{"id":7143,"date":"2025-07-22T03:40:00","date_gmt":"2025-07-21T18:40:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7143"},"modified":"2025-07-20T15:46:03","modified_gmt":"2025-07-20T06:46:03","slug":"how-many-instructions-can-llms-follow-at-once","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7143","title":{"rendered":"How Many Instructions Can LLMs Follow at Once?\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>How Many Instructions Can LLMs Follow at Once?\u00a0<\/strong>[0.2]<br>\u30d3\u30b8\u30cd\u30b9\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210\u30bf\u30b9\u30af\u306e\u305f\u3081\u306e500\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u5305\u542b\u547d\u4ee4\u306e\u5358\u7d14\u306a\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3042\u308bIFScale\u3092\u5c0e\u5165\u3057\u3001\u547d\u4ee4\u5bc6\u5ea6\u304c\u5897\u5927\u3059\u308b\u306b\u3064\u308c\u3066\u3001\u547d\u4ee4\u8ffd\u5f93\u6027\u80fd\u304c\u3069\u306e\u3088\u3046\u306b\u4f4e\u4e0b\u3059\u308b\u304b\u3092\u6e2c\u5b9a\u3059\u308b\u3002 \u6211\u3005\u306f\u30017\u3064\u306e\u4e3b\u8981\u30d7\u30ed\u30d0\u30a4\u30c0\u306b\u308f\u305f\u308b20\u306e\u6700\u5148\u7aef\u30e2\u30c7\u30eb\u3092\u8a55\u4fa1\u3057\u3001\u6700\u9ad8\u306e\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u30e2\u30c7\u30eb\u3067\u3055\u3048500\u547d\u4ee4\u306e\u6700\u5927\u5bc6\u5ea6\u306768%\u306e\u7cbe\u5ea6\u3057\u304b\u9054\u6210\u3067\u304d\u306a\u3044\u3053\u3068\u3092\u767a\u898b\u3057\u305f\u3002 \u79c1\u305f\u3061\u306e\u6d1e\u5bdf\u306f\u3001\u5b9f\u4e16\u754c\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308b\u547d\u4ee4\u5bc6\u5ea6\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u8a2d\u8a08\u306b\u5f79\u7acb\u3061\u3001\u91cd\u8981\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30ec\u30a4\u30c6\u30f3\u30b7\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3092\u6d6e\u304d\u5f6b\u308a\u306b\u3057\u307e\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2507.11538v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2507.11538v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 15 Jul 2025 17:59:42 GMT)<\/li>\n\n\n\n<li>\u300cWe propose IFScale, a benchmark designed to investigate how model performance degrades as instruction density increases.\u300d\u3068\u3044\u3046\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u63d0\u6848\u3002\u300c(1) threshold decay\u2014near-perfect performance until a critical density, then rising variance and decreased adherence (reasoning models like o3, gemini-2.5-pro), (2) linear decay (gpt-4.1, claude-sonnet-4), and (3) exponential decay (gpt-4o, llama-4-scout).\u300d\u3068\u30e2\u30c7\u30eb\u3054\u3068\u306b\u6319\u52d5\u304c\u7570\u306a\u308b\u306e\u304c\u8208\u5473\u6df1\u3044\u3001<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/distylai.github.io\/IFScale\/\">IFScale: Instruction Following at Scale<\/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":[517],"class_list":["post-7143","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-517"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7143","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=7143"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7143\/revisions"}],"predecessor-version":[{"id":7144,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7143\/revisions\/7144"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7143"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7143"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7143"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}