{"id":3344,"date":"2023-05-22T05:37:00","date_gmt":"2023-05-21T20:37:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=3344"},"modified":"2023-05-22T05:37:00","modified_gmt":"2023-05-21T20:37:00","slug":"doremi-domain-reweighting-with-minimax-optimizationdoremi","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=3344","title":{"rendered":"DoReMi: Domain Reweighting with Minimax Optimization"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>DoReMi: Optimizing Data Mixtures Speeds Up Language Model Pretraining&nbsp;<\/strong>[172.3]<br>\u30df\u30cb\u30de\u30c3\u30af\u30b9\u6700\u9069\u5316(DoReMi)\u3092\u7528\u3044\u305f\u30c9\u30e1\u30a4\u30f3\u518d\u91cd\u307f\u4ed8\u3051\u3092\u63d0\u6848\u3059\u308b\u3002 DoReMi\u306f\u307e\u305a\u3001\u30c9\u30e1\u30a4\u30f3\u4e0a\u306e\u30b0\u30eb\u30fc\u30d7\u5206\u6563\u30ed\u30d0\u30b9\u30c8\u6700\u9069\u5316(Group DRO)\u3092\u4f7f\u7528\u3057\u3066\u5c0f\u3055\u306a\u30d7\u30ed\u30ad\u30b7\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3001\u30c9\u30e1\u30a4\u30f3\u91cd\u307f\u3092\u751f\u6210\u3059\u308b\u3002 \u6b21\u306b\u3001\u3053\u308c\u3089\u306e\u30c9\u30e1\u30a4\u30f3\u30a6\u30a7\u30a4\u30c8\u3067\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u518d\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3057\u3001\u3088\u308a\u5927\u304d\u306a\u30d5\u30eb\u30b5\u30a4\u30ba\u306e\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u307e\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2305.10429v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2305.10429v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Wed, 17 May 2023 17:58:13 GMT)<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30c9\u30e1\u30a4\u30f3\u306b\u5bfe\u3059\u308b\u30a6\u30a7\u30a4\u30c8\u3092\u8abf\u6574\u3059\u308b\u624b\u6cd5\u306e\u63d0\u6848\u3002\u5c0f\u3055\u306a\u30e2\u30c7\u30eb\u3067\u8a66\u884c\u5f8c\u306b\u5927\u304d\u306a\u30e2\u30c7\u30eb\u3067\u306e\u30c9\u30e1\u30a4\u30f3\u30a6\u30a7\u30a4\u30c8\u3092\u6c7a\u3081\u308b\u30a2\u30d7\u30c8\u30ed\u30fc\u30c1\u3067\u300cDoReMi improves average one-shot downstream accuracy by 6.5% and reaches the baseline accuracy 2.6x faster when pretraining on The Pile.\u300d\u3068\u3068\u3066\u3082\u52b9\u679c\u7684\u305d\u3046<\/li>\n\n\n\n<li>The Pile\u3092\u7528\u3044\u305f\u5b9f\u9a13\u3067Wikipedia\u306e\u30a6\u30a7\u30a4\u30c8\u304c\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3088\u308a\u3082\u4f4e\u304f\u306a\u3063\u3066\u3044\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001Wikipedia\u7531\u6765\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306edown stream\u6027\u80fd\u304c\u4e0a\u304c\u3063\u3066\u3044\u308b\u306e\u304c\u9762\u767d\u3044\u3002\u306a\u305c\u306a\u3093\u3060\u308d\u3046\u30fb\u30fb\u30fb\uff1f<\/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":[101,102],"class_list":["post-3344","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-dataset-condensation","tag-dataset-distillation"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3344","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=3344"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3344\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3344"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3344"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3344"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}