{"id":20457,"date":"2026-05-09T01:19:53","date_gmt":"2026-05-08T16:19:53","guid":{"rendered":"https:\/\/jore2.com\/ai-21032-emo-pretraining-mixture-of-experts-for-emergent-modularity\/"},"modified":"2026-05-09T01:19:53","modified_gmt":"2026-05-08T16:19:53","slug":"ai-21032-emo-pretraining-mixture-of-experts-for-emergent-modularity","status":"publish","type":"post","link":"https:\/\/jore2.com\/?p=20457","title":{"rendered":"\uac70\ub300 \ubaa8\ub378\uc758 \ube44\ud6a8\uc728 \ud0c8\ucd9c, EMO\uac00 \uac00\uc838\uc628 ‘\uc9c4\uc9dc’ \ubaa8\ub4c8\ub7ec\uc758 \uc2dc\ub300"},"content":{"rendered":"
\n

\ubc15\uc11c\uc724<\/strong><\/p>\n<\/div>\n

\uac70\ub300 \uc5b8\uc5b4 \ubaa8\ub378\uc774 \uc77c\uc0c1\ud654\ub418\uba74\uc11c \uac00\uc7a5 \ud070 \uace8\uce6b\uac70\ub9ac\ub294 \ubc14\ub85c \ube44\ud6a8\uc728\uc801\uc778 \uc790\uc6d0 \uc18c\ubaa8\uc600\uc2b5\ub2c8\ub2e4. \uc218\uc870 \uac1c\uc758 \ud30c\ub77c\ubbf8\ud130\ub97c \uac00\uc9c4 \ubaa8\ub378\uc744 \ubaa8\ub4e0 \uc791\uc5c5\uc5d0 \ubb34\uc870\uac74 \ud480\uac00\ub3d9\ud574\uc57c \ud55c\ub2e4\ub294 \uc810\uc740 \uba54\ubaa8\ub9ac \ubd80\ub2f4\uacfc \uc5f0\uc0b0 \ube44\uc6a9\uc744 \uae09\uc99d\uc2dc\ucf30\uace0, \uc2e4\uc81c\ub85c\ub294 \ucf54\ub4dc \uc0dd\uc131\uc774\ub098 \uc218\ud559 \ucd94\ub860\ucc98\ub7fc \ud2b9\uc815 \uae30\ub2a5\ub9cc \ud544\uc694\ud55c \uacbd\uc6b0\uac00 \ub300\ubd80\ubd84\uc784\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 \uc804\uccb4 \ubaa8\ub378\uc744 \ub85c\ub4dc\ud574\uc57c \ud558\ub294 \ubaa8\uc21c\uc774 \uc9c0\uc18d\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ubc14\ub85c \uc774 \uc9c0\uc810\uc5d0\uc11c AllenAI \uac00 Hugging Face \ub97c \ud1b5\ud574 \uacf5\uac1c\ud55c EMO \uac00 \uc8fc\ubaa9\ubc1b\uae30 \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4. \uae30\uc874 \ud63c\ud569 \uc804\ubb38\uac00 \ubaa8\ub378\ub4e4\uc774 \uc5ec\uc804\ud788 \uc804\uccb4 \uad6c\uc870\ub97c \uc758\uc874\ud574\uc57c \ud588\ub358 \ud55c\uacc4\ub97c \ub118\uc5b4, EMO \ub294 \uc0ac\uc804 \ud559\uc2b5 \ub2e8\uacc4\uc5d0\uc11c\ubd80\ud130 \ub370\uc774\ud130\uc758 \ud750\ub984\uc5d0 \ub530\ub77c \ubaa8\ub4c8\ub7ec \uad6c\uc870\uac00 \uc790\uc5f0\uc2a4\ub7fd\uac8c \ud615\uc131\ub418\ub3c4\ub85d \uc124\uacc4\ub41c \uccab \ubc88\uc9f8 \uc0ac\ub840\ub85c \ud3c9\uac00\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

\uc774 \ubaa8\ub378\uc758 \uac00\uc7a5 \ud601\uc2e0\uc801\uc778 \uc810\uc740 \uc778\uac04\uc774 \ubbf8\ub9ac \uc815\uc758\ud55c \uaddc\uce59\uc774\ub098 \ud3b8\ud5a5\uc5d0 \uc758\uc874\ud558\uc9c0 \uc54a\uace0, \uc624\uc9c1 \ub370\uc774\ud130 \uc790\uccb4\uc5d0\uc11c \uc804\ubb38\uac00 \uc11c\ube0c\uc14b\uc774 \ubd84\ud654\ub418\ub294 \ud604\uc0c1\uc744 \ud3ec\ucc29\ud588\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4. \uae30\uc874 MoE \ubaa8\ub378\ub4e4\uc740 \uc774\ub860\uc0c1\uc73c\ub85c\ub294 \ud2b9\uc815 \uc785\ub825\uc5d0 \ub9de\ub294 \uc804\ubb38\uac00\ub9cc \ud65c\uc131\ud654\ub420 \uc218 \uc788\uc5c8\uc73c\ub098, \uc2e4\uc81c\ub860 \ud1a0\ud070\ub9c8\ub2e4 \ub2e4\ub978 \uc804\ubb38\uac00\ub4e4\uc774 \ud769\uc5b4\uc9c0\uba70 \uacb0\uad6d \uc804\uccb4 \ubaa8\ub378\uc744 \ub2e4 \uc368\uc57c \ud558\ub294 \uc0c1\ud669\uc774 \ubc18\ubcf5\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ubc18\uba74 EMO \ub294 \ud2b9\uc815 \uc791\uc5c5\uc5d0 \ud544\uc694\ud55c \uc804\ubb38\uac00 \uc9d1\ud569\uc774 \uba85\ud655\ud558\uac8c \ubd84\ub9ac\ub418\uc5b4, \uc804\uccb4 \ubaa8\ub378\uc758 12.5% \ub9cc\uc744 \ud65c\uc131\ud654\ud574\ub3c4 \uc804\uccb4 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \ub54c\uc640 \uac70\uc758 \ub3d9\uc77c\ud55c \uc131\ub2a5\uc744 \uc720\uc9c0\ud560 \uc218 \uc788\uac8c \ub9cc\ub4e4\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub2e8\uc21c\ud788 \ubaa8\ub378 \ud06c\uae30\ub97c \uc904\uc774\ub294 \uac83\uc744 \ub118\uc5b4, \uc2e4\uc81c \ubc30\ud3ec \ud658\uacbd\uc5d0\uc11c \ubd88\ud544\uc694\ud55c \uc5f0\uc0b0\uc744 \uc544\ub07c\uba74\uc11c\ub3c4 \uc131\ub2a5\uc744 \ud76c\uc0dd\ud558\uc9c0 \uc54a\ub294 \uc0c8\ub85c\uc6b4 \ud328\ub7ec\ub2e4\uc784\uc744 \uc81c\uc2dc\ud569\ub2c8\ub2e4.<\/p>\n

\ucee4\ubba4\ub2c8\ud2f0\uc640 \uac1c\ubc1c\uc790\ub4e4\uc758 \ubc18\uc751\uc740 \uc989\uac01\uc801\uc774\uc5c8\uc2b5\ub2c8\ub2e4. Hugging Face \ube14\ub85c\uadf8\ub97c \ud1b5\ud574 \uacf5\uac1c\ub41c \uae30\uc220 \ubcf4\uace0\uc11c\uc640 \uc2dc\uac01\ud654 \uc790\ub8cc\ub97c \ubcf4\uba74, EMO \uac00 \ub2e8\uc21c\ud788 \uc774\ub860\uc801\uc778 \uac00\ub2a5\uc131\uc744 \ubcf4\uc5ec\uc8fc\ub294 \uac83\uc744 \ub118\uc5b4 \uc2e4\uc81c \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c \uad6c\uccb4\uc801\uc778 \uc131\ub2a5 \ucc28\uc774\ub97c \uc99d\uba85\ud558\uace0 \uc788\ub2e4\ub294 \uc0ac\uc2e4\uc774 \ud655\uc778\ub429\ub2c8\ub2e4. \ud2b9\ud788 \ud2b9\uc815 \ub3c4\uba54\uc778 \uc9c0\uc2dd\uc774\ub098 \ucd94\ub860 \ub2a5\ub825\uc5d0 \ud2b9\ud654\ub41c \uc804\ubb38\uac00\ub4e4\uc774 \uba85\ud655\ud558\uac8c \uad6c\ubd84\ub418\uc5b4 \uc791\ub3d9\ud558\ub294 \ubc29\uc2dd\uc740, \uc55e\uc73c\ub85c\uc758 AI \ubaa8\ub378\uc774 \uc5b4\ub5bb\uac8c \ub354 \uac00\ubccd\uace0 \uc720\uc5f0\ud558\uac8c \uc9c4\ud654\ud560 \uc218 \uc788\ub294\uc9c0\uc5d0 \ub300\ud55c \uac15\ub825\ud55c \uc2e4\ub9c8\ub9ac\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub294 \uac70\ub300 \ubaa8\ub378 \uc2dc\ub300\uc5d0 \uc9c4\uc785\ud55c \uae30\uc5c5\ub4e4\uc774\ub098 \uac1c\uc778 \uac1c\ubc1c\uc790\ub4e4\uc5d0\uac8c\ub294 \ub9c9\ub300\ud55c \uc778\ud504\ub77c \ube44\uc6a9\uc744 \uc808\uac10\ud558\uba74\uc11c\ub3c4 \uc815\uad50\ud55c \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\ub294 \uc2e4\uc9c8\uc801\uc778 \ub300\uc548\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

\uc774\uc81c \uc8fc\ubaa9\ud574\uc57c \ud560 \uac83\uc740 EMO \uc758 \ub4f1\uc7a5\uc774 \uac00\uc838\uc62c \ud30c\uae09\ud6a8\uacfc\uc785\ub2c8\ub2e4. \ub2e8\uc21c\ud788 \ud558\ub098\uc758 \ubaa8\ub378\uc774 \uc131\uacf5\ud55c \uac83\uc744 \ub118\uc5b4, \ud5a5\ud6c4 \uac70\ub300 \ubaa8\ub378\uc758 \ud559\uc2b5 \ubc29\uc2dd \uc790\uccb4\uac00 ‘\ubaa8\ub180\ub9ac\uc2dd’\uc5d0\uc11c ‘\uc9c4\ud654\ud615 \ubaa8\ub4c8\ub7ec’\ub85c \uc644\uc804\ud788 \uc804\ud658\ub420 \uc218 \uc788\ub294\uc9c0\uac00 \uad00\uac74\uc785\ub2c8\ub2e4. AllenAI \uac00 \uacf5\uac1c\ud55c \ucf54\ub4dc\uc640 \uac00\uc911\uce58\ub97c \ud1b5\ud574 \ub2e4\uc591\ud55c \uc791\uc5c5\uc5d0 \uc5b4\ub5bb\uac8c \uc801\uc6a9\ub418\ub294\uc9c0, \uadf8\ub9ac\uace0 \uc774 \ubc29\uc2dd\uc774 \ub2e4\ub978 \ubaa8\ub378 \uc544\ud0a4\ud14d\ucc98\uc5d0\ub3c4 \uc5b4\ub5bb\uac8c \ud655\uc7a5\ub420\uc9c0\uac00 \ub2e4\uc74c \ud2b8\ub80c\ub4dc\ub97c \uc88c\uc6b0\ud560 \uac83\uc785\ub2c8\ub2e4. \ub354 \uc774\uc0c1 \ubb34\uac70\uc6b4 \ubaa8\ub378\uc744 \ubb34\uc791\uc815 \ud0a4\uc6b0\ub294 \uc2dc\ub300\ub294 \uc800\ubb3c\uace0, \ud544\uc694\ud55c \ub2a5\ub825\ub9cc \ud6a8\uc728\uc801\uc73c\ub85c \uaebc\ub0b4 \uc4f8 \uc218 \uc788\ub294 \uc2a4\ub9c8\ud2b8\ud55c \ubaa8\ub378\ub9c1 \uc2dc\ub300\uac00 \ubcf8\uaca9\uc801\uc73c\ub85c \uc5f4\ub9ac\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"

\uc218\uc870 \uac1c\uc758 \ud30c\ub77c\ubbf8\ud130\ub97c \uac00\uc9c4 \uac70\ub300 \uc5b8\uc5b4 \ubaa8\ub378\uc774 \uc2e4\uc81c \uc5c5\ubb34\uc5d0\uc11c\ub294 \uacfc\uc789\uc774\ub77c\ub294 \uc9c0\uc801\uc774 \ub04a\uc774\uc9c0 \uc54a\uc558\uc2b5\ub2c8\ub2e4. AllenAI \uac00 \uacf5\uac1c\ud55c EMO \ub294 \uc778\uac04\uc774 \uc815\uc758\ud55c \uaddc\uce59 \uc5c6\uc774 \ub370\uc774\ud130 \uc790\uccb4\uc5d0\uc11c \ubaa8\ub4c8\ub7ec \uad6c\uc870\uac00 \uc790\uc5f0\uc2a4\ub7fd\uac8c emerge \ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5b4, \ud2b9\uc815 \uc791\uc5c5 \uc2dc \uc804\uccb4 \ubaa8\ub378\uc758 12.<\/p>\n","protected":false},"author":6,"featured_media":20456,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8858],"tags":[7,15502,15500,14847,15503,15501],"class_list":["post-20457","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-ai","tag-allenai","tag-emo","tag-huggingface","tag-15503","tag-15501"],"featured_image_urls":{"full":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/zw0efl6myyg-hmcpsbfyw.png",1920,1080,false],"thumbnail":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/zw0efl6myyg-hmcpsbfyw-150x150.png",150,150,true],"medium":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/zw0efl6myyg-hmcpsbfyw-300x169.png",300,169,true],"medium_large":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/zw0efl6myyg-hmcpsbfyw-768x432.png",640,360,true],"large":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/zw0efl6myyg-hmcpsbfyw-1024x576.png",640,360,true],"1536x1536":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/zw0efl6myyg-hmcpsbfyw-1536x864.png",1536,864,true],"2048x2048":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/zw0efl6myyg-hmcpsbfyw.png",1920,1080,false],"morenews-large":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/zw0efl6myyg-hmcpsbfyw-825x575.png",825,575,true],"morenews-medium":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/zw0efl6myyg-hmcpsbfyw-590x410.png",590,410,true]},"author_info":{"info":["\ubc15\uc11c\uc724"]},"category_info":"AI<\/a>","tag_info":"AI","comment_count":"0","_links":{"self":[{"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/posts\/20457","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/jore2.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=20457"}],"version-history":[{"count":0,"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/posts\/20457\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/media\/20456"}],"wp:attachment":[{"href":"https:\/\/jore2.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=20457"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jore2.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=20457"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jore2.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=20457"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}