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class=\"wp-block-paragraph\">LLM\u7684\u51fa\u73b0\u98a0\u8986\u4e86\u8fd9\u4e00\u9886\u57df\u3002\u901a\u8fc7\u5728\u6d77\u91cf\u8bed\u6599\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff0cLLM\u5177\u5907\u4e86\u5f3a\u5927\u7684\u8bed\u4e49\u63a8\u7406\u4e0e\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\u3002\u7814\u7a76\u8868\u660e\uff0cLLM\u5728\u5c11\u6837\u672c\u751a\u81f3\u96f6\u6837\u672c\u6761\u4ef6\u4e0b\u5373\u53ef\u5b8c\u6210\u590d\u6742\u7684\u610f\u56fe\u5206\u7c7b\u4e0e\u69fd\u4f4d\u586b\u5145\u4efb\u52a1\u3002\u4f46\u5355\u4e00LLM\u5728\u610f\u56fe\u8bc6\u522b\u4e2d\u5b58\u5728\u201c\u89d2\u8272\u6a21\u7cca\u201d\u95ee\u9898\uff1a\u5b83\u65e2\u8981\u7406\u89e3\u7528\u6237\u610f\u56fe\uff0c\u53c8\u8981\u68c0\u7d22\u77e5\u8bc6\uff0c\u8fd8\u8981\u751f\u6210\u56de\u590d\uff0c\u5bb9\u6613\u5bfc\u81f4\u6ce8\u610f\u529b\u5206\u6563\u4e0e\u6027\u80fd\u4e0b\u964d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.3 \u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u5f15\u5165<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u8d77\u6e90\u4e8e\u5206\u5e03\u5f0f\u4eba\u5de5\u667a\u80fd\uff0c\u5176\u6838\u5fc3\u601d\u60f3\u662f\u5c06\u590d\u6742\u4efb\u52a1\u5206\u89e3\u4e3a\u591a\u4e2a\u76f8\u5bf9\u72ec\u7acb\u7684\u667a\u80fd\u4f53\uff0c\u901a\u8fc7\u534f\u4f5c\u5b8c\u6210\u4efb\u52a1\u3002\u5728LLM\u65f6\u4ee3\uff0c\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u88ab\u8d4b\u4e88\u65b0\u7684\u5185\u6db5\uff1a\u6bcf\u4e2a\u667a\u80fd\u4f53\u53ef\u4ee5\u57fa\u4e8e\u540c\u4e00\u4e2a\u6216\u4e0d\u540c\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u914d\u5907\u4e0d\u540c\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\uff08System Prompt\uff09\u3001\u5de5\u5177\u96c6\u4e0e\u8bb0\u5fc6\u6a21\u5757\uff0c\u5f62\u6210\u4e13\u4e1a\u5316\u5206\u5de5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u5728\u8ba4\u77e5\u8f85\u52a9\u573a\u666f\u4e2d\uff0c\u53ef\u4ee5\u8bbe\u7f6e\u4e00\u4e2a\u4e13\u95e8\u8d1f\u8d23\u610f\u56fe\u89e3\u6790\u7684\u667a\u80fd\u4f53\uff0c\u5176\u4efb\u52a1\u662f\u4ece\u7528\u6237\u8f93\u5165\u4e2d\u63d0\u53d6\u610f\u56fe\u7c7b\u578b\u3001\u7f6e\u4fe1\u5ea6\u4e0e\u5173\u952e\u53c2\u6570\uff1b\u53e6\u4e00\u4e2a\u667a\u80fd\u4f53\u5219\u4e13\u6ce8\u4e8e\u4ece\u77e5\u8bc6\u5e93\u4e2d\u68c0\u7d22\u4e0e\u610f\u56fe\u5339\u914d\u7684\u64cd\u4f5c\u6307\u5bfc\u3002\u8fd9\u79cd\u5206\u5de5\u4e0d\u4ec5\u63d0\u5347\u4e86\u6574\u4f53\u7cfb\u7edf\u7684\u9c81\u68d2\u6027\uff0c\u4e5f\u4fbf\u4e8e\u5bf9\u5355\u4e2a\u667a\u80fd\u4f53\u8fdb\u884c\u4f18\u5316\u4e0e\u8c03\u8bd5\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u9762\u5411\u975e\u6280\u80fd\u64cd\u4f5c\u5458\u7684\u8ba4\u77e5\u8f85\u52a9\u95ee\u9898\u5206\u6790<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u975e\u6280\u80fd\u64cd\u4f5c\u5458\u7684\u5178\u578b\u7279\u5f81<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u975e\u6280\u80fd\u64cd\u4f5c\u5458\u5e76\u975e\u4e00\u4e2a\u9759\u6001\u7684\u7fa4\u4f53\uff0c\u800c\u662f\u4e00\u4e2a\u89d2\u8272\u72b6\u6001\u3002\u5177\u4f53\u8868\u73b0\u4e3a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u77e5\u8bc6\u6b20\u7f3a<\/strong>\uff1a\u5bf9\u4efb\u52a1\u6240\u9700\u7684\u4e13\u4e1a\u672f\u8bed\u3001\u64cd\u4f5c\u6d41\u7a0b\u3001\u8bbe\u5907\u539f\u7406\u638c\u63e1\u4e0d\u8db3\u3002<\/li>\n\n\n\n<li><strong>\u7ecf\u9a8c\u532e\u4e4f<\/strong>\uff1a\u7f3a\u4e4f\u5e94\u5bf9\u5f02\u5e38\u60c5\u51b5\u6216\u975e\u9884\u671f\u573a\u666f\u7684\u5b9e\u8df5\u7ecf\u9a8c\u3002<\/li>\n\n\n\n<li><strong>\u8ba4\u77e5\u8d1f\u8377\u654f\u611f<\/strong>\uff1a\u5728\u65f6\u95f4\u538b\u529b\u3001\u591a\u4efb\u52a1\u5e76\u884c\u6216\u4fe1\u606f\u8fc7\u8f7d\u73af\u5883\u4e0b\uff0c\u8ba4\u77e5\u8d44\u6e90\u8fc5\u901f\u8017\u5c3d\u3002<\/li>\n\n\n\n<li><strong>\u8868\u8fbe\u6a21\u7cca<\/strong>\uff1a\u5728\u5bfb\u6c42\u5e2e\u52a9\u65f6\uff0c\u5f80\u5f80\u4f7f\u7528\u53e3\u8bed\u5316\u3001\u4e0d\u7cbe\u786e\u751a\u81f3\u77db\u76fe\u7684\u8bed\u8a00\u63cf\u8ff0\u95ee\u9898\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e9b\u7279\u5f81\u51b3\u5b9a\u4e86\u8ba4\u77e5\u8f85\u52a9\u7cfb\u7edf\u5fc5\u987b\u5177\u5907\u9ad8\u5ea6\u7684\u5bb9\u9519\u6027\u3001\u89e3\u91ca\u6027\u4e0e\u5f15\u5bfc\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u8ba4\u77e5\u8f85\u52a9\u7684\u6838\u5fc3\u9700\u6c42<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9488\u5bf9\u975e\u6280\u80fd\u64cd\u4f5c\u5458\uff0c\u8ba4\u77e5\u8f85\u52a9\u7cfb\u7edf\u9700\u6ee1\u8db3\u4ee5\u4e0b\u6838\u5fc3\u9700\u6c42\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u610f\u56fe\u7cbe\u51c6\u89e3\u6790<\/strong>\uff1a\u80fd\u591f\u4ece\u6a21\u7cca\u3001\u6b67\u4e49\u6216\u4e0d\u5b8c\u6574\u7684\u81ea\u7136\u8bed\u8a00\u8f93\u5165\u4e2d\uff0c\u51c6\u786e\u63a8\u65ad\u64cd\u4f5c\u5458\u7684\u771f\u5b9e\u9700\u6c42\u3002<\/li>\n\n\n\n<li><strong>\u60c5\u5883\u611f\u77e5<\/strong>\uff1a\u7ed3\u5408\u5f53\u524d\u4efb\u52a1\u4e0a\u4e0b\u6587\u3001\u8bbe\u5907\u72b6\u6001\u3001\u5386\u53f2\u64cd\u4f5c\u8bb0\u5f55\u7b49\u4fe1\u606f\uff0c\u8f85\u52a9\u610f\u56fe\u7406\u89e3\u3002<\/li>\n\n\n\n<li><strong>\u8ba4\u77e5\u5378\u8f7d<\/strong>\uff1a\u5c06\u64cd\u4f5c\u5458\u6240\u9700\u8bb0\u5fc6\u3001\u8ba1\u7b97\u4e0e\u51b3\u7b56\u4efb\u52a1\u8f6c\u79fb\u81f3\u7cfb\u7edf\uff0c\u964d\u4f4e\u5176\u8ba4\u77e5\u8d1f\u8377\u3002<\/li>\n\n\n\n<li><strong>\u6e10\u8fdb\u5f0f\u5f15\u5bfc<\/strong>\uff1a\u6839\u636e\u64cd\u4f5c\u5458\u7684\u8ba4\u77e5\u72b6\u6001\uff0c\u63d0\u4f9b\u9010\u6b65\u6df1\u5165\u7684\u64cd\u4f5c\u6307\u5bfc\uff0c\u907f\u514d\u4fe1\u606f\u8fc7\u8f7d\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u89e3\u91ca\u6027<\/strong>\uff1a\u5411\u64cd\u4f5c\u5458\u8bf4\u660e\u7cfb\u7edf\u4e3a\u4f55\u505a\u51fa\u67d0\u79cd\u5224\u65ad\u6216\u63a8\u8350\uff0c\u589e\u5f3a\u4fe1\u4efb\u611f\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">3.3 \u73b0\u6709\u65b9\u6cd5\u7684\u4e0d\u8db3<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u524d\u5de5\u4e1a\u754c\u4e0e\u5b66\u672f\u754c\u7684\u4e3b\u6d41\u8ba4\u77e5\u8f85\u52a9\u65b9\u6cd5\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7535\u5b50\u5de5\u4f5c\u6307\u4ee4\uff08EWI\uff09<\/strong>\uff1a\u4ee5\u9759\u6001\u6587\u672c\u6216\u56fe\u50cf\u5f62\u5f0f\u5c55\u793a\u64cd\u4f5c\u6b65\u9aa4\uff0c\u65e0\u6cd5\u4ea4\u4e92\uff0c\u65e0\u6cd5\u5904\u7406\u5f02\u5e38\u3002<\/li>\n\n\n\n<li><strong>\u57fa\u4e8e\u89c4\u5219\u7684\u95ee\u7b54\u7cfb\u7edf<\/strong>\uff1a\u53ea\u80fd\u8986\u76d6\u9884\u8bbe\u95ee\u9898\uff0c\u5bf9\u672a\u9884\u89c1\u95ee\u9898\u54cd\u5e94\u5931\u8d25\u3002<\/li>\n\n\n\n<li><strong>\u5355\u8f6eLLM\u5bf9\u8bdd\u7cfb\u7edf<\/strong>\uff1a\u867d\u80fd\u7406\u89e3\u81ea\u7136\u8bed\u8a00\uff0c\u4f46\u7f3a\u4e4f\u4efb\u52a1\u805a\u7126\uff0c\u5bb9\u6613\u201c\u8dd1\u9898\u201d\uff0c\u4e14\u96be\u4ee5\u7ba1\u7406\u590d\u6742\u4efb\u52a1\u72b6\u6001\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e9b\u65b9\u6cd5\u5747\u672a\u80fd\u7cfb\u7edf\u6027\u5730\u89e3\u51b3\u975e\u6280\u80fd\u64cd\u4f5c\u5458\u7684\u610f\u56fe\u8bc6\u522b\u4e0e\u8ba4\u77e5\u8f85\u52a9\u95ee\u9898\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u57fa\u4e8eLLM\u591a\u667a\u80fd\u4f53\u7684\u610f\u56fe\u8bc6\u522b\u65b9\u6cd5<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">4.1 \u603b\u4f53\u67b6\u6784<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6587\u63d0\u51fa\u7684LLM\u591a\u667a\u80fd\u4f53\u8ba4\u77e5\u8f85\u52a9\u7cfb\u7edf\uff08LLM-MAS-CA\uff09\u91c7\u7528\u5206\u5c42\u534f\u4f5c\u67b6\u6784\uff0c\u5982\u56fe1\u6240\u793a\uff08\u6b64\u5904\u4ee5\u6587\u5b57\u63cf\u8ff0\uff09\u3002\u7cfb\u7edf\u7531\u56db\u4e2a\u6838\u5fc3\u667a\u80fd\u4f53\u7ec4\u6210\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u610f\u56fe\u89e3\u6790\u667a\u80fd\u4f53\uff08Intent Parsing Agent, IPA\uff09<\/strong><\/li>\n\n\n\n<li><strong>\u77e5\u8bc6\u68c0\u7d22\u667a\u80fd\u4f53\uff08Knowledge Retrieval Agent, KRA\uff09<\/strong><\/li>\n\n\n\n<li><strong>\u4efb\u52a1\u89c4\u5212\u667a\u80fd\u4f53\uff08Task Planning Agent, TPA\uff09<\/strong><\/li>\n\n\n\n<li><strong>\u4ea4\u4e92\u751f\u6210\u667a\u80fd\u4f53\uff08Interaction Generation Agent, IGA\uff09<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b64\u5916\uff0c\u7cfb\u7edf\u5305\u542b\u4e00\u4e2a\u5168\u5c40\u8bb0\u5fc6\u6a21\u5757\uff08Global Memory\uff09\uff0c\u7528\u4e8e\u5b58\u50a8\u5bf9\u8bdd\u5386\u53f2\u3001\u4efb\u52a1\u72b6\u6001\u4e0e\u64cd\u4f5c\u5458\u8ba4\u77e5\u8d1f\u8377\u8bc4\u4f30\u7ed3\u679c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4.2 \u610f\u56fe\u89e3\u6790\u667a\u80fd\u4f53<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u610f\u56fe\u89e3\u6790\u667a\u80fd\u4f53\u662f\u7cfb\u7edf\u7684\u5165\u53e3\u3002\u5176\u8f93\u5165\u4e3a\u64cd\u4f5c\u5458\u7684\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u3001\u5f53\u524d\u4efb\u52a1\u4e0a\u4e0b\u6587\u4ee5\u53ca\u5386\u53f2\u4ea4\u4e92\u8bb0\u5f55\u3002\u8f93\u51fa\u4e3a\u7ed3\u6784\u5316\u7684\u610f\u56fe\u8868\u793a\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u610f\u56fe\u7c7b\u522b<\/strong>\uff1a\u5982\u201c\u8be2\u95ee\u64cd\u4f5c\u6b65\u9aa4\u201d\u201c\u62a5\u544a\u5f02\u5e38\u201d\u201c\u8bf7\u6c42\u786e\u8ba4\u201d\u201c\u5bfb\u6c42\u89e3\u91ca\u201d\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u610f\u56fe\u7f6e\u4fe1\u5ea6<\/strong>\uff1a\u6a21\u578b\u5bf9\u8be5\u610f\u56fe\u5224\u65ad\u7684\u786e\u4fe1\u7a0b\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u5173\u952e\u5b9e\u4f53<\/strong>\uff1a\u5982\u8bbe\u5907\u540d\u79f0\u3001\u53c2\u6570\u503c\u3001\u64cd\u4f5c\u7f16\u53f7\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u6b67\u4e49\u6807\u8bb0<\/strong>\uff1a\u82e5\u5b58\u5728\u591a\u79cd\u53ef\u80fd\u7684\u610f\u56fe\u89e3\u91ca\uff0c\u6807\u8bb0\u5f85\u6f84\u6e05\u70b9\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">IPA\u57fa\u4e8e\u5fae\u8c03\u540e\u7684LLM\u6784\u5efa\uff0c\u5728\u8bad\u7ec3\u9636\u6bb5\u4f7f\u7528\u5927\u91cf\u771f\u5b9e\u4eba\u673a\u4ea4\u4e92\u6570\u636e\u8fdb\u884c\u76d1\u7763\u5b66\u4e60\u3002\u4e3a\u63d0\u9ad8\u9c81\u68d2\u6027\uff0cIPA\u91c7\u7528\u591a\u8f6e\u5bf9\u8bdd\u673a\u5236\uff1a\u5f53\u7f6e\u4fe1\u5ea6\u4f4e\u4e8e\u9608\u503c\u65f6\uff0c\u4e3b\u52a8\u5411\u64cd\u4f5c\u5458\u53d1\u8d77\u6f84\u6e05\u95ee\u9898\uff0c\u800c\u975e\u5f3a\u884c\u89e3\u6790\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4.3 \u77e5\u8bc6\u68c0\u7d22\u667a\u80fd\u4f53<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u77e5\u8bc6\u68c0\u7d22\u667a\u80fd\u4f53\u8d1f\u8d23\u4ece\u7ed3\u6784\u5316\u4e0e\u975e\u7ed3\u6784\u5316\u7684\u77e5\u8bc6\u5e93\u4e2d\u83b7\u53d6\u4e0e\u610f\u56fe\u5339\u914d\u7684\u4fe1\u606f\u3002\u77e5\u8bc6\u5e93\u5305\u62ec\u8bbe\u5907\u624b\u518c\u3001\u6807\u51c6\u64cd\u4f5c\u7a0b\u5e8f\uff08SOP\uff09\u3001\u6545\u969c\u6848\u4f8b\u5e93\u4ee5\u53ca\u5386\u53f2\u64cd\u4f5c\u65e5\u5fd7\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">KRA\u91c7\u7528\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6846\u67b6\u3002\u9996\u5148\uff0c\u5c06\u610f\u56fe\u89e3\u6790\u7ed3\u679c\u8f6c\u5316\u4e3a\u5411\u91cf\u67e5\u8be2\uff0c\u901a\u8fc7\u5411\u91cf\u6570\u636e\u5e93\u68c0\u7d22\u76f8\u5173\u6587\u6863\u7247\u6bb5\uff1b\u7136\u540e\uff0c\u5229\u7528LLM\u5bf9\u68c0\u7d22\u7ed3\u679c\u8fdb\u884c\u91cd\u6392\u5e8f\u4e0e\u6458\u8981\u751f\u6210\uff0c\u63d0\u53d6\u51fa\u6700\u76f8\u5173\u3001\u6700\u7b80\u6d01\u7684\u4fe1\u606f\u3002KRA\u7684\u8bbe\u8ba1\u91cd\u70b9\u5728\u4e8e\u5e73\u8861\u68c0\u7d22\u7684\u5e7f\u5ea6\u4e0e\u6df1\u5ea6\uff0c\u907f\u514d\u5411\u64cd\u4f5c\u5458\u8fd4\u56de\u5197\u4f59\u4fe1\u606f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4.4 \u4efb\u52a1\u89c4\u5212\u667a\u80fd\u4f53<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4efb\u52a1\u89c4\u5212\u667a\u80fd\u4f53\u662f\u7cfb\u7edf\u7684\u51b3\u7b56\u6838\u5fc3\u3002\u5176\u529f\u80fd\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4efb\u52a1\u5206\u89e3<\/strong>\uff1a\u5c06\u590d\u6742\u7684\u64cd\u4f5c\u76ee\u6807\u5206\u89e3\u4e3a\u53ef\u6267\u884c\u7684\u5b50\u4efb\u52a1\u5e8f\u5217\u3002<\/li>\n\n\n\n<li><strong>\u8ba4\u77e5\u8d1f\u8377\u8bc4\u4f30<\/strong>\uff1a\u57fa\u4e8e\u64cd\u4f5c\u5458\u5f53\u524d\u4ea4\u4e92\u884c\u4e3a\uff08\u5982\u54cd\u5e94\u901f\u5ea6\u3001\u4fee\u6b63\u6b21\u6570\uff09\u52a8\u6001\u8bc4\u4f30\u8ba4\u77e5\u8d1f\u8377\uff0c\u8c03\u6574\u4efb\u52a1\u63a8\u8fdb\u901f\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u8f85\u52a9\u7b56\u7565\u9009\u62e9<\/strong>\uff1a\u6839\u636e\u610f\u56fe\u7c7b\u578b\u4e0e\u8ba4\u77e5\u8d1f\u8377\uff0c\u51b3\u5b9a\u91c7\u7528\u4f55\u79cd\u8f85\u52a9\u5f62\u5f0f\uff08\u5982\u76f4\u63a5\u6307\u793a\u3001\u5f15\u5bfc\u5f0f\u63d0\u95ee\u3001\u6a21\u62df\u6f14\u793a\u7b49\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">TPA\u57fa\u4e8eLLM\u4e0e\u89c4\u5212\u7b97\u6cd5\uff08\u5982HTN\u6216POMDP\uff09\u7684\u6df7\u5408\u67b6\u6784\uff0c\u65e2\u5229\u7528LLM\u7684\u8bed\u4e49\u7406\u89e3\u80fd\u529b\u89e3\u6790\u590d\u6742\u76ee\u6807\uff0c\u53c8\u5229\u7528\u89c4\u5212\u7b97\u6cd5\u4fdd\u8bc1\u4efb\u52a1\u6267\u884c\u7684\u53ef\u63a7\u6027\u4e0e\u53ef\u9a8c\u8bc1\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4.5 \u4ea4\u4e92\u751f\u6210\u667a\u80fd\u4f53<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ea4\u4e92\u751f\u6210\u667a\u80fd\u4f53\u8d1f\u8d23\u5c06\u7cfb\u7edf\u51b3\u7b56\u8f6c\u5316\u4e3a\u7528\u6237\u53cb\u597d\u7684\u81ea\u7136\u8bed\u8a00\u54cd\u5e94\uff0c\u5e76\u652f\u6301\u591a\u6a21\u6001\u8f93\u51fa\uff08\u5982\u6587\u672c\u3001\u9ad8\u4eae\u56fe\u793a\u3001\u8bed\u97f3\u63d0\u793a\uff09\u3002IGA\u9700\u6839\u636e\u64cd\u4f5c\u5458\u7684\u8ba4\u77e5\u72b6\u6001\u8c03\u6574\u4ea4\u4e92\u98ce\u683c\uff1a\u5bf9\u4e8e\u8ba4\u77e5\u8d1f\u8377\u9ad8\u7684\u64cd\u4f5c\u5458\uff0c\u54cd\u5e94\u5e94\u7b80\u6d01\u660e\u4e86\uff0c\u907f\u514d\u957f\u53e5\uff1b\u5bf9\u4e8e\u9700\u8981\u5b66\u4e60\u7684\u64cd\u4f5c\u5458\uff0c\u5219\u53ef\u63d0\u4f9b\u66f4\u8be6\u5c3d\u7684\u89e3\u91ca\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">IGA\u8fd8\u5177\u5907\u5143\u8ba4\u77e5\u63d0\u793a\u529f\u80fd\uff0c\u4f8b\u5982\u5728\u5173\u952e\u6b65\u9aa4\u524d\u4e3b\u52a8\u63d0\u793a\u201c\u6b64\u64cd\u4f5c\u4e0d\u53ef\u9006\uff0c\u8bf7\u786e\u8ba4\u201d\uff0c\u6216\u5f53\u68c0\u6d4b\u5230\u64cd\u4f5c\u5458\u53cd\u590d\u4fee\u6b63\u8f93\u5165\u65f6\uff0c\u4e3b\u52a8\u8be2\u95ee\u201c\u662f\u5426\u9700\u8981\u66f4\u8be6\u7ec6\u7684\u6307\u5bfc\uff1f\u201d<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4.6 \u667a\u80fd\u4f53\u534f\u4f5c\u673a\u5236<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u56db\u4e2a\u667a\u80fd\u4f53\u4e4b\u95f4\u5e76\u975e\u4e32\u884c\u5de5\u4f5c\uff0c\u800c\u662f\u901a\u8fc7\u4e00\u4e2a\u534f\u8c03\u5668\uff08Orchestrator\uff09\u5b9e\u73b0\u52a8\u6001\u534f\u4f5c\u3002\u534f\u8c03\u5668\u7ef4\u62a4\u4e00\u4e2a\u5168\u5c40\u72b6\u6001\u56fe\uff0c\u8bb0\u5f55\u5f53\u524d\u4efb\u52a1\u9636\u6bb5\u3001\u5404\u667a\u80fd\u4f53\u7684\u8f93\u51fa\u53ca\u7f6e\u4fe1\u5ea6\u3002\u5f53\u610f\u56fe\u89e3\u6790\u51fa\u73b0\u6b67\u4e49\u65f6\uff0c\u534f\u8c03\u5668\u53ef\u6682\u505c\u4efb\u52a1\u89c4\u5212\uff0c\u8981\u6c42IPA\u8fdb\u884c\u6f84\u6e05\uff1b\u5f53\u77e5\u8bc6\u68c0\u7d22\u7ed3\u679c\u4e0e\u610f\u56fe\u4e0d\u7b26\u65f6\uff0c\u534f\u8c03\u5668\u53ef\u89e6\u53d1\u56de\u6eaf\u673a\u5236\uff0c\u91cd\u65b0\u8c03\u7528IPA\u8fdb\u884c\u610f\u56fe\u4fee\u6b63\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u534f\u4f5c\u673a\u5236\u501f\u9274\u4e86\u201c\u53cd\u601d\u201d\uff08Reflection\uff09\u4e0e\u201c\u6279\u8bc4\u201d\uff08Critique\uff09\u7684\u667a\u80fd\u4f53\u8bbe\u8ba1\u6a21\u5f0f\uff0c\u4f7f\u7cfb\u7edf\u5177\u5907\u81ea\u6211\u7ea0\u9519\u4e0e\u6301\u7eed\u4f18\u5316\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u8ba4\u77e5\u5378\u8f7d\u4e0e\u610f\u56fe\u8bc6\u522b\u7684\u534f\u540c\u673a\u5236<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u8ba4\u77e5\u5378\u8f7d\u7684\u5f62\u5f0f\u5316\u63cf\u8ff0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ba4\u77e5\u5378\u8f7d\u662f\u6307\u5c06\u539f\u672c\u7531\u64cd\u4f5c\u5458\u627f\u62c5\u7684\u8ba4\u77e5\u4efb\u52a1\u8f6c\u79fb\u81f3\u5916\u90e8\u7cfb\u7edf\u7684\u8fc7\u7a0b\u3002\u5728\u672c\u6846\u67b6\u4e2d\uff0c\u8ba4\u77e5\u5378\u8f7d\u53ef\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u5b9e\u73b0\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u8bb0\u5fc6\u5378\u8f7d<\/strong>\uff1a\u7cfb\u7edf\u8bb0\u5f55\u64cd\u4f5c\u5458\u5df2\u5b8c\u6210\u7684\u64cd\u4f5c\u6b65\u9aa4\uff0c\u907f\u514d\u64cd\u4f5c\u5458\u8bb0\u5fc6\u3002<\/li>\n\n\n\n<li><strong>\u63a8\u7406\u5378\u8f7d<\/strong>\uff1a\u7cfb\u7edf\u81ea\u52a8\u63a8\u65ad\u5f53\u524d\u64cd\u4f5c\u4e0e\u4e0b\u4e00\u6b65\u64cd\u4f5c\u7684\u903b\u8f91\u5173\u7cfb\uff0c\u51cf\u5c11\u64cd\u4f5c\u5458\u7684\u63a8\u7406\u8d1f\u62c5\u3002<\/li>\n\n\n\n<li><strong>\u51b3\u7b56\u5378\u8f7d<\/strong>\uff1a\u5728\u4f4e\u98ce\u9669\u573a\u666f\u4e0b\uff0c\u7cfb\u7edf\u53ef\u76f4\u63a5\u63a8\u8350\u6700\u4f73\u64cd\u4f5c\u8def\u5f84\uff0c\u64cd\u4f5c\u5458\u4ec5\u9700\u786e\u8ba4\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u610f\u56fe\u8bc6\u522b\u9a71\u52a8\u7684\u5378\u8f7d\u7b56\u7565<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u610f\u56fe\u8bc6\u522b\u662f\u8ba4\u77e5\u5378\u8f7d\u7684\u524d\u63d0\u3002\u7cfb\u7edf\u9700\u9996\u5148\u5224\u65ad\u64cd\u4f5c\u5458\u201c\u60f3\u8981\u505a\u4ec0\u4e48\u201d\u4ee5\u53ca\u201c\u9700\u8981\u4ec0\u4e48\u5e2e\u52a9\u201d\uff0c\u624d\u80fd\u51b3\u5b9a\u5378\u8f7d\u4ec0\u4e48\u3001\u5378\u8f7d\u591a\u5c11\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u5f53IPA\u8bc6\u522b\u51fa\u64cd\u4f5c\u5458\u7684\u610f\u56fe\u4e3a\u201c\u786e\u8ba4\u5f53\u524d\u64cd\u4f5c\u662f\u5426\u6b63\u786e\u201d\u65f6\uff0c\u8868\u660e\u64cd\u4f5c\u5458\u5b58\u5728\u786e\u8ba4\u6027\u8ba4\u77e5\u9700\u6c42\uff0c\u6b64\u65f6\u7cfb\u7edf\u5e94\u63d0\u4f9b\u663e\u5f0f\u7684\u786e\u8ba4\u6027\u53cd\u9988\uff0c\u800c\u975e\u5197\u957f\u7684\u80cc\u666f\u77e5\u8bc6\u3002\u5f53\u610f\u56fe\u4e3a\u201c\u5b66\u4e60\u65b0\u8bbe\u5907\u7684\u64cd\u4f5c\u65b9\u6cd5\u201d\u65f6\uff0c\u7cfb\u7edf\u5219\u5e94\u63d0\u4f9b\u7ed3\u6784\u5316\u7684\u6559\u5b66\u5f15\u5bfc\uff0c\u9002\u5f53\u589e\u52a0\u4fe1\u606f\u91cf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u4eec\u63d0\u51fa\u4e00\u79cd\u201c\u610f\u56fe-\u5378\u8f7d\u9002\u914d\u77e9\u9635\u201d\uff0c\u5c06\u610f\u56fe\u7c7b\u522b\u6620\u5c04\u5230\u76f8\u5e94\u7684\u5378\u8f7d\u7b56\u7565\uff0c\u5e76\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u4e0d\u65ad\u4f18\u5316\u6620\u5c04\u5173\u7cfb\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.3 \u52a8\u6001\u8ba4\u77e5\u8d1f\u8377\u8c03\u8282<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ba4\u77e5\u8d1f\u8377\u5e76\u975e\u9759\u6001\uff0c\u800c\u662f\u968f\u7740\u4efb\u52a1\u8fdb\u5c55\u3001\u64cd\u4f5c\u5458\u72b6\u6001\u53d8\u5316\u800c\u6ce2\u52a8\u3002\u7cfb\u7edf\u901a\u8fc7\u5206\u6790\u4ea4\u4e92\u884c\u4e3a\u7279\u5f81\uff08\u5982\u6253\u5b57\u901f\u5ea6\u3001\u4fee\u6539\u9891\u7387\u3001\u91cd\u590d\u67e5\u8be2\u6b21\u6570\uff09\u6784\u5efa\u8ba4\u77e5\u8d1f\u8377\u9690\u5f0f\u611f\u77e5\u6a21\u578b\u3002\u5f53\u611f\u77e5\u5230\u8ba4\u77e5\u8d1f\u8377\u8fc7\u9ad8\u65f6\uff0c\u7cfb\u7edf\u81ea\u52a8\u5207\u6362\u81f3\u201c\u4f4e\u8ba4\u77e5\u5378\u8f7d\u6a21\u5f0f\u201d\u2014\u2014\u51cf\u5c11\u4fe1\u606f\u5448\u73b0\u91cf\uff0c\u589e\u52a0\u786e\u8ba4\u6b65\u9aa4\uff0c\u964d\u4f4e\u4efb\u52a1\u63a8\u8fdb\u901f\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u52a8\u6001\u8c03\u8282\u673a\u5236\u663e\u8457\u63d0\u5347\u4e86\u5bf9\u975e\u6280\u80fd\u64cd\u4f5c\u5458\u7684\u9002\u5e94\u6027\uff0c\u907f\u514d\u4e86\u201c\u8f85\u52a9\u8fc7\u5ea6\u201d\u6216\u201c\u8f85\u52a9\u4e0d\u8db3\u201d\u7684\u56f0\u5883\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u516d\u3001\u5b9e\u9a8c\u8bbe\u8ba1\u4e0e\u7ed3\u679c\u5206\u6790<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">6.1 \u5b9e\u9a8c\u8bbe\u7f6e<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u9a8c\u8bc1\u672c\u6587\u6240\u63d0\u65b9\u6cd5\u7684\u6709\u6548\u6027\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u6a21\u62df\u822a\u7a7a\u7ef4\u4fee\u64cd\u4f5c\u573a\u666f\u7684\u5b9e\u9a8c\u5e73\u53f0\u3002\u5b9e\u9a8c\u5bf9\u8c61\u4e3a30\u540d\u975e\u6280\u80fd\u64cd\u4f5c\u5458\uff08\u65e0\u822a\u7a7a\u7ef4\u4fee\u7ecf\u9a8c\uff0c\u4ec5\u63a5\u53d7\u8fc7\u57fa\u7840\u57f9\u8bad\uff09\u3002\u4efb\u52a1\u4e3a\u5728\u89c4\u5b9a\u65f6\u95f4\u5185\u5b8c\u6210\u67d0\u578b\u53d1\u52a8\u673a\u90e8\u4ef6\u7684\u62c6\u5378\u4e0e\u68c0\u67e5\u6d41\u7a0b\uff0c\u8fc7\u7a0b\u4e2d\u53ef\u901a\u8fc7\u8bed\u97f3\u4e0e\u7cfb\u7edf\u4ea4\u4e92\u5bfb\u6c42\u5e2e\u52a9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u6bd4\u7ec4\u8bbe\u7f6e\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5bf9\u7167\u7ec4A<\/strong>\uff1a\u65e0\u8f85\u52a9\u7cfb\u7edf\uff0c\u4ec5\u63d0\u4f9b\u7eb8\u8d28\u624b\u518c\u3002<\/li>\n\n\n\n<li><strong>\u5bf9\u7167\u7ec4B<\/strong>\uff1a\u57fa\u4e8e\u89c4\u5219\u7684\u7535\u5b50\u5de5\u4f5c\u6307\u4ee4\u7cfb\u7edf\u3002<\/li>\n\n\n\n<li><strong>\u5bf9\u7167\u7ec4C<\/strong>\uff1a\u5355\u4e00LLM\u5bf9\u8bdd\u52a9\u624b\uff08\u57fa\u4e8eGPT-4\uff09\u3002<\/li>\n\n\n\n<li><strong>\u5b9e\u9a8c\u7ec4<\/strong>\uff1a\u672c\u6587\u63d0\u51fa\u7684LLM-MAS-CA\u7cfb\u7edf\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bc4\u4f30\u6307\u6807\u5305\u62ec\uff1a\u4efb\u52a1\u5b8c\u6210\u65f6\u95f4\u3001\u64cd\u4f5c\u9519\u8bef\u7387\u3001\u4e3b\u89c2\u8ba4\u77e5\u8d1f\u8377\uff08NASA-TLX\u91cf\u8868\uff09\u3001\u7cfb\u7edf\u53ef\u7528\u6027\u8bc4\u5206\uff08SUS\uff09\u53ca\u610f\u56fe\u8bc6\u522b\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6.2 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class=\"wp-block-list\">\n<li><strong>\u4efb\u52a1\u5b8c\u6210\u65f6\u95f4<\/strong>\uff1a\u5b9e\u9a8c\u7ec4\u5e73\u5747\u5b8c\u6210\u65f6\u95f4\u8f83\u5bf9\u7167\u7ec4A\u7f29\u77ed47%\uff0c\u8f83\u5bf9\u7167\u7ec4B\u7f29\u77ed28%\uff0c\u8f83\u5bf9\u7167\u7ec4C\u7f29\u77ed15%\u3002<\/li>\n\n\n\n<li><strong>\u64cd\u4f5c\u9519\u8bef\u7387<\/strong>\uff1a\u5b9e\u9a8c\u7ec4\u9519\u8bef\u7387\u6700\u4f4e\uff0c\u4e3a3.2%\uff0c\u800c\u5bf9\u7167\u7ec4A\u4e3a18.7%\uff0c\u5bf9\u7167\u7ec4B\u4e3a9.5%\uff0c\u5bf9\u7167\u7ec4C\u4e3a6.1%\u3002<\/li>\n\n\n\n<li><strong>\u8ba4\u77e5\u8d1f\u8377<\/strong>\uff1a\u5b9e\u9a8c\u7ec4NASA-TLX\u8bc4\u5206\uff08\u52a0\u6743\u5e73\u5747\uff09\u4e3a42.3\uff0c\u663e\u8457\u4f4e\u4e8e\u5bf9\u7167\u7ec4A\uff0878.6\uff09\u3001\u5bf9\u7167\u7ec4B\uff0859.4\uff09\u548c\u5bf9\u7167\u7ec4C\uff0851.2\uff09\u3002<\/li>\n\n\n\n<li><strong>\u610f\u56fe\u8bc6\u522b\u51c6\u786e\u7387<\/strong>\uff1a\u5b9e\u9a8c\u7ec4\u610f\u56fe\u8bc6\u522b\u51c6\u786e\u7387\u8fbe91.3%\uff0c\u5bf9\u7167\u7ec4C\u4e3a78.5%\u3002\u5c24\u5176\u5728\u5904\u7406\u6a21\u7cca\u610f\u56fe\u548c\u9690\u542b\u610f\u56fe\u65f6\uff0c\u5b9e\u9a8c\u7ec4\u4f18\u52bf\u66f4\u4e3a\u660e\u663e\u3002<\/li>\n\n\n\n<li><strong>\u7cfb\u7edf\u53ef\u7528\u6027<\/strong>\uff1a\u5b9e\u9a8c\u7ec4SUS\u8bc4\u5206\u4e3a84.7\uff0c\u5c5e\u201c\u4f18\u79c0\u201d\u7b49\u7ea7\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6.3 \u7ed3\u679c\u5206\u6790<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9e\u9a8c\u7ed3\u679c\u7684\u663e\u8457\u6027\u5dee\u5f02\u53ef\u4ece\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u89d2\u5ea6\u89e3\u91ca\u3002\u5355\u4e00LLM\u52a9\u624b\u5728\u5904\u7406\u590d\u6742\u3001\u591a\u8f6e\u4ea4\u4e92\u65f6\uff0c\u5bb9\u6613\u51fa\u73b0\u201c\u610f\u56fe\u6f02\u79fb\u201d\u2014\u2014\u968f\u7740\u5bf9\u8bdd\u8f6e\u6b21\u589e\u52a0\uff0c\u6a21\u578b\u9010\u6e10\u504f\u79bb\u539f\u59cb\u95ee\u9898\u3002\u800c\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u901a\u8fc7IPA\u6301\u7eed\u805a\u7126\u610f\u56fe\uff0cKRA\u63d0\u4f9b\u7cbe\u51c6\u77e5\u8bc6\uff0cTPA\u63a7\u5236\u4efb\u52a1\u6d41\u7a0b\uff0c\u6709\u6548\u6291\u5236\u4e86\u6f02\u79fb\u73b0\u8c61\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b64\u5916\uff0c\u8ba4\u77e5\u5378\u8f7d\u673a\u5236\u7684\u5f15\u5165\u663e\u8457\u964d\u4f4e\u4e86\u64cd\u4f5c\u5458\u7684\u5fc3\u7406\u8d1f\u8377\uff0c\u4f7f\u5176\u80fd\u5c06\u66f4\u591a\u6ce8\u610f\u529b\u96c6\u4e2d\u4e8e\u5173\u952e\u64cd\u4f5c\u672c\u8eab\uff0c\u800c\u975e\u4fe1\u606f\u641c\u7d22\u4e0e\u8bb0\u5fc6\u7ef4\u6301\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e03\u3001\u6311\u6218\u4e0e\u672a\u6765\u5c55\u671b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">7.1 \u5f53\u524d\u6311\u6218<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c3d\u7ba1\u672c\u6587\u65b9\u6cd5\u53d6\u5f97\u4e86\u663e\u8457\u6548\u679c\uff0c\u4f46\u4ecd\u9762\u4e34\u82e5\u5e72\u6311\u6218\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b9e\u65f6\u6027\u8981\u6c42<\/strong>\uff1a\u591a\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u591a\u6b21LLM\u8c03\u7528\u589e\u52a0\u4e86\u7cfb\u7edf\u5ef6\u8fdf\uff0c\u5728\u6beb\u79d2\u7ea7\u54cd\u5e94\u8981\u6c42\u7684\u573a\u666f\u4e0b\u4ecd\u9700\u4f18\u5316\u3002<\/li>\n\n\n\n<li><strong>\u5b89\u5168\u5173\u952e\u573a\u666f\u7684\u53ef\u9760\u6027<\/strong>\uff1a\u5728\u822a\u7a7a\u822a\u5929\u3001\u6838\u5de5\u4e1a\u7b49\u5b89\u5168\u5173\u952e\u9886\u57df\uff0cLLM\u7684\u201c\u5e7b\u89c9\u201d\u95ee\u9898\u4ecd\u662f\u91cd\u5927\u98ce\u9669\uff0c\u9700\u5f15\u5165\u5f62\u5f0f\u5316\u9a8c\u8bc1\u673a\u5236\u3002<\/li>\n\n\n\n<li><strong>\u4e2a\u6027\u5316\u9002\u5e94\u6027<\/strong>\uff1a\u4e0d\u540c\u64cd\u4f5c\u5458\u7684\u8ba4\u77e5\u98ce\u683c\u4e0e\u504f\u597d\u5b58\u5728\u5dee\u5f02\uff0c\u5f53\u524d\u7cfb\u7edf\u5c1a\u7f3a\u4e4f\u957f\u671f\u4e2a\u6027\u5316\u5b66\u4e60\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 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