{"id":25305,"date":"2024-10-26T09:53:52","date_gmt":"2024-10-26T09:53:52","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25305"},"modified":"2024-11-26T08:02:13","modified_gmt":"2024-11-26T08:02:13","slug":"%eb%94%a5-%eb%9f%ac%eb%8b%9d%ec%9d%84-%ec%9d%b4%ec%9a%a9%ed%95%9c-%ec%9e%90%ec%97%b0%ec%96%b4-%ec%b2%98%eb%a6%ac-elmo-embeddings-from-language-model","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25305\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: ELMo (Embeddings from Language Model)"},"content":{"rendered":"<p>\ucd5c\uadfc \uba87 \ub144 \uac04 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\ub294 \uae4a\uc740 \uc2e0\uacbd\ub9dd(dDeep Learning)\uc758 \ud601\uc2e0\uc801 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \ub208\ubd80\uc2e0 \uc9c4\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \uc911\uc5d0\uc11c\ub3c4 ELMo(Embeddings from Language Model)\ub294 \ub2e8\uc5b4 \ud45c\ud604\uc744 \uc81c\uacf5\ud558\ub294 \ud601\uc2e0\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc73c\ub85c \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. ELMo\ub294 \ubb38\ub9e5(context) \uc815\ubcf4\ub97c \ud3ec\ud568\ud55c \ub2e8\uc5b4 \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud558\uc5ec, \ub2e8\uc5b4\uc758 \uc758\ubbf8\uac00 \ubb38\uc7a5\uc5d0\uc11c \uc5b4\ub5bb\uac8c \ubcc0\ud654\ud558\ub294\uc9c0\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ubaa8\ub378\ub9c1\ud558\ub294 \ub370 \uae30\uc5ec\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 ELMo\uc758 \uae30\ubcf8 \uac1c\ub150, \uae30\uc220\uc801 \uc138\ubd80\uc0ac\ud56d, \uadf8\ub9ac\uace0 \uc774\ub97c \ud65c\uc6a9\ud55c \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uacfc\uc81c\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\uac8c \ub2e4\ub8e8\uc5b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. ELMo\ub780 \ubb34\uc5c7\uc778\uac00?<\/h2>\n<p>ELMo\ub294 \ub2e8\uc5b4\uc758 \uc758\ubbf8\ub97c \ubb38\ub9e5\uc5d0 \ub9de\uac8c \ub3d9\uc801\uc73c\ub85c \uc0dd\uc131\ud558\ub294 \uc784\ubca0\ub529 \uae30\uc220\uc785\ub2c8\ub2e4. \uae30\uc874\uc758 \ub2e8\uc5b4 \uc784\ubca0\ub529 \uae30\ubc95\uc778 Word2Vec\ub098 GloVe\uc640 \ub2ec\ub9ac, ELMo\ub294 \ub2e8\uc5b4\uc758 \uace0\uc815\uc801\uc778 \uc758\ubbf8\ub97c \uc81c\uacf5\ud558\ub294 \ub300\uc2e0, \ud2b9\uc815 \ubb38\uc7a5\uc5d0\uc11c \ub2e8\uc5b4\uac00 \uac00\uc9c0\ub294 \ub2e4\uc591\ud55c \uc758\ubbf8\ub97c \ubc18\uc601\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. ELMo\ub294 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \ucd9c\ub825\uce35\uc5d0\uc11c \ud559\uc2b5\ub41c \uc815\ubcf4\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac01 \ub2e8\uc5b4\uc758 \ud45c\ud604\uc744 \uc0dd\uc131\ud558\ubbc0\ub85c, \ubb38\ub9e5\uc5d0 \ubbfc\uac10\ud55c \ub2e8\uc5b4 \uc784\ubca0\ub529\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<h3>1.1 ELMo\uc758 \uc124\uacc4 \ubc30\uacbd<\/h3>\n<p>\uc804\ud1b5\uc801\uc778 \ub2e8\uc5b4 \uc784\ubca0\ub529 \ubc29\uc2dd\uc740 \uac01 \ub2e8\uc5b4\uc5d0 \ub300\ud574 \uace0\uc815\ub41c \ubca1\ud130\ub97c \ud560\ub2f9\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc811\uadfc\uc740 \ubb38\ub9e5\uc5d0 \ub300\ud55c \uc815\ubcf4\ub97c \ucda9\ubd84\ud788 \ubc18\uc601\ud558\uc9c0 \ubabb\ud558\uace0, \ub2e8\uc5b4\uc758 \ub2e4\uc758\uc131(\uac19\uc740 \ub2e8\uc5b4\uac00 \ubb38\ub9e5\uc5d0 \ub530\ub77c \uc5ec\ub7ec \uc758\ubbf8\ub97c \uac00\uc9c8 \uc218 \uc788\ub294 \uac83)\uc5d0 \ub300\ud55c \ucc98\ub9ac\uac00 \ubbf8\ud761\ud569\ub2c8\ub2e4. ELMo\ub294 \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \ub450 \uac00\uc9c0 \uc8fc\uc694 \uc694\uc18c\ub97c \ub3c4\uc785\ud569\ub2c8\ub2e4:<\/p>\n<ol>\n<li><strong>\ubb38\ub9e5\uc801 \uc815\ubcf4<\/strong>: ELMo\ub294 \ubb38\ub9e5\uc5d0 \ub530\ub77c \ub3d9\uc801\uc73c\ub85c \ub2e8\uc5b4 \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, &#8220;bank&#8221;\ub77c\ub294 \ub2e8\uc5b4\ub294 &#8220;river bank&#8221;\uc640 &#8220;savings bank&#8221;\uc5d0\uc11c \uc11c\ub85c \ub2e4\ub978 \uc758\ubbf8\ub97c \uac00\uc9c0\ub294\ub370, ELMo\ub294 \uc774\ub7f0 \ucc28\uc774\ub97c \ubc18\uc601\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc591\ubc29\ud5a5 LSTM<\/strong>: ELMo\ub294 \uc591\ubc29\ud5a5 LSTM(BiLSTM) \uad6c\uc870\ub97c \uc774\uc6a9\ud558\uc5ec \uc774\uc804 \ub2e8\uc5b4\uc640 \uc774\ud6c4 \ub2e8\uc5b4\uc758 \uc815\ubcf4\ub97c \ubaa8\ub450 \uace0\ub824\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub2e8\uc5b4\uc758 \uc758\ubbf8\ub97c \ub354 \uc815\ud655\ud558\uac8c \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2>2. ELMo\uc758 \ub3d9\uc791 \uc6d0\ub9ac<\/h2>\n<p>ELMo\ub294 \ud06c\uac8c \ub450 \ub2e8\uacc4\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \uccab \ubc88\uc9f8 \ub2e8\uacc4\ub294 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \ud6c8\ub828\ud558\uc5ec \ubb38\ub9e5\uc744 \uc774\ud574\ud558\ub294 \uac83\uc774\uace0, \ub450 \ubc88\uc9f8 \ub2e8\uacc4\ub294 \uc774 \ubaa8\ub378\uc744 \uc774\uc6a9\ud558\uc5ec \ub2e8\uc5b4 \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uac01 \ub2e8\uacc4\ub97c \uc0c1\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2.1 \uc5b8\uc5b4 \ubaa8\ub378 \ud6c8\ub828<\/h3>\n<p>ELMo\ub294 \uba3c\uc800 \uac70\ub300\ud55c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub2e8\uc5b4\uc758 \ubb38\ub9e5\uc744 \uc608\uce21\ud558\ub294 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc591\ubc29\ud5a5 LSTM\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8\uc758 \ubaa8\ub4e0 \ub2e8\uc5b4\ub97c \uc591\ucabd\uc5d0\uc11c \ubc14\ub77c\ubcf4\ub294 \ubc29\uc2dd\uc73c\ub85c, \uac01 \ub2e8\uc5b4\uac00 \uc55e\ub4a4 \ubb38\ub9e5\uc744 \uace0\ub824\ud574 \uc608\uce21\ub420 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. \uc774 \uc5b8\uc5b4 \ubaa8\ub378 \ud6c8\ub828\uc758 \ud575\uc2ec\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\ubaa8\ub378\uc740 \uc785\ub825 \ud14d\uc2a4\ud2b8\uc5d0\uc11c \uac01 \ub2e8\uc5b4\uc758 \uc8fc\ubcc0 \uc815\ubcf4\ub97c \ubd84\uc11d\ud558\uc5ec \ud2b9\uc815 \ub2e8\uc5b4\uc758 \uc758\ubbf8\ub97c \ucd94\ub860\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc608\uce21\ub41c \ub2e8\uc5b4\uc758 \ud655\ub960 \ubd84\ud3ec\ub294 \ub2e4\uc2dc \uc774\uc6a9\ud574 LSTM\uc758 \uac00\uc911\uce58\ub97c \uc870\uc815\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \ubaa8\ub378\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>2.2 \ub2e8\uc5b4 \uc784\ubca0\ub529 \uc0dd\uc131<\/h3>\n<p>\uc5b8\uc5b4 \ubaa8\ub378\uc774 \ud6c8\ub828\ub41c \ud6c4, ELMo\ub294 \uc774 \ubaa8\ub378\uc758 \uc911\uac04(hidden layer) \uc0c1\ud0dc\ub97c \ud65c\uc6a9\ud558\uc5ec \ub2e8\uc5b4 \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uac01 \ub2e8\uc5b4\ub294 \ubb38\uc7a5 \ub0b4 \uc704\uce58\uc5d0 \ub530\ub77c \ub2e4\uc591\ud55c \uc784\ubca0\ub529\uc744 \uac00\uc9c8 \uc218 \uc788\uc73c\uba70, \uc774 \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc774 \uc9c4\ud589\ub429\ub2c8\ub2e4:<\/p>\n<ol>\n<li>\uc8fc\uc5b4\uc9c4 \ubb38\uc7a5\uc5d0\uc11c ELMo\ub294 LSTM\uc744 \ud1b5\ud574 \uac01 \ub2e8\uc5b4\uc758 \uc911\uac04 \uc0c1\ud0dc\ub4e4\uc744 \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc774 \uc911\uac04 \uc0c1\ud0dc\ub4e4\uc740 \ub2e8\uc5b4\uc758 \uc784\ubca0\ub529\uc73c\ub85c \ud65c\uc6a9\ub418\uba70, \uac01 \ub2e8\uc5b4\ub294 \ubb38\ub9e5\uc5d0 \ub530\ub77c \ub3d9\uc801\uc73c\ub85c \ud45c\ud604\ub429\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2>3. ELMo\uc758 \uc7a5\uc810<\/h2>\n<p>ELMo\ub294 \uc5ec\ub7ec \uac00\uc9c0 \uc774\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc7a5\uc810\ub4e4 \ub355\ubd84\uc5d0 ELMo\ub294 \ub9ce\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uacfc\uc81c\uc5d0\uc11c \ud6a8\uacfc\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.1 \ubb38\ub9e5\uc801 \ub2e8\uc5b4 \ud45c\ud604<\/h3>\n<p>\ucd5c\ub300\uc758 \uc7a5\uc810 \uc911 \ud558\ub098\ub294 \ubb38\ub9e5\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9c0\ub294 \ub2e8\uc5b4 \ud45c\ud604\uc785\ub2c8\ub2e4. ELMo\ub294 \uac01 \ub2e8\uc5b4\uac00 \ubb38\uc7a5\uc758 \ub9e5\ub77d\uc5d0 \ub9de\uac8c \uc758\ubbf8\ub97c \ubcc0\ud654\uc2dc\ud0a4\ubbc0\ub85c, \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uacfc\uc81c\uc5d0\uc11c \ub192\uc740 \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \ub2e8\uc5b4\uc758 \ub2e4\uc758\uc131\uc744 \uc798 \ucc98\ub9ac\ud558\ub294 ELMo \ub355\ubd84\uc5d0, \uc758\ubbf8\ud574\uc11d\uacfc \uad00\ub828\ub41c \ubb38\uc81c\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uc131\uacfc\ub97c \uac70\ub450\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.2 \uc801\uc740 \ud559\uc2b5 \ub370\uc774\ud130\ub85c\ub3c4 \ub192\uc740 \uc131\ub2a5<\/h3>\n<p>ELMo\ub294 \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec, \uc0c1\ub300\uc801\uc73c\ub85c \uc801\uc740 \uc591\uc758 \ub77c\ubca8 \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud574\ub3c4 \uc88b\uc740 \uc131\ub2a5\uc744 \ubc1c\ud718\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 NLP \ubd84\uc57c\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uc694\uc18c\ub85c, \ub9ce\uc740 \ub3c4\uba54\uc778\uc5d0\uc11c \uc801\uc740 \ub370\uc774\ud130\ub85c\ub3c4 \ube60\ub974\uac8c \uc801\uc6a9\ud560 \uc218 \uc788\ub294 \uc7a5\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.3 \ud655\uc7a5\uc131<\/h3>\n<p>ELMo\ub294 \ub2e4\uc591\ud55c NLP \ud0dc\uc2a4\ud06c\uc5d0 \ud1b5\ud569 \uac00\ub2a5\ud558\uc5ec, \ubb38\uc7a5 \ubd84\ub958, \uac1c\uccb4\uba85 \uc778\uc2dd(NER), \uc9c8\ubb38 \uc751\ub2f5 \uc2dc\uc2a4\ud15c \ub4f1 \uc5ec\ub7ec \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 ELMo\uc758 \uc7ac\uc0ac\uc6a9\uc131\uacfc \uc720\uc5f0\uc131\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n<h2>4. ELMo\ub97c \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubb38\uc81c<\/h2>\n<p>ELMo\ub294 \ub9ce\uc740 NLP \ud0dc\uc2a4\ud06c\uc5d0\uc11c \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294\ub370 \uae30\uc5ec\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 ELMo\ub97c \uc0ac\uc6a9\ud574 \ud574\uacb0\ud55c \uba87 \uac00\uc9c0 \uc8fc\uc694 \uacfc\uc81c\ub97c \uc18c\uac1c\ud569\ub2c8\ub2e4.<\/p>\n<h3>4.1 \uac10\uc815 \ubd84\uc11d<\/h3>\n<p>\uac10\uc815 \ubd84\uc11d\uc740 \uc8fc\uc5b4\uc9c4 \ubb38\uc11c\uc5d0\uc11c \uae0d\uc815\uc801, \ubd80\uc815\uc801, \uc911\ub9bd\uc801 \uac10\uc815\uc744 \uc2dd\ubcc4\ud558\ub294 \uc791\uc5c5\uc785\ub2c8\ub2e4. ELMo\ub97c \ud65c\uc6a9\ud558\uba74, \ubb38\ub9e5\uc5d0 \ub530\ub77c \uac10\uc815\uc744 \ub4b7\ubc1b\uce68\ud558\ub294 \ub2e8\uc5b4\uc758 \uc758\ubbf8\ub97c \ub354\uc6b1 \uba85\ud655\ud558\uac8c \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574, \uae30\ubcf8\uc801\uc778 \ub2e8\uc5b4 \uc784\ubca0\ub529\ubcf4\ub2e4 \ub354 \ub192\uc740 \uc815\ud655\ub3c4\ub85c \uac10\uc815 \ubd84\uc11d\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/p>\n<h3>4.2 \uac1c\uccb4\uba85 \uc778\uc2dd(NER)<\/h3>\n<p>\uac1c\uccb4\uba85 \uc778\uc2dd\uc740 \ud14d\uc2a4\ud2b8\uc5d0\uc11c \uc0ac\ub78c, \uc7a5\uc18c, \uc870\uc9c1 \ub4f1\uc758 \ud2b9\uc815 \uac1c\uccb4\ub97c \uc2dd\ubcc4\ud558\ub294 \uc791\uc5c5\uc785\ub2c8\ub2e4. ELMo\ub97c \ud1b5\ud574 \ub2e8\uc5b4\uc758 \uc758\ubbf8\uc640 \ubb38\ub9e5\uc744 \ub354\uc6b1 \uba85\ud655\ud788 \uc774\ud574\ud558\uac8c \ub418\ubbc0\ub85c, \ub2e4\uc591\ud55c \ubb38\ub9e5\uc5d0\uc11c \ucd9c\ud604\ud558\ub294 \uac1c\uccb4\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uc778\uc2dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.3 \uc9c8\ubb38 \uc751\ub2f5 \uc2dc\uc2a4\ud15c<\/h3>\n<p>\uc9c8\ubb38 \uc751\ub2f5 \uc2dc\uc2a4\ud15c\uc740 \uc0ac\uc6a9\uc790\uc758 \uc9c8\ubb38\uc5d0 \uc801\uc808\ud55c \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. ELMo\ub294 \uc9c8\ubb38\uc758 \uc758\ubbf8\uc640 \ubb38\uc11c \ub0b4\uc5d0\uc11c\uc758 \uad00\ub828\uc131\uc744 \ub354\uc6b1 \ud6a8\uacfc\uc801\uc73c\ub85c \ubaa8\ub378\ub9c1\ud568\uc73c\ub85c\uc368, \uc9c8\ubb38\uc5d0 \ub300\ud55c \uc815\ud655\ud55c \ub2f5\ubcc0\uc744 \ucc3e\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/p>\n<h2>5. \uacb0\ub860<\/h2>\n<p>ELMo\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc73c\ub85c, \ubb38\ub9e5\uc5d0 \ub530\ub77c \ub3d9\uc801\uc73c\ub85c \ub2e8\uc5b4 \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud558\ub294 \ub370 \uc131\uacf5\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 ELMo\ub294 \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ud0dc\uc2a4\ud06c\uc5d0\uc11c \ub192\uc740 \uc131\ub2a5\uc744 \uc774\ub8e8\uc5b4\ub0c8\uace0, NLP \uc5f0\uad6c\uc790\ub4e4\uacfc \uac1c\ubc1c\uc790\ub4e4\uc5d0\uac8c \uc911\uc694\ud55c \ub3c4\uad6c\uac00 \ub418\uc5c8\uc2b5\ub2c8\ub2e4. ELMo\uc758 \ubc1c\uc804\uc740 \uc55e\uc73c\ub85c\uc758 \ub525 \ub7ec\ub2dd \uae30\ubc18 NLP \uae30\uc220\uc758 \ubc29\ud5a5\uc744 \uc81c\uc2dc\ud558\ub294 \ub370 \uae30\uc5ec\ud560 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n<p>ELMo\ub294 \ucd5c\uadfc\uc758 \ub525 \ub7ec\ub2dd \uae30\uc220 \ubc1c\uc804\uacfc \ud568\uaed8, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \ub2e4\uc591\ud55c \uac00\ub2a5\uc131\uc744 \uc5ec\ub294 \uc911\uc694\ud55c \uc774\uc815\ud45c\ub85c \ub0a8\uc744 \uac83\uc785\ub2c8\ub2e4. \uacc4\uc18d\ud574\uc11c \uc774 \uae30\uc220\uc774 \uc5b4\ub5bb\uac8c \ubc1c\uc804\ud558\uace0 \ub2e4\ub978 \ucd5c\uc2e0 \uc54c\uace0\ub9ac\uc998\ub4e4\uacfc \uacb0\ud569\ub418\uc5b4 \ub354 \ub098\uc740 \uc131\ub2a5\uc744 \ubc1c\ud718\ud560 \uc218 \uc788\uc744\uc9c0 \uc8fc\ubaa9\ud560 \ud544\uc694\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ucd5c\uadfc \uba87 \ub144 \uac04 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\ub294 \uae4a\uc740 \uc2e0\uacbd\ub9dd(dDeep Learning)\uc758 \ud601\uc2e0\uc801 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \ub208\ubd80\uc2e0 \uc9c4\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \uc911\uc5d0\uc11c\ub3c4 ELMo(Embeddings from Language Model)\ub294 \ub2e8\uc5b4 \ud45c\ud604\uc744 \uc81c\uacf5\ud558\ub294 \ud601\uc2e0\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc73c\ub85c \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. ELMo\ub294 \ubb38\ub9e5(context) \uc815\ubcf4\ub97c \ud3ec\ud568\ud55c \ub2e8\uc5b4 \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud558\uc5ec, \ub2e8\uc5b4\uc758 \uc758\ubbf8\uac00 \ubb38\uc7a5\uc5d0\uc11c \uc5b4\ub5bb\uac8c \ubcc0\ud654\ud558\ub294\uc9c0\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ubaa8\ub378\ub9c1\ud558\ub294 \ub370 \uae30\uc5ec\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 ELMo\uc758 \uae30\ubcf8 \uac1c\ub150, \uae30\uc220\uc801 \uc138\ubd80\uc0ac\ud56d, \uadf8\ub9ac\uace0 \uc774\ub97c \ud65c\uc6a9\ud55c &hellip; <a href=\"https:\/\/atmokpo.com\/w\/25305\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: ELMo (Embeddings from Language Model)&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[16],"tags":[],"class_list":["post-25305","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: ELMo (Embeddings from Language Model) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/25305\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: ELMo (Embeddings from Language Model) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ucd5c\uadfc \uba87 \ub144 \uac04 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\ub294 \uae4a\uc740 \uc2e0\uacbd\ub9dd(dDeep Learning)\uc758 \ud601\uc2e0\uc801 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \ub208\ubd80\uc2e0 \uc9c4\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \uc911\uc5d0\uc11c\ub3c4 ELMo(Embeddings from Language Model)\ub294 \ub2e8\uc5b4 \ud45c\ud604\uc744 \uc81c\uacf5\ud558\ub294 \ud601\uc2e0\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc73c\ub85c \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. 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