{"id":39265,"date":"2025-03-07T07:01:48","date_gmt":"2025-03-06T23:01:48","guid":{"rendered":"https:\/\/17aitech.com\/?p=39265"},"modified":"2025-03-07T07:01:48","modified_gmt":"2025-03-06T23:01:48","slug":"%e5%bc%80%e5%90%af%e7%a9%ba%e9%97%b4%e6%99%ba%e8%83%bd%e9%97%ae%e7%ad%94%e6%96%b0%e6%97%b6%e4%bb%a3%ef%bc%9aspatial-rag%e6%a1%86%e6%9e%b6%e6%9d%a5%e4%ba%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39265","title":{"rendered":"\u5f00\u542f\u7a7a\u95f4\u667a\u80fd\u95ee\u7b54\u65b0\u65f6\u4ee3\uff1aSpatial-RAG\u6846\u67b6\u6765\u4e86"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-06-3\" target=\"_blank\">\u5f00\u542f\u7a7a\u95f4\u667a\u80fd\u95ee\u7b54\u65b0\u65f6\u4ee3\uff1aSpatial-RAG\u6846\u67b6\u6765\u4e86<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-cda1bf3d9cc4ad8f41a5c78ebb2ca479.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-cda1bf3d9cc4ad8f41a5c78ebb2ca479.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>0. \u80cc\u666f\u7b80\u4ecb<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5982 GPT \u7cfb\u5217\u5df2\u7ecf\u5728\u6587\u672c\u751f\u6210\u548c\u7406\u89e3\u4efb\u52a1\u4e2d\u5c55\u73b0\u4e86\u5f3a\u5927\u7684\u80fd\u529b\u3002\u7136\u800c\uff0c\u5f53\u6d89\u53ca\u5230<strong>\u7a7a\u95f4\u63a8\u7406<\/strong>\u4efb\u52a1\u65f6\uff0cLLMs \u7684\u8868\u73b0\u5374\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\u3002\u7a7a\u95f4\u63a8\u7406\u4e0d\u4ec5\u8981\u6c42\u6a21\u578b\u7406\u89e3\u590d\u6742\u7684\u7a7a\u95f4\u5173\u7cfb\uff0c\u8fd8\u9700\u8981\u7ed3\u5408\u5730\u7406\u6570\u636e\u548c\u8bed\u4e49\u4fe1\u606f\uff0c\u751f\u6210\u51c6\u786e\u7684\u56de\u7b54\u3002\u4e3a\u4e86\u7a81\u7834\u8fd9\u4e00\u74f6\u9888\uff0c\u7814\u7a76\u4eba\u5458\u63a8\u51fa\u4e86<strong>\u00a0Spatial Retrieval-Augmented Generation (Spatial-RAG)<\/strong>\u2014\u2014 \u4e00\u4e2a\u9769\u547d\u6027\u7684\u6846\u67b6\uff0c\u65e8\u5728\u589e\u5f3a LLMs \u5728\u7a7a\u95f4\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section><strong>1. \u8bba\u6587\u4fe1\u606f<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u6807\u9898\uff1aSpatial-RAG: Spatial Retrieval Augmented Generation for Real-World Spatial Reasoning Questions<\/section>\n<\/li>\n<li>\n<section>\u4f5c\u8005\uff1aDazhou Yu, Riyang Bao, Gengchen Mai, Liang Zhao<\/section>\n<\/li>\n<li>\n<section>\u673a\u6784\uff1a\u57c3\u9ed8\u91cc\u5927\u5b66\u3001\u5fb7\u5dde\u5927\u5b66\u5965\u65af\u6c40\u5206\u6821\u00a0<\/section>\n<\/li>\n<li>\n<section>\u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2502.18470<\/section>\n<\/li>\n<\/ul>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>2. \u6311\u6218\u4e0e\u89e3\u51b3\u65b9\u6848<\/strong><\/section>\n<section><\/section>\n<section>\u7a7a\u95f4\u95ee\u7b54\u957f\u671f\u4ee5\u6765\u4e00\u76f4\u662f\u4e00\u4e2a\u57fa\u7840\u9886\u57df\uff0c\u5b83\u5305\u62ec\u5404\u79cd\u7a7a\u95f4\u95ee\u9898\uff0c\u4ece\u8bc6\u522b\u6700\u8fd1\u7684\u90bb\u5c45\u5230\u68c0\u6d4b\u7ebf\u4e0e\u591a\u8fb9\u5f62\u7684\u4ea4\u96c6\u3002\u7136\u800c\uff0c\u4f20\u7edf\u7684\u7a7a\u95f4\u95ee\u7b54\u7cfb\u7edf\u4f9d\u8d56\u4e8e\u4e13\u95e8\u7684\u7a7a\u95f4\u67e5\u8be2\u8bed\u8a00\uff08\u6bd4\u5982 GeoSPARQL\uff0c Spatial SQL\uff09\uff0c\u8fd9\u4e9b\u8bed\u8a00\u4e0e\u4eba\u7c7b\u8bed\u8a00\u5927\u76f8\u5f84\u5ead\uff0c\u4f7f\u5f97\u666e\u901a\u7528\u6237\u96be\u4ee5\u4f7f\u7528\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u7f3a\u4e4f\u4ece\u4eba\u7c7b\u6587\u672c\u7684\u4e30\u5bcc\u4e0a\u4e0b\u6587\u4e2d\u63a8\u65ad\u590d\u6742\u7a7a\u95f4\u548c\u8bed\u4e49\u5173\u7cfb\u7684\u80fd\u529b\uff0c\u9650\u5236\u4e86\u5b83\u4eec\u5728\u73b0\u5b9e\u4e16\u754c\u95ee\u7b54\u573a\u666f\u4e2d\u7684\u9002\u7528\u6027\u3002<\/section>\n<section><\/section>\n<section>\u8fd1\u5e74\u6765\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u8fdb\u5c55\u5df2\u7ecf\u5728\u673a\u5668\u5b66\u4e60\uff08ML\uff09\u7684\u8bb8\u591a\u9886\u57df\u5e26\u6765\u4e86\u53d8\u9769\uff0c\u7279\u522b\u662f\u5728\u7406\u89e3\u548c\u751f\u6210\u7c7b\u4eba\u6587\u672c\u65b9\u9762\u3002\u8fd9\u4e00\u8fdb\u5c55\u6fc0\u53d1\u4e86\u4eba\u4eec\u901a\u8fc7\u76f4\u63a5\u4ece LLMs \u4e2d\u63d0\u53d6\u7a7a\u95f4\u77e5\u8bc6\u6765\u5f25\u5408\u7a7a\u95f4\u95ee\u7b54\u4e0e\u81ea\u7136\u8bed\u8a00\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002\u8fd9\u4e9b\u52aa\u529b\u6db5\u76d6\u4e86\u5e7f\u6cdb\u7684\u5e94\u7528\uff0c\u5305\u62ec\u5730\u7406\u767e\u79d1\u5168\u4e66\u95ee\u7b54\u3001\u5730\u7406\u5b9a\u4f4d\u548c\u81ea\u52a8\u9ad8\u7cbe\u5ea6\u5730\u56fe\u751f\u6210\u7b49\u3002\u5c3d\u7ba1\u53d6\u5f97\u4e86\u8fd9\u4e9b\u8fdb\u5c55\uff0c\u6700\u8fd1\u7684\u7814\u7a76\u8868\u660e\uff0cLLMs \u5728\u7a7a\u95f4\u63a8\u7406\u65b9\u9762\u8868\u73b0\u51fa\u663e\u8457\u7684\u5c40\u9650\u6027\uff0c\u751a\u81f3\u5728\u5904\u7406\u57fa\u672c\u7684\u7a7a\u95f4\u4efb\u52a1\u65f6\u4e5f\u9047\u5230\u56f0\u96be\uff0c\u4f8b\u5982\u5730\u7406\u89e3\u6790\u548c\u7406\u89e3\u76f8\u5bf9\u7a7a\u95f4\u5173\u7cfb\u3002\u8fd9\u79cd\u5dee\u8ddd\u5728\u5904\u7406\u73b0\u5b9e\u4e16\u754c\u7684\u7a7a\u95f4\u63a8\u7406\u4efb\u52a1\u65f6\u5c24\u4e3a\u660e\u663e\uff0c\u4f8b\u5982\u56fe 1 \u4e2d\u6240\u793a\u7684\u573a\u666f\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-701a860a1103d94a4511bc2cc96a3390.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-701a860a1103d94a4511bc2cc96a3390.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 1. \u73b0\u5b9e\u4e16\u754c\u4e2d\u7a7a\u95f4\u63a8\u7406\u95ee\u9898\u793a\u4f8b\u3002\u6ee1\u8db3\u7a7a\u95f4\u7ea6\u675f\u7684\u533a\u57df\u4ee5\u84dd\u8272\u7a81\u51fa\u663e\u793a<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u6311\u6218\uff1a\u7a7a\u95f4\u4e0e\u8bed\u4e49\u7684\u53cc\u91cd\u9700\u6c42<\/strong><\/section>\n<section><\/section>\n<ol>\n<li>\n<section>\u7a7a\u95f4\u7ea6\u675f\uff1a\u56fe 1 \u7528\u6237\u7684\u95ee\u9898\u6d89\u53ca\u590d\u6742\u7684\u7a7a\u95f4\u5173\u7cfb\uff1a\u201c\u6cbf\u67d0\u6761\u8def\u7ebf\u63a8\u8350\u9910\u5385\u201d\u3002\u4f20\u7edf\u7684\u7a7a\u95f4\u6570\u636e\u5e93\u53ef\u4ee5\u9ad8\u6548\u5904\u7406\u8fd9\u4e9b\u7a7a\u95f4\u67e5\u8be2\uff0c\u4f46\u5b83\u4eec\u65e0\u6cd5\u7406\u89e3\u7528\u6237\u7684\u8bed\u4e49\u9700\u6c42\uff1a\u201c\u8981\u6c42\u8089\u98df\u201d\u3002<\/section>\n<\/li>\n<li>\n<section>\u8bed\u4e49\u7406\u89e3\uff1aLLMs \u64c5\u957f\u7406\u89e3\u81ea\u7136\u8bed\u8a00\u4e2d\u7684\u8bed\u4e49\u4fe1\u606f\uff0c\u4f8b\u5982\u7528\u6237\u5bf9\u9910\u5385\u7c7b\u578b\u3001\u4ef7\u683c\u6216\u8bc4\u5206\u7684\u504f\u597d\u3002\u7136\u800c\uff0cLLMs \u7f3a\u4e4f\u76f4\u63a5\u5904\u7406\u7a7a\u95f4\u6570\u636e\u7684\u80fd\u529b\uff0c\u65e0\u6cd5\u6267\u884c\u590d\u6742\u7684\u7a7a\u95f4\u8ba1\u7b97\uff08\u4f8b\u5982\uff0c\u8ba1\u7b97\u4e24\u4e2a\u70b9\u4e4b\u95f4\u7684\u8ddd\u79bb\u6216\u5224\u65ad\u4e00\u4e2a\u70b9\u662f\u5426\u4f4d\u4e8e\u67d0\u4e2a\u533a\u57df\u5185\uff09\u3002<\/section>\n<\/li>\n<\/ol>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u6311\u6218\uff0c\u589e\u5f3a LLMs \u7684\u7a7a\u95f4\u63a8\u7406\u80fd\u529b\uff0c\u8be5\u7814\u7a76\u5c06<strong>\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09<\/strong>\u6269\u5c55\u5230\u7a7a\u95f4\u4fe1\u606f\u68c0\u7d22\u548c\u63a8\u7406\uff0c\u5f25\u5408\u7ed3\u6784\u5316\u7a7a\u95f4\u6570\u636e\u5e93\u4e0e\u975e\u7ed3\u6784\u5316\u6587\u672c\u63a8\u7406\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002<\/section>\n<section><\/section>\n<section>RAG \u5728\u77e5\u8bc6\u5bc6\u96c6\u578b\u4efb\u52a1\uff08\u5982\u95ee\u7b54\uff09\u4e2d\u5df2\u7ecf\u5c55\u793a\u4e86\u5176\u6709\u6548\u6027\uff0c\u901a\u8fc7\u68c0\u7d22\u7279\u5b9a\u9886\u57df\u7684\u6587\u6863\u6765\u589e\u5f3a LLM \u7684\u54cd\u5e94\u3002\u7136\u800c\uff0c\u73b0\u6709\u7684 RAG \u7cfb\u7edf\u4e3b\u8981\u4e13\u6ce8\u4e8e\u68c0\u7d22\u548c\u751f\u6210\u6587\u672c\u5185\u5bb9\uff0c\u7f3a\u4e4f\u7a7a\u95f4\u63a8\u7406\u4efb\u52a1\u6240\u9700\u7684\u7a7a\u95f4\u667a\u80fd\uff0c\u5c24\u5176\u662f\u6d89\u53ca\u7406\u89e3\u548c\u8ba1\u7b97\u51e0\u4f55\u4f53\uff08\u5982\u70b9\u3001\u591a\u6bb5\u7ebf\u548c\u591a\u8fb9\u5f62\uff09\u4e4b\u95f4\u590d\u6742\u7a7a\u95f4\u5173\u7cfb\u7684\u4efb\u52a1\u3002<\/section>\n<section><\/section>\n<section>\u5982\u56fe 1 \u4e2d\u7684\u4f8b\u5b50\uff0c\u56de\u7b54\u95ee\u9898\u9700\u8981 LLM \u4ece\u7528\u6237\u7684\u6587\u672c\u8bf7\u6c42\u4e2d\u63d0\u53d6\u5e76\u5f62\u5f0f\u5316\u95ee\u9898\u4e3a \u201c\u627e\u5230\u9760\u8fd1\u591a\u6bb5\u7ebf\u7684\u70b9\u201d\uff0c\u5e76\u57fa\u4e8e\u7a7a\u95f4\u5730\u56fe\uff08\u6570\u636e\u5e93\uff09\u89e3\u51b3\u8be5\u95ee\u9898\u3002\u7136\u540e\uff0c\u5b83\u8fd8\u9700\u8981\u63a8\u65ad\u7528\u6237\u504f\u597d\uff0c\u4ee5\u9009\u62e9\u7a7a\u95f4\u548c\u8bed\u4e49\u4e0a\u66f4\u4f18\u7684\u5019\u9009\u5bf9\u8c61\u3002\u56e0\u6b64\uff0c\u7cfb\u7edf\u5fc5\u987b\u65e0\u7f1d\u96c6\u6210\u7ed3\u6784\u5316\u7a7a\u95f4\u68c0\u7d22\u4e0e\u975e\u7ed3\u6784\u5316\u6587\u672c\u63a8\u7406\uff0c\u786e\u4fdd\u7a7a\u95f4\u51c6\u786e\u6027\u548c\u4e0a\u4e0b\u6587\u7406\u89e3\u3002\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0c\u7814\u7a76\u4eba\u5458\u5f15\u5165\u4e86\u7a7a\u95f4\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Spatial-RAG\uff09\uff0c\u8fd9\u662f\u4e00\u4e2a\u65b0\u9896\u7684\u6846\u67b6\uff0c\u5c06\u6587\u672c\u5f15\u5bfc\u7684\u7a7a\u95f4\u68c0\u7d22\u4e0e\u7a7a\u95f4\u611f\u77e5\u7684\u6587\u672c\u751f\u6210\u76f8\u7ed3\u5408\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u4e3a\u4e86\u8bc6\u522b\u7a7a\u95f4\u76f8\u5173\u7684\u5019\u9009\u7b54\u6848\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u7a7a\u95f4\u6df7\u5408\u68c0\u7d22\u6a21\u5757\uff0c\u7ed3\u5408\u4e86\u7a00\u758f\u548c\u5bc6\u96c6\u68c0\u7d22\u5668\u3002\u4e3a\u4e86\u5bf9\u5019\u9009\u7b54\u6848\u8fdb\u884c\u6392\u5e8f\u5e76\u751f\u6210\u6700\u7ec8\u7b54\u6848\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u57fa\u4e8e\u7a7a\u95f4\u548c\u8bed\u4e49\u8054\u5408\u6392\u5e8f\u7b56\u7565\u7684 Pareto \u524d\u6cbf\u68c0\u7d22\u7ed3\u679c\u6765\u9a71\u52a8\u751f\u6210\u5668\u3002\u8be5\u7814\u7a76\u8d21\u732e\u603b\u7ed3\u5982\u4e0b\uff1a<\/section>\n<section><\/section>\n<ol>\n<li>\n<section>\u901a\u7528\u7684 Spatial-RAG \u6846\u67b6\uff1aSpatial-RAG \u662f\u7b2c\u4e00\u4e2a\u5c06 RAG \u6269\u5c55\u5230\u7a7a\u95f4\u95ee\u7b54\u7684\u6846\u67b6\uff0c\u80fd\u591f\u5904\u7406\u5e7f\u6cdb\u7684\u7a7a\u95f4\u63a8\u7406\u4efb\u52a1\uff0c\u5982\u5730\u7406\u63a8\u8350\u3001\u7a7a\u95f4\u7ea6\u675f\u641c\u7d22\u548c\u4e0a\u4e0b\u6587\u8def\u5f84\u89c4\u5212\u3002\u65e0\u7f1d\u96c6\u6210\u4e86\u7a7a\u95f4\u6570\u636e\u5e93\u3001LLMs \u548c\u57fa\u4e8e\u68c0\u7d22\u7684\u589e\u5f3a\uff0c\u4f7f\u5f97\u80fd\u591f\u5728 LLMs \u7684\u719f\u6089\u64cd\u4f5c\u8303\u5f0f\u5185\u6709\u6548\u5904\u7406\u590d\u6742\u7684\u7a7a\u95f4\u63a8\u7406\u95ee\u9898\u3002<\/section>\n<\/li>\n<li>\n<section>\u7a00\u758f &#8211; \u5bc6\u96c6\u7a7a\u95f4\u6df7\u5408\u68c0\u7d22\u5668\uff1a\u63d0\u51fa\u4e86\u4e00\u79cd\u6df7\u5408\u68c0\u7d22\u673a\u5236\uff0c\u7ed3\u5408\u4e86\u7a00\u758f\u68c0\u7d22\uff08\u57fa\u4e8e SQL \u7684\u7ed3\u6784\u5316\u67e5\u8be2\uff09\u548c\u5bc6\u96c6\u68c0\u7d22\uff08\u57fa\u4e8e LLM \u7684\u8bed\u4e49\u5339\u914d\uff09\u3002\u8fd9\u79cd\u53cc\u91cd\u65b9\u6cd5\u786e\u4fdd\u68c0\u7d22\u7ed3\u679c\u5728\u7a7a\u95f4\u548c\u8bed\u4e49\u4e0a\u4e0e\u7528\u6237\u67e5\u8be2\u4e00\u81f4\uff0c\u663e\u8457\u63d0\u9ad8\u4e86\u7a7a\u95f4\u4e0a\u4e0b\u6587\u4e2d\u7684\u68c0\u7d22\u51c6\u786e\u6027\u3002<\/section>\n<\/li>\n<li>\n<section>\u591a\u76ee\u6807\u5f15\u5bfc\u7684\u7a7a\u95f4\u6587\u672c\u751f\u6210\u5668\uff1a\u4e3a\u4e86\u5904\u7406\u7a7a\u95f4\u95ee\u7b54\u4efb\u52a1\u4e2d\u7684\u7a7a\u95f4\u7ea6\u675f\u548c\u6587\u672c\u63a8\u7406\uff0c\u5f15\u5165\u4e86\u4e00\u4e2a\u591a\u76ee\u6807\u4f18\u5316\u6846\u67b6\uff0c\u52a8\u6001\u5e73\u8861\u7a7a\u95f4\u548c\u8bed\u4e49\u76f8\u5173\u6027\u4e4b\u95f4\u7684\u6743\u8861\u3002\u8fd9\u786e\u4fdd\u4e86\u751f\u6210\u7684\u54cd\u5e94\u65e2\u51e0\u4f55\u51c6\u786e\u53c8\u8bed\u8a00\u8fde\u8d2f\u3002<\/section>\n<\/li>\n<li>\n<section>\u771f\u5b9e\u4e16\u754c\u8bc4\u4f30\uff1a\u5728\u4ece\u65c5\u6e38\u7f51\u7ad9\u6536\u96c6\u7684\u771f\u5b9e\u4e16\u754c\u6570\u636e\u96c6\u4e0a\u8bc4\u4f30\u4e86\u65b9\u6cd5\uff0c\u8be5\u6570\u636e\u96c6\u5305\u542b\u7528\u6237\u5bf9\u4e0d\u540c\u7a7a\u95f4\u5b9e\u4f53\u7684\u95ee\u9898\u548c\u8bc4\u8bba\u3002\u5728\u8be5\u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u63ed\u793a\u4e86\u5904\u7406\u73b0\u5b9e\u4e16\u754c\u7a7a\u95f4\u63a8\u7406\u95ee\u9898\u7684\u80fd\u529b\u3002<\/section>\n<\/li>\n<\/ol>\n<section><\/section>\n<section>\u901a\u8fc7\u8fd9\u4e9b\u521b\u65b0\uff0cSpatial-RAG \u663e\u8457\u589e\u5f3a\u4e86 LLMs \u7684\u7a7a\u95f4\u63a8\u7406\u80fd\u529b\uff0c\u5f25\u5408\u4e86\u7ed3\u6784\u5316\u7a7a\u95f4\u6570\u636e\u5e93\u4e0e\u81ea\u7136\u8bed\u8a00\u95ee\u7b54\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002<\/section>\n<section><\/section>\n<section><strong>3. \u65b9\u6cd5\u7b80\u4ecb<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c7bcaac4aa22cb76d4846ecd2d46622b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c7bcaac4aa22cb76d4846ecd2d46622b.png\"><\/a><\/section>\n<section><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/sup><em><sup>\u56fe 2. Spatial-RAG \u6846\u67b6<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>3.1 \u6982\u8ff0<\/strong><\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u4e00\u4e2a\u7a7a\u95f4\u63a8\u7406\u95ee\u9898 q, Spatial-RAG \u5c06\u751f\u6210\u7b54\u6848 y, \u5f62\u5f0f\u4e0a\uff0c\u8be5\u7814\u7a76\u5b9a\u4e49\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e187022eca669a096fcf779fade3566b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e187022eca669a096fcf779fade3566b.png\"><\/a><\/section>\n<section>\u5176\u4e2d\u5305\u542b\u4e09\u4e2a\u5f85\u89e3\u51b3\u7684\u5173\u952e\u9636\u6bb5\uff1a<\/section>\n<section><\/section>\n<ol>\n<li>\n<section>\u6784\u5efa\u7a7a\u95f4\u5019\u9009\u96c6<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-98bf7ac86cd1d8677378b9122f9dce55.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-98bf7ac86cd1d8677378b9122f9dce55.png\"><\/a>\uff1a\u7cfb\u7edf\u5fc5\u987b\u7cbe\u786e\u5b9a\u4e49\u7a7a\u95f4\u7ea6\u675f\uff0c\u7136\u540e\u68c0\u7d22\u6ee1\u8db3\u8fd9\u4e9b\u7ea6\u675f\u7684\u7a7a\u95f4\u5bf9\u8c61\u3002\u5982\u56fe 2 sparse spatial retrieval\uff08\u7a00\u758f\u7a7a\u95f4\u68c0\u7d22\uff09\u6240\u793a\uff0c\u901a\u8fc7\u5c06\u8f93\u5165\u7684\u81ea\u7136\u8bed\u8a00\u95ee\u9898\u89e3\u6790\u4e3a\u7a7a\u95f4 SQL \u67e5\u8be2\u6765\u5b9e\u73b0\u8fd9\u4e00\u70b9\uff0c\u8be5\u67e5\u8be2\u5c06\u5728\u7a7a\u95f4\u6570\u636e\u5e93\u4e0a\u6267\u884c\uff0c\u4ee5\u9ad8\u6548\u5730\u4ece\u6570\u636e\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u7684\u7a7a\u95f4\u5bf9\u8c61\u3002\u6b64\u8fc7\u7a0b\u5728\u7b2c 4.2 \u8282\u4e2d\u8be6\u7ec6\u8bf4\u660e\u3002<\/section>\n<\/li>\n<li>\n<section>\u8ba1\u7b97\u7a7a\u95f4\u76f8\u5173\u6027<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f1e6d05e1076d347994abe9a2919ad87.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f1e6d05e1076d347994abe9a2919ad87.png\"><\/a>\uff1a\u4e3a\u4e86\u5728\u96c6\u6210\u6587\u672c\u4fe1\u606f\u7684\u540c\u65f6\u6709\u6548\u8ba1\u7b97\u7a7a\u95f4\u76f8\u5173\u6027\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u4e00\u79cd\u6df7\u5408\u7a7a\u95f4\u68c0\u7d22\u65b9\u6848\u3002\u5982\u56fe 2 \u6240\u793a\uff0c\u8be5\u65b9\u6cd5\u7ed3\u5408\u4e86\u6765\u81ea\u6570\u636e\u5e93\u7684\u7a00\u758f\u7a7a\u95f4\u76f8\u5173\u6027\u5206\u6570\u548c\u6765\u81ea\u6587\u672c\u5d4c\u5165\u7684\u5bc6\u96c6\u8bed\u4e49\u76f8\u4f3c\u6027\u5206\u6570\u3002\u8fd9\u4f7f\u5f97\u7cfb\u7edf\u80fd\u591f\u6839\u636e\u8f93\u5165\u95ee\u9898\u7684\u7a7a\u95f4\u76f8\u5173\u6027\u5bf9\u68c0\u7d22\u5230\u7684\u7a7a\u95f4\u5bf9\u8c61\u8fdb\u884c\u6392\u5e8f\uff0c\u8be6\u89c1\u7b2c 4.3 \u8282\u3002<\/section>\n<\/li>\n<li>\n<section>\u591a\u76ee\u6807\u4f18\u5316\u751f\u6210\uff1a\u5728\u7ed9\u5b9a\u7a7a\u95f4\u548c\u8bed\u4e49\u7ea6\u675f\u7684\u60c5\u51b5\u4e0b\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u4e00\u4e2a\u591a\u76ee\u6807\u4f18\u5316\u95ee\u9898\u6765\u5e73\u8861\u8fd9\u4e9b\u56e0\u7d20\u3002\u7cfb\u7edf\u8ba1\u7b97\u5019\u9009\u7b54\u6848\u7684 Pareto \u524d\u6cbf\uff0cLLM \u52a8\u6001\u5728\u8fd9\u4e9b\u89e3\u51b3\u65b9\u6848\u4e4b\u95f4\u8fdb\u884c\u6743\u8861\uff0c\u4ee5\u751f\u6210\u6700\u4f18\u54cd\u5e94\u3002\u6b64\u6b65\u9aa4\u5728\u7b2c 4.4 \u8282\u4e2d\u8be6\u7ec6\u4ecb\u7ecd\u3002<\/section>\n<\/li>\n<\/ol>\n<section><\/section>\n<section><strong>3.2 \u7a00\u758f\u7a7a\u95f4\u68c0\u7d22<\/strong><\/section>\n<section><\/section>\n<section>\u7a7a\u95f4\u63a8\u7406\u95ee\u9898\u7684\u7b54\u6848\u5fc5\u987b\u6ee1\u8db3\u7279\u5b9a\u7684\u7a7a\u95f4\u7ea6\u675f\u3002\u7a7a\u95f4\u5019\u9009\u96c6 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f6e06c4291c92db94cdaf2ad16a2db25.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f6e06c4291c92db94cdaf2ad16a2db25.png\"><\/a>\u7531\u6ee1\u8db3\u4e00\u7ec4\u7a7a\u95f4\u7ea6\u675f <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-dbd72bc71543f6a73b6eac7d40154720.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-dbd72bc71543f6a73b6eac7d40154720.png\"><\/a>\u7684\u6240\u6709\u53ef\u80fd\u7b54\u6848 y \u7ec4\u6210\u3002\u5f62\u5f0f\u4e0a\uff0c\u8be5\u7814\u7a76\u5b9a\u4e49\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f63b2798c706e4e80d1ba2c5d15cf2a7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f63b2798c706e4e80d1ba2c5d15cf2a7.png\"><\/a><\/section>\n<section>\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-7af6a4cd76dbc08cb125ecc6413c90c3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-7af6a4cd76dbc08cb125ecc6413c90c3.png\"><\/a>\u8868\u793a\u7f16\u7801\u7a7a\u95f4\u6761\u4ef6\u7684\u7ea6\u675f\u51fd\u6570\uff08\u4f8b\u5982\uff0c\u62d3\u6251\u3001\u65b9\u5411\u6216\u8ddd\u79bb\u7ea6\u675f\uff09\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-291c564db724a12005ab36da562848dc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-291c564db724a12005ab36da562848dc.png\"><\/a>\u662f\u4e0e\u95ee\u9898 q \u76f8\u5173\u7684\u6240\u6709\u7a7a\u95f4\u7ea6\u675f\u7684\u96c6\u5408\u3002\u4f8b\u5982\uff0c\u5982\u679c\u7a7a\u95f4\u7ea6\u675f\u8981\u6c42 y \u4e0e\u53c2\u8003\u4f4d\u7f6e <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-4bd584f5cc33b35b86c6133340aa3e54.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-4bd584f5cc33b35b86c6133340aa3e54.png\"><\/a>\u7684\u8ddd\u79bb\u4e0d\u8d85\u8fc7 \u03f5\uff0c\u5219\u53ef\u80fd\u7684\u7ea6\u675f\u51fd\u6570\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-80c5de29ea0c8d18a6928758cb2b84a0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-80c5de29ea0c8d18a6928758cb2b84a0.png\"><\/a><\/section>\n<section>\u8fd9\u79cd\u516c\u5f0f\u786e\u4fdd\u53ea\u6709\u7a7a\u95f4\u4e0a\u6709\u6548\u7684\u7b54\u6848\u624d\u4f1a\u88ab\u5305\u542b\u5728\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-20ddb6de37a82782f70c5100da645c77.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-20ddb6de37a82782f70c5100da645c77.png\"><\/a>\u4e2d\u3002<\/section>\n<section><\/section>\n<section>\u5904\u7406\u7a7a\u95f4\u7ea6\u675f\u9700\u8981\u5728\u7a7a\u95f4\u6570\u636e\u5e93\u4e2d\u6267\u884c\u5b9a\u4e49\u826f\u597d\u7684\u7a7a\u95f4 SQL \u67e5\u8be2\u3002\u6b64\u8fc7\u7a0b\u6d89\u53ca\u8bc6\u522b\u9002\u5f53\u7684\u67e5\u8be2\u51fd\u6570\u3001\u53c2\u8003\u7a7a\u95f4\u5bf9\u8c61\u3001\u76ee\u6807\u7a7a\u95f4\u5bf9\u8c61\u4ee5\u53ca\u4efb\u4f55\u5fc5\u8981\u7684\u6570\u503c\u53c2\u6570\u3002\u5f62\u5f0f\u4e0a\uff0c\u7a7a\u95f4 SQL \u67e5\u8be2\u53ef\u4ee5\u8868\u793a\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d56e74991c4c3be5bb5a666a67d59c99.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d56e74991c4c3be5bb5a666a67d59c99.png\"><\/a><\/section>\n<section>\u5176\u4e2d <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-47406c587808f321f8dd30ef31a4ae6e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-47406c587808f321f8dd30ef31a4ae6e.png\"><\/a>\u662f\u786e\u5b9a\u5bf9\u8c61\u4e4b\u95f4\u5173\u7cfb\u7684\u7a7a\u95f4\u67e5\u8be2\u51fd\u6570\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-11129a4adf236d059934d86632f6401a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-11129a4adf236d059934d86632f6401a.png\"><\/a> \u8868\u793a\u4ece\u95ee\u9898\u4e2d\u63d0\u53d6\u7684\u53c2\u8003\u5bf9\u8c61\u96c6\u5408\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-1a2fe9ec0cf4a02297b86dd49c0d8adb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-1a2fe9ec0cf4a02297b86dd49c0d8adb.png\"><\/a> \u8868\u793a\u4f5c\u4e3a\u6f5c\u5728\u7b54\u6848\u7684\u76ee\u6807\u5bf9\u8c61\u96c6\u5408\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ead402a92c8649a3d541adda84bb1c77.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ead402a92c8649a3d541adda84bb1c77.png\"><\/a>\u662f\u63a7\u5236\u7a7a\u95f4\u7ea6\u675f\u7684\u6570\u503c\u53c2\u6570\u3002<\/section>\n<section><\/section>\n<section>\u9274\u4e8e\u8fd9\u4e9b\u7ea6\u675f\u7684\u591a\u6837\u6027\u548c\u6f5c\u5728\u7684\u590d\u6742\u6027\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u901a\u5e38\u96be\u4ee5\u76f4\u63a5\u4ece\u7528\u6237\u8f93\u5165\u4e2d\u6784\u5efa\u5b8c\u6574\u4e14\u53ef\u6267\u884c\u7684\u7a7a\u95f4\u67e5\u8be2\u3002\u4e3a\u4e86\u5f25\u5408\u8fd9\u4e00\u5dee\u8ddd\uff0c\u7814\u7a76\u4eba\u5458\u9010\u6b65\u6784\u5efa\u7a7a\u95f4\u67e5\u8be2\uff0c\u5141\u8bb8 LLM \u7cfb\u7edf\u5730\u586b\u5145\u6240\u9700\u7684\u7ec4\u4ef6\u3002<\/section>\n<section><\/section>\n<section>\u65b9\u6cd5\u9075\u5faa\u4e09\u4e2a\u5173\u952e\u6b65\u9aa4\uff1a<\/section>\n<section><\/section>\n<ol>\n<li>\n<section>\u51e0\u4f55\u8bc6\u522b\uff1a\u4ece\u7528\u6237\u8f93\u5165\u4e2d\u8bc6\u522b\u5e76\u63d0\u53d6\u53c2\u8003\u7a7a\u95f4\u5bf9\u8c61\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ae19cb79d4562a77fe1d65858c0ad169.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ae19cb79d4562a77fe1d65858c0ad169.png\"><\/a>\u548c\u5019\u9009\u76ee\u6807\u7a7a\u95f4\u5bf9\u8c61<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-1931d37377cd92e2ee5d142568745e7a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-1931d37377cd92e2ee5d142568745e7a.png\"><\/a>\uff0c\u5e76\u63d0\u53d6\u5b83\u4eec\u7684\u7a7a\u95f4\u51e0\u4f55\u4f53\u3002<\/section>\n<\/li>\n<li>\n<section>\u67e5\u8be2\u51fd\u6570\u9009\u62e9\uff1a\u6839\u636e\u9884\u671f\u7684\u7a7a\u95f4\u5173\u7cfb\uff08\u4f8b\u5982\uff0c\u5305\u542b\u3001\u63a5\u8fd1\uff09\u786e\u5b9a\u9002\u5f53\u7684\u7a7a\u95f4\u51fd\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9e2a65fbc6f450270122a49395805fab.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9e2a65fbc6f450270122a49395805fab.png\"><\/a>\u3002<\/section>\n<\/li>\n<li>\n<section>\u53c2\u6570\u4f30\u8ba1\uff1a\u5206\u914d\u6570\u503c\u7ea6\u675f<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-4ade9f4c8bbcb7c8da0c09689e7fe0de.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-4ade9f4c8bbcb7c8da0c09689e7fe0de.png\"><\/a>\u4ee5\u786e\u4fdd\u7cbe\u786e\u7684\u7a7a\u95f4\u8fc7\u6ee4\uff08\u4f8b\u5982\uff0c\u7f13\u51b2\u533a\u534a\u5f84\uff09\u3002<\/section>\n<\/li>\n<\/ol>\n<section><\/section>\n<section>\u901a\u8fc7\u5f62\u5f0f\u5316\u8fd9\u4e00\u7ed3\u6784\u5316\u8fc7\u7a0b\uff0c\u7814\u7a76\u4eba\u5458\u589e\u5f3a\u4e86 LLM \u751f\u6210\u51c6\u786e\u4e14\u53ef\u6267\u884c\u7684\u7a7a\u95f4 SQL \u67e5\u8be2\u7684\u80fd\u529b\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u7cfb\u7edf\u5904\u7406\u590d\u6742\u7a7a\u95f4\u63a8\u7406\u95ee\u9898\u7684\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>3.2.1 \u51e0\u4f55\u8bc6\u522b<\/section>\n<section><\/section>\n<section>\u5728\u7a7a\u95f4\u63a8\u7406\u4efb\u52a1\u4e2d\uff0c\u51c6\u786e\u8bc6\u522b\u7a7a\u95f4\u5bf9\u8c61\u5e76\u63d0\u53d6\u5176\u7a7a\u95f4\u51e0\u4f55\u4f53\u5bf9\u4e8e\u5c06\u95ee\u9898\u89e3\u6790\u4e3a\u7a7a\u95f4\u67e5\u8be2\u81f3\u5173\u91cd\u8981\u3002\u7a7a\u95f4\u5bf9\u8c61<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a57d9c7d1d9c2613618c8e5fd5e622c6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a57d9c7d1d9c2613618c8e5fd5e622c6.png\"><\/a>\u901a\u5e38\u53ef\u4ee5\u5206\u4e3a\u4e09\u79cd\u57fa\u672c\u7c7b\u578b\uff1a\u70b9\u3001\u591a\u6bb5\u7ebf\u548c\u591a\u8fb9\u5f62\u3002\u5f62\u5f0f\u4e0a\uff0c\u7814\u7a76\u4eba\u5458\u5b9a\u4e49\u8fd9\u4e9b\u7c7b\u522b\u5982\u4e0b\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u70b9\uff1a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-2716962924db30440eb294b5272710f2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-2716962924db30440eb294b5272710f2.png\"><\/a>\u3002\u6b64\u7c7b\u522b\u5305\u62ec\u5355\u4e2a\u70b9\u548c\u591a\u70b9\uff0c\u8868\u793a\u9762\u79ef\u53ef\u5ffd\u7565\u7684\u4f4d\u7f6e\u3002\u4f8b\u5982\uff0c\u505c\u8f66\u6807\u5fd7\u3001\u5730\u5740\u70b9\u548c\u7528\u6237\u7684\u5f53\u524d\u4f4d\u7f6e\u3002\u5728\u7a7a\u95f4\u6570\u636e\u5e93\u4e2d\uff0c\u8fd9\u4e9b\u5b9e\u4f53\u901a\u5e38\u8868\u793a\u4e3a \u201c\u70b9\u201d \u51e0\u4f55\u7c7b\u578b\u3002<\/section>\n<\/li>\n<li>\n<section>\u591a\u6bb5\u7ebf\uff1a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-0b838e570c5de7ee6b8ece849c787028.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-0b838e570c5de7ee6b8ece849c787028.png\"><\/a>\u3002\u591a\u6bb5\u7ebf\uff08\u5305\u62ec\u591a\u6bb5\u7ebf\u7ec4\uff09\u8868\u793a\u5bbd\u5ea6\u53ef\u5ffd\u7565\u7684\u7ebf\u6027\u4e00\u7ef4\u5bf9\u8c61\u3002\u5e38\u89c1\u7684\u4f8b\u5b50\u5305\u62ec\u8857\u9053\u3001\u6cb3\u6d41\u3001\u516c\u4ea4\u8def\u7ebf\u548c\u7535\u529b\u7ebf\u3002\u5728\u7a7a\u95f4\u6570\u636e\u5e93\u4e2d\uff0c\u8fd9\u4e9b\u51e0\u4f55\u4f53\u62bd\u8c61\u4e3a \u201c\u7ebf\u4e32\u201d \u7c7b\u578b\u3002<\/section>\n<\/li>\n<li>\n<section>\u591a\u8fb9\u5f62\uff1a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a593231d14ef2106438613ab7c9beb53.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a593231d14ef2106438613ab7c9beb53.png\"><\/a>\u3002\u591a\u8fb9\u5f62\uff08\u5305\u62ec\u591a\u8fb9\u7ec4\uff09\u8868\u793a\u5b9a\u4e49\u5c01\u95ed\u533a\u57df\u7684\u4e8c\u7ef4\u5bf9\u8c61\u3002\u8fd9\u4e9b\u51e0\u4f55\u4f53\u5bf9\u4e8e\u63cf\u7ed8\u533a\u57df\uff08\u5982\u4eba\u53e3\u666e\u67e5\u533a\u3001\u5730\u5757\u3001\u53bf\u3001\u793e\u533a\u548c\u5206\u533a\u533a\u57df\uff09\u81f3\u5173\u91cd\u8981\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u7a7a\u95f4\u67e5\u8be2\u7684\u590d\u6742\u6027\u53d6\u51b3\u4e8e\u6240\u6d89\u53ca\u5bf9\u8c61\u7684\u7c7b\u578b\u3002\u5bf9\u4e8e\u8f83\u7b80\u5355\u7684\u67e5\u8be2\uff0c\u4f8b\u5982 \u201c\u4ece\u7ed9\u5b9a\u4f4d\u7f6e\u627e\u5230\u6700\u8fd1\u7684\u516c\u4ea4\u7ad9\u201d\uff0c\u53ea\u9700\u8981\u70b9\u51e0\u4f55\u4f53\uff0c\u7a7a\u95f4\u5019\u9009\u96c6\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-091074a310ade016b2bbcf8ff4a91c8a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-091074a310ade016b2bbcf8ff4a91c8a.png\"><\/a><\/section>\n<section>\u5176\u4e2d <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e19ea268606caa8cd2478b1e9b6ad01b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e19ea268606caa8cd2478b1e9b6ad01b.png\"><\/a>\u8868\u793a\u70b9\u5bf9\u8c61\uff08\u4f8b\u5982\uff0c\u7ed9\u5b9a\u4f4d\u7f6e\uff09\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ee09a897248795940b6b4d33fbd0467f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ee09a897248795940b6b4d33fbd0467f.png\"><\/a>\u662f\u8ddd\u79bb\u9608\u503c\u3002\u5bf9\u4e8e\u66f4\u590d\u6742\u7684\u67e5\u8be2\uff0c\u4f8b\u5982 \u201c\u6211\u5c06\u4ece\u5bb6\u6cbf\u7740\u7b2c 7 \u8857\u548c\u743c\u65af\u8857\u6b65\u884c\u5230\u5927\u5b66\u6821\u56ed\uff1b\u8bf7\u63a8\u8350\u4e00\u5bb6\u6211\u53ef\u4ee5\u5728\u6b65\u884c\u9014\u4e2d\u8d2d\u4e70\u65e9\u9910\u7684\u5496\u5561\u9986\u3002\u201d\uff0c\u5fc5\u987b\u8003\u8651\u591a\u79cd\u51e0\u4f55\u7c7b\u578b\uff0c\u7a7a\u95f4\u5019\u9009\u96c6\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3504258635404be5ee5810f2977e8e77.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3504258635404be5ee5810f2977e8e77.png\"><\/a><\/section>\n<section>\u5176\u4e2d\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-92f350bb115c3c504a3353acf6ab2442.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-92f350bb115c3c504a3353acf6ab2442.png\"><\/a>\u8868\u793a\u591a\u6bb5\u7ebf\u5bf9\u8c61\uff08\u4f8b\u5982\uff0c\u8def\u7ebf\uff09\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-de7aa4cd063702e691328d2e1367a7d0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-de7aa4cd063702e691328d2e1367a7d0.png\"><\/a>\u8868\u793a\u591a\u8fb9\u5f62\u533a\u57df\uff08\u4f8b\u5982\uff0c\u5927\u5b66\u6821\u56ed\uff09\uff0cB \u662f\u591a\u6bb5\u7ebf\u5468\u56f4\u7684\u7f13\u51b2\u533a\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-1845657629834a63a23fc10bd4938abb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-1845657629834a63a23fc10bd4938abb.png\"><\/a>\u662f\u7f13\u51b2\u533a\u5927\u5c0f\u3002<\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u4ee5\u8fd9\u79cd\u65b9\u5f0f\u6784\u5efa\u7a7a\u95f4\u67e5\u8be2\uff0c\u7814\u7a76\u4eba\u5458\u786e\u4fdd\u4e86\u7cbe\u786e\u7684\u51e0\u4f55\u8868\u793a\uff0c\u4fc3\u8fdb\u4e86\u5f3a\u5927\u7684\u7a7a\u95f4\u63a8\u7406\u548c\u67e5\u8be2\u6267\u884c\u3002<\/section>\n<section><\/section>\n<section>3.2.2 \u67e5\u8be2\u51fd\u6570\u8bc6\u522b\u548c\u53c2\u6570\u4f30\u8ba1<\/section>\n<section><\/section>\n<section>\u5728\u8bc6\u522b\u4e86\u7a7a\u95f4\u67e5\u8be2\u4e2d\u6d89\u53ca\u7684\u51e0\u4f55\u4f53\u4e4b\u540e\uff0c\u4e0b\u4e00\u6b65\u662f\u786e\u5b9a\u5904\u7406\u5404\u79cd\u51e0\u4f55\u4ea4\u4e92\u6240\u9700\u7684\u9002\u5f53\u7a7a\u95f4\u67e5\u8be2\u51fd\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-54b71c7223fd971bcbd20c46a376e43d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-54b71c7223fd971bcbd20c46a376e43d.png\"><\/a>\u3002\u5c3d\u7ba1\u51e0\u4f55\u4f53\u4e4b\u95f4\u7684\u4ea4\u4e92\u4e0d\u540c\uff0c\u4f46\u5b83\u4eec\u53ef\u4ee5\u901a\u8fc7\u8ddd\u79bb\u51fd\u6570\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b6fb4c79522ffdccc7c8f991859fb4b3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b6fb4c79522ffdccc7c8f991859fb4b3.png\"><\/a>\u7edf\u4e00\u5904\u7406\uff0c\u8be5\u51fd\u6570\u8ba1\u7b97\u4e24\u4e2a\u51e0\u4f55\u5b9e\u4f53\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-4e7b9af4a8710c597c437f593a09a90e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-4e7b9af4a8710c597c437f593a09a90e.png\"><\/a>\u4e4b\u95f4\u7684\u6700\u77ed\u8ddd\u79bb\u3002<\/section>\n<section><\/section>\n<section>\u5f62\u5f0f\u4e0a\uff0c\u7ed9\u5b9a\u53c2\u8003\u51e0\u4f55\u4f53\u96c6\u5408 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-cf16334586b69d23f5feb1795bb93abc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-cf16334586b69d23f5feb1795bb93abc.png\"><\/a>\u548c\u76ee\u6807\u51e0\u4f55\u4f53\u96c6\u5408<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-94732e303ff82021fba8cd3743f4b15d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-94732e303ff82021fba8cd3743f4b15d.png\"><\/a>\uff0c\u7a7a\u95f4\u5019\u9009\u96c6 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-94e0dccaee0d7ca912271adf964a5905.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-94e0dccaee0d7ca912271adf964a5905.png\"><\/a>\u53ef\u4ee5\u5b9a\u4e49\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9ff7c7990ebc01fc9251926a24b46c46.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9ff7c7990ebc01fc9251926a24b46c46.png\"><\/a><\/section>\n<section>\u53c2\u6570\u5982\u641c\u7d22\u534a\u5f84\u6216\u7f13\u51b2\u533a\u8ddd\u79bb <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-6ef37a75ba8be2aec76f207d6c891df6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-6ef37a75ba8be2aec76f207d6c891df6.png\"><\/a>\u7531 LLM \u81ea\u4e3b\u786e\u5b9a\uff0c\u901a\u5e38\u57fa\u4e8e\u4e0a\u4e0b\u6587\u7406\u89e3\uff08\u4f8b\u5982\uff0c\u4f30\u8ba1\u7684\u6b65\u884c\u8ddd\u79bb\u6216\u611f\u5174\u8da3\u533a\u57df\uff09\u3002\u53c2\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d035031c434795731dd4c2d5c6aa1f03.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d035031c434795731dd4c2d5c6aa1f03.png\"><\/a>\u53ef\u4ee5\u8868\u793a\u4e3a\uff1a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b2813e3e7656f61bbbf2193ac00465ae.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b2813e3e7656f61bbbf2193ac00465ae.png\"><\/a>\uff0c\u5176\u4e2d \u03d5 \u662f\u5c06\u67e5\u8be2 q \u7684\u4e0a\u4e0b\u6587\u6620\u5c04\u5230\u9002\u5f53\u6570\u503c\u7684\u51fd\u6570\u3002<\/section>\n<section><\/section>\n<section>\u4e00\u65e6\u51e0\u4f55\u4f53<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-81ecfa0789dbd4f1b1627d63f5211020.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-81ecfa0789dbd4f1b1627d63f5211020.png\"><\/a>\u51fd\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-bba0922a517659e97da13266bf118f9d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-bba0922a517659e97da13266bf118f9d.png\"><\/a>\u548c\u53c2\u6570\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ffb27d12ee337e3c5cd32731aa31b5a3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ffb27d12ee337e3c5cd32731aa31b5a3.png\"><\/a>\u88ab\u786e\u5b9a\uff0c\u7cfb\u7edf\u5c06\u6784\u5efa\u7cbe\u786e\u7684\u7a7a\u95f4\u67e5\u8be2 Qs\u3002\u8fd9\u786e\u4fdd\u4e86\u4ece\u7a7a\u95f4\u6570\u636e\u5e93\u4e2d\u8fdb\u884c\u7cbe\u786e\u68c0\u7d22\uff0c\u4fdd\u6301\u7ed3\u679c\u7684\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u3002\u901a\u8fc7\u5229\u7528\u8fd9\u4e9b\u6570\u5b66\u516c\u5f0f\uff0c\u7cfb\u7edf\u6709\u6548\u5730\u5c06\u7a7a\u95f4\u63a8\u7406\u4efb\u52a1\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u7684\u67e5\u8be2\uff0c\u4fc3\u8fdb\u4e86 LLM \u6846\u67b6\u5185\u7684\u5f3a\u5927\u7a7a\u95f4\u667a\u80fd\u3002<\/section>\n<section><\/section>\n<section><strong>3.3 \u6df7\u5408\u7a7a\u95f4\u5bf9\u8c61\u6392\u5e8f<\/strong><\/section>\n<section><\/section>\n<section>\u7a7a\u95f4\u76f8\u5173\u6027\u5206\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-8cc6286cfbd496d61d384c9dc6c9588c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-8cc6286cfbd496d61d384c9dc6c9588c.png\"><\/a>\u7531\u4e24\u4e2a\u90e8\u5206\u7ec4\u6210\uff1a\u4e00\u4e2a\u6765\u81ea\u7a7a\u95f4\u6570\u636e\u5e93\u7684\u7a00\u758f\u7a7a\u95f4\u68c0\u7d22\u5206\u6570\uff0c\u53e6\u4e00\u4e2a\u6765\u81ea\u57fa\u4e8e\u95ee\u9898\u548c\u5019\u9009\u5bf9\u8c61\u7a7a\u95f4\u63cf\u8ff0\u4e4b\u95f4\u7684\u6587\u672c\u76f8\u4f3c\u6027\u7684\u5bc6\u96c6\u7a7a\u95f4\u68c0\u7d22\u5206\u6570\u3002\u5f62\u5f0f\u4e0a\uff0c\u7814\u7a76\u4eba\u5458\u5b9a\u4e49\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-1f8dce6060bdefeb9505e347b202a8a6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-1f8dce6060bdefeb9505e347b202a8a6.png\"><\/a><\/section>\n<section>\u5176\u4e2d\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-5e462251d6bde0bd8e68683a65df6f02.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-5e462251d6bde0bd8e68683a65df6f02.png\"><\/a>\u548c\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-5a1460bac8e0778a6f4edf264c1676e5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-5a1460bac8e0778a6f4edf264c1676e5.png\"><\/a>\u662f\u63a7\u5236\u6bcf\u4e2a\u5206\u6570\u8d21\u732e\u7684\u6743\u91cd\u7cfb\u6570\u3002<\/section>\n<section><\/section>\n<section>3.3.1 \u7a00\u758f\u7a7a\u95f4\u76f8\u5173\u6027\u8bc4\u5206<\/section>\n<section><\/section>\n<section>\u7a00\u758f\u7a7a\u95f4\u76f8\u5173\u6027\u76f4\u63a5\u4ece\u7a7a\u95f4\u6570\u636e\u5e93\u4e2d\u4f7f\u7528\u663e\u5f0f\u7a7a\u95f4\u5173\u7cfb\u8ba1\u7b97\u3002\u5206\u6570\u7531\u7a7a\u95f4\u67e5\u8be2\u51fd\u6570 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-4fbb61c1a35380ba14141058c1fed20c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-4fbb61c1a35380ba14141058c1fed20c.png\"><\/a>\u786e\u5b9a\uff0c\u8be5\u51fd\u6570\u8ba1\u7b97\u53c2\u8003\u5bf9\u8c61\u548c\u76ee\u6807\u5bf9\u8c61\u4e4b\u95f4\u7684\u8ddd\u79bb\u3002\u5f62\u5f0f\u4e0a\uff0c\u7814\u7a76\u4eba\u5458\u5b9a\u4e49\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-18162e810605b25ae983a5818040269c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-18162e810605b25ae983a5818040269c.png\"><\/a><\/section>\n<section>\u5176\u4e2d <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3914503df793fcd22acd13faca4d69d4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3914503df793fcd22acd13faca4d69d4.png\"><\/a>\u548c <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-47d31b06d4b2c31a51662d2b42e2d04c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-47d31b06d4b2c31a51662d2b42e2d04c.png\"><\/a>\u5206\u522b\u662f\u53c2\u8003\u548c\u76ee\u6807\u7a7a\u95f4\u5bf9\u8c61\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e043c37da062b4fa17a2672b74e26682.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e043c37da062b4fa17a2672b74e26682.png\"><\/a>\u662f\u6d4b\u91cf\u7a7a\u95f4\u6570\u636e\u5e93\u4e2d\u63a5\u8fd1\u5ea6\u7684\u8ddd\u79bb\u51fd\u6570\u3002\u5982\u679c <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d06f062ee0b40ce2d100e383def0bc1d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d06f062ee0b40ce2d100e383def0bc1d.png\"><\/a>\u4e0e <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-8f01bb9b30c85a397afb58ad8e69528e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-8f01bb9b30c85a397afb58ad8e69528e.png\"><\/a>\u91cd\u53e0\uff0c\u5206\u914d\u4e00\u4e2a\u5b8c\u7f8e\u7684\u76f8\u5173\u6027\u5206\u6570 1\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u786e\u4fdd\u4e86\u533a\u57df\u5185\u7684\u5bf9\u8c61\u5177\u6709\u6700\u5927\u7684\u76f8\u5173\u6027\uff0c\u800c\u533a\u57df\u5916\u7684\u5bf9\u8c61\u968f\u7740\u8ddd\u79bb\u7684\u589e\u52a0\uff0c\u5176\u5206\u6570\u9010\u6e10\u8870\u51cf\u3002<\/section>\n<section><\/section>\n<section>3.3.2 \u5bc6\u96c6\u7a7a\u95f4\u76f8\u5173\u6027\u8bc4\u5206<\/section>\n<section><\/section>\n<section>\u4e0e\u7a00\u758f\u8bc4\u5206\u4e0d\u540c\uff0c\u5bc6\u96c6\u7a7a\u95f4\u76f8\u5173\u6027\u662f\u4ece\u4e0e\u7a7a\u95f4\u5bf9\u8c61\u76f8\u5173\u7684\u6587\u672c\u63cf\u8ff0\u4e2d\u63a8\u65ad\u51fa\u6765\u7684\u3002\u7814\u7a76\u4eba\u5458\u5229\u7528 LLM \u4ece\u7528\u6237\u67e5\u8be2\u4e2d\u63d0\u53d6\u5173\u952e\u7a7a\u95f4\u5c5e\u6027\uff0c\u5e76\u5c06\u5176\u4e0e\u5019\u9009\u5bf9\u8c61\u7684\u63cf\u8ff0\u8fdb\u884c\u6bd4\u8f83\u3002<\/section>\n<section><\/section>\n<section>\u63d0\u53d6\u7a7a\u95f4\u9700\u6c42\uff1a\u7ed9\u5b9a\u7528\u6237\u67e5\u8be2 q \u548c\u4e00\u7ec4\u7a7a\u95f4\u5bf9\u8c61 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-fa9f76be6429162d147ac2a91efd5d20.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-fa9f76be6429162d147ac2a91efd5d20.png\"><\/a>\u7684\u6587\u672c\u63cf\u8ff0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-36109513070ae74d78ddaa1d0722ba82.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-36109513070ae74d78ddaa1d0722ba82.png\"><\/a>\uff0c\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u57fa\u4e8e\u6ce8\u610f\u529b\u7684\u63a9\u7801\u51fd\u6570\u63d0\u53d6\u76f8\u5173\u7684\u7a7a\u95f4\u5185\u5bb9\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d7f2effa816d6cc988205e2329092af2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d7f2effa816d6cc988205e2329092af2.png\"><\/a><\/section>\n<section>\u5176\u4e2d\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b983f29a9e4e206251d56c949d284894.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b983f29a9e4e206251d56c949d284894.png\"><\/a>\u662f\u7a7a\u95f4\u7279\u5f81\u7684\u5bc6\u96c6\u5411\u91cf\u8868\u793a\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-bf9207336b8e1b87e371720d4964a541.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-bf9207336b8e1b87e371720d4964a541.png\"><\/a>\u662f\u5c06\u8f93\u5165\u6587\u672c\u6620\u5c04\u5230\u7a7a\u95f4\u76f8\u5173\u6587\u672c\u7684\u63d0\u53d6\u51fd\u6570\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-971e77020e636de5d11424ae19f7591e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-971e77020e636de5d11424ae19f7591e.png\"><\/a>\u662f\u6587\u672c\u7f16\u7801\u5668\u3002<\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u4f59\u5f26\u76f8\u4f3c\u6027\u6392\u5e8f\uff1a\u76f8\u5173\u6027\u5206\u6570\u901a\u8fc7\u4f59\u5f26\u76f8\u4f3c\u6027\u8ba1\u7b97\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-cfbcad7af9c30c5723a09e7b70fbbd43.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-cfbcad7af9c30c5723a09e7b70fbbd43.png\"><\/a><\/section>\n<section>3.3.3 \u6df7\u5408\u6392\u5e8f\u4f5c\u4e3a\u5e7f\u4e49\u6a21\u578b<\/section>\n<section><\/section>\n<section>\u6df7\u5408\u6392\u5e8f\u6cdb\u5316\u4e86\u7a00\u758f\u548c\u5bc6\u96c6\u6392\u5e8f\u65b9\u6cd5\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u4ec5\u7a00\u758f\u60c5\u51b5\uff1a\u5982\u679c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-dd2fea175b4b49b0989f35e4b020ddb9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-dd2fea175b4b49b0989f35e4b020ddb9.png\"><\/a>\uff0c\u7b80\u5316\u4e3a\u7eaf\u57fa\u4e8e\u8ddd\u79bb\u7684\u6392\u5e8f\u3002<\/section>\n<\/li>\n<li>\n<section>\u4ec5\u5bc6\u96c6\u60c5\u51b5\uff1a\u5982\u679c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c82a2121460e69dd5ef66f28f61e0297.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c82a2121460e69dd5ef66f28f61e0297.png\"><\/a>\uff0c\u7b80\u5316\u4e3a\u7eaf\u57fa\u4e8e\u8bed\u4e49\u7684\u6392\u5e8f\u3002<\/section>\n<\/li>\n<li>\n<section>\u6df7\u5408\u60c5\u51b5\uff1a\u5982\u679c\u4e24\u4e2a\u6743\u91cd\u90fd\u975e\u96f6\uff0c\u6df7\u5408\u6392\u5e8f\u53d7\u76ca\u4e8e\u663e\u5f0f\u7a7a\u95f4\u7ea6\u675f\u548c\u9690\u5f0f\u8bed\u4e49\u76f8\u5173\u6027\uff0c\u4ece\u800c\u5f62\u6210\u66f4\u5168\u9762\u7684\u6392\u5e8f\u673a\u5236\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8fd9\u79cd\u516c\u5f0f\u786e\u4fdd\u6df7\u5408\u6392\u5e8f\u901a\u8fc7\u6355\u6349\u7a7a\u95f4\u63a5\u8fd1\u5ea6\u548c\u8bed\u4e49\u5bf9\u9f50\uff0c\u4f18\u4e8e\u4efb\u4f55\u5355\u4e00\u6392\u5e8f\u65b9\u6cd5\u3002<\/section>\n<section><\/section>\n<section><strong>3.4 \u591a\u76ee\u6807\u751f\u6210<\/strong><\/section>\n<section><\/section>\n<section>\u8bed\u4e49\u5019\u9009\u96c6 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d312f6c3c9946f67905175f325215eb7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d312f6c3c9946f67905175f325215eb7.png\"><\/a>\u548c\u8bed\u4e49\u76f8\u5173\u6027\u5206\u6570 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-630412b6e48591d07d62b98f4c7a01a6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-630412b6e48591d07d62b98f4c7a01a6.png\"><\/a>\u57fa\u4e8e\u5bc6\u96c6\u5411\u91cf\u76f8\u4f3c\u6027\u8ba1\u7b97\u3002\u5728\u83b7\u5f97\u6240\u6709\u5206\u6570\u548c\u5019\u9009\u96c6\u540e\uff0c\u95ee\u9898\u53d8\u4e3a\u591a\u76ee\u6807\u4f18\u5316\u95ee\u9898\uff0c\u56e0\u4e3a\u6bcf\u4e2a\u89c6\u89d2\uff08\u7a7a\u95f4\u548c\u8bed\u4e49\uff09\u90fd\u72ec\u7acb\u8d21\u732e\u3002<\/section>\n<section><\/section>\n<section>3.4.1 Pareto \u524d\u6cbf\u8ba1\u7b97<\/section>\n<section><\/section>\n<section>\u7ed9\u5b9a\u7a7a\u95f4\u548c\u8bed\u4e49\u76f8\u5173\u6027\u5206\u6570\uff0c\u76ee\u6807\u662f\u8bc6\u522b\u5728\u7a7a\u95f4\u548c\u8bed\u4e49\u76f8\u5173\u6027\u4e4b\u95f4\u5b9e\u73b0\u6700\u4f73\u6743\u8861\u7684 Pareto \u6700\u4f18\u5019\u9009\u3002\u4e00\u4e2a\u5019\u9009 y \u662f Pareto \u6700\u4f18\u7684\uff0c\u5982\u679c\u6ca1\u6709\u5176\u4ed6\u5019\u9009\u5728\u7a7a\u95f4\u548c\u8bed\u4e49\u76f8\u5173\u6027\u4e0a\u90fd\u4f18\u4e8e\u5b83\u3002\u5f62\u5f0f\u4e0a\uff0cPareto \u524d\u6cbf <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-515a0e9e6ab59c53b58bef5e56f87ff3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-515a0e9e6ab59c53b58bef5e56f87ff3.png\"><\/a>\u5b9a\u4e49\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-fb035a42a31e3085466803e79ba9e480.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-fb035a42a31e3085466803e79ba9e480.png\"><\/a>\u4e14<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-312c169592c5caac0e26137cf90108fa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-312c169592c5caac0e26137cf90108fa.png\"><\/a>, \u81f3\u5c11\u6709\u4e00\u4e2a\u4e25\u683c\u4e0d\u7b49\u5f0f}.<\/section>\n<section><\/section>\n<section>\u8fd9\u786e\u4fdd\u4e86\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-79cfdbd7f67d6ca393d2f1696fc8dd36.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-79cfdbd7f67d6ca393d2f1696fc8dd36.png\"><\/a>\u4e2d\u7684\u6bcf\u4e2a\u5019\u9009\u90fd\u662f\u975e\u652f\u914d\u7684\uff0c\u610f\u5473\u7740\u6ca1\u6709\u5176\u4ed6\u5019\u9009\u5728\u7a7a\u95f4\u548c\u8bed\u4e49\u76f8\u5173\u6027\u4e0a\u90fd\u4e25\u683c\u4f18\u4e8e\u5b83\u3002<\/section>\n<section><\/section>\n<section>3.4.2 \u57fa\u4e8e LLM \u7684\u6743\u8861\u51b3\u7b56<\/section>\n<section><\/section>\n<section>\u4e00\u65e6\u786e\u5b9a\u4e86 Pareto \u524d\u6cbf<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f4c3e48e2b9aa2b73775457ac78aaec0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f4c3e48e2b9aa2b73775457ac78aaec0.png\"><\/a>\uff0c\u7814\u7a76\u4eba\u5458\u4f7f\u7528 LLM \u6839\u636e\u7528\u6237\u67e5\u8be2\u7684\u4e0a\u4e0b\u6587\u52a8\u6001\u5e73\u8861\u7a7a\u95f4\u7ea6\u675f\u548c\u8bed\u4e49\u504f\u597d\u4e4b\u95f4\u7684\u6743\u8861\u3002\u5177\u4f53\u6765\u8bf4\uff0cLLM \u63a5\u6536\u7528\u6237\u67e5\u8be2\u3001\u7a00\u758f\u7a7a\u95f4\u76f8\u5173\u6027\u5206\u6570\u548c\u7a7a\u95f4\u5bf9\u8c61\u63cf\u8ff0\u4f5c\u4e3a\u8f93\u5165\uff1a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d375d4f6e688a5fa33a74d7f2bf3b918.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d375d4f6e688a5fa33a74d7f2bf3b918.png\"><\/a><\/section>\n<section>\u57fa\u4e8e\u4e0a\u4e0b\u6587\u4fe1\u606f\u7684\u52a8\u6001\u52a0\u6743\u51fd\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3725734bd43a1718c36adf335ccd0cb8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3725734bd43a1718c36adf335ccd0cb8.png\"><\/a>\u4ece\u8f93\u5165\u4e2d\u63d0\u53d6\uff0c\u8c03\u6574\u7a7a\u95f4\u4e0e\u8bed\u4e49\u76f8\u5173\u6027\u7684\u91cd\u8981\u6027\uff0c\u5176\u4e2d h \u662f\u6355\u6349\u67e5\u8be2\u7279\u5b9a\u6743\u8861\u7684\u5b66\u4e60\u51fd\u6570\u3002<\/section>\n<section><\/section>\n<section>LLM \u9009\u62e9\u6392\u540d\u6700\u9ad8\u7684\u5019\u9009<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-7d95dfada8c4248e0abd6339338a8b60.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-7d95dfada8c4248e0abd6339338a8b60.png\"><\/a>\uff1a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ffb31fbe0515f5acce9764975b21410e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ffb31fbe0515f5acce9764975b21410e.png\"><\/a><\/section>\n<section>\u5e76\u751f\u6210\u81ea\u7136\u8bed\u8a00\u54cd\u5e94\u3002<\/section>\n<section><\/section>\n<section>\u7cfb\u7edf\u9002\u5e94\u4e0d\u540c\u7684\u67e5\u8be2\u4e0a\u4e0b\u6587\uff0c\u800c\u4e0d\u662f\u4f7f\u7528\u56fa\u5b9a\u7684\u52a0\u6743\u65b9\u6848\u3002\u901a\u8fc7\u5c06\u51b3\u7b56\u8fc7\u7a0b\u7ed3\u6784\u5316\u4e3a\u79bb\u6563\u6b65\u9aa4\uff08\u5019\u9009\u8fc7\u6ee4 \u2192 Pareto \u9009\u62e9 \u2192\u00a0\u6743\u8861\u5e73\u8861 \u2192\u54cd\u5e94\u751f\u6210\uff09\uff0cLLM \u907f\u514d\u4e86\u751f\u6210\u4e0d\u53ef\u884c\u6216\u4e0d\u5408\u7406\u7684\u7ed3\u679c\u3002\u8fd9\u79cd\u7ed3\u6784\u5316\u65b9\u6cd5\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u4e86\u51c6\u786e\u6027\u548c\u53ef\u7528\u6027\uff0c\u786e\u4fdd\u7cfb\u7edf\u7684\u6700\u7ec8\u54cd\u5e94\u4e0e\u7528\u6237\u7684\u539f\u59cb\u610f\u56fe\u7d27\u5bc6\u4e00\u81f4\u3002<\/section>\n<section><\/section>\n<section><strong>4. \u5b9e\u9a8c\u90e8\u5206<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u4eba\u5458\u5728 \u7ebd\u7ea6\u5e02 \u548c \u8fc8\u963f\u5bc6 \u7684\u65c5\u6e38\u6570\u636e\u96c6\u4e0a\u5bf9 Spatial-RAG \u8fdb\u884c\u4e86\u8bc4\u4f30\uff0c\u5c55\u793a\u4e86\u5176\u5728\u5904\u7406\u771f\u5b9e\u4e16\u754c\u7a7a\u95f4\u63a8\u7406\u95ee\u9898\u4e0a\u7684\u663e\u8457\u4f18\u52bf\u3002<\/section>\n<section><\/section>\n<section><strong>\u6570\u636e\u96c6\u4e0e\u8bc4\u4f30\u6307\u6807<\/strong><\/section>\n<section><\/section>\n<section>\u6570\u636e\u96c6\uff1a\u4f7f\u7528\u4e86\u6765\u81ea TripAdvisor \u7684\u7528\u6237\u95ee\u9898\u548c\u8bc4\u8bba\u6570\u636e\uff0c\u6db5\u76d6\u7ebd\u7ea6\u5e02\u7684 9,470 \u4e2a\u5174\u8da3\u70b9\uff08POIs\uff09\u548c\u8fc8\u963f\u5bc6\u7684 2,640 \u4e2a POIs\u3002<\/section>\n<section><\/section>\n<section>\u8bc4\u4f30\u6307\u6807\uff1a<\/section>\n<section><\/section>\n<section>1. \u4ea4\u4ed8\u7387\uff1a\u8bc4\u4f30\u65b9\u6cd5\u662f\u5426\u80fd\u591f\u6210\u529f\u751f\u6210\u7ed3\u679c\u3002<\/section>\n<section>2. \u7a7a\u95f4\u7a00\u758f\u901a\u8fc7\u7387\uff1a\u8bc4\u4f30\u89e3\u6790\u7684\u7a7a\u95f4\u67e5\u8be2\u662f\u5426\u6b63\u786e\u3002<\/section>\n<section>3. \u7a7a\u95f4\u5bc6\u96c6\u901a\u8fc7\u7387\uff1a\u8bc4\u4f30\u7b54\u6848\u662f\u5426\u6ee1\u8db3\u95ee\u9898\u4e2d\u7684\u7a7a\u95f4\u76f8\u5173\u8bed\u4e49\u7ea6\u675f\u3002<\/section>\n<section>4. \u8bed\u4e49\u901a\u8fc7\u7387\uff1a\u8bc4\u4f30\u7b54\u6848\u662f\u5426\u7b26\u5408\u95ee\u9898\u4e2d\u7684\u8bed\u4e49\u7ea6\u675f\u3002<\/section>\n<section><\/section>\n<section><strong>\u5bf9\u6bd4\u65b9\u6cd5<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u8bc4\u4f30 LLM\uff08GPT-3.5-Turbo \u548c GPT-4-Turbo\uff09\u5728\u6b64\u6846\u67b6\u4e0b\u7684\u8868\u73b0\uff0c\u7814\u7a76\u56e2\u961f\u5bf9\u6bd4\u4e86\u4ee5\u4e0b\u57fa\u7ebf\u65b9\u6cd5\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>Sort-by-distance\uff08SD\uff09\uff1a\u6309\u7167\u7a7a\u95f4\u95ee\u9898\u4e2d\u7684\u53c2\u8003\u5bf9\u8c61\u8ddd\u79bb\u6392\u5e8f\u5019\u9009\u7a7a\u95f4\u5bf9\u8c61\u3002<\/section>\n<\/li>\n<li>\n<section>Text embedding\uff08TE\uff09\uff1a\u57fa\u4e8e\u6587\u672c\u63cf\u8ff0\u7684\u5d4c\u5165\u5411\u91cf\uff0c\u8ba1\u7b97\u76ee\u6807\u5bf9\u8c61\u4e0e\u53c2\u8003\u5bf9\u8c61\u7684\u5411\u91cf\u8ddd\u79bb\uff0c\u5e76\u9009\u62e9\u6700\u8fd1\u7684\u5bf9\u8c61\u3002<\/section>\n<\/li>\n<li>\n<section>Spatial-text\uff08ST\uff09\uff1a\u57fa\u4e8e\u7528\u6237\u95ee\u9898\u7684\u5d4c\u5165\u5411\u91cf\u8ba1\u7b97\u4e0e\u76ee\u6807\u5bf9\u8c61\u6587\u672c\u63cf\u8ff0\u7684\u76f8\u4f3c\u5ea6\uff0c\u5e76\u7ed3\u5408\u76ee\u6807\u5bf9\u8c61\u7684\u8ddd\u79bb\u5f97\u5206\u8fdb\u884c\u52a0\u6743\u6c42\u548c\u540e\u51b3\u7b56\u3002<\/section>\n<\/li>\n<li>\n<section>Naive RAG\uff1a\u4f7f\u7528\u5411\u91cf\u6570\u636e\u5e93\u5b58\u50a8\u6240\u6709\u7a7a\u95f4\u5bf9\u8c61\u63cf\u8ff0\uff0c\u5e76\u57fa\u4e8e\u5411\u91cf\u76f8\u4f3c\u6027\u68c0\u7d22\u6700\u76f8\u5173\u7684\u5bf9\u8c61\u3002<\/section>\n<\/li>\n<li>\n<section>GeoLLM\uff1a\u5bf9\u7a7a\u95f4\u5bf9\u8c61\u8fdb\u884c\u7f16\u7801\uff0c\u5e76\u901a\u8fc7\u6dfb\u52a0\u9644\u8fd1\u5bf9\u8c61\u7684\u7a7a\u95f4\u4fe1\u606f\u4e30\u5bcc\u4e0a\u4e0b\u6587\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-46e6843fb5f15db7dc80f555cf9a3577.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-46e6843fb5f15db7dc80f555cf9a3577.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a218250611d24ad2bf595e4e9c37a429.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a218250611d24ad2bf595e4e9c37a429.png\"><\/a><\/section>\n<section>\u7ebd\u7ea6\uff08NYC\uff09<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>Spatial-RAG\uff08GPT-3.5-Turbo \u548c GPT-4-Turbo\uff09\u5728\u4ea4\u4ed8\u7387\u4e0a\u4e0e\u5176\u4ed6\u57fa\u7ebf\u65b9\u6cd5\u5b58\u5728\u4e00\u5b9a\u5dee\u8ddd\uff0c\u5927\u7ea6 86.1% \u7684\u95ee\u9898\u88ab\u6210\u529f\u5904\u7406\u3002<\/section>\n<\/li>\n<li>\n<section>\u5931\u8d25\u7684 12.9% \u7684\u60c5\u51b5\u662f\u7531\u4e8e \u65e0\u6cd5\u4ece\u7a7a\u95f4\u6570\u636e\u5e93\u68c0\u7d22\u5230\u4efb\u4f55\u7a7a\u95f4\u5bf9\u8c61\uff08\u53ef\u80fd\u7531\u4e8e\u591a\u8fb9\u5f62\u8bc6\u522b\u9519\u8bef\u6216 SQL \u67e5\u8be2\u6307\u5b9a\u533a\u57df\u5185\u65e0\u76f8\u5173\u5bf9\u8c61\uff09\u3002<\/section>\n<\/li>\n<li>\n<section>\u53e6 0.9% \u7684\u60c5\u51b5\u662f LLM \u5728\u91cd\u65b0\u6392\u5e8f\uff08reranking\uff09\u8fc7\u7a0b\u4e2d\u672a\u80fd\u6b63\u786e\u6392\u5217\u68c0\u7d22\u7ed3\u679c\u3002<\/section>\n<\/li>\n<li>\n<section>Spatial-RAG\uff08GPT-4-Turbo\uff09\u6bd4 GPT-3.5-Turbo \u5728 Spatial Dense Pass Rate \u4e0a\u9ad8 7%\uff0c\u5728 Semantic Pass Rate \u4e0a\u4e5f\u7a0d\u6709\u4f18\u52bf\u3002<\/section>\n<\/li>\n<li>\n<section>SD \u65b9\u6cd5\u7531\u4e8e\u4ec5\u57fa\u4e8e\u8ddd\u79bb\u8fd4\u56de\u6700\u8fd1\u7684\u5bf9\u8c61\uff0c\u5176 Spatial Dense Pass Rate \u8f83\u9ad8\uff0c\u4f46\u5176\u4ed6\u6307\u6807\u8868\u73b0\u8f83\u5dee\u3002<\/section>\n<\/li>\n<li>\n<section>GeoLLM \u65b9\u6cd5\u4ec5\u57fa\u4e8e\u5bf9\u8c61\u540d\u79f0\u548c\u8ddd\u79bb\uff0c\u56e0\u6b64\u5728 Spatial Dense Pass Rate \u65b9\u9762\u8868\u73b0\u5c1a\u53ef\u3002<\/section>\n<\/li>\n<li>\n<section>TE \u548c ST \u65b9\u6cd5\u8003\u8651\u4e86\u8bed\u4e49\u4fe1\u606f\uff0c\u5728 Semantic Pass Rate \u65b9\u9762\u8868\u73b0\u8f83\u4f18\u3002<\/section>\n<\/li>\n<li>\n<section>Naive RAG \u548c ST \u5171\u540c\u4f18\u5316\u4e86\u7a7a\u95f4\u5bc6\u96c6\u68c0\u7d22\u548c\u7528\u6237\u8bed\u4e49\u68c0\u7d22\uff0c\u56e0\u6b64\u4e24\u8005\u5728\u8fd9\u4e24\u4e2a\u65b9\u9762\u8868\u73b0\u63a5\u8fd1\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8fc8\u963f\u5bc6\uff08Miami\uff09<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>Spatial-RAG \u5728\u8fc8\u963f\u5bc6\u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\u4e5f\u8f83\u597d\u3002<\/section>\n<\/li>\n<li>\n<section>\u57fa\u7ebf\u65b9\u6cd5\u7684\u8868\u73b0\u6a21\u5f0f\u4e0e\u7ebd\u7ea6\u6570\u636e\u96c6\u57fa\u672c\u4e00\u81f4\uff0c\u4f46\u7531\u4e8e\u8fc8\u963f\u5bc6\u7684\u6570\u636e\u91cf\u8f83\u5c0f\uff08QA \u5bf9\u6570\u91cf\u4ec5\u4e3a 133\uff09\uff0c\u6a21\u578b\u8868\u73b0\u7684\u7a33\u5b9a\u6027\u53ef\u80fd\u53d7\u5230\u5f71\u54cd\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u6d88\u878d\u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u79fb\u9664\u7a00\u758f\u7a7a\u95f4\u6a21\u5757\u3001\u5bc6\u96c6\u7a7a\u95f4\u6a21\u5757\u548c\u5bc6\u96c6\u8bed\u4e49\u6a21\u5757\u8fdb\u884c\u4e86\u6d88\u878d\u5b9e\u9a8c\u3002<\/section>\n<section><\/section>\n<section>\u7ed3\u679c\u8868\u660e\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u79fb\u9664\u7a00\u758f\u7a7a\u95f4\u6a21\u5757\u540e\uff0c\u4ea4\u4ed8\u7387\u663e\u8457\u63d0\u9ad8\uff0c\u4f46\u7a7a\u95f4\u5f97\u5206\u4e0b\u964d\u3002<\/section>\n<\/li>\n<li>\n<section>\u79fb\u9664\u5bc6\u96c6\u8bed\u4e49\u6a21\u5757\u540e\uff0c\u7a7a\u95f4\u5bc6\u96c6\u901a\u8fc7\u7387\u6700\u9ad8\uff0c\u4f46\u8bed\u4e49\u901a\u8fc7\u7387\u663e\u8457\u964d\u4f4e\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u6848\u4f8b\u7814\u7a76<\/strong><\/section>\n<section><\/section>\n<section>\u56fe 3 \u548c\u56fe 4 (b) \u5c55\u793a\u4e86\u4e00\u4e2a\u5178\u578b\u7684\u591a\u6bb5\u7ebf\u641c\u7d22\u6848\u4f8b\u3002Spatial-RAG \u6210\u529f\u8bc6\u522b\u4e86\u7528\u6237\u610f\u56fe\uff0c\u63a8\u8350\u4e86\u6cbf\u8def\u7ebf\u7684\u9910\u5385\uff0c\u5c55\u793a\u4e86\u5176\u5728\u590d\u6742\u7a7a\u95f4\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u5f3a\u5927\u80fd\u529b\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f07fdcc164d2fec863dba2b78ead03d4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f07fdcc164d2fec863dba2b78ead03d4.png\"><\/a><\/section>\n<section><em><sup>\u56fe 3. Spatial-RAG \u8fd0\u884c\u65b9\u5f0f\u7684\u793a\u4f8b\uff1a\u7ed9\u5b9a\u4e00\u4e2a\u95ee\u9898\uff0c1) \u7a00\u758f\u7a7a\u95f4\u68c0\u7d22\uff1aLLM \u5c06\u81ea\u7136\u8bed\u8a00\u95ee\u9898\u89e3\u6790\u4e3a\u7a7a\u95f4\u6570\u636e\u5e93\u7684\u7a7a\u95f4 SQL \u67e5\u8be2\uff0c\u68c0\u7d22\u6ee1\u8db3\u7a7a\u95f4\u7ea6\u675f\u548c\u7a00\u758f\u7a7a\u95f4\u76f8\u5173\u6027\u5206\u6570\u7684\u7a7a\u95f4\u5bf9\u8c61\u30022) \u95ee\u9898\u5206\u89e3\u548c\u5bc6\u96c6\u68c0\u7d22\uff1a\u540c\u65f6\uff0cSpatial-RAG \u5c06\u95ee\u9898\u5206\u89e3\u4e3a\u7a7a\u95f4\u548c\u8bed\u4e49\u7ec4\u4ef6\uff0c\u5e76\u5c06\u5b83\u4eec\u4e0e\u7a7a\u95f4\u5bf9\u8c61\u7684\u63cf\u8ff0\u8fdb\u884c\u6bd4\u8f83\u4ee5\u6267\u884c\u5bc6\u96c6\u68c0\u7d22\uff0c\u8fc7\u6ee4\u6389\u4e0d\u76f8\u5173\u7684\u5185\u5bb9\u30023) LLM \u91cd\u65b0\u6392\u5e8f\uff1a\u8bed\u8a00\u4ee3\u7406\u5e73\u8861\u7a7a\u95f4\u548c\u8bed\u4e49\u65b9\u9762\u4ee5\u91cd\u65b0\u6392\u5e8f\u5019\u9009\u5e76\u751f\u6210\u6700\u7ec8\u7b54\u6848\u3002<\/sup><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-1fcf616863254b550cec5849a94706d7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-1fcf616863254b550cec5849a94706d7.png\"><\/a><\/em><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 4. (a) \u67e5\u8be2 \u03f5 km \u534a\u5f84\u5185\u7684\u70b9 (b) \u67e5\u8be2\u8def\u5f84\u5468\u56f4\u7684\u70b9 (c) \u67e5\u8be2\u591a\u8fb9\u5f62\u5185\u7684\u70b9<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>5. \u7ed3\u8bba<\/strong><\/section>\n<section><\/section>\n<section>Spatial-RAG \u901a\u8fc7\u7ed3\u5408\u7a7a\u95f4\u6570\u636e\u5e93\u548c LLM \u7684\u8bed\u4e49\u7406\u89e3\u80fd\u529b\uff0c\u663e\u8457\u63d0\u5347\u4e86\u7a7a\u95f4\u63a8\u7406\u4efb\u52a1\u7684\u6027\u80fd\u3002\u5b9e\u9a8c\u8868\u660e\uff0cSpatial-RAG \u5728\u771f\u5b9e\u4e16\u754c\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u4f18\u5f02\uff0c\u80fd\u591f\u6709\u6548\u5904\u7406\u590d\u6742\u7684\u7a7a\u95f4\u63a8\u7406\u95ee\u9898\uff0c\u4e3a\u65c5\u6e38\u63a8\u8350\u3001\u8def\u5f84\u89c4\u5212\u7b49\u5e94\u7528\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u652f\u6301\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-06-3\" target=\"_blank\">\u5f00\u542f\u7a7a\u95f4\u667a\u80fd\u95ee\u7b54\u65b0\u65f6\u4ee3\uff1aSpatial-RAG\u6846\u67b6\u6765\u4e86<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5f00\u542f\u7a7a\u95f4\u667a\u80fd\u95ee\u7b54\u65b0\u65f6\u4ee3 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[71,55],"class_list":["post-39265","post","type-post","status-publish","format-standard","hentry","category-news","tag-rag","tag-55"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - 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