{"id":5100,"date":"2024-07-09T03:02:00","date_gmt":"2024-07-08T18:02:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5100"},"modified":"2024-07-09T03:02:00","modified_gmt":"2024-07-08T18:02:00","slug":"summary-of-a-haystack-a-challenge-to-long-context-llms-and-rag-systems","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5100","title":{"rendered":"Summary of a Haystack: A Challenge to Long-Context LLMs and RAG Systems"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Summary of a Haystack: A Challenge to Long-Context LLMs and RAG Systems\u00a0<\/strong>[124.8]<br>\u6211\u3005\u306f\u3001\u6587\u66f8\u306eHaystack\u3092\u5408\u6210\u3059\u308b\u624b\u9806\u3092\u8a2d\u8a08\u3057\u3001\u7279\u5b9a\u306e\u30c6\u30ad\u30b9\u30c8\u304c\u6587\u66f8\u9593\u3067\u7e70\u308a\u8fd4\u3055\u308c\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002 \u3059\u308b\u3068\u3001&#8221;Summary of a Haystack&#8221;(SummHay)\u30bf\u30b9\u30af\u306f\u3001Haystack\u3092\u51e6\u7406\u3057\u3001\u30af\u30a8\u30ea\u3001\u95a2\u9023\u3059\u308b\u6d1e\u5bdf\u3092\u7279\u5b9a\u3057\u3001\u30bd\u30fc\u30b9\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u6b63\u78ba\u306b\u5f15\u7528\u3059\u308b\u8981\u7d04\u3092\u751f\u6210\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u3092\u5fc5\u8981\u3068\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2407.01370v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2407.01370v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 01 Jul 2024 15:23:42 GMT)<\/li>\n\n\n\n<li>\u9577\u6587\u30fb\u5927\u91cf\u306e\u6587\u66f8\u3092\u8981\u7d04\u3067\u304d\u308b\u304b\u306b\u95a2\u3059\u308b\uff08\u5408\u6210\u30c7\u30fc\u30bf\u306b\u3088\u308b\uff09SummHay\u00a0\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u69cb\u7bc9\u3001\u69d8\u3005\u306aLLM\u53ca\u3073RAG\u3092\u6bd4\u8f03\u3057\u305f\u8ad6\u6587\u3002\u300cachieving strong coverage of key insights in a large corpus of text does not require retrieval, given a sufficiently capable long-context LLM.\u300d\u3001\u300cfor use-cases where citation quality is important, optimizing retrieval is paramount: it removes irrelevant documents from the summarizer\u2019s context, narrowing and focusing options for citation.\u300d\u3068\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u3088\u3063\u3066RAG\u306e\u6709\u52b9\u6027\u304c\u5909\u308f\u308b\u3088\u3046\u3002Gemini 1.5 Pro\u306fRAG\u306a\u3057\u3067\u3082\u76f8\u5f53\u6709\u52b9\u306b\u6a5f\u80fd\u3057\u3066\u3044\u308b\u3088\u3046\u306a\u3053\u3068\u3082\u8208\u5473\u6df1\u3044\u3002Retrieve\u306e\u6226\u7565\u3082\u8907\u6570\u6bd4\u8f03\u3055\u308c\u3066\u304a\u308a\u53c2\u8003\u306b\u306a\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/salesforce\/summary-of-a-haystack\">GitHub &#8211; salesforce\/summary-of-a-haystack: Codebase accompanying the Summary of a Haystack paper.<\/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":[223,324,667],"class_list":["post-5100","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-rag","tag-667"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5100","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=5100"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5100\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5100"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5100"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5100"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}