{"id":6766,"date":"2025-05-21T05:20:00","date_gmt":"2025-05-20T20:20:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6766"},"modified":"2025-05-17T15:27:39","modified_gmt":"2025-05-17T06:27:39","slug":"putting-it-all-into-context-simplifying-agents-with-lclms","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6766","title":{"rendered":"Putting It All into Context: Simplifying Agents with LCLMs\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Putting It All into Context: Simplifying Agents with LCLMs&nbsp;<\/strong>[36.6]<br>\u8db3\u5834\u3084\u30c4\u30fc\u30eb\u3092\u542b\u307e\u306a\u3044Gemini-1.5-Pro\u30e2\u30c7\u30eb\u3067\u306f,SWE-Bench-Verified\u3067\u306f38%\u3092\u5b9f\u73fe\u3057\u3066\u3044\u308b\u3002 Gemini-1.5-Pro\u306e\u975e\u30b9\u30ad\u30e3\u30d5\u30a9\u30fc\u30eb\u30c9\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u6700\u3082\u5f37\u529b\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u306f\u53ca\u3070\u306a\u3044\u304c\u3001\u540c\u3058\u975e\u30b9\u30ad\u30e3\u30d5\u30a9\u30fc\u30eb\u30c9\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u4f7f\u7528\u3059\u308b\u3088\u308a\u6709\u80fd\u306aGemini-2.5-Pro\u304c\u76f4\u63a550.8%\u306e\u89e3\u7387\u306b\u9054\u3059\u308b\u3053\u3068\u3092\u5b9f\u8a3c\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2505.08120v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2505.08120v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Mon, 12 May 2025 23:22:27 GMT)<\/li>\n\n\n\n<li>\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\uff06LLM\u306e\u5206\u91ce\u3067\u306fAgentic\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u6d41\u884c\u3063\u3066\u3044\u308b\u304c\u300cthe core of our workflow is the use of LCLMs that receive the entire code repository and directly outputs the solution (DIRECTSOLVE), analogous to standard zero-shot prompting tasks where LMs have demonstrated strong performance.\u300d\u3068long context\u5bfe\u5fdc\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u4fe1\u3058\u305f\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u6709\u52b9\u3067\u3042\u308b\u3068\u306e\u5831\u544a\u3002\u300cWe show that LCLMs can drastically simplify agent design on software engineering tasks, outperforming more complex pipelines by 3 &#8211; 6%, without any scaffolding or tools.\u300d\u3068\u306e\u3053\u3068\u3002<\/li>\n\n\n\n<li>RAG vs LC\u3067\u3082long context\u306e\u6709\u52b9\u6027\u306f\u77e5\u3089\u308c\u3066\u3044\u3066\u3001\u305d\u308c\u3068\u3082\u6574\u5408\u7684\u306b\u898b\u3048\u308b\u3002\n<ul class=\"wp-block-list\">\n<li>\uff08\u3068\u306f\u3044\u3048RAG\u304c\u5fc5\u8981\u306a\u90e8\u5206\u306f\u3042\u308b\uff09<\/li>\n<\/ul>\n<\/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":[200],"class_list":["post-6766","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-in-context-learning"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6766","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=6766"}],"version-history":[{"count":2,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6766\/revisions"}],"predecessor-version":[{"id":6768,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6766\/revisions\/6768"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6766"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6766"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6766"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}