{"id":5789,"date":"2024-11-25T06:53:00","date_gmt":"2024-11-24T21:53:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5789"},"modified":"2024-11-25T06:53:00","modified_gmt":"2024-11-24T21:53:00","slug":"openscholar-synthesizing-scientific-literature-with-retrieval-augmented-lms","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5789","title":{"rendered":"OpenScholar: Synthesizing Scientific Literature with Retrieval-augmented LMs\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>OpenScholar: Synthesizing Scientific Literature with Retrieval-augmented LMs\u00a0<\/strong>[151.8]<br>\u6211\u3005\u306f,4500\u4e07\u4ef6\u306e\u30aa\u30fc\u30d7\u30f3\u30a2\u30af\u30bb\u30b9\u8ad6\u6587\u3068\u5f15\u7528\u652f\u63f4\u306e\u56de\u7b54\u3092\u95a2\u9023\u3065\u3051\u308b\u3053\u3068\u3067,\u79d1\u5b66\u7684\u30af\u30a8\u30ea\u306b\u7b54\u3048\u308b\u7279\u6b8a\u306a\u691c\u7d22\u62e1\u5f35LM\u3067\u3042\u308bOpenScholar\u3092\u7d39\u4ecb\u3057\u305f\u3002 ScholarQABench \u3067\u306f OpenScholar-8B \u304c GPT-4o \u30925%\u3001PaperQA2 \u30927% \u4e0a\u56de\u3063\u3066\u3044\u308b\u3002 OpenScholar\u306e\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3001\u30ec\u30c8\u30ea\u30d0\u30fc\u3001\u30bb\u30eb\u30d5\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u63a8\u8ad6\u30eb\u30fc\u30d7\u3082\u3001\u65e2\u88fd\u306eLM\u3092\u6539\u5584\u3057\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2411.14199v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2411.14199v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 21 Nov 2024 15:07:42 GMT)<\/li>\n\n\n\n<li>\u79d1\u5b66\u306b\u95a2\u3059\u308b\u30af\u30a8\u30ea\u306b\u7b54\u3048\u308b\u305f\u3081\u306e\u30b7\u30b9\u30c6\u30e0\u306e\u63d0\u6848\u3002\u300cOPENSCHOLAR consists of a specialized datastore, retrievers and LMs and iteratively improves responses using self-feedback inference with retrieval.\u300d\u3068\u3084\u308a\u5207\u3063\u3066\u3044\u308b\u611f\u304c\u3059\u3054\u3044\u3002\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3082\u69cb\u7bc9\u3057\u3066\u304a\u308a\u3001\u300cOPENSCHOLAR using our trained 8B and GPT4o achieves a 51% and 70% win rate against human-generated answers.\u300d\u3068GPT-4o\u4ee5\u4e0a\u3092\u4e3b\u5f35\u3002<\/li>\n\n\n\n<li>Blog:<a href=\"https:\/\/allenai.org\/blog\/openscholar\">Ai2 OpenScholar: Scientific literature synthesis with retrieval-augmented language models | Ai2<\/a> \u3001Code:<a href=\"https:\/\/github.com\/AkariAsai\/ScholarQABench\">GitHub &#8211; AkariAsai\/ScholarQABench: This repository contains ScholarQABench data and evaluation pipeline.<\/a>\u3001\u30c7\u30e2:<a href=\"https:\/\/openscholar.allen.ai\/\">Ai2 OpenScholar<\/a>\u306a\u3069\u591a\u304f\u306e\u30ea\u30bd\u30fc\u30b9\u304c\u516c\u958b\u3055\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":[42,652],"class_list":["post-5789","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent","tag-652"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5789","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=5789"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5789\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5789"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5789"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5789"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}