{"id":5924,"date":"2024-12-20T03:35:00","date_gmt":"2024-12-19T18:35:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5924"},"modified":"2024-12-20T03:35:00","modified_gmt":"2024-12-19T18:35:00","slug":"mixture-of-hidden-dimensions-transformer","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5924","title":{"rendered":"Mixture of Hidden-Dimensions Transformer\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Mixture of Hidden-Dimensions Transformer\u00a0<\/strong>[50.4]<br>\u96a0\u308c\u6b21\u5143\u306e\u7a7a\u9593\u6027\u306b\u3064\u3044\u3066\u691c\u8a0e\u3057\u3001\u8a13\u7df4\u3055\u308c\u305f\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u304c\u308f\u305a\u304b\u306a\u30c8\u30fc\u30af\u30f3\u6b21\u5143\u3057\u304b\u5229\u7528\u3057\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u89b3\u5bdf\u3059\u308b\u3002 \u30b9\u30d1\u30fc\u30b9\u6761\u4ef6\u4ed8\u30a2\u30af\u30c6\u30a3\u30d9\u30fc\u30b7\u30e7\u30f3\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u3042\u308bMoHD(Mixture of Hidden Dimensions)\u3092\u63d0\u6848\u3059\u308b\u3002 50%\u306e\u30a2\u30af\u30c6\u30a3\u30d9\u30fc\u30b7\u30e7\u30f3\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u6e1b\u5c11\u3057\u30013.7%\u306e\u30cf\u30a4\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5b9f\u73fe\u3057\u30013\u500d\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u4e00\u5b9a\u306e\u30a2\u30af\u30c6\u30a3\u30d9\u30fc\u30b7\u30e7\u30f3\u30b3\u30b9\u30c8\u3067\u62e1\u5f35\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2412.05644v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2412.05644v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sat, 07 Dec 2024 13:15:22 GMT)<\/li>\n\n\n\n<li>\u6700\u8fd1\u3088\u304f\u898b\u308bMoE\u3063\u307d\u3044\u304c\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u69cb\u9020\u306b\u8e0f\u307f\u8fbc\u3093\u3067\u3044\u308b\u30bf\u30a4\u30d7\u306e\u7814\u7a76<\/li>\n\n\n\n<li>\u300cIt achieves 1.7% higher performance with 50% fewer activation parameters and 3.7% higher performance with a 3\u00d7 parameter expansion at constant activation cost.\u300d\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":[250],"class_list":["post-5924","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-mixture-of-experts"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5924","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=5924"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5924\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5924"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5924"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5924"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}