{"id":4529,"date":"2024-08-31T15:06:13","date_gmt":"2024-08-31T07:06:13","guid":{"rendered":"https:\/\/nullthought.net\/?p=4529"},"modified":"2024-12-25T14:30:36","modified_gmt":"2024-12-25T06:30:36","slug":"hybridrag%ef%bc%9a%e9%9b%86%e6%88%90%e7%9f%a5%e8%af%86%e5%9b%be%e8%b0%b1%e5%92%8c%e5%90%91%e9%87%8f%e6%a3%80%e7%b4%a2%e5%a2%9e%e5%bc%ba%e7%94%9f%e6%88%90%e6%8a%80%e6%9c%af%ef%bc%8c%e7%94%a8%e4%ba%8e","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=4529","title":{"rendered":"HybridRAG\uff1a\u96c6\u6210\u77e5\u8bc6\u56fe\u8c31\u548c\u5411\u91cf\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u6280\u672f\uff0c\u7528\u4e8e\u9ad8\u6548\u4fe1\u606f\u63d0\u53d6"},"content":{"rendered":"\n<p>\u8bba\u6587<strong><a href=\"https:\/\/arxiv.org\/abs\/2408.04948\" target=\"_blank\" rel=\"noreferrer noopener\">HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction<\/a><\/strong>\uff08\u300aHybridRAG\uff1a\u96c6\u6210\u77e5\u8bc6\u56fe\u8c31\u548c\u5411\u91cf\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u6280\u672f\uff0c\u7528\u4e8e\u9ad8\u6548\u4fe1\u606f\u63d0\u53d6\u300b\uff09\u4ecb\u7ecd\u4e86\u4e00\u79cd\u540d\u4e3aHybridRAG\u7684\u65b0\u65b9\u6cd5\uff0c\u7528\u4e8e\u6539\u5584\u4ece\u91d1\u878d\u6587\u6863\u4e2d\u63d0\u53d6\u4fe1\u606f\u7684\u6548\u679c\u3002\u8be5\u65b9\u6cd5\u7ed3\u5408\u4e86VectorRAG\uff08\u57fa\u4e8e\u5411\u91cf\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u548cGraphRAG\uff08\u57fa\u4e8e\u56fe\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u6280\u672f\u7684\u4f18\u52bf\uff0c\u65e8\u5728\u63d0\u9ad8\u95ee\u7b54\u7cfb\u7edf\u4e2d\u751f\u6210\u7b54\u6848\u7684\u51c6\u786e\u6027\u548c\u4e0a\u4e0b\u6587\u76f8\u5173\u6027\u3002\u8bba\u6587\u5c55\u793a\u4e86HybridRAG\u5728\u63d0\u9ad8\u91d1\u878d\u5e94\u7528\u4e2d\u4fe1\u606f\u63d0\u53d6\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u65b9\u9762\u7684\u6f5c\u529b\uff0c\u5e76\u4e14\u8fd9\u4e00\u65b9\u6cd5\u5728\u9700\u8981\u9ad8\u6548\u5904\u7406\u590d\u6742\u975e\u7ed3\u6784\u5316\u6570\u636e\u7684\u5176\u4ed6\u9886\u57df\u4e5f\u5177\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u524d\u666f\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aBhaskarjit Sarmah, Benika Hall, Rohan Rao, Sunil Patel, Stefano Pasquali, Dhagash Mehta\uff0c\u6765\u81eaNvidia\u548cBlackrock\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u5185\u5bb9\u6982\u8981\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u52a8\u673a\u548c\u6311\u6218<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u91d1\u878d\u6587\u6863\uff08\u5982\u8d22\u62a5\u7535\u8bdd\u4f1a\u8bae\u8bb0\u5f55\uff09\u5305\u542b\u7279\u5b9a\u9886\u57df\u7684\u672f\u8bed\u548c\u590d\u6742\u7684\u683c\u5f0f\uff0c\u8fd9\u7ed9\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u63d0\u53d6\u76f8\u5173\u4fe1\u606f\u65f6\u5e26\u6765\u4e86\u6311\u6218\u3002<\/li>\n\n\n\n<li>\u4f20\u7edf\u7684VectorRAG\u6280\u672f\u4f9d\u8d56\u5411\u91cf\u6570\u636e\u5e93\u8fdb\u884c\u4fe1\u606f\u68c0\u7d22\uff0c\u4f46\u7531\u4e8e\u91d1\u878d\u6587\u6863\u7684\u5c42\u6b21\u7ed3\u6784\uff0c\u5f80\u5f80\u96be\u4ee5\u4fdd\u7559\u5173\u952e\u4fe1\u606f\u7684\u4e0a\u4e0b\u6587\uff0c\u4ece\u800c\u5bfc\u81f4\u4fe1\u606f\u4e22\u5931\u3002<\/li>\n\n\n\n<li>\u77e5\u8bc6\u56fe\u8c31\uff08KGs\uff09\u63d0\u4f9b\u4e86\u4e00\u79cd\u901a\u8fc7\u5b9e\u4f53\u548c\u5173\u7cfb\u6765\u8868\u793a\u77e5\u8bc6\u7684\u7ed3\u6784\u5316\u65b9\u5f0f\uff0c\u4e3a\u5206\u6790\u91d1\u878d\u6587\u6863\u63d0\u4f9b\u4e86\u4e0d\u540c\u7684\u89c6\u89d2\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>HybridRAG\u65b9\u6cd5<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>HybridRAG\u65b9\u6cd5\u7ed3\u5408\u4e86VectorRAG\u548cGraphRAG\u7684\u4f18\u52bf\uff0c\u901a\u8fc7\u7ed3\u5408\u6765\u81ea\u5411\u91cf\u6570\u636e\u5e93\u548c\u77e5\u8bc6\u56fe\u8c31\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u4ece\u5916\u90e8\u6587\u6863\u4e2d\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u3002<\/li>\n\n\n\n<li>\u8be5\u65b9\u6cd5\u901a\u8fc7\u5229\u7528KGs\u63d0\u4f9b\u7684\u7ed3\u6784\u5316\u4fe1\u606f\u548cVectorRAG\u68c0\u7d22\u7684\u5e7f\u6cdb\u4e0a\u4e0b\u6587\uff0c\u589e\u5f3a\u4e86\u751f\u6210\u51c6\u786e\u4e14\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u7b54\u6848\u7684\u80fd\u529b\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u65b9\u6cd5\u8bba<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>VectorRAG<\/strong>\uff1a\u8be5\u8fc7\u7a0b\u6d89\u53ca\u5c06\u5916\u90e8\u6587\u6863\u5206\u5757\uff0c\u5c06\u5176\u8f6c\u6362\u4e3a\u5d4c\u5165\u5411\u91cf\uff0c\u5e76\u5b58\u50a8\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u3002\u6839\u636e\u4e0e\u67e5\u8be2\u7684\u76f8\u4f3c\u6027\u68c0\u7d22\u76f8\u5173\u5757\uff0c\u5e76\u7528\u4e8e\u751f\u6210\u54cd\u5e94\u3002<\/li>\n\n\n\n<li><strong>\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa<\/strong>\uff1a\u77e5\u8bc6\u56fe\u8c31\u4ece\u975e\u7ed3\u6784\u5316\u6587\u672c\u6570\u636e\u4e2d\u6784\u5efa\uff0c\u91cd\u70b9\u63d0\u53d6\u91d1\u878d\u6587\u6863\u4e2d\u7684\u5b9e\u4f53\u3001\u5173\u7cfb\u548c\u5143\u6570\u636e\u3002\u63d0\u53d6\u7684\u4fe1\u606f\u5b58\u50a8\u5728\u56fe\u6570\u636e\u5e93\u4e2d\uff0c\u652f\u6301\u7ed3\u6784\u5316\u67e5\u8be2\u3002<\/li>\n\n\n\n<li><strong>GraphRAG<\/strong>\uff1a\u8be5\u6280\u672f\u6839\u636e\u67e5\u8be2\u4ece\u77e5\u8bc6\u56fe\u8c31\u4e2d\u68c0\u7d22\u76f8\u5173\u7684\u8282\u70b9\uff08\u5b9e\u4f53\uff09\u548c\u8fb9\uff08\u5173\u7cfb\uff09\uff0c\u5e76\u5c06\u8fd9\u79cd\u7ed3\u6784\u5316\u4fe1\u606f\u4e0eLLM\u7684\u5185\u90e8\u77e5\u8bc6\u7ed3\u5408\uff0c\u751f\u6210\u54cd\u5e94\u3002<\/li>\n\n\n\n<li><strong>HybridRAG<\/strong>\uff1a\u7ed3\u5408\u4e86VectorRAG\u548cGraphRAG\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u4f7f\u7528\u7ec4\u5408\u540e\u7684\u4e0a\u4e0b\u6587\u4f5c\u4e3aLLM\u751f\u6210\u6700\u7ec8\u54cd\u5e94\u7684\u8f93\u5165\uff0c\u65e8\u5728\u63d0\u9ad8\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u8bc4\u4f30<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u8bba\u6587\u4f7f\u7528\u4fe1\u5b9e\u5ea6\u3001\u7b54\u6848\u76f8\u5173\u6027\u3001\u4e0a\u4e0b\u6587\u7cbe\u5ea6\u548c\u4e0a\u4e0b\u6587\u53ec\u56de\u7387\u7b49\u6307\u6807\u8bc4\u4f30\u4e86VectorRAG\u3001GraphRAG\u548cHybridRAG\u7684\u6027\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u4fe1\u5b9e\u5ea6<\/strong>\u8861\u91cf\u751f\u6210\u7684\u7b54\u6848\u4e0e\u63d0\u4f9b\u7684\u4e0a\u4e0b\u6587\u7684\u5bf9\u9f50\u7a0b\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u7b54\u6848\u76f8\u5173\u6027<\/strong>\u8bc4\u4f30\u7b54\u6848\u5bf9\u539f\u59cb\u95ee\u9898\u7684\u56de\u7b54\u7a0b\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u4e0a\u4e0b\u6587\u7cbe\u5ea6<\/strong>\u8bc4\u4f30\u68c0\u7d22\u5230\u7684\u4e0a\u4e0b\u6587\u4e0e\u771f\u5b9e\u60c5\u51b5\u7684\u76f8\u5173\u6027\u3002<\/li>\n\n\n\n<li><strong>\u4e0a\u4e0b\u6587\u53ec\u56de\u7387<\/strong>\u8861\u91cf\u68c0\u7d22\u5230\u7684\u4e0a\u4e0b\u6587\u4e0e\u771f\u5b9e\u7b54\u6848\u7684\u5bf9\u9f50\u7a0b\u5ea6\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7ed3\u679c<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>HybridRAG\u5728\u4fe1\u5b9e\u5ea6\u548c\u7b54\u6848\u76f8\u5173\u6027\u65b9\u9762\u8868\u73b0\u4f18\u4e8e\u5355\u72ec\u7684VectorRAG\u548cGraphRAG\uff0c\u540c\u65f6\u4fdd\u6301\u4e86\u8f83\u9ad8\u7684\u4e0a\u4e0b\u6587\u53ec\u56de\u7387\u3002<\/li>\n\n\n\n<li>\u901a\u8fc7\u7ed3\u5408VectorRAG\u548cGraphRAG\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0cHybridRAG\u80fd\u591f\u5e73\u8861\u4e24\u8005\u7684\u4f18\u52bf\uff0c\u4ece\u800c\u751f\u6210\u66f4\u51c6\u786e\u4e14\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u54cd\u5e94\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7ed3\u8bba<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>HybridRAG\u4ee3\u8868\u4e86\u91d1\u878d\u6587\u6863\u4fe1\u606f\u63d0\u53d6\u9886\u57df\u7684\u91cd\u5927\u8fdb\u5c55\uff0c\u901a\u8fc7\u7ed3\u5408\u57fa\u4e8e\u5411\u91cf\u548c\u57fa\u4e8e\u56fe\u7684\u68c0\u7d22\u6280\u672f\u7684\u4f18\u52bf\uff0c\u5b9e\u73b0\u4e86\u66f4\u9ad8\u7684\u68c0\u7d22\u51c6\u786e\u6027\u548c\u7b54\u6848\u751f\u6210\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u672a\u6765\u7684\u5de5\u4f5c\u53ef\u80fd\u5305\u62ec\u6269\u5c55\u7cfb\u7edf\u4ee5\u5904\u7406\u591a\u6a21\u6001\u8f93\u5165\u3001\u7ed3\u5408\u6570\u503c\u6570\u636e\u5206\u6790\u80fd\u529b\u4ee5\u53ca\u5f00\u53d1\u66f4\u590d\u6742\u7684\u8bc4\u4f30\u6307\u6807\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587HybridRAG: Integrating Knowledge Graphs and Vector Re [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","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":"","ast-disable-related-posts":"","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":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"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":""},"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":[8],"tags":[39,84,76,90,86,46],"class_list":["post-4529","post","type-post","status-publish","format-standard","hentry","category-tech","tag-ai","tag-nvidia","tag-rag","tag-multimodal","tag-llm","tag-46"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"NullThought","author_link":"https:\/\/nullthought.net\/?author=1"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/nullthought.net\/?cat=8\" rel=\"category\">Tech<\/a>","rttpg_excerpt":"\u8bba\u6587HybridRAG: Integrating Knowledge Graphs and Vector Re&hellip;","_links":{"self":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4529","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4529"}],"version-history":[{"count":1,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4529\/revisions"}],"predecessor-version":[{"id":4530,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4529\/revisions\/4530"}],"wp:attachment":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4529"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4529"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4529"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}