{"id":4482,"date":"2024-03-01T05:03:00","date_gmt":"2024-02-29T20:03:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4482"},"modified":"2024-03-01T05:03:00","modified_gmt":"2024-02-29T20:03:00","slug":"benchmarking-retrieval-augmented-generation-for-medicine-medical-information-retrieval-augmented-generation-evaluation-mirage","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4482","title":{"rendered":"Benchmarking Retrieval-Augmented Generation for Medicine \/ Medical Information Retrieval-Augmented Generation Evaluation (MIRAGE)"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Benchmarking Retrieval-Augmented Generation for Medicine\u00a0<\/strong>[30.4]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u5e45\u5e83\u3044\u533b\u7642\u8cea\u554f\u5fdc\u7b54(QA)\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u6700\u5148\u7aef\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u9054\u6210\u3057\u305f\u3002 Retrieval-augmented Generation(RAG)\u306f\u6709\u671b\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3042\u308a\u3001\u5e83\u304f\u63a1\u7528\u3055\u308c\u3066\u3044\u308b\u3002 \u6211\u3005\u306f\u30015\u3064\u306e\u533b\u7642QA\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u30897,663\u306e\u8cea\u554f\u3092\u542b\u3080\u7b2c\u4e00\u7a2e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3042\u308bMIRAGE(Medicical Information Retrieval-Augmented Generation Evaluation)\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2402.13178v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2402.13178v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 20 Feb 2024 17:44:06 GMT)<\/li>\n\n\n\n<li>\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u4f5c\u6210\u3057\u533b\u7642\u5206\u91ce\u3067\u306eRAG\u306e\u6709\u52b9\u6027\u306b\u3064\u3044\u3066\u691c\u8a3c\u3001CoT\u3068\u306e\u6bd4\u8f03\u3084\u4f7f\u7528\u3057\u3066\u3044\u308bLLM\u3054\u3068\u306e\u5dee\u7570\u306a\u3069\u3068\u3066\u3082\u8208\u5473\u6df1\u3044\u7d50\u679c\u306b\u306a\u3063\u3066\u3044\u308b\u3002BM25\u3063\u3066\u3084\u306f\u308a\u304b\u306a\u308a\u512a\u79c0\u306a\u306e\u3067\u306f\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306fMIRAGE\uff1a<a href=\"https:\/\/github.com\/Teddy-XiongGZ\/MIRAGE\">Teddy-XiongGZ\/MIRAGE: Official repository of the MIRAGE benchmark (github.com)<\/a>\u3001MEDRAG:<a href=\"https:\/\/github.com\/Teddy-XiongGZ\/MEDRAG\">Teddy-XiongGZ\/MedRAG: Code for the MedRAG toolkit (github.com)<\/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":[223,324,558],"class_list":["post-4482","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-rag","tag-558"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4482","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=4482"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4482\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4482"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4482"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4482"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}