\u9762\u7814\u7a76\u5e94\u8fd0\u800c\u751f\u3002<\/p>\n

\u7814\u7a76\u80cc\u666f\u4e0e\u76ee\u6807<\/h3>\n

\u8be5\u7814\u7a76\u65e8\u5728\u63ed\u793a\u963b\u788dMAS\u6709\u6548\u6027\u7684\u5173\u952e\u6311\u6218\u3002\u7814\u7a76\u56e2\u961f\u5206\u6790\u4e86\u4e94\u79cd\u6d41\u884c\u7684MAS\u6846\u67b6\uff0c\u6db5\u76d6\u8d85\u8fc7150\u9879\u4efb\u52a1\uff0c\u5e76\u9080\u8bf7\u4e86\u516d\u4f4d\u4e13\u5bb6\u8fdb\u884c\u4eba\u5de5\u6807\u6ce8\u3002\u901a\u8fc7\u5bf9150\u591a\u4e2a\u5bf9\u8bdd\u8f68\u8ff9\u7684\u6df1\u5165\u5206\u6790\uff0c\u7814\u7a76\u56e2\u961f\u8bc6\u522b\u51fa14\u79cd\u72ec\u7279\u7684\u5931\u8d25\u6a21\u5f0f\uff0c\u5e76\u63d0\u51fa\u4e86\u4e00\u4e2a\u9002\u7528\u4e8e\u5404\u79cdMAS\u6846\u67b6\u7684\u5168\u9762\u5206\u7c7b\u6cd5\u2014\u2014\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u5931\u8d25\u5206\u7c7b\u6cd5\uff08MASFT\uff09\u3002<\/p>\n

\u4e3b\u8981\u53d1\u73b0<\/h3>\n

1. \u5931\u8d25\u6a21\u5f0f\u7684\u5206\u7c7b<\/h4>\n

MASFT\u5c06\u667a\u80fd\u4f53\u6267\u884c\u8fc7\u7a0b\u5212\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\uff1a\u9884\u6267\u884c\u3001\u6267\u884c\u548c\u540e\u6267\u884c\uff0c\u5e76\u8bc6\u522b\u51fa\u6bcf\u4e2a\u9636\u6bb5\u53ef\u80fd\u51fa\u73b0\u7684\u7ec6\u7c92\u5ea6\u5931\u8d25\u6a21\u5f0f\u3002\u8fd9\u4e9b\u5931\u8d25\u6a21\u5f0f\u88ab\u5f52\u7c7b\u4e3a\u4ee5\u4e0b\u4e09\u5927\u7c7b\uff1a<\/p>\n

    \n
  • \u89c4\u8303\u4e0e\u7cfb\u7edf\u8bbe\u8ba1\u5931\u8d25<\/strong>\uff1a\u5305\u62ec\u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1\u7f3a\u9677\u3001\u5bf9\u8bdd\u7ba1\u7406\u4e0d\u5f53\u3001\u4efb\u52a1\u89c4\u8303\u4e0d\u660e\u786e\u6216\u8fdd\u53cd\u7ea6\u675f\uff0c\u4ee5\u53ca\u5bf9\u667a\u80fd\u4f53\u89d2\u8272\u548c\u804c\u8d23\u7684\u5b9a\u4e49\u6216\u9075\u5faa\u4e0d\u8db3\u3002\u4f8b\u5982\uff0cChatDev\u5728\u6267\u884c\u56fd\u9645\u8c61\u68cb\u6e38\u620f\u4efb\u52a1\u65f6\uff0c\u672a\u80fd\u6b63\u786e\u7406\u89e3\u7528\u6237\u8f93\u5165\uff0c\u5bfc\u81f4\u751f\u6210\u7684\u6e38\u620f\u4e0d\u7b26\u5408\u521d\u59cb\u8981\u6c42\u3002<\/li>\n
  • \u667a\u80fd\u4f53\u95f4\u9519\u4f4d<\/strong>\uff1a\u6db5\u76d6\u65e0\u6548\u6c9f\u901a\u3001\u534f\u4f5c\u4e0d\u7545\u3001\u667a\u80fd\u4f53\u4e4b\u95f4\u884c\u4e3a\u51b2\u7a81\uff0c\u4ee5\u53ca\u9010\u6e10\u504f\u79bb\u521d\u59cb\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u5728ChatDev\u521b\u5efa\u7c7b\u4f3cWordle\u6e38\u620f\u7684\u8fc7\u7a0b\u4e2d\uff0c\u7a0b\u5e8f\u5458\u667a\u80fd\u4f53\u4e0e\u591a\u4e2a\u89d2\u8272\u8fdb\u884c\u4e86\u4e03\u8f6e\u5bf9\u8bdd\uff0c\u4f46\u672a\u80fd\u66f4\u65b0\u521d\u59cb\u4ee3\u7801\uff0c\u5bfc\u81f4\u751f\u6210\u7684\u6e38\u620f\u7f3a\u4e4f\u53ef\u73a9\u6027\u3002<\/li>\n
  • \u4efb\u52a1\u9a8c\u8bc1\u4e0e\u7ec8\u6b62<\/strong>\uff1a\u6d89\u53ca\u6267\u884c\u63d0\u524d\u7ec8\u6b62\uff0c\u4ee5\u53ca\u7f3a\u4e4f\u786e\u4fdd\u4ea4\u4e92\u3001\u51b3\u7b56\u548c\u7ed3\u679c\u51c6\u786e\u6027\u3001\u5b8c\u6574\u6027\u548c\u53ef\u9760\u6027\u7684\u673a\u5236\u3002\u4f8b\u5982\uff0c\u5728ChatDev\u7684\u56fd\u9645\u8c61\u68cb\u6e38\u620f\u5b9e\u73b0\u573a\u666f\u4e2d\uff0c\u9a8c\u8bc1\u667a\u80fd\u4f53\u4ec5\u68c0\u67e5\u4ee3\u7801\u662f\u5426\u7f16\u8bd1\uff0c\u800c\u672a\u8fd0\u884c\u7a0b\u5e8f\u6216\u786e\u4fdd\u5176\u7b26\u5408\u56fd\u9645\u8c61\u68cb\u89c4\u5219\u3002<\/li>\n<\/ul>\n

    2. \u5931\u8d25\u6a21\u5f0f\u5206\u6790<\/h4>\n

    \u7814\u7a76\u56e2\u961f\u53d1\u73b0\uff0cMAS\u7684\u5931\u8d25\u5e76\u975e\u5355\u4e00\u539f\u56e0\u6240\u81f4\uff0c\u800c\u662f\u591a\u79cd\u56e0\u7d20\u5171\u540c\u4f5c\u7528\u7684\u7ed3\u679c\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5173\u952e\u53d1\u73b0\uff1a<\/p>\n

      \n
    • \u89c4\u8303\u4e0e\u7cfb\u7edf\u8bbe\u8ba1\u5931\u8d25<\/strong>\u548c\u667a\u80fd\u4f53\u95f4\u9519\u4f4d<\/strong>\u662f\u5bfc\u81f4MAS\u5931\u8d25\u7684\u4e3b\u8981\u539f\u56e0\u3002\u8fd9\u8868\u660e\uff0cMAS\u7684\u67b6\u6784\u8bbe\u8ba1\u548c\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u4ea4\u4e92\u673a\u5236\u9700\u8981\u8fdb\u4e00\u6b65\u4f18\u5316\u3002<\/li>\n
    • \u4e0d\u540cMAS\u6846\u67b6\u5728\u5931\u8d25\u6a21\u5f0f\u5206\u5e03\u4e0a\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002\u4f8b\u5982\uff0cAG2\u5728\u667a\u80fd\u4f53\u95f4\u9519\u4f4d\u65b9\u9762\u7684\u5931\u8d25\u6848\u4f8b\u8f83\u5c11\uff0c\u4f46\u5728\u89c4\u8303\u548c\u9a8c\u8bc1\u95ee\u9898\u4e0a\u8868\u73b0\u4e0d\u4f73\uff1b\u800cChatDev\u5728\u9a8c\u8bc1\u95ee\u9898\u4e0a\u7684\u5931\u8d25\u6848\u4f8b\u8f83\u5c11\uff0c\u4f46\u5728\u89c4\u8303\u548c\u667a\u80fd\u4f53\u95f4\u9519\u4f4d\u65b9\u9762\u9762\u4e34\u66f4\u591a\u6311\u6218\u3002\u8fd9\u4e9b\u5dee\u5f02\u6e90\u4e8e\u4e0d\u540c\u7684\u7cfb\u7edf\u62d3\u6251\u8bbe\u8ba1\u3001\u901a\u4fe1\u534f\u8bae\u548c\u4ea4\u4e92\u7ba1\u7406\u65b9\u5f0f\u3002<\/li>\n
    • \u9a8c\u8bc1\u673a\u5236\u5728MAS\u4e2d\u626e\u6f14\u7740\u81f3\u5173\u91cd\u8981\u7684\u89d2\u8272\uff0c\u4f46\u5e76\u975e\u6240\u6709\u5931\u8d25\u90fd\u53ef\u4ee5\u5f52\u548e\u4e8e\u9a8c\u8bc1\u4e0d\u8db3\u3002\u5176\u4ed6\u56e0\u7d20\uff0c\u5982\u89c4\u8303\u4e0d\u660e\u786e\u3001\u8bbe\u8ba1\u4e0d\u5f53\u548c\u6c9f\u901a\u6548\u7387\u4f4e\u4e0b\uff0c\u4e5f\u662f\u5bfc\u81f4\u5931\u8d25\u7684\u91cd\u8981\u56e0\u7d20\u3002<\/li>\n<\/ul>\n

      \u6539\u8fdb\u7b56\u7565<\/h3>\n

      \u4e3a\u4e86\u63d0\u9ad8MAS\u7684\u9c81\u68d2\u6027\u548c\u53ef\u9760\u6027\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u4ee5\u4e0b\u4e24\u7c7b\u6539\u8fdb\u7b56\u7565\uff1a<\/p>\n

      1. \u6218\u672f\u6027\u65b9\u6cd5<\/h4>\n
        \n
      • \u6539\u8fdb\u63d0\u793a\u8bed<\/strong>\uff1a\u63d0\u4f9b\u6e05\u6670\u7684\u4efb\u52a1\u63cf\u8ff0\u548c\u89d2\u8272\u5b9a\u4e49\uff0c\u9f13\u52b1\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u79ef\u6781\u5bf9\u8bdd\uff0c\u5e76\u5728\u5b8c\u6210\u4efb\u52a1\u540e\u6dfb\u52a0\u81ea\u6211\u9a8c\u8bc1\u6b65\u9aa4\u3002<\/li>\n
      • \u4f18\u5316\u667a\u80fd\u4f53\u7ec4\u7ec7<\/strong>\uff1a\u91c7\u7528\u6a21\u5757\u5316\u8bbe\u8ba1\uff0c\u5b9a\u4e49\u660e\u786e\u7684\u5bf9\u8bdd\u6a21\u5f0f\uff0c\u5e76\u8bbe\u7f6e\u7ec8\u6b62\u6761\u4ef6\u3002<\/li>\n
      • \u4ea4\u53c9\u9a8c\u8bc1<\/strong>\uff1a\u901a\u8fc7\u591a\u6b21LLM\u8c03\u7528\u548c\u591a\u6570\u6295\u7968\u673a\u5236\uff0c\u6216\u5728\u9a8c\u8bc1\u4e4b\u524d\u8fdb\u884c\u91cd\u65b0\u91c7\u6837\uff0c\u4ee5\u63d0\u9ad8\u9a8c\u8bc1\u7684\u51c6\u786e\u6027\u3002<\/li>\n<\/ul>\n

        2. \u7ed3\u6784\u6027\u7b56\u7565<\/h4>\n
          \n
        • \u5efa\u7acb\u6807\u51c6\u5316\u7684\u901a\u4fe1\u534f\u8bae<\/strong>\uff1a\u660e\u786e\u610f\u56fe\u548c\u53c2\u6570\uff0c\u4ee5\u51cf\u5c11\u6b67\u4e49\u5e76\u589e\u5f3a\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u534f\u8c03\u3002<\/li>\n
        • \u5f3a\u5316\u9a8c\u8bc1\u673a\u5236<\/strong>\uff1a\u5f00\u53d1\u8de8\u9886\u57df\u7684\u901a\u7528\u9a8c\u8bc1\u673a\u5236\uff0c\u6216\u9488\u5bf9\u4e0d\u540c\u9886\u57df\u5b9a\u5236\u9a8c\u8bc1\u65b9\u6cd5\u3002<\/li>\n
        • \u5f3a\u5316\u5b66\u4e60<\/strong>\uff1a\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u5bf9MAS\u667a\u80fd\u4f53\u8fdb\u884c\u5fae\u8c03\uff0c\u5956\u52b1\u4e0e\u4efb\u52a1\u4e00\u81f4\u7684\u884c\u4e3a\uff0c\u5e76\u60e9\u7f5a\u6548\u7387\u4f4e\u4e0b\u7684\u884c\u4e3a\u3002<\/li>\n
        • \u4e0d\u786e\u5b9a\u6027\u91cf\u5316<\/strong>\uff1a\u5728\u667a\u80fd\u4f53\u4ea4\u4e92\u4e2d\u5f15\u5165\u6982\u7387\u7f6e\u4fe1\u5ea6\u5ea6\u91cf\uff0c\u5f53\u7f6e\u4fe1\u5ea6\u4f4e\u4e8e\u9884\u8bbe\u9608\u503c\u65f6\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u6682\u505c\u4ee5\u6536\u96c6\u66f4\u591a\u4fe1\u606f\u3002<\/li>\n
        • \u8bb0\u5fc6\u4e0e\u72b6\u6001\u7ba1\u7406<\/strong>\uff1a\u5f00\u53d1\u66f4\u6709\u6548\u7684\u8bb0\u5fc6\u548c\u72b6\u6001\u7ba1\u7406\u673a\u5236\uff0c\u4ee5\u589e\u5f3a\u4e0a\u4e0b\u6587\u7406\u89e3\u5e76\u51cf\u5c11\u901a\u4fe1\u4e2d\u7684\u6b67\u4e49\u3002<\/li>\n<\/ul>\n

          \u6848\u4f8b\u7814\u7a76<\/h3>\n

          \u7814\u7a76\u56e2\u961f\u5728AG2\u548cChatDev\u4e24\u4e2a\u6848\u4f8b\u7814\u7a76\u4e2d\u5e94\u7528\u4e86\u90e8\u5206\u6218\u672f\u6027\u65b9\u6cd5\uff0c\u5e76\u53d6\u5f97\u4e86\u4e0d\u540c\u7a0b\u5ea6\u7684\u6210\u529f\uff1a<\/p>\n

            \n
          • AG2 – MathChat<\/strong>\uff1a\u6539\u8fdb\u63d0\u793a\u8bed\u548c\u667a\u80fd\u4f53\u914d\u7f6e\u540e\uff0c\u4efb\u52a1\u5b8c\u6210\u7387\u6709\u6240\u63d0\u9ad8\uff0c\u4f46\u65b0\u62d3\u6251\u7ed3\u6784\u5e76\u672a\u5e26\u6765\u663e\u8457\u6539\u5584\u3002\u8fd9\u8868\u660e\u8fd9\u4e9b\u7b56\u7565\u7684\u6709\u6548\u6027\u53d6\u51b3\u4e8e\u5e95\u5c42LLM\u7684\u7279\u6027\u3002<\/li>\n
          • ChatDev<\/strong>\uff1a\u901a\u8fc7\u7ec6\u5316\u89d2\u8272\u7279\u5b9a\u7684\u63d0\u793a\u8bed\u548c\u4fee\u6539\u6846\u67b6\u62d3\u6251\u7ed3\u6784\uff0c\u4efb\u52a1\u5b8c\u6210\u7387\u6709\u6240\u63d0\u9ad8\uff0c\u4f46\u6539\u8fdb\u5e45\u5ea6\u6709\u9650\u3002\u8fd9\u8868\u660e\u9700\u8981\u66f4\u5168\u9762\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/li>\n<\/ul>\n

            \u7ed3\u8bba<\/h3>\n

            \u8fd9\u9879\u7814\u7a76\u9996\u6b21\u5bf9\u57fa\u4e8eLLM\u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u5931\u8d25\u6a21\u5f0f\u8fdb\u884c\u4e86\u7cfb\u7edf\u6027\u7684\u8c03\u67e5\uff0c\u5e76\u63d0\u51fa\u4e86MASFT\u8fd9\u4e00\u5206\u7c7b\u6cd5\uff0c\u4e3a\u672a\u6765\u7684\u7814\u7a76\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u53c2\u8003\u3002\u5c3d\u7ba1\u6218\u672f\u6027\u65b9\u6cd5\u53ef\u4ee5\u5e26\u6765\u4e00\u5b9a\u7684\u6539\u8fdb\uff0c\u4f46\u8981\u6784\u5efa\u66f4\u5f3a\u5927\u3001\u66f4\u53ef\u9760\u7684MAS\uff0c\u8fd8\u9700\u8981\u66f4\u6df1\u5165\u7684\u7ed3\u6784\u6027\u7b56\u7565\u3002<\/p>\n

            \u672a\u6765\u5c55\u671b<\/h3>\n

            \u672a\u6765\u7684\u7814\u7a76\u5e94\u81f4\u529b\u4e8e\u5f00\u53d1\u66f4\u6709\u6548\u7684\u9a8c\u8bc1\u673a\u5236\u3001\u6807\u51c6\u5316\u901a\u4fe1\u534f\u8bae\u3001\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u4ee5\u53ca\u8bb0\u5fc6\u548c\u72b6\u6001\u7ba1\u7406\u673a\u5236\uff0c\u4ee5\u5e94\u5bf9MAS\u9762\u4e34\u7684\u6311\u6218\u3002\u6b64\u5916\uff0c\u63a2\u7d22\u5982\u4f55\u5c06\u9ad8\u53ef\u9760\u6027\u7ec4\u7ec7\u7684\u539f\u5219\u5e94\u7528\u4e8eMAS\u8bbe\u8ba1\uff0c\u4e5f\u662f\u4e00\u4e2a\u503c\u5f97\u6df1\u5165\u63a2\u8ba8\u7684\u65b9\u5411\u3002<\/p>\n

            \u56fe\u8868\u4e0e\u6570\u636e<\/h3>\n

            \"\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u6267\u884c\u4efb\u52a1\u4e3a\u4f55\u66f4\u5bb9\u6613\u5931\u8d25\uff1f-1\"
            \n\u56fe1. \u4e94\u79cd\u6d41\u884c\u7684\u591a\u667a\u80fd\u4f53LLM\u7cfb\u7edf\u7684\u5931\u8d25\u7387\uff0c\u5176\u4e2d\u5305\u542bGPT-4o\u548cClaude-3\u3002<\/em><\/p>\n

            \"\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u6267\u884c\u4efb\u52a1\u4e3a\u4f55\u66f4\u5bb9\u6613\u5931\u8d25\uff1f-2\"
            \n\u56fe2. MAS\u5931\u8d25\u6a21\u5f0f\u5206\u7c7b\u6cd5\u3002\u667a\u80fd\u4f53\u95f4\u5bf9\u8bdd\u9636\u6bb5\u8868\u660e\u5931\u8d25\u53ef\u80fd\u53d1\u751f\u5728\u7aef\u5230\u7aefMAS\u7cfb\u7edf\u7684\u4e0d\u540c\u9636\u6bb5\u3002\u5982\u679c\u4e00\u4e2a\u5931\u8d25\u6a21\u5f0f\u8de8\u8d8a\u591a\u4e2a\u9636\u6bb5\uff0c\u5219\u610f\u5473\u7740\u8be5\u95ee\u9898\u6d89\u53ca\u6216\u53ef\u80fd\u53d1\u751f\u5728\u4e0d\u540c\u9636\u6bb5\u3002\u767e\u5206\u6bd4\u8868\u793a\u6bcf\u79cd\u5931\u8d25\u6a21\u5f0f\u548c\u7c7b\u522b\u5728\u6211\u4eec\u5206\u6790\u7684151\u4e2a\u8f68\u8ff9\u4e2d\u51fa\u73b0\u7684\u9891\u7387\u3002<\/em><\/p>\n

            \"\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u6267\u884c\u4efb\u52a1\u4e3a\u4f55\u66f4\u5bb9\u6613\u5931\u8d25\uff1f-3\"
            \n\u56fe3. MAS\u5931\u8d25\u6a21\u5f0f\u76f8\u5173\u6027\u77e9\u9635\u3002<\/em><\/p>\n

            \u901a\u8fc7\u8fd9\u9879\u7814\u7a76\uff0cMAS\u9886\u57df\u7684\u4ece\u4e1a\u8005\u53ef\u4ee5\u66f4\u597d\u5730\u7406\u89e3\u7cfb\u7edf\u5931\u8d25\u7684\u539f\u56e0\uff0c\u5e76\u91c7\u53d6\u66f4\u6709\u6548\u7684\u63aa\u65bd\u6765\u63d0\u9ad8MAS\u7684\u6027\u80fd\u548c\u53ef\u9760\u6027\u3002<\/p>\n

             <\/p>\n

            \u539f\u6587\uff1ahttps:\/\/arxiv.org\/pdf\/2503.13657<\/p>\n","protected":false},"excerpt":{"rendered":"

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