{"id":3808,"date":"2023-09-20T04:50:00","date_gmt":"2023-09-19T19:50:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=3808"},"modified":"2023-09-20T04:50:00","modified_gmt":"2023-09-19T19:50:00","slug":"when-less-is-more-investigating-data-pruning-for-pretraining-llms-at-scale","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=3808","title":{"rendered":"When Less is More: Investigating Data Pruning for Pretraining LLMs at Scale"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>When Less is More: Investigating Data Pruning for Pretraining LLMs at Scale\u00a0<\/strong>[12.9]<br>\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304c\u5927\u304d\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u958b\u767a\u306b\u5927\u304d\u304f\u8ca2\u732e\u3057\u3066\u3044\u308b\u3002 \u3053\u308c\u307e\u3067\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u9ad8\u54c1\u8cea\u306a\u30b5\u30d6\u30bb\u30c3\u30c8\u307e\u3067\u6398\u308a\u4e0b\u3052\u308b\u52aa\u529b\u306f\u3001\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30d5\u30a3\u30eb\u30bf\u3068\u3057\u3066\u30a8\u30f3\u30b3\u30fc\u30c9\u3055\u308c\u305f\u624b\u4f5c\u308a\u306e\u3082\u306e\u306b\u4f9d\u5b58\u3057\u3066\u304d\u305f\u3002 \u3088\u308a\u5e83\u3044\u8996\u70b9\u3067\u3001\u4e8b\u524d\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3092\u6e2c\u5b9a\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u3001\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u63a8\u5b9a\u3092\u63a2\u6c42\u3057\u307e\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2309.04564v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2309.04564v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Fri, 8 Sep 2023 19:34:05 GMT)<\/li>\n\n\n\n<li>Cohere for AI\u306b\u3088\u308b\u30c7\u30fc\u30bf\u54c1\u8cea\u5411\u4e0a\u306b\u95a2\u3059\u308b\u5831\u544a<\/li>\n\n\n\n<li>\u30d1\u30fc\u30d7\u30ec\u30ad\u30b7\u30c6\u30a3\u3092\u7528\u3044\u308b\u30b7\u30f3\u30d7\u30eb\uff08\uff1f\uff09\u306a\u624b\u6cd5\u304c\u9ad8\u6027\u80fd\u3068\u306e\u3053\u3068<\/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":[94,223],"class_list":["post-3808","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-data-pruning","tag-llm"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3808","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=3808"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3808\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3808"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3808"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3808"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}