{"id":7613,"date":"2025-10-20T06:38:00","date_gmt":"2025-10-19T21:38:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7613"},"modified":"2025-10-18T14:44:11","modified_gmt":"2025-10-18T05:44:11","slug":"the-role-of-computing-resources-in-publishing-foundation-model-research","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7613","title":{"rendered":"The Role of Computing Resources in Publishing Foundation Model Research"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>The Role of Computing Resources in Publishing Foundation Model Research\u00a0<\/strong>[84.2]<br>\u6211\u3005\u306f\u3053\u308c\u3089\u306e\u8cc7\u6e90\u3068\u57fa\u790e\u30e2\u30c7\u30eb(FM)\u306e\u79d1\u5b66\u7684\u767a\u5c55\u3068\u306e\u95a2\u4fc2\u3092\u8a55\u4fa1\u3059\u308b\u3002 \u6211\u3005\u306f2022\u5e74\u304b\u30892024\u5e74\u306b\u304b\u3051\u3066\u767a\u884c\u3055\u308c\u305f6517\u306eFM\u8ad6\u6587\u3092\u30ec\u30d3\u30e5\u30fc\u3057\u3001\u8a08\u7b97\u8cc7\u6e90\u304c\u79d1\u5b66\u51fa\u529b\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u306b\u3064\u3044\u3066229\u4eba\u306e\u7b2c\u4e00\u8457\u8005\u3092\u8abf\u67fb\u3057\u305f\u3002 \u8a08\u7b97\u91cf\u306e\u5897\u52a0\u306f\u56fd\u5bb6\u4e88\u7b97\u914d\u5206\u3084\u5f15\u7528\u3068\u76f8\u95a2\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u305f\u304c,\u7814\u7a76\u74b0\u5883\u3068\u306e\u5f37\u3044\u76f8\u95a2\u306f\u307f\u3089\u308c\u306a\u3044\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2510.13621v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2510.13621v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 15 Oct 2025 14:50:45 GMT)<\/li>\n\n\n\n<li>\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3068\u7814\u7a76\u6210\u679c\u306e\u95a2\u4fc2\u306b\u95a2\u3059\u308b\u5206\u6790\u3002\u300cWe found that projects with access to greater GPU power generally produce more advanced pre-trained models, often achieving higher performance thanks to longer training on larger models and datasets.\u300d\u3068\u3044\u3046\u793a\u5506\u306f\u305d\u3046\u3060\u308d\u3046\u306a\u30fc\u3068\u601d\u3046\u3057\u306a\u304b\u306a\u304b\u958b\u793a\u3067\u304d\u306a\u3044\u4e8b\u60c5\u306f\u7406\u89e3\u3057\u3064\u3064\u3082\u300cThis is generally a serious reporting gap: only 16.51% of papers include GPU quantity information, 24.22% specify GPU types, and just 12.86% report inference times.\u300d\u306f\u554f\u984c\u3060\u3068\u601d\u3046\u3002<\/li>\n\n\n\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30b5\u30a4\u30c8\u306f<a href=\"https:\/\/mit-calc.csail.mit.edu\/\">Chasing Compute &#8211; Foundation Model Research<\/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":[622],"class_list":["post-7613","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-622"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7613","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=7613"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7613\/revisions"}],"predecessor-version":[{"id":7614,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7613\/revisions\/7614"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7613"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7613"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7613"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}