{"id":25197,"date":"2024-10-26T09:52:57","date_gmt":"2024-10-26T09:52:57","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25197"},"modified":"2024-11-26T08:02:34","modified_gmt":"2024-11-26T08:02:34","slug":"03-02-%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-%ed%86%b5%ea%b3%84%ec%a0%81-%ec%96%b8%ec%96%b4-%eb%aa%a8%eb%8d%b8statistical-la","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25197\/","title":{"rendered":"03-02 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \ud1b5\uacc4\uc801 \uc5b8\uc5b4 \ubaa8\ub378(Statistical Language Model, SLM)"},"content":{"rendered":"<article>\n<header>\n<p>\uc791\uc131\uc77c: 2023\ub144 10\uc6d4 05\uc77c<\/p>\n<p>\uc791\uc131\uc790: \uc870\uad11\ud615<\/p>\n<\/header>\n<section>\n<h2>1. \uc11c\ub860<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud558\ub294 \uae30\uc220 \ubd84\uc57c\ub85c, \ucd5c\uadfc \uba87 \ub144\uac04 \uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uc5d0 \ud798\uc785\uc5b4 \ud06c\uac8c \ubc1c\uc804\ud558\uc600\ub2e4. \ud2b9\ud788, \ud1b5\uacc4\uc801 \uc5b8\uc5b4 \ubaa8\ub378(Statistical Language Model, SLM)\uc740 \uc774\ub7ec\ud55c \ubc1c\uc804\uc758 \ud575\uc2ec\uc801\uc778 \uc694\uc18c\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc640 \ud1b5\uacc4\uc801 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \uac1c\ub150, \uc911\uc694\uc131, \uadf8\ub9ac\uace0 \ub2e4\uc591\ud55c \uc751\uc6a9 \uc0ac\ub840\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\uac8c \ub17c\uc758\ud558\uace0\uc790 \ud55c\ub2e4.<\/p>\n<\/section>\n<section>\n<h2>2. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub780 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0, \ud574\uc11d\ud558\uace0, \uc0dd\uc131\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \uc5f0\uad6c \ubd84\uc57c\uc774\ub2e4. \uc774 \uacfc\uc815\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \uc5b8\uc5b4 \uc774\ud574, \uc5b8\uc5b4 \uc0dd\uc131, \uac10\uc815 \ubd84\uc11d, \uc815\ubcf4 \uac80\uc0c9, \uae30\uacc4 \ubc88\uc5ed \ub4f1 \ub2e4\uc591\ud55c \ud558\uc704 \uc601\uc5ed\uc73c\ub85c \ub098\ub25c\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\uc220\uc740 \uc8fc\ub85c \ubb38\uc11c \uc694\uc57d, \uc9c8\ubb38 \uc751\ub2f5 \uc2dc\uc2a4\ud15c, \ub300\ud654\ud615 AI\uc640 \uac19\uc740 \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc5d0\uc11c \uc0ac\uc6a9\ub41c\ub2e4.<\/p>\n<h3>2.1 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc5ed\uc0ac<\/h3>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc5ed\uc0ac\ub294 1950\ub144\ub300 \ud6c4\ubc18\uc73c\ub85c \uac70\uc2ac\ub7ec \uc62c\ub77c\uac04\ub2e4. \ucd08\uae30\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc740 \uaddc\uce59 \uae30\ubc18 \uc811\uadfc \ubc29\uc2dd\uc744 \uc0ac\uc6a9\ud588\uc73c\uba70, \uc774\ub294 \ubcf4\ud1b5 \uc804\ubb38\uac00\uc758 \uc9c0\uc2dd\uc5d0 \uc758\uc874\ud558\uc600\ub2e4. \uadf8\ub7ec\ub098 \uc774\ub7ec\ud55c \ubc29\uc2dd\uc740 \uac1c\ubc29\ud615 \uc5b8\uc5b4\uc640 \uac19\uc740 \ubcf5\uc7a1\uc131\uc744 \ub2e4\ub8e8\uae30\uc5d0 \ud55c\uacc4\uac00 \uc788\uc5c8\ub2e4. 1980\ub144\ub300\uc5d0 \ub4e4\uc5b4\uc11c\uba74\uc11c \ud1b5\uacc4\uc801 \uc811\uadfc \ubc29\uc2dd\uc774 \uc8fc\ubaa9\ubc1b\uae30 \uc2dc\uc791\ud558\uc600\ub2e4. \uc774\ub294 \ub300\ub7c9\uc758 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \ud1b5\ud574 \uc5b8\uc5b4 \ud328\ud134\uc744 \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\uc73c\ub85c, \ud604\uc7ac\uc758 \ub525 \ub7ec\ub2dd \uae30\uc220 \ubc1c\uc804\uc758 \ud1a0\ub300\uac00 \ub418\uc5c8\ub2e4.<\/p>\n<\/section>\n<section>\n<h2>3. \ud1b5\uacc4\uc801 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \uac1c\ub150<\/h2>\n<p>\ud1b5\uacc4\uc801 \uc5b8\uc5b4 \ubaa8\ub378(Statistical Language Model, SLM)\uc740 \ud2b9\uc815 \uc5b8\uc5b4\uc758 \ud1b5\uacc4\uc801 \ud2b9\uc131\uc744 \ubaa8\ub378\ub9c1\ud558\ub294 \uae30\ubc95\uc774\ub2e4. \uc5b8\uc5b4 \ubaa8\ub378\uc740 \uc8fc\uc5b4\uc9c4 \ub2e8\uc5b4 \uc2dc\ud000\uc2a4\uc5d0 \uae30\ubc18\ud558\uc5ec \ub2e4\uc74c\uc5d0 \uc62c \ub2e8\uc5b4\uc758 \ud655\ub960 \ubd84\ud3ec\ub97c \uc608\uce21\ud558\ub294 \ub370 \ucd08\uc810\uc744 \ub9de\ucd98\ub2e4.<\/p>\n<p>SLM\uc740 \uc8fc\ub85c n-\uadf8\ub7a8(n-gram) \ubaa8\ub378\uc744 \ud1b5\ud574 \uad6c\ud604\ub41c\ub2e4. n-\uadf8\ub7a8 \ubaa8\ub378\uc740 n \uac1c\uc758 \uc5f0\uc18d\uc801\uc778 \ub2e8\uc5b4\uc758 \uc9d1\ud569\uc744 \uace0\ub824\ud558\uc5ec \ub2e4\uc74c \ub2e8\uc5b4\ub97c \uc608\uce21\ud558\ub294 \ubc29\uc2dd\uc744 \uc0ac\uc6a9\ud55c\ub2e4. \uc608\ub97c \ub4e4\uc5b4, 2-\uadf8\ub7a8 \ubaa8\ub378(bigram model)\uc740 \ub2e8\uc5b4 \uc30d\uc744 \uae30\ubc18\uc73c\ub85c \ud655\ub960\uc744 \uacc4\uc0b0\ud55c\ub2e4.<\/p>\n<h3>3.1 n-\uadf8\ub7a8 \ubaa8\ub378<\/h3>\n<p>n-\uadf8\ub7a8 \ubaa8\ub378\uc740 \uc5b8\uc5b4 \ubaa8\ub378\ub9c1\uc758 \uae30\ucd08\ub97c \uc81c\uacf5\ud55c\ub2e4. \uac00\uc7a5 \uac04\ub2e8\ud55c \ud615\ud0dc\uc778 unigram \ubaa8\ub378\uc740 \uac01 \ub2e8\uc5b4\uc758 \ub4f1\uc7a5 \ube48\ub3c4\ub97c \uae30\ubc18\uc73c\ub85c \ub2e4\uc74c \ub2e8\uc5b4\uc758 \ub4f1\uc7a5 \ud655\ub960\uc744 \uc608\uce21\ud55c\ub2e4. \uc774\uc640 \ub300\uc870\uc801\uc73c\ub85c, bigram \ubaa8\ub378\uc740 \uac01 \ub2e8\uc5b4\uac00 \uc774\uc804 \ub2e8\uc5b4\uc5d0 \ub530\ub77c \uc5b4\ub5bb\uac8c \ub2ec\ub77c\uc9c0\ub294\uc9c0\ub97c \ubcf4\uc5ec\uc900\ub2e4. n-\uadf8\ub7a8 \ubaa8\ub378\uc758 \ud55c\uacc4\ub294 \uacc4\uc0b0 \ubcf5\uc7a1\uc131\uacfc \ub370\uc774\ud130 \ud76c\uc18c\uc131\uacfc \uac19\uc740 \ubb38\uc81c\uc774\ub2e4.<\/p>\n<h3>3.2 \ud1b5\uacc4\uc801 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \ud55c\uacc4<\/h3>\n<p>\ud1b5\uacc4\uc801 \uc5b8\uc5b4 \ubaa8\ub378\uc740 \ub9ce\uc740 \ub370\uc774\ud130\ub97c \ud544\uc694\ub85c \ud558\uba70, n-\uadf8\ub7a8\uc758 \uc218\uac00 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \ub370\uc774\ud130 \ud76c\uc18c\uc131 \ubb38\uc81c\ub97c \uacaa\ub294\ub2e4. \uc774\ub7ec\ud55c \ud55c\uacc4\ub97c \uadf9\ubcf5\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \ubc29\ubc95\ub860\uc774 \ubc1c\uc804\ud558\uc600\uace0, \uadf8\uc911 \ub525 \ub7ec\ub2dd \uae30\ubc18 \ubaa8\ub378\ub4e4\uc774 \ud070 \uc8fc\ubaa9\uc744 \ubc1b\uac8c \ub418\uc5c8\ub2e4.<\/p>\n<\/section>\n<section>\n<h2>4. \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \ud2b9\ud788 \uadf8 \uc131\ub2a5\uc744 \ubc1c\ud718\ud558\uace0 \uc788\uc73c\uba70, \uacfc\uac70\uc758 \ubc29\ubc95\ub860\ub4e4\uc774 \uac00\uc9c0\uace0 \uc788\ub358 \ud55c\uacc4\ub97c \uadf9\ubcf5\ud558\ub294 \ub370 \uae30\uc5ec\ud558\uace0 \uc788\ub2e4. \ub525 \ub274\ub7f4 \ub124\ud2b8\uc6cc\ud06c(Deep Neural Network, DNN)\ub294 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud328\ud134\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\ub294 \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac \uc7a1\uc558\ub2e4.<\/p>\n<h3>4.1 RNN(\uc21c\ud658 \uc2e0\uacbd\ub9dd)<\/h3>\n<p>\uc21c\ud658 \uc2e0\uacbd\ub9dd(Recurrent Neural Network, RNN)\uc740 \uc2dc\ud000\uc2a4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uc801\ud569\ud558\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c\ub294 \ub2e8\uc5b4 \uac04\uc758 \uc21c\uc11c\ub97c \uace0\ub824\ud558\uc5ec \ubb38\ub9e5\uc744 \uc774\ud574\ud558\ub294 \ub370 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc778\ub2e4. RNN\uc740 \uc774\uc804 \uc0c1\ud0dc\uc758 \ucd9c\ub825\uc744 \ub2e4\uc74c \uc0c1\ud0dc\uc5d0 \uc785\ub825\uc73c\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc5b4, \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \ucc98\ub9ac\uc5d0 \uac15\uc810\uc744 \uac00\uc9c0\uace0 \uc788\ub2e4.<\/p>\n<h3>4.2 LSTM(\uc7a5\ub2e8\uae30 \uae30\uc5b5 \ubaa8\ub378)<\/h3>\n<p>\uae30\uc874\uc758 RNN\uc740 \uae34 \uc2dc\ud000\uc2a4\uc5d0 \ub300\ud55c \ud559\uc2b5\uc5d0\uc11c \uae30\uc6b8\uae30 \uc18c\uc2e4 \ubb38\uc81c(vanishing gradient problem)\ub85c \uc778\ud574 \uc81c\ud55c\uc801\uc774\uc5c8\ub2e4. \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 LSTM(Long Short-Term Memory) \uad6c\uc870\uac00 \uace0\uc548\ub418\uc5c8\ub2e4. LSTM\uc740 \uae30\uc5b5 \uc140\uc744 \ud1b5\ud574 \uc7a5\uae30 \uc758\uc874\uc131\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\uc5b4, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \ud488\uc9c8 \ub192\uc740 \uacb0\uacfc\ub97c \ub3c4\ucd9c\ud55c\ub2e4.<\/p>\n<h3>4.3 Transformer \ubaa8\ub378<\/h3>\n<p>Transformers\ub294 Google\uc758 &#8220;Attention is All You Need&#8221; \ub17c\ubb38\uc5d0\uc11c \uc18c\uac1c\ub418\uc5c8\uc73c\uba70, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \ud328\ub7ec\ub2e4\uc784\uc744 \ud601\uc2e0\uc801\uc73c\ub85c \ubcc0\ud654\uc2dc\ucf30\ub2e4. Attention \uba54\ucee4\ub2c8\uc998\uc744 \ud1b5\ud574 \ubb38\ub9e5 \uc815\ubcf4\ub97c \ub354\uc6b1 \ud6a8\uacfc\uc801\uc73c\ub85c \ud3ec\ucc29\ud560 \uc218 \uc788\uc73c\uba70, \ubcd1\ub82c \ucc98\ub9ac\uac00 \uac00\ub2a5\ud558\uc5ec \ud559\uc2b5 \uc18d\ub3c4 \ub610\ud55c \ud06c\uac8c \ud5a5\uc0c1\ub418\uc5c8\ub2e4. BERT, GPT\uc640 \uac19\uc740 \ucca8\ub2e8 NLP \ubaa8\ub378\ub4e4\uc774 \uc774 \uad6c\uc870\ub97c \uae30\ubc18\uc73c\ub85c \ud558\uc5ec \uac1c\ubc1c\ub418\uc5c8\ub2e4.<\/p>\n<\/section>\n<section>\n<h2>5. \ud1b5\uacc4\uc801 \uc5b8\uc5b4 \ubaa8\ub378\uacfc \ub525 \ub7ec\ub2dd\uc758 \uacb0\ud569<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ud1b5\uacc4\uc801 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \ud55c\uacc4\ub97c \uadf9\ubcf5\ud558\ub294 \uc5f0\uad6c\uac00 \ud65c\ubc1c\ud558\uac8c \uc9c4\ud589\ub418\uace0 \uc788\ub2e4. \uae30\uc874\uc758 n-\uadf8\ub7a8 \uae30\ubc18 \uc811\uadfc \ubc29\uc2dd \ub300\uc2e0, \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc740 \ubb38\ub9e5\uc744 \uace0\ub824\ud558\uc5ec \ub2e4\uc74c \ub2e8\uc5b4\ub97c \uc608\uce21\ud55c\ub2e4. \uc774\ub294 \uc758\ubbf8\uc0c1\uc758 \uad00\uacc4\ub97c \ub354\uc6b1 \uc815\uad50\ud558\uac8c \ud30c\uc545\ud560 \uc218 \uc788\uac8c \ud55c\ub2e4.<\/p>\n<h3>5.1 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \uc9c4\ud654<\/h3>\n<p>\ub525 \ub7ec\ub2dd \uae30\ubc18 \uc5b8\uc5b4 \ubaa8\ub378\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc0ac\uc804 \ud6c8\ub828\ub41c \ud6c4, \ud2b9\uc815 \ud0dc\uc2a4\ud06c\uc5d0 \ub300\ud574 \ubbf8\uc138 \uc870\uc815(fine-tuning)\ub420 \uc218 \uc788\ub2e4. \uc774\ub7ec\ud55c \ubc29\uc2dd\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ud0dc\uc2a4\ud06c\uc758 \uc131\ub2a5\uc744 \ud68d\uae30\uc801\uc73c\ub85c \ud5a5\uc0c1\uc2dc\ud0a8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, BERT \ubaa8\ub378\uc740 \ub2e4\uc591\ud55c NLP \ud0dc\uc2a4\ud06c\uc5d0\uc11c \ucd5c\ucca8\ub2e8 \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uace0 \uc788\ub2e4.<\/p>\n<h3>5.2 \uc5b4\ud718 \uc784\ubca0\ub529<\/h3>\n<p>\uc5b4\ud718 \uc784\ubca0\ub529(vocabulary embedding) \uae30\ubc95\uc774 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc5d0 \ud1b5\ud569\ub418\uba74\uc11c, \uc2dc\ub9e8\ud2f1 \uc815\ubcf4\ub97c \ud3ec\ucc29\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\ub2e4. Word2Vec, GloVe\uc640 \uac19\uc740 \uc784\ubca0\ub529 \uae30\ubc95\uc740 \ub2e8\uc5b4\ub97c \ubca1\ud130 \uacf5\uac04\uc73c\ub85c \ub9e4\ud551\ud558\uc5ec \ub2e8\uc5b4 \uac04\uc758 \uc720\uc0ac\uc131\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ub098\ud0c0\ub0bc \uc218 \uc788\ub2e4. \uc774\ub7ec\ud55c \uc784\ubca0\ub529\uc740 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc5d0\uac8c \ub354 \ud48d\ubd80\ud55c \ubb38\ub9e5 \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\uc5ec \uc5b8\uc5b4 \ucc98\ub9ac\uc758 \uc9c8\uc744 \ub192\uc778\ub2e4.<\/p>\n<\/section>\n<section>\n<h2>6. \uc751\uc6a9 \uc0ac\ub840<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \ud1b5\uacc4\uc801 \uc5b8\uc5b4 \ubaa8\ub378\uc740 \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0 \uc801\uc6a9\ub418\uace0 \uc788\ub2e4. \ub2e4\uc74c\uc740 \uba87 \uac00\uc9c0 \uc911\uc694\ud55c \uc751\uc6a9 \uc0ac\ub840\uc774\ub2e4.<\/p>\n<h3>6.1 \uba38\uc2e0 \ubc88\uc5ed<\/h3>\n<p>\uba38\uc2e0 \ubc88\uc5ed(Machine Translation)\uc740 \uc11c\ub85c \ub2e4\ub978 \uc5b8\uc5b4 \uac04\uc758 \ubc88\uc5ed\uc744 \uc790\ub3d9\uc73c\ub85c \uc218\ud589\ud558\ub294 \ud0dc\uc2a4\ud06c\uc774\ub2e4. Google Translate\ub294 Transformer \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \ubc88\uc5ed \uc131\ub2a5\uc744 \ud601\uc2e0\uc801\uc73c\ub85c \uac1c\uc120\ud558\uc600\ub2e4. \uc774 \uc2dc\uc2a4\ud15c\uc740 \ubb38\ub9e5\uc744 \uc774\ud574\ud558\uace0, \ub354 \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \ubc88\uc5ed \uacb0\uacfc\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\ub2e4.<\/p>\n<h3>6.2 \uac10\uc815 \ubd84\uc11d<\/h3>\n<p>\uac10\uc815 \ubd84\uc11d(Sentiment Analysis)\uc740 \ud14d\uc2a4\ud2b8\uc5d0\uc11c \uae0d\uc815\uc801, \ubd80\uc815\uc801, \uc911\ub9bd\uc801\uc778 \uac10\uc815\uc744 \uc778\uc2dd\ud558\ub294 \uae30\uc220\uc774\ub2e4. \ub525 \ub7ec\ub2dd \uae30\ubc18\uc758 \uc5b8\uc5b4 \ubaa8\ub378\ub4e4\uc740 \ub9ac\ubdf0\ub098 \uc18c\uc15c \ubbf8\ub514\uc5b4 \ucf54\uba58\ud2b8\ub97c \ud1b5\ud574 \uac10\uc815\uc758 \uac15\ub3c4\ub97c \uce21\uc815\ud558\uace0, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uae30\uc5c5\uc758 \uace0\uac1d \ub9cc\uc871\ub3c4\ub97c \ubd84\uc11d\ud558\ub294 \ub370 \uc0ac\uc6a9\ub41c\ub2e4.<\/p>\n<h3>6.3 \uc9c8\uc758\uc751\ub2f5 \uc2dc\uc2a4\ud15c<\/h3>\n<p>\uc9c8\uc758\uc751\ub2f5 \uc2dc\uc2a4\ud15c(Question Answering System)\uc740 \uc0ac\uc6a9\uc790\uc758 \uc9c8\ubb38\uc5d0 \ub300\ud574 \uc815\ud655\ud55c \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4. BERT\uc640 \uac19\uc740 \ubaa8\ub378\ub4e4\uc740 \uc9c8\ubb38\uacfc \uad00\ub828\ub41c \ubb38\uc11c\uc5d0\uc11c \ub2f5\ubcc0\uc744 \ucd94\ucd9c\ud558\ub294 \ub370 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc774\ub2e4. \uc774\ub294 \ud2b9\ud788 \uace0\uac1d \uc9c0\uc6d0 \ubc0f \uc815\ubcf4 \uac80\uc0c9\uc758 \uc601\uc5ed\uc5d0\uc11c \ub110\ub9ac \uc0ac\uc6a9\ub41c\ub2e4.<\/p>\n<\/section>\n<section>\n<h2>7. \uacb0\ub860<\/h2>\n<p>\ubcf8 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc640 \ud1b5\uacc4\uc801 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \ubc1c\uc804 \uacfc\uc815\uc744 \uc0b4\ud3b4\ubcf4\uc558\ub2e4. \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ub3c4\uc785\uc73c\ub85c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc131\ub2a5\uc774 \ud68d\uae30\uc801\uc73c\ub85c \ud5a5\uc0c1\ub418\uc5c8\uc73c\uba70, \uc774\ub294 \ub2e4\uc591\ud55c \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c\ub3c4 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\ub2e4. \uc55e\uc73c\ub85c\ub3c4 \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \ub354\uc6b1 \ubc1c\uc804\ud558\uc5ec, \uc6b0\ub9ac\uc758 \uc0b6\uc5d0 \ub354 \ub9ce\uc740 \ubcc0\ud654\ub97c \uac00\uc838\ub2e4\uc904 \uac83\uc73c\ub85c \uae30\ub300\ub41c\ub2e4. NLP\uc758 \ubbf8\ub798\ub294 \ubc1d\uc73c\uba70, \ub525 \ub7ec\ub2dd\uacfc \ud1b5\uacc4\uc801 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \uc870\ud569\uc740 \uadf8 \uc911\uc2ec\uc5d0 \uc790\ub9ac \uc7a1\uc744 \uac83\uc774\ub2e4.<\/p>\n<\/section>\n<footer>\n<p>\ubcf8 \uae00\uc740 \ub525 \ub7ec\ub2dd \ubc0f \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08\uc640 \uace0\uae09 \uac1c\ub150\uc744 \uc774\ud574\ud558\uace0\uc790 \ud558\ub294 \ub3c5\uc790\ub97c \uc704\ud55c \uac83\uc785\ub2c8\ub2e4.<\/p>\n<\/footer>\n<\/article>\n","protected":false},"excerpt":{"rendered":"<p>\uc791\uc131\uc77c: 2023\ub144 10\uc6d4 05\uc77c \uc791\uc131\uc790: \uc870\uad11\ud615 1. \uc11c\ub860 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud558\ub294 \uae30\uc220 \ubd84\uc57c\ub85c, \ucd5c\uadfc \uba87 \ub144\uac04 \uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uc5d0 \ud798\uc785\uc5b4 \ud06c\uac8c \ubc1c\uc804\ud558\uc600\ub2e4. \ud2b9\ud788, \ud1b5\uacc4\uc801 \uc5b8\uc5b4 \ubaa8\ub378(Statistical Language Model, SLM)\uc740 \uc774\ub7ec\ud55c \ubc1c\uc804\uc758 \ud575\uc2ec\uc801\uc778 \uc694\uc18c\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc640 \ud1b5\uacc4\uc801 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \uac1c\ub150, &hellip; <a href=\"https:\/\/atmokpo.com\/w\/25197\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;03-02 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \ud1b5\uacc4\uc801 \uc5b8\uc5b4 \ubaa8\ub378(Statistical Language Model, SLM)&#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-25197","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - 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