{"id":6774,"date":"2025-11-19T00:22:47","date_gmt":"2025-11-18T16:22:47","guid":{"rendered":"https:\/\/infernews.com\/?p=6774"},"modified":"2025-11-19T00:22:48","modified_gmt":"2025-11-18T16:22:48","slug":"%e6%aa%a2%e7%b4%a2%e5%a2%9e%e5%bc%b7%e7%94%9f%e6%88%90%e6%b5%81%e7%a8%8b%e4%b8%ad%e8%9e%8d%e5%90%88-hyde","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/%e6%aa%a2%e7%b4%a2%e5%a2%9e%e5%bc%b7%e7%94%9f%e6%88%90%e6%b5%81%e7%a8%8b%e4%b8%ad%e8%9e%8d%e5%90%88-hyde\/","title":{"rendered":"\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u6d41\u7a0b\u4e2d\u878d\u5408 HyDE"},"content":{"rendered":"<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"lyte-wrapper\" title=\"I asked them to show me their RAG pipeline...\" style=\"width:853px;max-width:100%;margin:5px auto;\"><div class=\"lyMe\" id=\"WYL_l9JktgnaII0\" itemprop=\"video\" itemscope itemtype=\"https:\/\/schema.org\/VideoObject\"><div><meta itemprop=\"thumbnailUrl\" content=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2Fl9JktgnaII0%2Fhqdefault.jpg\" \/><meta itemprop=\"embedURL\" content=\"https:\/\/www.youtube.com\/embed\/l9JktgnaII0\" \/><meta itemprop=\"duration\" content=\"PT17M54S\" \/><meta itemprop=\"uploadDate\" content=\"2025-11-17T13:01:29Z\" \/><\/div><meta itemprop=\"accessibilityFeature\" content=\"captions\" \/><div id=\"lyte_l9JktgnaII0\" data-src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2Fl9JktgnaII0%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\" itemprop=\"name\">I asked them to show me their RAG pipeline...<\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/l9JktgnaII0\" rel=\"nofollow\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2Fl9JktgnaII0%2F0.jpg\" alt=\"I asked them to show me their RAG pipeline...\" width=\"853\" height=\"460\" \/><br \/>Watch this video on YouTube<\/a><\/noscript><meta itemprop=\"description\" content=\"RAG (Retrieval-Augmented Generation) is a widely adopted technique that gives LLMs access to external documents. We briefly discuss its roots in Information Retrieval and the transition from sparse to dense retrieval. Continua AI shares how they leverage HyDE (a query augmentation technique) to enhance their RAG pipeline in the context of group conversations \/ social AI. \ud83d\udcd6 HyDE paper: https:\/\/arxiv.org\/abs\/2212.10496 \ud83d\udd17 Continua AI: https:\/\/continua.ai\/ \ud83c\udfa4 Interview with David Petrou, CEO of Continua: https:\/\/www.patreon.com\/posts\/interview-with-143106016 \ud83d\udd17 Olga Dorabiala on LinkedIn: https:\/\/www.linkedin.com\/in\/olga-dorabiala-140930151\/ 00:00 What is RAG? 02:02 RAG is rooted in Information Retrieval 03:50 RAG challenges 05:44 Continua AI uses HyDE for their RAG pipeline\"><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:853px;margin:5px auto;\"><\/div><figcaption><\/figcaption><\/figure>\n\n\n<p>\u5728 RAG\uff08\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff0cRetrieval-Augmented Generation\uff09\u6d41\u7a0b\u4e2d\u878d\u5408 HyDE \u6280\u8853\uff0c\u7279\u5225\u662f\u5728\u793e\u4ea4\u7fa4\u7d44 AI \u52a9\u7406\u7684\u61c9\u7528\u5834\u666f\u3002\u5f71\u7247\u8a73\u7d30\u8aaa\u660e\u4e86 RAG \u7684\u57fa\u672c\u539f\u7406\u3001\u6280\u8853\u6f14\u9032\u3001\u73fe\u5be6\u6311\u6230\uff0c\u4ee5\u53ca HyDE \u65b9\u6cd5\u5982\u4f55\u89e3\u6c7a\u591a\u8f2a\u7fa4\u804a\u8a9e\u610f\u6aa2\u7d22\u554f\u984c\u3001\u5177\u9ad4\u63d0\u5347\u500b\u4eba\u5316\u63a8\u85a6\u7684\u6548\u679c\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8a9e\u610f\u5bc6\u5ea6\u5931\u8861<\/strong>\uff1a\u55ae\u4e00\u67e5\u8a62\u82e5\u56ca\u62ec\u591a\u500b\u4e3b\u984c\uff08\u5982\u904b\u52d5\u3001\u7528\u9910\u3001\u904e\u654f\uff09\uff0c\u5176\u5411\u91cf\u53ef\u80fd\u9060\u96e2\u76f8\u95dc\u7528\u9910\u8a18\u9304\uff0c\u5c0e\u81f4\u932f\u8aa4\u6aa2\u7d22\u3002HyDE \u5354\u52a9\u5207\u5206\u67e5\u8a62\u8a9e\u610f\uff0c\u751f\u6210\u80fd\u7cbe\u6e96\u63a5\u8fd1\u771f\u6b63\u76ee\u6a19\u5411\u91cf\u7684\u5019\u9078\uff0c\u63d0\u5347\u53ec\u56de\u7387\u3002\u200b<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u9078\u578b\u8207\u5ef6\u9072<\/strong>\uff1a\u73fe\u6210 embedding \u6a21\u578b\u96d6\u7136\u5bb9\u6613\u90e8\u7f72\uff0c\u4f46\u7576\u5019\u9078\u6587\u6a94\u589e\u52a0\uff0c\u6a21\u578b\u5fc5\u9808\u5728\u6e96\u78ba\u7387\u3001\u5ef6\u9072\u3001\u7528\u6236\u9ad4\u9a57\u4e4b\u9593\u5e73\u8861\uff08\u904e\u591a\u5019\u9078\u6703\u52a0\u5287\u5ef6\u9072\u53ca\u964d\u4f4e\u5167\u5bb9\u76f8\u95dc\u6027\uff09\u3002\u200b<\/li>\n\n\n\n<li><strong>Tone Matching<\/strong>\uff1aHyDE \u751f\u6210\u7684\u5047\u60f3\u5c0d\u8a71\u9700\u76e1\u91cf\u8cbc\u8fd1\u7528\u6236\u539f\u59cb\u8a9e\u5883\uff1b\u76ee\u524d\u4e3b\u6d41 embedding \u66f4\u504f\u5411\u8a9e\u610f\uff0c\u8a9e\u6c23\u98a8\u683c\u6b21\u8981\uff0c\u4f46\u7406\u60f3\u8a2d\u8a08\u4ecd\u6703\u5617\u8a66\u7b26\u5408\u771f\u5be6\u5c0d\u8a71\u6c1b\u570d\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u9019\u6848\u4f8b\u5c0d RAG \u6280\u8853\u5be6\u6230\u843d\u5730\u975e\u5e38\u6709\u555f\u767c\uff0c\u5c24\u5176\u5728\u793e\u7fa4\u3001\u8a18\u61b6\u5efa\u69cb\u3001\u500b\u4eba\u5316\u9700\u6c42\u5834\u666f\u7684\u8655\u7406\u65b9\u5f0f\u3002\u82e5\u4f60\u6709\u81ea\u5df1\u7684\u7fa4\u804a AI \u5c08\u6848\uff0c\u9019\u7a2e\u67e5\u8a62\u589e\u5f37\u6d41\u7a0b\u3001\u9ad8\u7dad\u8a9e\u610f\u6aa2\u7d22\u5efa\u8b70\u3001\u5982\u4f55\u5e73\u8861\u6548\u7387\u8207\u6e96\u78ba\uff0c\u662f\u503c\u5f97\u6df1\u5165\u501f\u9451\u7684\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728 RAG\uff08\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff0cRetrieval-Augmented Generation\uff09\u6d41\u7a0b\u4e2d\u878d\u5408 HyDE \u6280\u8853\uff0c\u7279\u5225\u662f\u5728\u793e\u4ea4\u7fa4\u7d44 AI \u52a9\u7406\u7684\u61c9\u7528\u5834\u666f\u3002\u5f71\u7247\u8a73\u7d30\u8aaa\u660e\u4e86 RAG \u7684\u57fa\u672c\u539f\u7406\u3001\u6280\u8853\u6f14\u9032\u3001\u73fe\u5be6\u6311\u6230\uff0c\u4ee5\u53ca HyDE \u65b9\u6cd5\u5982\u4f55\u89e3\u6c7a\u591a\u8f2a\u7fa4\u804a\u8a9e\u610f\u6aa2\u7d22\u554f\u984c\u3001\u5177\u9ad4\u63d0\u5347\u500b\u4eba\u5316\u63a8\u85a6\u7684\u6548\u679c\u3002 \u9019\u6848\u4f8b\u5c0d RAG \u6280\u8853\u5be6\u6230\u843d\u5730\u975e\u5e38\u6709\u555f\u767c\uff0c\u5c24\u5176\u5728\u793e\u7fa4\u3001\u8a18\u61b6\u5efa\u69cb\u3001\u500b\u4eba\u5316\u9700\u6c42\u5834\u666f\u7684\u8655\u7406\u65b9\u5f0f\u3002\u82e5\u4f60\u6709\u81ea\u5df1\u7684\u7fa4\u804a AI \u5c08\u6848\uff0c\u9019\u7a2e\u67e5\u8a62\u589e\u5f37\u6d41\u7a0b\u3001\u9ad8\u7dad\u8a9e\u610f\u6aa2\u7d22\u5efa\u8b70\u3001\u5982\u4f55\u5e73\u8861\u6548\u7387\u8207\u6e96\u78ba\uff0c\u662f\u503c\u5f97\u6df1\u5165\u501f\u9451\u7684\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"categories":[109,27],"tags":[],"class_list":["post-6774","post","type-post","status-publish","format-standard","hentry","category-rag","category-paper"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/6774","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=6774"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/6774\/revisions"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=6774"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=6774"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=6774"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}