{"id":4195,"date":"2023-12-18T05:05:00","date_gmt":"2023-12-17T20:05:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4195"},"modified":"2023-12-18T05:05:00","modified_gmt":"2023-12-17T20:05:00","slug":"context-tuning-for-retrieval-augmented-generation","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4195","title":{"rendered":"Context Tuning for Retrieval Augmented Generation\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Context Tuning for Retrieval Augmented Generation\u00a0<\/strong>[1.2]<br>\u672c\u7a3f\u3067\u306f\u3001\u30b9\u30de\u30fc\u30c8\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3092\u7528\u3044\u3066\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308bRAG\u306e\u305f\u3081\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u63d0\u6848\u3059\u308b\u3002 \u5b9f\u9a13\u306e\u7d50\u679c,\u6587\u8108\u8abf\u6574\u304c\u610f\u5473\u63a2\u7d22\u3092\u8457\u3057\u304f\u4fc3\u9032\u3059\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u305f\u3002 \u307e\u305f,Reciprocal Rank Fusion (RRF) \u3068LambdaMART\u3092\u7528\u3044\u305f\u8efd\u91cf\u30e2\u30c7\u30eb\u3067\u306f,GPT-4\u306b\u57fa\u3065\u304f\u691c\u7d22\u3088\u308a\u3082\u512a\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2312.05708v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2312.05708v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sat, 9 Dec 2023 23:33:16 GMT)<\/li>\n\n\n\n<li>LLM\u306e\u5b9f\u5229\u7528\u306b\u304a\u3044\u3066\u91cd\u8981\u306aRAG\u306e\u691c\u8a3c\u3068\u3001LambdaMART with Reciprocal Rank Fusion\u304c\u6709\u52b9\u3060\u3063\u305f\u3068\u3044\u3046\u5831\u544a<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u69cb\u7bc9\u90e8\u5206\u306b\u300cThis methodology provided a comprehensive and realistic dataset, essential for the evaluation of our context tuning approach in RAG-based planning systems.\u300d\u3068\u3042\u308b\u304c\u3001\u3053\u306e\u8a2d\u5b9a\u304crealistic\u304b\u306f\u898b\u89e3\u304c\u5206\u304b\u308c\u305d\u3046\u306b\u601d\u3046\u2026\uff08\u7d50\u679c\u306f\u8208\u5473\u6df1\u3044\u3051\u3069\uff09<\/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-4195","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\/4195","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=4195"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4195\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4195"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4195"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4195"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}