{"id":7353,"date":"2025-08-28T05:19:00","date_gmt":"2025-08-27T20:19:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7353"},"modified":"2025-08-23T22:35:36","modified_gmt":"2025-08-23T13:35:36","slug":"beyondweb-lessons-from-scaling-synthetic-data-for-trillion-scale-pretraining","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7353","title":{"rendered":"BeyondWeb: Lessons from Scaling Synthetic Data for Trillion-scale Pretraining"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>BeyondWeb: Lessons from Scaling Synthetic Data for Trillion-scale Pretraining\u00a0<\/strong>[13.2]<br>\u30d7\u30ec\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u305f\u3081\u306e\u9ad8\u54c1\u8cea\u306a\u5408\u6210\u30c7\u30fc\u30bf\u3092\u751f\u6210\u3059\u308b\u5408\u6210\u30c7\u30fc\u30bf\u751f\u6210\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bBeyondWeb\u3092\u7d39\u4ecb\u3057\u305f\u3002 BeyondWeb\u306f\u3001\u5f93\u6765\u306eWeb\u30b9\u30b1\u30fc\u30eb\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6a5f\u80fd\u3092\u5927\u5e45\u306b\u62e1\u5f35\u3057\u305f\u3002 \u30aa\u30fc\u30d7\u30f3\u306aWeb\u30c7\u30fc\u30bf\u3088\u308a\u3082\u6700\u59277.7\u500d\u3001Nemotron-Synth\u3088\u308a2.7\u500d\u9ad8\u901f\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u63d0\u4f9b\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2508.10975v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2508.10975v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 14 Aug 2025 17:55:47 GMT)<\/li>\n\n\n\n<li>\u69d8\u3005\u306a\u89b3\u70b9\u304b\u3089\u306e\u8a55\u4fa1\u3092\u884c\u3063\u3066\u3044\u308b\u304c\u300cThe data wall is not unsurpassable; it can be broken through strategic synthetic data generation.\u300d\u3068\u3044\u3046\u4e3b\u5f35\u306b\u9a5a\u304d<\/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":[390],"class_list":["post-7353","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-synthetic-data"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7353","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=7353"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7353\/revisions"}],"predecessor-version":[{"id":7354,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7353\/revisions\/7354"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7353"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7353"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7353"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}