{"id":2884,"date":"2023-02-06T05:01:00","date_gmt":"2023-02-05T20:01:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=2884"},"modified":"2023-02-06T05:01:00","modified_gmt":"2023-02-05T20:01:00","slug":"replug-retrieve-and-plug","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=2884","title":{"rendered":"REPLUG: Retrieve and Plug"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>REPLUG: Retrieval-Augmented Black-Box Language Models&nbsp;<\/strong>[101.6]<br>REPLUG\u306f\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb(LM)\u3092\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u3068\u3057\u3066\u6271\u3044\u3001\u8abf\u6574\u53ef\u80fd\u306a\u691c\u7d22\u30e2\u30c7\u30eb\u3067\u62e1\u5f35\u3059\u308b\u691c\u7d22\u62e1\u5f35\u8a00\u8a9e\u30e2\u30c7\u30ea\u30f3\u30b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308b\u3002 \u305d\u306e\u7d50\u679c,REPLUG \u306f\u8a00\u8a9e\u30e2\u30c7\u30ea\u30f3\u30b0\u306b\u304a\u3051\u308b GPT-3 (175B) \u306e\u6027\u80fd\u30926.3%\u5411\u4e0a\u3055\u305b\u308b\u3068\u3068\u3082\u306b,5\u30b7\u30e7\u30c3\u30c8MMLU \u306b\u304a\u3051\u308b Codex \u306e\u6027\u80fd\u30925.1%\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2301.12652v2\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2301.12652v2\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Wed, 1 Feb 2023 00:15:18 GMT)<\/li>\n\n\n\n<li>\u5916\u90e8\u30b3\u30fc\u30d1\u30b9\u3092\u4f75\u7528\u3059\u308b\u3053\u3068\u3067\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u4e0a\u3052\u308b\u8a66\u307f\u3002\u985e\u4f3c\u5ea6\u3067\u4f7f\u3046\u60c5\u5831\u3092\u5f97\u308b\u4e8b\u3082\u3067\u304d\u308b\u304c\u3001REPLUG LSR (REPLUG with LM-Supervised Retrieval)\u306fRetrieval\u90e8\u5206\u3092\u8abf\u6574\uff08\u5b66\u7fd2\uff09\u53ef\u80fd\u306a\u30e2\u30b8\u30e5\u30fc\u30eb\u3068\u3059\u308b\u3002GPT, OPT,  BLOOM\u3068\u3044\u3063\u305f\u8d85\u5de8\u5927\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u542b\u3081\u3066\u6027\u80fd\u304c\u5411\u4e0a\u3059\u308b\u3068\u306e\u3053\u3068\u3002\uff08\u5f53\u7136\u304b\u3082\u3060\u304c\uff09REPLUG LSR\u306e\u65b9\u304c\u6027\u80fd\u304c\u9ad8\u305d\u3046\u3002<\/li>\n\n\n\n<li>\u691c\u7d22\u7cfb\u624b\u6cd5\u3068\u306e\u4f75\u7528\u306f\u7d50\u69cb\u306a\u78ba\u7387\u3067\u5618\u3092\u6df7\u305c\u8fbc\u3080\u73fe\u72b6\u306b\u5bfe\u3057\u3066\u306e\u73fe\u5b9f\u89e3\u306a\u6c17\u304c\u3059\u308b\u3002\u305f\u3060\u3001\u3053\u306e\u624b\u6cd5\u3092\u7528\u3044\u3066\u3055\u3048\u300cREPLUG lacks interpretability as it is unclear when the model relies on retrieved knowledge or parametric knowledge\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u308b\u3002<\/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":[116,223],"class_list":["post-2884","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-document-retrieval","tag-llm"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/2884","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=2884"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/2884\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2884"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2884"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2884"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}