{"id":5313,"date":"2026-06-17T17:08:05","date_gmt":"2026-06-17T09:08:05","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=5313"},"modified":"2026-06-17T17:08:05","modified_gmt":"2026-06-17T09:08:05","slug":"202606%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-query-centric-graph-retrieval-augmented-generation","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202606%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-query-centric-graph-retrieval-augmented-generation\/","title":{"rendered":"202606\u8bba\u6587\u7814\u8bfb-QUERY-CENTRIC GRAPH RETRIEVAL AUGMENTED GENERATION"},"content":{"rendered":"\n

\u4f5c\u8005\uff1aYaxiong Wu, Jianyuan Bo, Yongyue Zhang
\u6765\u6e90\uff1aarXiv
\u5355\u4f4d\uff1aHuawei Technologies Co., Ltd
\u53d1\u8868\u65e5\u671f\uff1a2025.09<\/p>\n\n\n\n

\u8bba\u6587\u4ecb\u7ecd<\/h2>\n\n\n\n

\u80cc\u666f\u52a8\u673a\uff1a<\/p>\n\n\n\n

\u73b0\u5b9e\u4e2d\u4e8b\u4ef6\u8bc1\u636e\u5206\u6563\u5728\u591a\u7bc7\u6587\u6863\u4e2d\uff0c\u56feRAG\u9700\u8981\u8de8\u6587\u672c\u5757\u5173\u8054\u4fe1\u606f\u624d\u80fd\u652f\u6301\u591a\u8df3\u63a8\u7406\u4e0e\u95ee\u7b54\u3002<\/p>\n\n\n\n

\u5df2\u6709\u56feRAG\u65b9\u6cd5\u5b58\u5728\u7c92\u5ea6\u4e24\u96be\uff1a\u7ec6\u7c92\u5ea6\u5b9e\u4f53\u56fetoken\u6210\u672c\u9ad8\u4e14\u5272\u88c2\u4e0a\u4e0b\u6587\uff0c\u7c97\u7c92\u5ea6\u6587\u6863\u56fe\u53c8\u4e22\u5931\u7ec6\u81f4\u5173\u7cfb\uff0c\u96be\u4ee5\u517c\u987e\u6548\u7387\u4e0e\u8bed\u4e49\u3002<\/p>\n\n\n\n

Doc2Query\u7b49\u6587\u6863\u6269\u5c55\u6280\u672f\u751f\u6210\u7684\u67e5\u8be2\u7c92\u5ea6\u9002\u4e2d\uff0c\u4ecb\u4e8e\u5b9e\u4f53\u4e0e\u6587\u6863\u4e4b\u95f4\uff0c\u4e3a\u56fe\u6784\u5efa\u7c92\u5ea6\u53ef\u63a7\u63d0\u4f9b\u4e86\u65b0\u601d\u8def\u3002<\/p>\n\n\n\n

\u7814\u7a76\u76ee\u6807\uff1a<\/p>\n\n\n\n

\u65e8\u5728\u89e3\u51b3\u56feRAG\u65b9\u6cd5\u7c92\u5ea6\u4e0e\u6548\u679c\u96be\u4ee5\u517c\u987e\u7684\u95ee\u9898\uff0c\u63d0\u51fa\u4e00\u79cd\u67e5\u8be2\u4e2d\u5fc3\u7684\u53ef\u63a7\u7c92\u5ea6\u56fe\u6784\u5efa\u6846\u67b6\u3002\u5229\u7528\u751f\u6210\u5f0f\u67e5\u8be2\u4f5c\u4e3a\u56fe\u8282\u70b9\uff0c\u8bbe\u8ba1\u591a\u8df3\u68c0\u7d22\u673a\u5236\u7cbe\u51c6\u805a\u5408\u5206\u6563\u8bc1\u636e\uff0c\u4ece\u800c\u63d0\u5347\u591a\u8df3\u63a8\u7406\u4e0e\u957f\u6587\u6863\u95ee\u7b54\u7684\u68c0\u7d22\u8d28\u91cf\u4e0e\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n

\u6838\u5fc3\u5185\u5bb9<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u5b9e\u9a8c\u8bc4\u4f30<\/h2>\n\n\n\n

QCG-RAG\u5728\u4e24\u4e2a\u6570\u636e\u96c6\u4e0a\u5747\u53d6\u5f97\u6700\u4f18\u6574\u4f53\u51c6\u786e\u7387\uff0c\u5c24\u5176\u5728\u591a\u8df3\u4e0e\u5bf9\u6bd4\u7c7b\u67e5\u8be2\u4e0a\u4f18\u52bf\u663e\u8457<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u603b\u7ed3\u601d\u8003<\/h2>\n\n\n\n

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\u4f5c\u8005\uff1aYaxiong Wu, Jianyuan Bo, Yongyue Zhang\u6765\u6e90\uff1aarXiv\u5355\u4f4d\uff1aHua […]<\/p>\n","protected":false},"author":67,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-5313","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5313","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/67"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=5313"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5313\/revisions"}],"predecessor-version":[{"id":5319,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5313\/revisions\/5319"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=5313"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=5313"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=5313"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}