{"id":39989,"date":"2024-11-02T10:20:33","date_gmt":"2024-11-02T10:20:33","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=39989"},"modified":"2024-11-26T06:40:24","modified_gmt":"2024-11-26T06:40:24","slug":"%ec%9d%b8%ea%b3%b5%ec%a7%80%eb%8a%a5-%ed%99%9c%ec%9a%a9-bert-gpt%ec%99%80-%ea%b0%99%ec%9d%80-nlp-%eb%aa%a8%eb%8d%b8-%ec%86%8c%ea%b0%9c%ec%99%80-%ed%99%9c%ec%9a%a9%eb%b2%95","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/39989\/","title":{"rendered":"\uc778\uacf5\uc9c0\ub2a5 \ud65c\uc6a9, BERT, GPT\uc640 \uac19\uc740 NLP \ubaa8\ub378 \uc18c\uac1c\uc640 \ud65c\uc6a9\ubc95"},"content":{"rendered":"<h2>\uc778\uacf5\uc9c0\ub2a5 \ud65c\uc6a9, BERT, GPT\uc640 \uac19\uc740 NLP \ubaa8\ub378 \uc18c\uac1c\uc640 \ud65c\uc6a9\ubc95<\/h2>\n<p>\uc778\uacf5\uc9c0\ub2a5(AI)\uc740 21\uc138\uae30\uc5d0\uc11c \uac00\uc7a5 \uc911\uc694\ud55c \uae30\uc220 \ubc1c\uc804 \uc911 \ud558\ub098\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP, Natural Language Processing) \ubd84\uc57c\uc5d0\uc11c\uc758 \ubc1c\uc804\uc740 \uc6b0\ub9ac\uc758 \uc0b6\uc5d0 \ub9ce\uc740 \ubcc0\ud654\ub97c \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. NLP\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\uac8c \ud574\uc8fc\ub294 \uae30\uc220\ub85c, \ud14d\uc2a4\ud2b8 \ubd84\ub958, \uac10\uc815 \ubd84\uc11d, \ubc88\uc5ed, \uc9c8\uc758 \uc751\ub2f5 \uc2dc\uc2a4\ud15c \ub4f1 \ub2e4\uc591\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ud65c\uc6a9\ub429\ub2c8\ub2e4. \uc774 \ubb38\uc11c\uc5d0\uc11c\ub294 BERT\uc640 GPT\uc640 \uac19\uc740 \ucd5c\uc2e0 NLP \ubaa8\ub378\uc5d0 \ub300\ud55c \uac1c\uc694\uc640 \uadf8 \ud65c\uc6a9\ubc95, \uadf8\ub9ac\uace0 \uad00\ub828 \uacf5\uac1c \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h3>1. NLP\uc758 \ud544\uc694\uc131\uacfc \ubc1c\uc804<\/h3>\n<p>NLP\uc758 \ud544\uc694\uc131\uc740 \uc6b0\ub9ac\uac00 \ub370\uc774\ud130\ub97c \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ud558\ub294\uc9c0\uc5d0 \ub2ec\ub824 \uc788\uc2b5\ub2c8\ub2e4. \uae30\uc5c5\uc5d0\uc11c \uace0\uac1d \ud53c\ub4dc\ubc31\uc744 \ubd84\uc11d\ud558\uac70\ub098, \uc18c\uc15c \ubbf8\ub514\uc5b4\uc758 \uc5ec\ub860\uc744 \uc774\ud574\ud558\ub294 \ub370 \uc788\uc5b4 NLP\ub294 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ucd08\uae30\uc758 NLP \uc2dc\uc2a4\ud15c\uc740 \uaddc\uce59 \uae30\ubc18\uc758 \uc811\uadfc \ubc29\uc2dd\uc5d0 \uc758\uc874\ud588\uc9c0\ub9cc, \ubb38\ub9e5\uc744 \uc774\ud574\ud558\uc9c0 \ubabb\ud558\ub294 \ud55c\uacc4\uac00 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ucd5c\uadfc\uc5d0\ub294 \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc73c\ub85c BERT\uc640 GPT\uc640 \uac19\uc740 \uac15\ub825\ud55c \uc5b8\uc5b4 \ubaa8\ub378\uc774 \uac1c\ubc1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2. BERT(Bidirectional Encoder Representations from Transformers)<\/h3>\n<p>BERT\ub294 Google\uc5d0 \uc758\ud574 \uac1c\ubc1c\ub41c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubaa8\ub378\uc785\ub2c8\ub2e4. &#8220;Bidirectional&#8221;\uc774\ub77c\ub294 \uc774\ub984\uc5d0\uc11c \uc54c \uc218 \uc788\ub4ef\uc774 BERT\ub294 \ubb38\uc7a5\uc758 \uc591\ucabd \ub9e5\ub77d\uc744 \ubaa8\ub450 \uace0\ub824\ud558\uc5ec \ub2e8\uc5b4\uc758 \uc758\ubbf8\ub97c \uc774\ud574\ud569\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 Transformer \uc544\ud0a4\ud14d\ucc98\ub97c \uae30\ubc18\uc73c\ub85c \ud558\uba70, \ubb38\ub9e5\uc744 \ud65c\uc6a9\ud558\uc5ec \uac01 \ub2e8\uc5b4\uc758 \ud45c\ud604\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/p>\n<h4>2.1 BERT\uc758 \uc791\ub3d9 \uc6d0\ub9ac<\/h4>\n<p>BERT\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub450 \uac00\uc9c0 \uc8fc\uc694 \uc784\ubb34\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud6c8\ub828\ub429\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ub9c8\uc2a4\ud0b9\ub41c \uc5b8\uc5b4 \ubaa8\ub378(Masked Language Model):<\/strong> \uc785\ub825 \ubb38\uc7a5\uc5d0\uc11c \ubb34\uc791\uc704\ub85c \uc120\ud0dd\ub41c \ub2e8\uc5b4\ub97c \ub9c8\uc2a4\ud0b9\ud558\uace0, \ubaa8\ub378\uc774 \uc774 \ub2e8\uc5b4\ub97c \uc608\uce21\ud558\ub3c4\ub85d \ud6c8\ub828\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub2e4\uc74c \ubb38\uc7a5 \uc608\uce21(Next Sentence Prediction):<\/strong> \ub450 \uac1c\uc758 \ubb38\uc7a5\uc774 \uc8fc\uc5b4\uc84c\uc744 \ub54c, \ud6c4\uc790\uc758 \ubb38\uc7a5\uc774 \uc804\uc790 \ubb38\uc7a5\uc758 \ub2e4\uc74c \ubb38\uc7a5\uc778\uc9c0 \uc608\uce21\ud558\ub3c4\ub85d \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h4>2.2 BERT\uc758 \ud65c\uc6a9\ubc95<\/h4>\n<p>BERT\ub294 \ub2e4\uc591\ud55c NLP \uc791\uc5c5\uc5d0\uc11c \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8 \uc608\uc2dc\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc9c8\uc758 \uc751\ub2f5 \uc2dc\uc2a4\ud15c:<\/strong> BERT\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc0ac\uc6a9\uc790\uc758 \uc9c8\ubb38\uc5d0 \ub300\ud55c \uc801\uc808\ud55c \ub2f5\ubcc0\uc744 \ucc3e\uc544\ub0bc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uac10\uc815 \ubd84\uc11d:<\/strong> \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \uae0d\uc815\uc801 \ub610\ub294 \ubd80\uc815\uc801\uc778 \uac10\uc815\uc744 \ubd84\ub958\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ubb38\uc11c \ubd84\ub958:<\/strong> \ub274\uc2a4 \uae30\uc0ac\ub098 \ub9ac\ubdf0 \ub4f1\uc744 \uce74\ud14c\uace0\ub9ac\uc5d0 \ub530\ub77c \ubd84\ub958\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h4>2.3 \uacf5\uac1c \ub370\uc774\ud130 \uc18c\uc2a4<\/h4>\n<p>BERT \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc801\uc808\ud55c \ub370\uc774\ud130\uc14b\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 BERT \ud6c8\ub828 \ubc0f \ud3c9\uac00\uc5d0 \uc0ac\uc6a9\ub420 \uc218 \uc788\ub294 \uacf5\uac1c \ub370\uc774\ud130 \uc18c\uc2a4\uc785\ub2c8\ub2e4:<\/p>\n<ul>\n<li><a href=\"https:\/\/gluebenchmark.com\/\">GLUE Benchmark<\/a>: BERT \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud55c \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc791\uc5c5\ub4e4\uc744 \ud3ec\ud568\ud55c \ub370\uc774\ud130\uc14b \ubaa8\uc74c\uc785\ub2c8\ub2e4.<\/li>\n<li><a href=\"https:\/\/rajpurkar.github.io\/SQuAD-explorer\/\">SQuAD (Stanford Question Answering Dataset)<\/a>: \uc9c8\ubb38 \ub2f5\ubcc0 \uc2dc\uc2a4\ud15c\uc744 \ud6c8\ub828\uc2dc\ud0a4\uae30 \uc704\ud55c \ub370\uc774\ud130\uc14b\uc73c\ub85c, \ubb38\uc11c\uc5d0\uc11c \uc9c8\ubb38\uc5d0 \ub300\ud55c \ub2f5\uc744 \ucc3e\ub294 \ubc29\uc2dd\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><a href=\"https:\/\/www.kaggle.com\/c\/tweet-sentiment-extraction\/data\">Kaggle Tweet Sentiment Extraction<\/a>: \ud2b8\uc704\ud130 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \uac10\uc815 \ubd84\uc11d \ub370\uc774\ud130\uc14b\uc73c\ub85c, \uae0d\uc815\uc801\uc778, \ubd80\uc815\uc801\uc778, \uc911\ub9bd\uc801\uc778 \ud53c\ub4dc\ubc31\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>3. GPT(Generative Pre-trained Transformer)<\/h3>\n<p>GPT\ub294 OpenAI\uc5d0\uc11c \uac1c\ubc1c\ub41c \uc5b8\uc5b4 \ubaa8\ub378\ub85c, \ucd08\uac70\ub300 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \ub300\ud45c\uc801\uc778 \uc0ac\ub840\uc785\ub2c8\ub2e4. GPT\ub294 \uc8fc\ub85c \ubb38\uc7a5 \uc0dd\uc131\uacfc \uad00\ub828\ub41c \uc791\uc5c5\uc5d0\uc11c \uc131\ub2a5\uc774 \ub6f0\uc5b4\ub0a9\ub2c8\ub2e4. BERT\uc640\uc758 \uac00\uc7a5 \ud070 \ucc28\uc774\uc810\uc740 GPT\uac00 \ub2e8\ubc29\ud5a5\uc73c\ub85c \uc791\ub3d9\ud55c\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4.<\/p>\n<h4>3.1 GPT\uc758 \uc791\ub3d9 \uc6d0\ub9ac<\/h4>\n<p>GPT \ubaa8\ub378\uc740 \ub2e4\uc74c\uacfc \uac19\uc774 \uc791\ub3d9\ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc0ac\uc804 \ud6c8\ub828(Pre-training):<\/strong> \ub300\uc6a9\ub7c9 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc5b8\uc5b4 \ubaa8\ub378\uc744 \ud6c8\ub828\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \ubaa8\ub378\uc740 \ub2e4\uc74c \ub2e8\uc5b4\ub97c \uc608\uce21\ud558\ub294 task\ub97c \uc218\ud589\ud558\uac8c \ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ubbf8\uc138 \uc870\uc815(Fine-tuning):<\/strong> \ud2b9\uc815 \uc791\uc5c5\uc5d0 \ub9de\uac8c \ubaa8\ub378\uc744 \uc870\uc815\ud558\ub294 \ub2e8\uacc4\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Q&amp;A, \ub300\ud654 \uc0dd\uc131, \uc694\uc57d \ub4f1\uc744 \uc704\ud574 \ud6c8\ub828\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h4>3.2 GPT\uc758 \ud65c\uc6a9\ubc95<\/h4>\n<p>GPT\ub294 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ub300\ud654\ud615 AI:<\/strong> \uace0\uac1d \uc11c\ube44\uc2a4\uc5d0\uc11c \uc790\ub3d9\ud654\ub41c \uc751\ub2f5 \uc2dc\uc2a4\ud15c\uc73c\ub85c \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ucf58\ud150\uce20 \uc0dd\uc131:<\/strong> \ube14\ub85c\uadf8 \ud3ec\uc2a4\ud2b8, \uae30\uc0ac, \uc774\uc57c\uae30 \ub4f1\uc744 \uc790\ub3d9\uc73c\ub85c \uc0dd\uc131\ud558\ub294 \ub370 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc5b8\uc5b4 \ubc88\uc5ed:<\/strong> \uc5ec\ub7ec \uc5b8\uc5b4 \uac04\uc758 \ubc88\uc5ed\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h4>3.3 \uacf5\uac1c \ub370\uc774\ud130 \uc18c\uc2a4<\/h4>\n<p>GPT \ubaa8\ub378\uc758 \ud6c8\ub828 \ubc0f \ud3c9\uac00\uc5d0 \ud65c\uc6a9\ud560 \uc218 \uc788\ub294 \uacf5\uac1c \ub370\uc774\ud130 \uc18c\uc2a4\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><a href=\"https:\/\/www.openai.com\/research\/gpt-2\/\">OpenAI GPT-2 \ubaa8\ub378<\/a>: \ud14d\uc2a4\ud2b8 \uc0dd\uc131 \ubaa8\ub378\uc758 \ud558\ub098\ub85c, \ub2e4\uc591\ud55c \uc0ac\uc804 \ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><a href=\"https:\/\/www.kaggle.com\/c\/language-modeling-nlp\/data\">Kaggle Language Modeling Data<\/a>: \ub300\uaddc\ubaa8 \ucf54\ud37c\uc2a4\ub97c \uc81c\uacf5\ud558\uc5ec \ubaa8\ub378 \ud6c8\ub828\uc5d0 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><a href=\"https:\/\/commoncrawl.org\/\">Common Crawl<\/a>: \uc6f9\uc5d0\uc11c \ud06c\ub864\ub9c1\ud55c \ubc29\ub300\ud55c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>4. \uacb0\ub860<\/h3>\n<p>BERT\uc640 GPT\ub294 \uc778\uacf5\uc9c0\ub2a5 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc758 \ud601\uc2e0\uc744 \uc774\ub04c\uace0 \uc788\ub294 \ub450 \uac00\uc9c0 \ubaa8\ub378\uc785\ub2c8\ub2e4. BERT\ub294 \ubb38\ub9e5\uc744 \uc798 \uc774\ud574\ud558\uace0, GPT\ub294 \uc0dd\uc131 \ub2a5\ub825\uc774 \ub6f0\uc5b4\ub098 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub450 \ubaa8\ub378\uc744 \ud1b5\ud574 \uc6b0\ub9ac\ub294 \uc5c5\ubb34 \ud6a8\uc728\uc131\uc744 \ub192\uc774\uace0, \uc0ac\uc6a9\uc790\uc758 \uacbd\ud5d8\uc744 \uac1c\uc120\ud560 \uc218 \uc788\ub294 \ub2e4\uc591\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uc2e4\ubb34\uc5d0\uc11c \uc774\ub4e4\uc744 \ud65c\uc6a9\ud558\ub294 \ub370 \ud544\uc694\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \uc120\uc815\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uacf5\uac1c \ub370\uc774\ud130\uc14b\uacfc \uac15\ub825\ud55c \ud234\ud0b7\uc778 Hugging Face Transformers \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc774\uc6a9\ud558\uba74 \ubaa8\ub378\uc744 \uc190\uc27d\uac8c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. AI\uc640 NLP\uc758 \ubc1c\uc804\uc740 \uacc4\uc18d\ub418\uace0 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \ub354 \ub098\uc740 \uc138\uc0c1\uc5d0 \uae30\uc5ec\ud560 \uc218 \uc788\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc778\uacf5\uc9c0\ub2a5 \ud65c\uc6a9, BERT, GPT\uc640 \uac19\uc740 NLP \ubaa8\ub378 \uc18c\uac1c\uc640 \ud65c\uc6a9\ubc95 \uc778\uacf5\uc9c0\ub2a5(AI)\uc740 21\uc138\uae30\uc5d0\uc11c \uac00\uc7a5 \uc911\uc694\ud55c \uae30\uc220 \ubc1c\uc804 \uc911 \ud558\ub098\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP, Natural Language Processing) \ubd84\uc57c\uc5d0\uc11c\uc758 \ubc1c\uc804\uc740 \uc6b0\ub9ac\uc758 \uc0b6\uc5d0 \ub9ce\uc740 \ubcc0\ud654\ub97c \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. 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