{"id":4608,"date":"2024-03-25T06:03:00","date_gmt":"2024-03-24T21:03:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4608"},"modified":"2024-03-25T06:03:00","modified_gmt":"2024-03-24T21:03:00","slug":"raft-retrieval-augmented-fine-tuning","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4608","title":{"rendered":"RAFT: Retrieval Augmented Fine Tuning"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>RAFT: Adapting Language Model to Domain Specific RAG\u00a0<\/strong>[75.6]<br>\u672c\u7a3f\u3067\u306f\u3001\u30c9\u30e1\u30a4\u30f3\u5185\u306e\u300c\u30aa\u30fc\u30d7\u30f3\u30d6\u30c3\u30af\u300d\u8a2d\u5b9a\u306b\u304a\u3044\u3066\u3001\u30e2\u30c7\u30eb\u304c\u8cea\u554f\u306b\u7b54\u3048\u308b\u80fd\u529b\u3092\u6539\u5584\u3059\u308b\u305f\u3081\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30ec\u30b7\u30d4\u3067\u3042\u308bRetrieval Augmented FineTuning(RAFT)\u3092\u7d39\u4ecb\u3059\u308b\u3002 RAFT\u306f\u3001\u8cea\u554f\u306b\u7b54\u3048\u308b\u52a9\u3051\u3068\u306a\u308b\u95a2\u9023\u6587\u66f8\u304b\u3089\u3001\u52d5\u8a5e\u306e\u6b63\u3057\u3044\u30b7\u30fc\u30b1\u30f3\u30b9\u3092\u5f15\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u3092\u9054\u6210\u3057\u307e\u3059\u3002 RAFT\u306f\u3001PubMed\u3001HotpotQA\u3001Gorilla\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5168\u4f53\u306e\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u4e00\u8cab\u3057\u3066\u6539\u5584\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2403.10131v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2403.10131v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Fri, 15 Mar 2024 09:26:02 GMT)<\/li>\n\n\n\n<li>RAG\u306e\u305f\u3081\u306efine tuning\u624b\u6cd5\u306e\u63d0\u6848\u3001\u300cRAFT is a training strategy designed to enhance the model\u2019s performance in answering questions within a specific domain, in &#8220;open-book&#8221; settings.\u300d<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/ShishirPatil\/gorilla\">GitHub &#8211; ShishirPatil\/gorilla: Gorilla: An API store for LLMs<\/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-4608","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\/4608","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=4608"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4608\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4608"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4608"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4608"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}