{"id":6399,"date":"2025-03-13T05:21:00","date_gmt":"2025-03-12T20:21:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6399"},"modified":"2025-03-13T05:21:00","modified_gmt":"2025-03-12T20:21:00","slug":"more-documents-same-length-isolating-the-challenge-of-multiple-documents-in-rag","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6399","title":{"rendered":"More Documents, Same Length: Isolating the Challenge of Multiple Documents in RAG"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>More Documents, Same Length: Isolating the Challenge of Multiple Documents in RAG\u00a0<\/strong>[15.9]<br>\u30de\u30eb\u30c1\u30db\u30c3\u30d7QA\u30bf\u30b9\u30af\u304b\u3089\u6d3e\u751f\u3057\u305f\u30ab\u30b9\u30bf\u30e0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u69d8\u3005\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u8a55\u4fa1\u3059\u308b\u3002 \u6211\u3005\u306f\u6587\u66f8\u6570\u3092\u5909\u3048\u306a\u304c\u3089\u95a2\u9023\u60c5\u5831\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u3068\u4f4d\u7f6e\u3092\u4e00\u5b9a\u306b\u4fdd\u3061\u3001RAG\u8a2d\u5b9a\u306b\u304a\u3051\u308b\u6587\u66f8\u6570\u306e\u5897\u52a0\u304cLCM\u306b\u3068\u3063\u3066\u5927\u304d\u306a\u8ab2\u984c\u3068\u306a\u308b\u3053\u3068\u3092\u767a\u898b\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2503.04388v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2503.04388v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 06 Mar 2025 12:38:17 GMT)<\/li>\n\n\n\n<li>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u6570\u3068RAG\u6027\u80fd\u306e\u95a2\u4fc2\u306e\u691c\u8a3c\u3002\u300cWe keep the context length and position of relevant information constant while varying the number of documents, and find that increasing the document count in RAG settings poses significant challenges for LLMs.\u300d\u3068\u6587\u66f8\u6570\u306e\u5897\u52a0\u306f\u60aa\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u3068\u306e\u3053\u3068\u3002\u300cThe effects of adding non-related documents When adding irrelevant documents, LLMs\u2019 performance improves.\u300d\u306f<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2401.14887v4\">Fugu-MT \u8ad6\u6587\u7ffb\u8a33(\u6982\u8981): The Power of Noise: Redefining Retrieval for RAG Systems<\/a>\u3068\u540c\u3058\u3088\u3046\u306a\u8a71\u306a\u306e\u3060\u308d\u3046\u304b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/shaharl6000\/MoreDocsSameLen\">GitHub &#8211; shaharl6000\/MoreDocsSameLen<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[324],"class_list":["post-6399","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-rag"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6399","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6399"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6399\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6399"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6399"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6399"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}