{"id":28083,"date":"2025-04-22T17:23:00","date_gmt":"2025-04-22T09:23:00","guid":{"rendered":"http:\/\/192.168.10.115\/?p=28083"},"modified":"2025-04-22T19:24:47","modified_gmt":"2025-04-22T11:24:47","slug":"2025-04-22-%e6%b8%85%e5%8d%8e%e6%9c%80%e6%96%b0driving-rag%ef%bc%81%e7%b2%be%e5%87%86%e5%9c%ba%e6%99%af%e6%90%9c%e7%b4%a2%e8%ae%a9%e8%87%aa%e5%8a%a8%e9%a9%be%e9%a9%b6%e5%86%b3%e7%ad%96%e5%8f%88","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2025\/04\/22\/28083\/","title":{"rendered":"2025-04-22 \u6e05\u534e\u6700\u65b0Driving-RAG\uff01\u7cbe\u51c6\u573a\u666f\u641c\u7d22\u8ba9\u81ea\u52a8\u9a7e\u9a76\u51b3\u7b56\u53c8\u5feb\u53c8\u51c6~"},"content":{"rendered":"\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/1897930041171641032\">https:\/\/zhuanlan.zhihu.com\/p\/1897930041171641032<\/a><\/p>\n\n\n\n<p>\u672c\u6587\u521b\u65b0\u6027\u63d0\u51fa\u9996\u4e2a\u9762\u5411\u81ea\u52a8\u9a7e\u9a76\u7684\u573a\u666f\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u6846\u67b6 Driving-RAG\uff0c\u7cbe\u51c6\u7834\u89e3\u5927\u89c4\u6a21\u573a\u666f\u6570\u636e\u5d4c\u5165\u6a21\u7cca\u3001\u641c\u7d22\u4f4e\u6548\u3001RAG \u5e94\u7528\u4e4f\u529b\u4e09\u5927\u75db\u70b9\uff01\u901a\u8fc7<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=256777585&amp;content_type=Article&amp;match_order=1&amp;q=%E5%9B%BE%E5%8D%B7%E7%A7%AF&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">\u56fe\u5377\u79ef<\/a>\u4e0e<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=256777585&amp;content_type=Article&amp;match_order=1&amp;q=%E6%B3%A8%E6%84%8F%E5%8A%9B%E6%9C%BA%E5%88%B6&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">\u6ce8\u610f\u529b\u673a\u5236<\/a>\u878d\u5408\u7684<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=256777585&amp;content_type=Article&amp;match_order=1&amp;q=%E5%9C%BA%E6%99%AF%E5%B5%8C%E5%85%A5%E6%A8%A1%E5%9E%8B&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">\u573a\u666f\u5d4c\u5165\u6a21\u578b<\/a><\/p>\n\n\n\n<p>\uff0c\u5b9e\u73b0\u573a\u666f\u7279\u5f81\u4e0e\u8ddd\u79bb\u5ea6\u91cf\u7684\u5411\u91cf\u7a7a\u95f4\u5bf9\u9f50\uff0c\u8f83\u4f20\u7edf\u65b9\u6cd5\u6548\u7387\u63d0\u534750\u500d\u4ee5\u4e0a\u3002\u672c\u6587\u6240\u63d0\u51fa\u7684Driving-RAG\u6846\u67b6\u4f7f\u81ea\u52a8\u9a7e\u9a76\u89c4\u5212\u7684\u4eba\u7c7b\u76f8\u4f3c\u5ea6\u8fdb\u4e00\u6b65\u63d0\u5347\uff0c\u6210\u529f\u89e3\u51b3\u531d\u9053\u5408\u6d41\u3001\u4ea4\u53c9\u8def\u53e3\u7b49\u4ea4\u4e92\u573a\u666f\u7684\u51b3\u7b56\u96be\u9898\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u539f\u6587\u94fe\u63a5\uff1a<\/strong><a href=\"https:\/\/link.zhihu.com\/?target=https%3A\/\/mp.weixin.qq.com\/s\/87vgCBAQZIx2jLDe2ULT5A\" target=\"_blank\" rel=\"noreferrer noopener\">\u6e05\u534e\u6700\u65b0Driving-RAG\uff01\u7cbe\u51c6\u573a\u666f\u641c\u7d22\u8ba9\u81ea\u52a8\u9a7e\u9a76\u51b3\u7b56\u53c8\u5feb\u53c8\u51c6~<\/a><\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_1897930041171641032_0\">\u5199\u5728\u524d\u9762&amp;\u7b14\u8005\u7684\u4e2a\u4eba\u7406\u89e3<\/h2>\n\n\n\n<p>\u9a7e\u9a76\u573a\u666f\u901a\u5e38\u88ab\u5b9a\u4e49\u4e3a\u5728\u7279\u5b9a\u65f6\u7a7a\u8303\u56f4\u5185\u73af\u5883\u548c\u9a7e\u9a76\u884c\u4e3a\u7684\u7efc\u5408\u8868\u793a\u3002\u5b83\u4eec\u7cfb\u7edf\u5730\u63cf\u8ff0\u4e86\u5404\u79cd\u4ea4\u901a\u53c2\u4e0e\u8005\u7684\u72b6\u6001\u548c\u4efb\u52a1\u4ee5\u53ca\u5468\u56f4\u73af\u5883\uff0c\u5305\u62ec\u9053\u8def\u7f51\u7edc\u548c\u57fa\u7840\u8bbe\u65bd\u3002\u573a\u666f\u6570\u636e\u5728\u4e0e\u667a\u80fd\u8f66\u8f86\u548c\u673a\u5668\u4eba\u76f8\u5173\u7684\u4efb\u52a1\u4e2d\u53d1\u6325\u4e86\u91cd\u8981\u4f5c\u7528\uff0c\u5982\u9884\u6d4b\u3001\u89c4\u5212\u3001\u63a7\u5236\u548c\u6d4b\u8bd5\u3002<\/p>\n\n\n\n<p>\u5728\u4eba\u5de5\u667a\u80fd\u548c\u5927\u578b\u6a21\u578b\u7684\u65f6\u4ee3\uff0c\u81ea\u52a8\u9a7e\u9a76\u548c\u667a\u80fd\u8f66\u8f86\u7cfb\u7edf\u7684\u53d1\u5c55\u8d8a\u6765\u8d8a\u4f9d\u8d56\u4e8e\u5927\u91cf\u7684\u573a\u666f\u6570\u636e\u3002\u4e00\u65b9\u9762\uff0c\u573a\u666f\u6570\u636e\u9700\u8981\u88ab\u826f\u597d\u5730\u5b58\u50a8\u548c\u6807\u8bb0\uff0c\u4ee5\u534f\u52a9\u81ea\u52a8\u9a7e\u9a76\u6a21\u578b\u7684\u9ad8\u6548\u8bad\u7ec3\u548c\u6d4b\u8bd5\u3002\u5178\u578b\u7684\u573a\u666f\u5e73\u53f0\u5305\u62ecOpenScenario\u3001MetaScenario\u548cCommonRoad\u7b49\u3002\u7279\u522b\u662f\uff0c\u4e4b\u524d\u5173\u4e8e\u573a\u666f\u7684\u5de5\u4f5c\u5b9e\u73b0\u4e86\u9ad8\u6548\u7684\u6570\u636e\u5b58\u50a8\uff0c\u5e76\u63d0\u51fa\u4e86<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=256777585&amp;content_type=Article&amp;match_order=1&amp;q=Graph-DTW&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">Graph-DTW<\/a><\/p>\n\n\n\n<p>\u5ea6\u91cf\u6765\u6807\u8bb0\u590d\u6742\u4ea4\u4e92\u548c\u8fb9\u7f18\u573a\u666f\uff0c\u4fbf\u4e8e\u6536\u96c6\u5927\u91cf\u6709\u4ef7\u503c\u7684\u6837\u672c\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u9ad8\u6548\u7684\u641c\u7d22\u80fd\u529b\u5bf9\u4e8e\u573a\u666f\u6570\u636e\u4e5f\u662f\u5fc5\u4e0d\u53ef\u5c11\u7684\u3002\u8bb8\u591a\u7814\u7a76\u8868\u660e\uff0c\u5229\u7528\u4ee5\u5f80\u7684\u7ecf\u9a8c\u548c\u77e5\u8bc6\u53ef\u4ee5\u4f7f\u8f66\u8f86\u505a\u51fa\u66f4\u660e\u667a\u7684\u51b3\u7b56\u5e76\u6709\u6548\u6267\u884c\u9a7e\u9a76\u4efb\u52a1\u3002\u4e00\u4e2a\u7a81\u51fa\u7684\u5e94\u7528\u662f\u5c06\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u4e0e\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7cfb\u7edf\u76f8\u7ed3\u5408\uff0c\u901a\u8fc7\u53ca\u65f6\u83b7\u53d6\u7c7b\u4f3c\u573a\u666f\u6765\u751f\u6210\u51c6\u786e\u4e14\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u54cd\u5e94\u3002RAG\u6846\u67b6\u53ef\u4ee5\u652f\u6301\u5728\u7ebf\u5e94\u7528\uff0c\u5982\u8f66\u8f86\u89c4\u5212\u548c\u51b3\u7b56\uff0c\u4ee5\u53ca\u79bb\u7ebf\u5e94\u7528\uff0c\u5982\u573a\u666f\u751f\u6210\u548c\u6a21\u62df\u3002\u7136\u800c\uff0c\u5b9e\u73b0\u7c7b\u4f3c\u573a\u666f\u7684\u9ad8\u6548\u68c0\u7d22\u4ee5\u53ca\u589e\u5f3aRAG\u5e94\u7528\u4ecd\u7136\u662f\u5177\u6709\u6311\u6218\u6027\u7684\u3002<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u4f20\u7edf\u7684\u573a\u666f\u5d4c\u5165\u65b9\u6cd5\u5b58\u5728\u51c6\u786e\u6027\u6216\u6548\u7387\u7684\u95ee\u9898\uff0c\u9700\u8981\u5728\u5411\u91cf\u7a7a\u95f4\u4e2d\u8fdb\u884c\u5bf9\u9f50\uff0c\u4ee5\u4fbf\u66f4\u597d\u5730\u533a\u5206\u573a\u666f\uff0c\u4ece\u800c\u5b9e\u73b0\u9ad8\u6548\u7684\u641c\u7d22\u3002\u5176\u6b21\uff0c\u5e94\u5efa\u7acb\u9488\u5bf9\u573a\u666f\u5206\u5e03\u7684\u9ad8\u6548\u591a\u7ea7\u573a\u666f\u76f8\u4f3c\u6027\u641c\u7d22\u65b9\u6cd5\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5728\u7b2c\u4e00\u5c42\u7ea7\uff0c\u5404\u79cd\u7c7b\u578b\u7684\u9a7e\u9a76\u573a\u666f\u6db5\u76d6\u4e86\u4e0d\u540c\u7684\u8f66\u8f86\u884c\u4e3a\u548c\u4ea4\u4e92\u3002\u5728\u7b2c\u4e8c\u5c42\u7ea7\uff0c\u5373\u4f7f\u5728\u540c\u4e00\u4e2a\u4e13\u5bb6\u7d22\u5f15\u96c6\u7fa4\u4e2d\uff0c\u573a\u666f\u6570\u636e\u4ecd\u7136\u591a\u79cd\u591a\u6837\u3002\u7136\u540e\u4e3a\u4e86\u589e\u5f3a RAG \u7684\u5e94\u7528\uff0c\u9700\u8981\u91cd\u65b0\u7ec4\u7ec7\u68c0\u7d22\u7ed3\u679c\u3002\u8003\u8651\u5230\u5411\u91cf\u5d4c\u5165\u7684\u53ef\u89e3\u91ca\u6027\u76f8\u5bf9\u6709\u9650\uff0c\u6570\u636e\u5e93\u4e2d\u8ddd\u79bb\u6700\u8fd1\u7684\u573a\u666f\u4e4b\u5916\u7684\u573a\u666f\u4ecd\u6709\u53ef\u80fd\u8dfb\u8eab\u6700\u63a5\u8fd1\u7684\u5339\u914d\u884c\u5217\uff0c\u5e76\u80fd\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u53c2\u8003\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u672c\u6587\u63d0\u51fa\u4e86Driving-RAG\u6846\u67b6\uff0c\u4ee5\u4fc3\u8fdb\u573a\u666f\u5d4c\u5165\u3001\u7d22\u5f15\u548c\u589e\u5f3aRAG\u5e94\u7528\u3002\u6211\u4eec\u5728\u5178\u578b\u7684\u8f68\u8ff9\u89c4\u5212\u4efb\u52a1\u4e2d\u5c55\u793a\u4e86\u6240\u63d0\u6846\u67b6\u7684\u6709\u6548\u6027\uff0c\u4f8b\u5982\u531d\u9053\u548c\u4ea4\u53c9\u53e3\u7b49\u590d\u6742\u4ea4\u4e92\u573a\u666f\uff0c\u5c55\u793a\u4e86\u5176\u5728RAG\u5e94\u7528\u4e2d\u7684\u4f18\u52bf\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/link.zhihu.com\/?target=https%3A\/\/arxiv.org\/pdf\/2504.04419\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/pdf\/2504.04419<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_1897930041171641032_1\">Driving-RAG\u7b97\u6cd5\u6846\u67b6<\/h2>\n\n\n\n<p>\u672c\u6587\u63d0\u51fa\u7684Driving-RAG\u7b97\u6cd5\u6846\u67b6\u7684\u6574\u4f53\u6d41\u7a0b\u56fe\u5982\u4e0b\u56fe\u6240\u793a\u3002\u5177\u4f53\u800c\u8a00\uff0c\u8be5\u6846\u67b6\u5305\u542b\u5bf9\u9f50\u573a\u666f\u5d4c\u5165\u6a21\u578b\u3001\u7528\u4e8e\u573a\u666f\u5411\u91cf\u76f8\u4f3c\u6027\u641c\u7d22\u7684<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=256777585&amp;content_type=Article&amp;match_order=1&amp;q=HNSW-TSD&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">HNSW-TSD<\/a><\/p>\n\n\n\n<p>\u7b97\u6cd5\u4ee5\u53ca\u7528\u4e8e\u589e\u5f3aLLM\u751f\u6210\u7684\u68c0\u7d22\u91cd\u7ec4\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic2.zhimg.com\/v2-7d79001b37b7af53ed514586e9b66ad5_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h_1897930041171641032_2\">\u5bf9\u9f50\u573a\u666f\u5d4c\u5165\u6a21\u578b<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"663\" height=\"107\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/04\/0422.png\" alt=\"\" class=\"wp-image-28085\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/04\/0422.png 663w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/04\/0422-300x48.png 300w\" sizes=\"(max-width: 663px) 100vw, 663px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"874\" height=\"478\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/04\/\u56fe\u7247-359.png\" alt=\"\" class=\"wp-image-28084\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/04\/\u56fe\u7247-359.png 874w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/04\/\u56fe\u7247-359-300x164.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/04\/\u56fe\u7247-359-768x420.png 768w\" sizes=\"(max-width: 874px) 100vw, 874px\" \/><\/figure>\n\n\n\n<p>RGCN\u8f93\u51fa\u7684\u7279\u5f81\u5c06\u8fdb\u884c\u6c47\u603b\uff0c\u7136\u540e\u901a\u8fc7\u591a\u5934\u6ce8\u610f\u529b\u673a\u5236\u6355\u6349\u65f6\u95f4\u56fe\u4e0a\u4e0b\u6587\u4e4b\u95f4\u7684\u8fde\u63a5\uff0c\u7136\u540e\u901a\u8fc7\u5c06\u591a\u5934\u6ce8\u610f\u529b\u7684\u7ed3\u679c\u62fc\u63a5\u5230\u4e00\u8d77\uff0c\u5f97\u5230\u6700\u7ec8\u7684\u6ce8\u610f\u529b\u7ed3\u679c\u3002\u4e3a\u4e86\u8bad\u7ec3\u6a21\u578b\uff0c\u9996\u5148\uff0c\u6211\u4eec\u5728\u81ea\u7f16\u7801\u5668\u67b6\u6784\u4e2d\u4f7f\u7528 RGCN \u7279\u5f81\u8fdb\u884c\u56fe\u6062\u590d\u4efb\u52a1\uff0c\u8be5\u4efb\u52a1\u53ef\u4ee5\u9884\u6d4b\u56fe\u7684\u8fde\u63a5\u5173\u7cfb\u3002\u867d\u7136\u7f51\u7edc\u7684\u81ea\u5b66\u4e60\u80fd\u529b\u53ef\u4ee5\u63d0\u53d6\u57fa\u672c\u7279\u5f81\uff0c\u4f46\u65e0\u6cd5\u6355\u6349\u6709\u6548\u573a\u666f\u6bd4\u8f83\u6240\u9700\u7684\u66f4\u6613\u8bc6\u522b\u548c\u66f4\u590d\u6742\u7684\u7279\u5f81\u3002<\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5229\u7528\u4e0b\u56fe\u7684Graph-DTW\u573a\u666f\u8ddd\u79bb\u5ea6\u91cf\uff0c\u8be5\u5ea6\u91cf\u96c6\u6210\u4e86\u6700\u4f18\u4f20\u8f93\u548c DTW \u6765\u8ba1\u7b97\u573a\u666f\u8ddd\u79bb\u3002\u5148\u524d\u7684\u7814\u7a76\u5df2\u7ecf\u8bc1\u660eGraph-DTW \u53ef\u4ee5\u6709\u6548\u5730\u8861\u91cf\u573a\u666f\u4e4b\u95f4\u7684\u5dee\u5f02\u3002\u867d\u7136\u5b83\u80fd\u591f\u5bf9\u6536\u96c6\u5230\u7684\u573a\u666f\u8fdb\u884c\u51c6\u786e\u7684\u6807\u8bb0\uff0c\u4f46\u5d4c\u5165\u4efb\u52a1\u4f1a\u53d8\u5f97\u975e\u5e38\u8017\u65f6\u3002\u901a\u8fc7\u5229\u7528\u8bad\u7ec3\u573a\u666f\u96c6\u4e2d\u7684\u8ddd\u79bb\u6807\u7b7e\uff0cRGCN \u548c Transformer \u6a21\u578b\u7684\u7406\u89e3\u548c\u62df\u5408\u80fd\u529b\uff0c\u4f7f\u6211\u4eec\u80fd\u591f\u63d0\u53d6\u66f4\u4e30\u5bcc\u7684\u7279\u5f81\uff0c\u8fd9\u4e9b\u7279\u5f81\u65e2\u80fd\u89e3\u91ca\u573a\u666f\u7684\u8bed\u4e49\u5173\u7cfb\uff0c\u53c8\u80fd\u53cd\u6620\u573a\u666f\u7684\u65f6\u7a7a\u6f14\u53d8\uff0c\u6700\u7ec8\u63d0\u5347\u5d4c\u5165\u6548\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic4.zhimg.com\/v2-4e3111fff909469781e664f6dd02496f_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u8bad\u7ec3\u8fc7\u7a0b\u7c7b\u4f3c\u4e8e\u5bf9\u6bd4\u5b66\u4e60\u3002\u4e00\u65b9\u9762\uff0c\u901a\u8fc7\u56fe\u7ed3\u6784\u6062\u590d\u6765\u4fdd\u6301\u5bf9\u573a\u666f\u7684\u57fa\u672c\u7406\u89e3\uff0c\u7ea6\u675f\u53ef\u4ee5\u9632\u6b62\u573a\u666f\u8ddd\u79bb\u8fc7\u62df\u5408\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u65f6\u7a7a\u7279\u5f81\u7684\u63d0\u53d6\u4f7f\u573a\u666f\u5d4c\u5165\u8ddd\u79bb\u66f4\u63a5\u8fd1GraphDTW\u8ddd\u79bb\uff0c\u4ece\u800c\u53ef\u4ee5\u6709\u6548\u533a\u5206\u573a\u666f\u3002\u4ece\u5d4c\u5165\u6027\u80fd\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u5f53\u7f16\u7801\u5d4c\u5165\u4e4b\u95f4\u7684\u8ddd\u79bb\u4e0e\u573a\u666f\u5ea6\u91cf\u7684\u8ddd\u79bb\u7d27\u5bc6\u5339\u914d\uff0c\u5e76\u4e14\u6062\u590d\u540e\u7684\u56fe\u8868\u73b0\u51fa\u8f83\u9ad8\u7684\u4ea4\u5e76\u6bd4 (IoU) \u65f6\uff0c\u6211\u4eec\u8ba4\u8bc6\u5230\u8be5\u6a21\u578b\u6210\u529f\u63d0\u53d6\u4e86\u6709\u7528\u7684\u7279\u5f81\u5e76\u5b9e\u73b0\u4e86\u5bf9\u9f50\u3002\u8bad\u7ec3\u8fc7\u7a0b\u7684\u635f\u5931\u51fd\u6570\u8bbe\u8ba1\u4e3a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic3.zhimg.com\/v2-69a22e95a7efec0a4e4a8cab4faa83bc_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h_1897930041171641032_3\">\u7528\u4e8e\u6709\u6548\u573a\u666f\u641c\u7d22\u7684HNSW-TSD\u7b97\u6cd5<\/h3>\n\n\n\n<p>\u8003\u8651\u5230\u573a\u666f\u6570\u91cf\u4f17\u591a\uff0c\u4e0d\u540c\u7684\u4ea4\u4e92\u7c7b\u578b\u5df2\u88ab\u5206\u7c7b\u5e76\u5f52\u56e0\u4e8e\u57fa\u4e8e\u8f66\u8f86\u8fd0\u52a8\u6d41\u7684\u591a\u4e2a\u4e13\u5bb6\u96c6\u3002\u5f53\u8f66\u8f86\u6267\u884c\u7279\u5b9a\u7684\u5728\u7ebf\u6216\u6a21\u62df\u4efb\u52a1\u5e76\u5411\u4e13\u5bb6\u6570\u636e\u5e93\u5bfb\u6c42\u5e2e\u52a9\u65f6\uff0c\u68c0\u7d22\u5230\u7684\u573a\u666f\u4e0e\u63d0\u793a\u573a\u666f\u5177\u6709\u76f8\u540c\u7684\u4ea4\u4e92\u7c7b\u578b\u81f3\u5173\u91cd\u8981\u3002\u8be5\u65b9\u6cd5\u786e\u4fdd\u641c\u7d22\u7ed3\u679c\u63d0\u4f9b\u66f4\u76f8\u5173\u3001\u66f4\u51c6\u786e\u7684\u53c2\u8003\u3002\u7136\u540e\uff0c\u5229\u7528\u4e0a\u8ff0\u5d4c\u5165\u6a21\u578b\uff0c\u6211\u4eec\u53ef\u4ee5\u83b7\u53d6\u573a\u666f\u5411\u91cf\u5e76\u5728\u6570\u636e\u5e93\u7cfb\u7edf\u4e2d\u8fdb\u884c\u9ad8\u6548\u641c\u7d22\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u5728\u8bbe\u8ba1\u4e86\u4e00\u79cd\u65b0\u7684\u5411\u91cf\u641c\u7d22\u673a\u5236HNSW-TSD\uff0c\u8be5\u673a\u5236\u7ed3\u5408\u4e86HNSW\u548c\u5178\u578b\u573a\u666f\u6570\u636e\uff0c\u5176\u6574\u4f53\u7b97\u6cd5\u6d41\u7a0b\u5982\u4e0b\u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pica.zhimg.com\/v2-09077665418ae53c71a928bbaff77542_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u8be5\u7b97\u6cd5\u652f\u6301\u57fa\u4e8e\u6784\u5efa\u7684\u573a\u666f\u6570\u636e\u5e93\u7075\u6d3b\u8c03\u6574\u53c2\u6570\u3002\u524d\u4e09\u4e2a\u6b65\u9aa4\u53ea\u9700\u6267\u884c\u4e00\u6b21\uff0c\u4e14\u66f4\u65b0\u5468\u671f\u8f83\u957f\uff1b\u540e\u4e24\u4e2a\u6b65\u9aa4\u901a\u8fc7\u9891\u7e41\u7684\u6279\u91cf\u8bf7\u6c42\u8fdb\u884c\u9ad8\u6548\u641c\u7d22\u3002\u8fd9\u79cd\u65b9\u6cd5\u4f7f\u6211\u4eec\u80fd\u591f\u4ee5\u66f4\u9ad8\u6548\u4e14\u51c6\u786e\u7387\u4e2d\u6027\u7684\u65b9\u5f0f\u641c\u7d22\u76f8\u4f3c\u573a\u666f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h_1897930041171641032_4\">\u57fa\u4e8eRAG\u5e94\u7528\u8bc6\u522b\u573a\u666f<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u5229\u7528\u68c0\u7d22\u573a\u666f\u589e\u5f3aLLM-RAG\u7cfb\u7edf\uff0c\u6211\u4eec\u4ee5\u8f68\u8ff9\u89c4\u5212\u4efb\u52a1\u4e3a\u4f8b\uff0c\u9996\u5148\uff0c\u9488\u5bf9\u6bcf\u4e2a\u8f66\u8f86\u4efb\u52a1\uff0c\u5728\u4e0d\u540c\u7684\u672a\u6765\u89c6\u91ce\u4e0b\uff0c\u4f7f\u7528\u4e94\u6b21\u591a\u9879\u5f0f\u751f\u6210n\u6761\u5019\u9009\u8f68\u8ff9\uff0c\u4ee5\u8003\u8651\u8f66\u8f86\u884c\u4e3a\u7684\u591a\u79cd\u6a21\u6001\u548c\u573a\u666f\u7684\u591a\u79cd\u53ef\u80fd\u6027\u3002\u7ed3\u5408\u5468\u56f4\u4ea4\u4e92\u8f66\u8f86\u7684\u9884\u6d4b\u72b6\u6001\u4fe1\u606f\uff0c\u6784\u5efa\u591a\u4e2a\u6f5c\u5728\u573a\u666f\uff0c\u7528\u4e8e\u641c\u7d22\u591a\u4e2a\u76f8\u4f3c\u573a\u666f\u3002\u901a\u8fc7\u5224\u65ad\u4ea4\u4e92\u7c7b\u578b\uff0c\u6211\u4eec\u91c7\u7528\u76f8\u5e94\u7684\u5d4c\u5165\u6a21\u578b\u83b7\u53d6\u573a\u666f\u5411\u91cf\uff0c\u5e76\u4f7f\u7528HNSW-TSD\u7b97\u6cd5\u5728\u6536\u96c6\u7684\u573a\u666f\u6570\u636e\u5e93\u4e2d\u8fdb\u884cTop-K\u641c\u7d22\u3002\u7136\u540e\uff0c\u5bf9\u4e8eNXK\u68c0\u7d22\u573a\u666f\uff0c\u6211\u4eec\u901a\u8fc7\u56fe\u5173\u7cfb\u63d0\u53d6\u548c\u5c42\u7ea7\u9009\u62e9\u8fdb\u884c\u91cd\u7ec4\uff0c\u5982\u7b97\u6cd52\u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"574\" height=\"1024\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/04\/\u56fe\u7247-360-574x1024.png\" alt=\"\" class=\"wp-image-28086\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/04\/\u56fe\u7247-360-574x1024.png 574w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/04\/\u56fe\u7247-360-168x300.png 168w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/04\/\u56fe\u7247-360-561x1000.png 561w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/04\/\u56fe\u7247-360.png 754w\" sizes=\"(max-width: 574px) 100vw, 574px\" \/><\/figure>\n\n\n\n<p>\u867d\u7136\u573a\u666f\u56fe\u6570\u636e\u4ee5\u5411\u91cf\u5f62\u5f0f\u5d4c\u5165\u4ee5\u5b9e\u73b0\u5feb\u901f\u68c0\u7d22\uff0c\u4f46\u5176\u8868\u793a\u5f62\u5f0f\u53ef\u80fd\u4ecd\u7136\u7f3a\u4e4f\u4e00\u5b9a\u7684\u53ef\u89e3\u91ca\u6027\u3002\u56e0\u6b64\uff0c\u53ef\u4ee5\u5229\u7528\u56fe\u5173\u7cfb\u7684\u539f\u751f\u77e5\u8bc6\u6765\u5904\u7406\u4e00\u5c0f\u90e8\u5206\u641c\u7d22\u7ed3\u679c\u3002\u901a\u8fc7\u5411\u91cf\u641c\u7d22\u548c\u89c4\u5219\u77e5\u8bc6\u7684\u878d\u5408\uff0c\u53ef\u4ee5\u4fdd\u8bc1\u7528\u4e8e RAG \u7684\u5916\u90e8\u573a\u666f\u6570\u636e\u7684\u76f8\u5173\u6027\u3002<\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u5982\u4e0b\u9762\u7684\u4e24\u56fe\u6240\u793a\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u7b80\u6d01\u7684\u63d0\u793a\uff0c\u5176\u4e2d\u5305\u542b\u8bf4\u660e\u3001\u573a\u666f\u3001\u4efb\u52a1\u3001\u601d\u8def\u94fe (CoT) \u4ee5\u53ca\u57fa\u4e8e\u5148\u524d\u7814\u7a76\u7684\u53c2\u8003\u6848\u4f8b\u3002LLM \u6839\u636e\u5bf9 CoT \u95ee\u9898\u7684\u7406\u89e3\u8fdb\u884c\u56de\u7b54\u5e76\u63d0\u4f9b\u89c4\u5212\u7ed3\u679c\u3002LLM \u8fdb\u4e00\u6b65\u81ea\u6211\u89e3\u91ca\u573a\u666f\uff0c\u5e76\u63d0\u4f9b\u9002\u5f53\u7684\u8b66\u544a\uff0c\u5e76\u786e\u4fdd\u4ece\u5916\u90e8\u6570\u636e\u5e93\u4e2d\u5b66\u4e60\u76f8\u5173\u77e5\u8bc6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pica.zhimg.com\/v2-8ef8577ac706b707a89cbaf22ae0974e_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/picx.zhimg.com\/v2-4327e3877660a3769d34cfb84677f409_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" 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