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class=\"wp-block-paragraph\">\u5b9e\u65f6\u6027\u8981\u6c42\uff1a\u8f85\u52a9\u7cfb\u7edf\u9700\u5728\u6beb\u79d2\u81f3\u79d2\u7ea7\u54cd\u5e94\u7528\u6237\uff0c\u800c\u5927\u6a21\u578b\u63a8\u7406\u5ef6\u8fdf\u8f83\u9ad8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2.3 \u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u4e0eLLM\u7ed3\u5408\u7684\u6f5c\u529b<br>\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u901a\u8fc7\u5c06\u590d\u6742\u4efb\u52a1\u5206\u89e3\u4e3a\u591a\u4e2a\u76f8\u5bf9\u72ec\u7acb\u7684\u667a\u80fd\u4f53\uff0c\u5404\u667a\u80fd\u4f53\u5177\u5907\u7279\u5b9a\u804c\u8d23\u4e0e\u5c40\u90e8\u77e5\u8bc6\uff0c\u901a\u8fc7\u901a\u4fe1\u4e0e\u534f\u5546\u5b8c\u6210\u5168\u5c40\u4efb\u52a1\u3002\u5c06LLM\u4f5c\u4e3a\u667a\u80fd\u4f53\u7684\u6838\u5fc3\u63a8\u7406\u5f15\u64ce\uff0c\u65e2\u80fd\u53d1\u6325\u5927\u6a21\u578b\u7684\u8bed\u4e49\u7406\u89e3\u4f18\u52bf\uff0c\u53c8\u80fd\u901a\u8fc7\u667a\u80fd\u4f53\u5206\u5de5\u514b\u670d\u5355\u4e00\u6a21\u578b\u7684\u5c40\u9650\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u8ba4\u77e5\u8f85\u52a9\u573a\u666f\u4e2d\uff0c\u591a\u667a\u80fd\u4f53\u67b6\u6784\u53ef\u5c06\u610f\u56fe\u8bc6\u522b\u5206\u89e3\u4e3a\u591a\u4e2a\u5b50\u4efb\u52a1\uff1a\u8ba4\u77e5\u72b6\u6001\u8bc4\u4f30\u3001\u610f\u56fe\u5019\u9009\u751f\u6210\u3001\u4e0a\u4e0b\u6587\u9a8c\u8bc1\u3001\u8f85\u52a9\u7b56\u7565\u9009\u62e9\u7b49\uff0c\u5404\u5b50\u4efb\u52a1\u7531\u4e13\u95e8\u667a\u80fd\u4f53\u8d1f\u8d23\uff0c\u5e76\u901a\u8fc7\u534f\u4f5c\u673a\u5236\u5b9e\u73b0\u6574\u4f53\u4f18\u5316\u3002\u8fd9\u79cd\u8bbe\u8ba1\u4e0d\u4ec5\u63d0\u5347\u4e86\u7cfb\u7edf\u7684\u9c81\u68d2\u6027\u4e0e\u53ef\u89e3\u91ca\u6027\uff0c\u4e5f\u4e3a\u878d\u5408\u591a\u6a21\u6001\u4fe1\u606f\u3001\u5b9e\u73b0\u4e2a\u6027\u5316\u8f85\u52a9\u63d0\u4f9b\u4e86\u67b6\u6784\u57fa\u7840\u3002<\/p>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li>\u57fa\u4e8eLLM\u591a\u667a\u80fd\u4f53\u7684\u8ba4\u77e5\u8f85\u52a9\u6846\u67b6<br>3.1 \u6846\u67b6\u603b\u4f53\u7ed3\u6784<br>\u672c\u6587\u63d0\u51fa\u7684\u8ba4\u77e5\u8f85\u52a9\u6846\u67b6\u7531\u56db\u4e2a\u6838\u5fc3\u667a\u80fd\u4f53\u7ec4\u6210\uff1a\u8ba4\u77e5\u8bca\u65ad\u667a\u80fd\u4f53\u3001\u610f\u56fe\u89e3\u6790\u667a\u80fd\u4f53\u3001\u77e5\u8bc6\u68c0\u7d22\u667a\u80fd\u4f53\u4e0e\u4ea4\u4e92\u751f\u6210\u667a\u80fd\u4f53\u3002\u5404\u667a\u80fd\u4f53\u5747\u4ee5\u5927\u8bed\u8a00\u6a21\u578b\u4e3a\u63a8\u7406\u6838\u5fc3\uff0c\u5e76\u914d\u5907\u7279\u5b9a\u7684\u63d0\u793a\u5de5\u7a0b\u3001\u5de5\u5177\u8c03\u7528\u4e0e\u8bb0\u5fc6\u6a21\u5757\u3002\u6846\u67b6\u91c7\u7528\u201c\u611f\u77e5-\u8bca\u65ad-\u89e3\u6790-\u68c0\u7d22-\u751f\u6210\u201d\u7684\u6d41\u6c34\u7ebf\u534f\u540c\u6a21\u5f0f\uff0c\u540c\u65f6\u652f\u6301\u667a\u80fd\u4f53\u95f4\u7684\u52a8\u6001\u53cd\u9988\u4e0e\u8fed\u4ee3\u4f18\u5316\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u6846\u67b6\u7684\u8f93\u5165\u5305\u62ec\uff1a\u7528\u6237\u81ea\u7136\u8bed\u8a00\u8f93\u5165\u3001\u64cd\u4f5c\u73af\u5883\u4e0a\u4e0b\u6587\uff08\u8bbe\u5907\u72b6\u6001\u3001\u4f20\u611f\u5668\u6570\u636e\uff09\u3001\u5386\u53f2\u4ea4\u4e92\u8bb0\u5f55\u3001\u64cd\u4f5c\u5458\u6863\u6848\uff08\u53ef\u9009\uff09\u3002\u8f93\u51fa\u4e3a\u4e2a\u6027\u5316\u7684\u8ba4\u77e5\u8f85\u52a9\u5185\u5bb9\uff0c\u5305\u62ec\u64cd\u4f5c\u6307\u5f15\u3001\u95ee\u9898\u89e3\u91ca\u3001\u8b66\u793a\u63d0\u793a\u3001\u5b66\u4e60\u5efa\u8bae\u7b49\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">3.2 \u8ba4\u77e5\u8bca\u65ad\u667a\u80fd\u4f53<br>\u8be5\u667a\u80fd\u4f53\u7684\u804c\u8d23\u662f\u5bf9\u64cd\u4f5c\u5458\u7684\u5f53\u524d\u8ba4\u77e5\u72b6\u6001\u8fdb\u884c\u63a8\u65ad\u3002\u5b83\u4e0d\u76f4\u63a5\u89e3\u6790\u610f\u56fe\uff0c\u800c\u662f\u5206\u6790\u7528\u6237\u8f93\u5165\u4e2d\u9690\u542b\u7684\u8ba4\u77e5\u7279\u5f81\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56f0\u60d1\u5ea6\uff1a\u901a\u8fc7\u8bed\u8a00\u6a21\u7cca\u6027\u3001\u505c\u987f\u6a21\u5f0f\u3001\u91cd\u590d\u8868\u8fbe\u7b49\u5224\u65ad\u7528\u6237\u7684\u786e\u5b9a\u7a0b\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u77e5\u8bc6\u7f3a\u53e3\uff1a\u8bc6\u522b\u7528\u6237\u8868\u8fbe\u4e2d\u7f3a\u5931\u7684\u5173\u952e\u6982\u5ff5\u6216\u9519\u8bef\u5047\u8bbe\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u60c5\u7eea\u72b6\u6001\uff1a\u68c0\u6d4b\u7126\u8651\u3001\u6025\u8e81\u3001\u72b9\u8c6b\u7b49\u60c5\u7eea\u4fe1\u53f7\uff0c\u8f85\u52a9\u540e\u7eed\u4ea4\u4e92\u7b56\u7565\u9009\u62e9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ba4\u77e5\u8bca\u65ad\u667a\u80fd\u4f53\u91c7\u7528\u5c11\u6837\u672c\u63d0\u793a\u6a21\u677f\uff0c\u7ed3\u5408\u5fc3\u7406\u8bed\u8a00\u5b66\u4e0e\u8ba4\u77e5\u5de5\u7a0b\u9886\u57df\u77e5\u8bc6\uff0c\u8f93\u51fa\u7ed3\u6784\u5316\u7684\u8ba4\u77e5\u72b6\u6001\u5411\u91cf\uff0c\u4e3a\u540e\u7eed\u610f\u56fe\u89e3\u6790\u63d0\u4f9b\u201c\u8ba4\u77e5\u4e0a\u4e0b\u6587\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">3.3 \u610f\u56fe\u89e3\u6790\u667a\u80fd\u4f53<br>\u610f\u56fe\u89e3\u6790\u662f\u7cfb\u7edf\u7684\u6838\u5fc3\u6a21\u5757\u3002\u8be5\u667a\u80fd\u4f53\u63a5\u6536\u7528\u6237\u539f\u59cb\u8f93\u5165\u4e0e\u8ba4\u77e5\u8bca\u65ad\u7ed3\u679c\uff0c\u8f93\u51fa\u5f62\u5f0f\u5316\u7684\u610f\u56fe\u8868\u793a\u3002\u4e0e\u4f20\u7edf\u610f\u56fe\u5206\u7c7b\u4e0d\u540c\uff0c\u672c\u65b9\u6cd5\u91c7\u7528\u591a\u5c42\u6b21\u610f\u56fe\u56fe\uff08Multi-level Intent Graph\uff09\u4f5c\u4e3a\u7edf\u4e00\u8868\u793a\u6846\u67b6\uff0c\u5305\u542b\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u6807\u5c42\uff1a\u7528\u6237\u6700\u7ec8\u8981\u8fbe\u6210\u7684\u64cd\u4f5c\u76ee\u6807\uff08\u5982\u201c\u4fee\u590d\u4f20\u9001\u5e26\u201d\uff09<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4efb\u52a1\u5c42\uff1a\u8fbe\u6210\u76ee\u6807\u6240\u9700\u7684\u5b50\u4efb\u52a1\u5e8f\u5217\uff08\u5982\u201c\u68c0\u67e5\u7535\u673a-\u5b9a\u4f4d\u6545\u969c-\u66f4\u6362\u96f6\u4ef6\u201d\uff09<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u52a8\u4f5c\u5c42\uff1a\u5177\u4f53\u7684\u64cd\u4f5c\u52a8\u4f5c\uff08\u5982\u201c\u6309\u4e0b\u6025\u505c\u6309\u94ae\u201d\uff09<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8d44\u6e90\u5c42\uff1a\u6240\u9700\u5de5\u5177\u3001\u6587\u6863\u3001\u652f\u6301\u7b49<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u610f\u56fe\u89e3\u6790\u667a\u80fd\u4f53\u901a\u8fc7\u94fe\u5f0f\u63a8\u7406\uff08Chain-of-Thought\uff09\u5f15\u5bfcLLM\u9010\u6b65\u6784\u5efa\u8be5\u610f\u56fe\u56fe\uff0c\u5e76\u5229\u7528\u81ea\u6d3d\u6027\u68c0\u67e5\uff08Self-Consistency\uff09\u5bf9\u6b67\u4e49\u5206\u652f\u8fdb\u884c\u591a\u8def\u5f84\u9a8c\u8bc1\u3002\u5bf9\u4e8e\u8bc6\u522b\u51fa\u7684\u4e0d\u786e\u5b9a\u6027\uff0c\u667a\u80fd\u4f53\u8f93\u51fa\u9700\u6f84\u6e05\u7684\u95ee\u9898\uff0c\u7531\u4ea4\u4e92\u751f\u6210\u667a\u80fd\u4f53\u5411\u7528\u6237\u63d0\u95ee\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">3.4 \u77e5\u8bc6\u68c0\u7d22\u667a\u80fd\u4f53<br>\u64cd\u4f5c\u4efb\u52a1\u7684\u8ba4\u77e5\u8f85\u52a9\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u51c6\u786e\u7684\u9886\u57df\u77e5\u8bc6\u3002\u77e5\u8bc6\u68c0\u7d22\u667a\u80fd\u4f53\u8d1f\u8d23\u6839\u636e\u89e3\u6790\u51fa\u7684\u610f\u56fe\u56fe\uff0c\u4ece\u5916\u90e8\u77e5\u8bc6\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u3002\u8be5\u667a\u80fd\u4f53\u91c7\u7528\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval-Augmented Generation\uff09\u673a\u5236\uff0c\u5c06\u610f\u56fe\u56fe\u4e2d\u7684\u5b9e\u4f53\u4e0e\u5173\u7cfb\u8f6c\u5316\u4e3a\u67e5\u8be2\u5411\u91cf\uff0c\u7ed3\u5408\u5411\u91cf\u6570\u636e\u5e93\u4e0e\u56fe\u6570\u636e\u5e93\u8fdb\u884c\u6df7\u5408\u68c0\u7d22\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u77e5\u8bc6\u6e90\u5305\u62ec\uff1a\u8bbe\u5907\u64cd\u4f5c\u624b\u518c\u3001\u6545\u969c\u6811\u5206\u6790\u3001\u5386\u53f2\u7ef4\u4fee\u6848\u4f8b\u3001\u6807\u51c6\u4f5c\u4e1a\u7a0b\u5e8f\u7b49\u3002\u4e3a\u9002\u5e94\u975e\u6280\u80fd\u64cd\u4f5c\u5458\u7684\u7406\u89e3\u6c34\u5e73\uff0c\u68c0\u7d22\u7ed3\u679c\u9700\u7ecf\u77e5\u8bc6\u84b8\u998f\u5904\u7406\uff0c\u63d0\u53d6\u51fa\u6700\u6838\u5fc3\u3001\u6700\u6613\u61c2\u7684\u5185\u5bb9\uff0c\u800c\u975e\u7b80\u5355\u8fd4\u56de\u539f\u59cb\u6280\u672f\u6587\u6863\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">3.5 \u4ea4\u4e92\u751f\u6210\u667a\u80fd\u4f53<br>\u8be5\u667a\u80fd\u4f53\u8d1f\u8d23\u5c06\u610f\u56fe\u89e3\u6790\u7ed3\u679c\u4e0e\u68c0\u7d22\u5230\u7684\u77e5\u8bc6\u6574\u5408\uff0c\u751f\u6210\u9762\u5411\u7528\u6237\u7684\u4ea4\u4e92\u5185\u5bb9\u3002\u5176\u6838\u5fc3\u8bbe\u8ba1\u539f\u5219\u662f\u8ba4\u77e5\u9002\u914d\u2014\u2014\u6839\u636e\u8ba4\u77e5\u8bca\u65ad\u667a\u80fd\u4f53\u8f93\u51fa\u7684\u7528\u6237\u72b6\u6001\uff0c\u52a8\u6001\u8c03\u6574\u8f93\u51fa\u5185\u5bb9\u7684\u590d\u6742\u5ea6\u3001\u8be6\u7ec6\u7a0b\u5ea6\u4e0e\u5448\u73b0\u5f62\u5f0f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u5f53\u68c0\u6d4b\u5230\u7528\u6237\u5904\u4e8e\u9ad8\u56f0\u60d1\u72b6\u6001\u65f6\uff0c\u4ea4\u4e92\u751f\u6210\u667a\u80fd\u4f53\u503e\u5411\u4e8e\u8f93\u51fa\u5206\u6b65\u5f0f\u3001\u793a\u4f8b\u4e30\u5bcc\u7684\u5f15\u5bfc\u5185\u5bb9\uff0c\u5e76\u4e3b\u52a8\u63d0\u4f9b\u786e\u8ba4\u6027\u95ee\u9898\uff1b\u5f53\u7528\u6237\u8868\u73b0\u51fa\u8f83\u9ad8\u7406\u89e3\u5ea6\u65f6\uff0c\u5219\u91c7\u7528\u7b80\u6d01\u6307\u4ee4\u4e0e\u8fdb\u9636\u63d0\u793a\u3002\u4ea4\u4e92\u5f62\u5f0f\u5305\u62ec\u6587\u672c\u3001\u7ed3\u6784\u5316\u5217\u8868\u3001\u6a21\u62df\u56fe\u793a\u6587\u5b57\u63cf\u8ff0\u7b49\uff0c\u5e76\u53ef\u9884\u7559\u591a\u6a21\u6001\u6269\u5c55\u63a5\u53e3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">3.6 \u667a\u80fd\u4f53\u534f\u540c\u673a\u5236<br>\u56db\u4e2a\u667a\u80fd\u4f53\u4e4b\u95f4\u901a\u8fc7\u9ed1\u677f\u7cfb\u7edf\uff08Blackboard System\uff09\u8fdb\u884c\u534f\u540c\u3002\u9ed1\u677f\u662f\u4e00\u4e2a\u5171\u4eab\u7684\u5de5\u4f5c\u5185\u5b58\uff0c\u8bb0\u5f55\u5f53\u524d\u4f1a\u8bdd\u7684\u610f\u56fe\u56fe\u3001\u8ba4\u77e5\u72b6\u6001\u3001\u68c0\u7d22\u7ed3\u679c\u3001\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\u7b49\u3002\u5404\u667a\u80fd\u4f53\u72ec\u7acb\u8fd0\u884c\uff0c\u901a\u8fc7\u8bfb\u5199\u9ed1\u677f\u5b9e\u73b0\u4fe1\u606f\u5171\u4eab\u4e0e\u72b6\u6001\u540c\u6b65\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u5e94\u5bf9\u610f\u56fe\u8bc6\u522b\u7684\u52a8\u6001\u6027\uff0c\u7cfb\u7edf\u5f15\u5165\u534f\u5546\u673a\u5236\uff1a\u5f53\u610f\u56fe\u89e3\u6790\u667a\u80fd\u4f53\u4ea7\u751f\u591a\u4e2a\u5019\u9009\u610f\u56fe\u65f6\uff0c\u8ba4\u77e5\u8bca\u65ad\u667a\u80fd\u4f53\u8bc4\u4f30\u5404\u5019\u9009\u4e0e\u7528\u6237\u72b6\u6001\u7684\u5339\u914d\u5ea6\uff0c\u77e5\u8bc6\u68c0\u7d22\u667a\u80fd\u4f53\u68c0\u67e5\u5404\u5019\u9009\u7684\u77e5\u8bc6\u53ef\u652f\u6491\u6027\uff0c\u4ea4\u4e92\u751f\u6210\u667a\u80fd\u4f53\u8bc4\u4f30\u53ef\u89e3\u91ca\u6027\uff0c\u6700\u7ec8\u901a\u8fc7\u52a0\u6743\u6295\u7968\u786e\u5b9a\u6700\u4f18\u610f\u56fe\u3002\u8fd9\u79cd\u591a\u89c6\u89d2\u9a8c\u8bc1\u663e\u8457\u63d0\u5347\u4e86\u610f\u56fe\u8bc6\u522b\u7684\u51c6\u786e\u6027\u4e0e\u9c81\u68d2\u6027\u3002<\/p>\n\n\n\n<ol start=\"4\" class=\"wp-block-list\">\n<li>\u9762\u5411\u975e\u6280\u80fd\u64cd\u4f5c\u5458\u7684\u610f\u56fe\u8bc6\u522b\u65b9\u6cd5<br>4.1 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class=\"wp-block-paragraph\">\u5728\u4ec5\u6709\u8bed\u8a00\u8f93\u5165\u7684\u60c5\u51b5\u4e0b\uff0c\u7cfb\u7edf\u901a\u8fc7\u4e0a\u4e0b\u6587\u6269\u5c55\u7b56\u7565\u589e\u5f3a\u610f\u56fe\u7406\u89e3\uff1a\u5c06\u6700\u8fd1N\u8f6e\u5bf9\u8bdd\u3001\u5f53\u524d\u8bbe\u5907\u72b6\u6001\u3001\u65f6\u95f4\u6233\u7b49\u975e\u8bed\u8a00\u4fe1\u606f\u8f6c\u5316\u4e3a\u6587\u672c\u63cf\u8ff0\uff0c\u4e0e\u7528\u6237\u8f93\u5165\u62fc\u63a5\u540e\u8f93\u5165LLM\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u8be5\u65b9\u6cd5\u80fd\u6709\u6548\u7f13\u89e3\u56e0\u6a21\u6001\u7f3a\u5931\u5bfc\u81f4\u7684\u6b67\u4e49\u95ee\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">4.2 \u4e0d\u786e\u5b9a\u6027\u5efa\u6a21\u4e0e\u4e3b\u52a8\u6f84\u6e05<br>\u975e\u6280\u80fd\u64cd\u4f5c\u5458\u7684\u8868\u8fbe\u5929\u7136\u5177\u6709\u4e0d\u786e\u5b9a\u6027\u3002\u672c\u6587\u63d0\u51fa\u4e00\u79cd\u4e0d\u786e\u5b9a\u6027\u611f\u77e5\u7684\u610f\u56fe\u8bc6\u522b\u65b9\u6cd5\uff0c\u5c06\u610f\u56fe\u8bc6\u522b\u5efa\u6a21\u4e3a\u5e26\u7f6e\u4fe1\u5ea6\u6807\u6ce8\u7684\u56fe\u751f\u6210\u95ee\u9898\u3002LLM\u5728\u751f\u6210\u610f\u56fe\u56fe\u7684\u540c\u65f6\uff0c\u4e3a\u6bcf\u4e2a\u8282\u70b9\u4e0e\u8fb9\u8f93\u51fa\u7f6e\u4fe1\u5ea6\u5206\u6570\u3002\u7f6e\u4fe1\u5ea6\u4f4e\u4e8e\u9608\u503c\u7684\u90e8\u5206\u89e6\u53d1\u4e3b\u52a8\u6f84\u6e05\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3b\u52a8\u6f84\u6e05\u91c7\u7528\u4fe1\u606f\u589e\u76ca\u6700\u5927\u5316\u7b56\u7565\uff0c\u5373\u9009\u62e9\u80fd\u591f\u6700\u5927\u7a0b\u5ea6\u964d\u4f4e\u6574\u4f53\u4e0d\u786e\u5b9a\u6027\u7684\u95ee\u9898\u5411\u7528\u6237\u63d0\u95ee\u3002\u63d0\u95ee\u5f62\u5f0f\u7ecf\u8fc7\u4e13\u95e8\u8bbe\u8ba1\uff0c\u91c7\u7528\u9009\u62e9\u9898\u6216\u6709\u9650\u9009\u9879\u65b9\u5f0f\uff0c\u964d\u4f4e\u975e\u6280\u80fd\u64cd\u4f5c\u5458\u7684\u56de\u7b54\u8d1f\u62c5\u3002\u5b9e\u9a8c\u6570\u636e\u663e\u793a\uff0c\u7ecf\u8fc72-3\u8f6e\u4e3b\u52a8\u6f84\u6e05\uff0c\u610f\u56fe\u8bc6\u522b\u7684\u51c6\u786e\u7387\u53ef\u4ece\u7ea672%\u63d0\u5347\u81f391%\u4ee5\u4e0a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">4.3 \u52a8\u6001\u610f\u56fe\u8ddf\u8e2a\u4e0e\u4fee\u6b63<br>\u5728\u5b9e\u9645\u64cd\u4f5c\u8fc7\u7a0b\u4e2d\uff0c\u7528\u6237\u610f\u56fe\u53ef\u80fd\u968f\u60c5\u5883\u53d8\u5316\u800c\u52a8\u6001\u8c03\u6574\u3002\u672c\u6587\u65b9\u6cd5\u652f\u6301\u52a8\u6001\u610f\u56fe\u8ddf\u8e2a\uff0c\u5373\u7cfb\u7edf\u5728\u6bcf\u8f6e\u4ea4\u4e92\u540e\u66f4\u65b0\u610f\u56fe\u56fe\uff0c\u5e76\u901a\u8fc7\u65f6\u5e8f\u4e00\u81f4\u6027\u68c0\u67e5\u8bc6\u522b\u610f\u56fe\u6f02\u79fb\u3002\u5f53\u68c0\u6d4b\u5230\u610f\u56fe\u663e\u8457\u53d8\u5316\u65f6\uff0c\u7cfb\u7edf\u4e0d\u76f4\u63a5\u8986\u76d6\u539f\u610f\u56fe\uff0c\u800c\u662f\u4fdd\u7559\u610f\u56fe\u6f14\u5316\u8def\u5f84\uff0c\u63d0\u4f9b\u201c\u5f53\u524d\u610f\u56fe\u201d\u4e0e\u201c\u610f\u56fe\u5386\u53f2\u201d\u53cc\u91cd\u89c6\u56fe\uff0c\u4fbf\u4e8e\u7528\u6237\u786e\u8ba4\u4e0e\u56de\u6eaf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8be5\u673a\u5236\u5c24\u5176\u9002\u7528\u4e8e\u975e\u6280\u80fd\u64cd\u4f5c\u5458\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u53ef\u80fd\u51fa\u73b0\u7684\u201c\u63a2\u7d22\u6027\u64cd\u4f5c\u201d\u884c\u4e3a\u2014\u2014\u7528\u6237\u53ef\u80fd\u5728\u4e0d\u786e\u5b9a\u7684\u60c5\u51b5\u4e0b\u5c1d\u8bd5\u591a\u6761\u8def\u5f84\uff0c\u7cfb\u7edf\u9700\u5177\u5907\u8ddf\u968f\u5e76\u8f85\u52a9\u63a2\u7d22\u7684\u80fd\u529b\uff0c\u800c\u975e\u5f3a\u5236\u5f15\u5bfc\u81f3\u9884\u8bbe\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">4.4 \u4e2a\u6027\u5316\u4e0e\u81ea\u9002\u5e94\u673a\u5236<br>\u4e0d\u540c\u975e\u6280\u80fd\u64cd\u4f5c\u5458\u7684\u8ba4\u77e5\u98ce\u683c\u3001\u9886\u57df\u57fa\u7840\u4e0e\u4ea4\u4e92\u504f\u597d\u5b58\u5728\u5dee\u5f02\u3002\u7cfb\u7edf\u901a\u8fc7\u7ef4\u62a4\u64cd\u4f5c\u5458\u753b\u50cf\u5b9e\u73b0\u4e2a\u6027\u5316\u610f\u56fe\u8bc6\u522b\u3002\u753b\u50cf\u5305\u62ec\u663e\u5f0f\u4fe1\u606f\uff08\u5982\u5c97\u4f4d\u3001\u7ecf\u9a8c\u5e74\u9650\uff09\u4e0e\u9690\u5f0f\u4fe1\u606f\uff08\u901a\u8fc7\u4ea4\u4e92\u5386\u53f2\u5b66\u4e60\u5230\u7684\u8bed\u8a00\u6a21\u5f0f\u3001\u5e38\u89c1\u6df7\u6dc6\u70b9\u7b49\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u610f\u56fe\u89e3\u6790\u667a\u80fd\u4f53\u5728\u63a8\u7406\u65f6\u4f1a\u6ce8\u5165\u753b\u50cf\u4fe1\u606f\uff0c\u4f7f\u610f\u56fe\u8bc6\u522b\u504f\u5411\u7528\u6237\u4e60\u60ef\u7684\u8868\u8fbe\u65b9\u5f0f\u3002\u4f8b\u5982\uff0c\u5bf9\u504f\u597d\u4f7f\u7528\u53e3\u8bed\u5316\u8868\u8fbe\u7684\u7528\u6237\uff0c\u7cfb\u7edf\u5728\u89e3\u6790\u65f6\u91c7\u7528\u66f4\u5bbd\u677e\u7684\u8bed\u4e49\u5339\u914d\uff1b\u5bf9\u7ecf\u5e38\u6df7\u6dc6\u76f8\u4f3c\u672f\u8bed\u7684\u7528\u6237\uff0c\u4e3b\u52a8\u63d0\u4f9b\u672f\u8bed\u6f84\u6e05\u3002<\/p>\n\n\n\n<ol start=\"5\" class=\"wp-block-list\">\n<li>\u5b9e\u9a8c\u8bbe\u8ba1\u4e0e\u7ed3\u679c\u5206\u6790<br>5.1 \u5b9e\u9a8c\u8bbe\u7f6e<br>\u4e3a\u9a8c\u8bc1\u6240\u63d0\u65b9\u6cd5\u7684\u6709\u6548\u6027\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u9762\u5411\u667a\u80fd\u5236\u9020\u8bbe\u5907\u6545\u969c\u6392\u67e5\u7684\u8ba4\u77e5\u8f85\u52a9\u539f\u578b\u7cfb\u7edf\uff0c\u5e76\u62db\u52df30\u540d\u975e\u6280\u80fd\u64cd\u4f5c\u5458\uff08\u65e0\u76f8\u5173\u8bbe\u5907\u7ef4\u4fee\u7ecf\u9a8c\uff09\u53c2\u4e0e\u5b9e\u9a8c\u3002\u5b9e\u9a8c\u4efb\u52a1\u4e3a\u5728\u89c4\u5b9a\u65f6\u95f4\u5185\u5b8c\u6210\u4e09\u79cd\u5178\u578b\u6545\u969c\u7684\u6392\u67e5\u4e0e\u4fee\u590d\uff0c\u7cfb\u7edf\u8bb0\u5f55\u7528\u6237\u4ea4\u4e92\u65e5\u5fd7\u3001\u4efb\u52a1\u5b8c\u6210\u65f6\u95f4\u3001\u6c42\u52a9\u6b21\u6570\u3001\u4e3b\u89c2\u8ba4\u77e5\u8d1f\u8377\u8bc4\u5206\uff08NASA-TLX\uff09\u7b49\u6307\u6807\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u6bd4\u65b9\u6cd5\u5305\u62ec\uff1a\u57fa\u7ebf\u7cfb\u7edf\uff08\u57fa\u4e8e\u5173\u952e\u8bcd\u5339\u914d\u7684\u9759\u6001\u624b\u518c\uff09\u3001\u5355\u4e00LLM\u8f85\u52a9\u7cfb\u7edf\uff08\u76f4\u63a5\u4f7f\u7528GPT-4\u8fdb\u884c\u5bf9\u8bdd\u8f85\u52a9\uff09\u3001\u4ee5\u53ca\u672c\u6587\u63d0\u51fa\u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">5.2 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