{"id":25435,"date":"2024-10-26T09:55:05","date_gmt":"2024-10-26T09:55:05","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25435"},"modified":"2024-11-26T08:01:46","modified_gmt":"2024-11-26T08:01:46","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-kobert%eb%a5%bc-%ec%9d%b4%ec%9a%a9%ed%95%9c-%ea%b8%b0%ea%b3%84-%eb%8f%85%ed%95%b4","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25435\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, KoBERT\ub97c \uc774\uc6a9\ud55c \uae30\uacc4 \ub3c5\ud574"},"content":{"rendered":"<article>\n<header>\n<p>\uc791\uc131\uc790: \uc870\uad11\ud615<\/p>\n<p>\uc791\uc131\uc77c: 2024\ub144 11\uc6d4 26\uc77c<\/p>\n<\/header>\n<section>\n<h2>\uc11c\ub860<\/h2>\n<p>\ucd5c\uadfc \uba87 \ub144\uac04 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP) \ubd84\uc57c\ub294 \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804 \ub355\ubd84\uc5d0 \uadf9\uc801\uc778 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc640 \ubcf5\uc7a1\ud55c \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \uae30\uacc4\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0, \uc0dd\uc131\ud558\uba70, \uc751\ub2f5\ud558\ub294 \ub2a5\ub825\uc774 \ud5a5\uc0c1\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, <strong>KoBERT<\/strong>\uc640 \uac19\uc740 \ud55c\uad6d\uc5b4 \uae30\ubc18\uc758 \ubcc0\ud615\ub41c BERT \ubaa8\ub378\uc740 \ud55c\uad6d\uc5b4 NLP \ubd84\uc57c\uc5d0\uc11c \ud070 \uc601\ud5a5\ub825\uc744 \ubc1c\ud718\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 KoBERT\ub97c \uc774\uc6a9\ud55c \uae30\uacc4 \ub3c5\ud574(Machine Reading Comprehension, MRC) \uae30\uc220\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\uac8c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n<section>\n<h2>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub780 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \ucef4\ud4e8\ud130\uac00 \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. NLP\uc758 \uc8fc\uc694 \ubaa9\ud45c\ub294 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0, \ud574\uc11d\ud558\uba70, \uc800\uc7a5\ud558\uace0, \uc0dd\uc131\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \ub2e8\uc5b4\uc758 \uc758\ubbf8\uc640 \uad6c\ubb38, \ubb38\ub9e5, \ube60\uc9d0\uc5c6\uc774 \uc8fc\uc81c\ub97c \ucd94\ucd9c\ud558\uace0, \ud2b9\uc815\ud55c \uc9c8\ubb38\uc5d0 \ub300\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud558\ub294 \ub4f1\uc758 \uc791\uc5c5\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd\uc740 \uc774\ub7ec\ud55c \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub294 \ub370 \ud544\uc694\ud55c \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \ubd80\uc0c1\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub525 \ub7ec\ub2dd \uae30\ubc18\uc758 \ubaa8\ub378\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud558\uc5ec \uc5b8\uc5b4\uc758 \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 \ucc98\ub9ac\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubaa8\ub378\uc740 \uacfc\uac70\uc758 \ud1b5\uacc4 \uae30\ubc18\uc758 \ubc29\ubc95\ubcf4\ub2e4 \ud6e8\uc52c \ub354 \uc815\uad50\ud558\uace0, \ubb38\ub9e5\uc744 \uace0\ub824\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc774 \ub6f0\uc5b4\ub0a9\ub2c8\ub2e4.<\/p>\n<\/section>\n<section>\n<h2>KoBERT \uc18c\uac1c<\/h2>\n<p><strong>KoBERT<\/strong>\ub294 \ud55c\uad6d\uc5b4\uc5d0 \ud2b9\ud654\ub41c BERT(\uad00\uacc4 \uc9d1\uc911\ud615 \uc778\ucf54\ub354 \ud45c\ud604) \ubaa8\ub378\uc758 \ubcc0\ud615\uc73c\ub85c, Google AI\uc5d0 \uc758\ud574 \uac1c\ubc1c\ub41c BERT \uad6c\uc870\ub97c \uae30\ubc18\uc73c\ub85c \ud569\ub2c8\ub2e4. BERT\ub294 Transformer \uc544\ud0a4\ud14d\ucc98\uc5d0 \uae30\ubc18\ud558\uba70, \ubb38\ub9e5\uc744 \uc774\ud574\ud558\ub294 \ub370 \uc788\uc5b4 \uc804\ud1b5\uc801\uc778 RNN \uae30\ubc18 \ubaa8\ub378\ubcf4\ub2e4 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4.<\/p>\n<p>KoBERT \ubaa8\ub378\uc740 \ud55c\uad6d\uc5b4\uc758 \ubb38\ubc95 \uad6c\uc870\uc640 \uc5b4\uc21c\uc744 \uace0\ub824\ud558\uc5ec \uc0ac\uc804 \ud6c8\ub828\ub41c \ubaa8\ub378\ub85c, \ub300\ub7c9\uc758 \ud55c\uad6d\uc5b4 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0 \ub300\ud574 \ud6c8\ub828\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc0ac\uc804 \ud6c8\ub828\uc744 \ud1b5\ud574 KoBERT\ub294 \ub370\uc774\ud130\uc5d0\uc11c \uace0\uc218\uc900\uc758 \uc5b8\uc5b4 \ud45c\ud604\uc744 \ud559\uc2b5\ud558\uba70, \uc774\ud6c4 \ub2e4\uc591\ud55c NLP \ud0dc\uc2a4\ud06c\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc785\ub2c8\ub2e4.<\/p>\n<h3>KoBERT\uc758 \uc8fc\uc694 \ud2b9\uc9d5<\/h3>\n<ul>\n<li><strong>\ucee8\ud14d\uc2a4\ud2b8 \uae30\ubc18 \ud559\uc2b5:<\/strong> KoBERT\ub294 \ubb38\ub9e5\uc744 \uc774\ud574\ud558\ub294 \ub370 \uac15\uc810\uc744 \uc9c0\ub2c8\uace0 \uc788\uc5b4, \ub2e4\uc591\ud55c \uc758\ubbf8\ub97c \uad6c\ubd84\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc0ac\uc804 \ud6c8\ub828 \uc131\ub2a5:<\/strong> \ub300\ub7c9\uc758 \ud55c\uad6d\uc5b4 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc0ac\uc804 \ud6c8\ub828\ub418\uc5b4 \ub192\uc740 \uc131\ub2a5\uc744 \uc790\ub791\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub2e4\uc591\ud55c NLP \ud0dc\uc2a4\ud06c \uc9c0\uc6d0:<\/strong> KoBERT\ub294 \uae30\uacc4 \ub3c5\ud574, \uac10\uc131 \ubd84\uc11d, \uc9c8\ubb38 \ub2f5\ubcc0 \ub4f1 \ub2e4\uc591\ud55c NLP \ud0dc\uc2a4\ud06c\uc5d0 \uc801\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/section>\n<section>\n<h2>\uae30\uacc4 \ub3c5\ud574(Machine Reading Comprehension)\ub780?<\/h2>\n<p>\uae30\uacc4 \ub3c5\ud574\ub294 \ucef4\ud4e8\ud130\uac00 \uc8fc\uc5b4\uc9c4 \ud14d\uc2a4\ud2b8\ub97c \uc77d\uace0 \uc774\ud574\ud558\uc5ec \uc9c8\ubb38\uc5d0 \ub300\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. MRC \uc2dc\uc2a4\ud15c\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \uc808\ucc28\ub85c \uc9c4\ud589\ub429\ub2c8\ub2e4:<\/p>\n<ol>\n<li>\uc785\ub825: \ub3c5\ud574\ud560 \ud14d\uc2a4\ud2b8\uc640 \uc9c8\ubb38\uc774 \uc8fc\uc5b4\uc9d1\ub2c8\ub2e4.<\/li>\n<li>\ucc98\ub9ac: \ubaa8\ub378\uc740 \ud14d\uc2a4\ud2b8\uc758 \uc758\ubbf8\ub97c \ud30c\uc545\ud558\uace0, \uc9c8\ubb38\uacfc\uc758 \uad00\ub828\uc131\uc744 \ubd84\uc11d\ud569\ub2c8\ub2e4.<\/li>\n<li>\ucd9c\ub825: \uc9c8\ubb38\uc5d0 \ub300\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud558\uac70\ub098 \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<p>MRC\uc5d0 \uc0ac\uc6a9\ub418\ub294 \ubaa8\ub378\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ubb38\ub9e5\uc744 \ucea1\ucc98\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc774 \ud544\uc694\ud558\uba70, \uc774\ub54c KoBERT\uc640 \uac19\uc740 BERT \uae30\ubc18 \ubaa8\ub378\uc774 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uace0\uac1d \uc11c\ube44\uc2a4, \uc815\ubcf4 \uac80\uc0c9, \ud559\uc2b5 \ub3c4\uad6c \ub4f1 \ub2e4\uc591\ud55c \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n<section>\n<h2>KoBERT\ub97c \uc774\uc6a9\ud55c MRC \uad6c\ud604<\/h2>\n<p>KoBERT\ub97c \uc0ac\uc6a9\ud55c MRC \uc2dc\uc2a4\ud15c\uc758 \uad6c\ud604\uc740 \ub2e4\uc74c \ub2e8\uacc4\ub85c \uc9c4\ud589\ub418\uba70, \uac01 \ub2e8\uacc4\uc758 \ucf54\ub4dc \uc608\uc2dc\ub3c4 \ud568\uaed8 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4:<\/p>\n<ol>\n<li><strong>\ud658\uacbd \uc124\uc815: <\/strong> \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc124\uce58\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<pre><code>!pip install transformers<\/code><\/pre>\n<ol start=\"2\">\n<li><strong>\ub370\uc774\ud130\uc14b \uc900\ube44: <\/strong> MRC\ub97c \uc704\ud55c \ub370\uc774\ud130\uc14b\uc744 \uc900\ube44\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c SQuAD\uc640 \uac19\uc740 \ub370\uc774\ud130\uc14b\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<\/ol>\n<pre><code>import pandas as pd\ndata = pd.read_json('data\/train-v2.0.json')\n# \ud544\uc694\ud55c \ubd80\ubd84 \ucd94\ucd9c<\/code><\/pre>\n<ol start=\"3\">\n<li><strong>\ubaa8\ub378 \ub85c\ub4dc: <\/strong> KoBERT \ubaa8\ub378\uc744 \ub85c\ub4dc\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<pre><code>from transformers import BertTokenizer, BertForQuestionAnswering\ntokenizer = BertTokenizer.from_pretrained('monologg\/kobert')\nmodel = BertForQuestionAnswering.from_pretrained('monologg\/kobert')<\/code><\/pre>\n<ol start=\"4\">\n<li><strong>\uc785\ub825 \uc804\ucc98\ub9ac: <\/strong> \uc785\ub825 \ubb38\uc7a5\uacfc \uc9c8\ubb38\uc744 \ubaa8\ub378\uc774 \uc774\ud574\ud560 \uc218 \uc788\ub3c4\ub85d \uc804\ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<pre><code>inputs = tokenizer(question, context, return_tensors='pt')<\/code><\/pre>\n<ol start=\"5\">\n<li><strong>\ubaa8\ub378 \uc608\uce21: <\/strong> \ubaa8\ub378\uc744 \ud1b5\ud574 \ub2f5\ubcc0\uc744 \uc608\uce21\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<pre><code>outputs = model(**inputs)\nstart_logits = outputs.start_logits\nend_logits = outputs.end_logits<\/code><\/pre>\n<ol start=\"6\">\n<li><strong>\ub2f5\ubcc0 \ucd94\ucd9c: <\/strong> \uc608\uce21\ub41c \uc2dc\uc791 \ubc0f \ub05d \uc704\uce58\ub97c \uae30\ubc18\uc73c\ub85c \ucd5c\uc885 \ub2f5\ubcc0\uc744 \ucd94\ucd9c\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<pre><code>start = torch.argmax(start_logits)\nend = torch.argmax(end_logits) + 1\nanswer = tokenizer.convert_tokens_to_string(tokenizer.convert_ids_to_tokens(inputs['input_ids'][0][start:end]))<\/code><\/pre>\n<p>\uc774\uc640 \uac19\uc740 \uacfc\uc815\uc744 \ud1b5\ud574 KoBERT\ub97c \uc774\uc6a9\ud55c MRC \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ub2e4\uc591\ud55c \uc9c8\ubb38\uacfc \ud14d\uc2a4\ud2b8\ub97c \ucc98\ub9ac\ud558\uba70, Q&amp;A \uc2dc\uc2a4\ud15c\uc758 \ud575\uc2ec\uc73c\ub85c \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n<section>\n<h2>KoBERT\uc758 \uc131\ub2a5 \ud3c9\uac00<\/h2>\n<p>\ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc591\ud55c \ud3c9\uac00 \uc9c0\ud45c\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uae30\uacc4 \ub3c5\ud574 \ubd84\uc57c\uc5d0\uc11c \uc8fc\uc694\ud55c \ud3c9\uac00\ub294 <strong>\uc815\ud655\ub3c4(Accuracy)<\/strong>\uc640 <strong>F1 \uc810\uc218<\/strong>\uc785\ub2c8\ub2e4. \uc815\ud655\ub3c4\ub294 \ubaa8\ub378\uc774 \uc62c\ubc14\ub974\uac8c \uc608\uce21\ud55c \ub2f5\ubcc0\uc758 \ube44\uc728\uc744 \ub098\ud0c0\ub0b4\uba70, F1 \uc810\uc218\ub294 \uc815\ubc00\ub3c4\uc640 \uc7ac\ud604\uc728\uc744 \uace0\ub824\ud558\uc5ec \ubaa8\ub378\uc758 \uc804\ubc18\uc801\uc778 \uc131\ub2a5\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/p>\n<p>\uc608\ub97c \ub4e4\uc5b4, SQuAD \ub370\uc774\ud130\uc14b\uc5d0\uc11c\ub294 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud560 \ub54c \ub2e4\uc74c\uacfc \uac19\uc740 \uc808\ucc28\ub97c \ub530\ub985\ub2c8\ub2e4:<\/p>\n<ol>\n<li>\ubaa8\ub378\uc758 \uc608\uce21 \ub2f5\ubcc0\uacfc \uc2e4\uc81c \uc815\ub2f5\uc744 \ube44\uad50\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc815\ud655\ub3c4 \ubc0f F1 \uc810\uc218\ub97c \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<pre><code>from sklearn.metrics import f1_score\nf1 = f1_score(y_true, y_pred, average='weighted')<\/code><\/pre>\n<p>\uc774\ub7ec\ud55c \uc131\ub2a5 \ud3c9\uac00\ub294 \ubaa8\ub378 \uac1c\uc120\uc758 \uae30\ucd08 \ub610\ud55c \ub429\ub2c8\ub2e4. \uc131\ub2a5\uc774 \ub0ae\uc740 \uacbd\uc6b0, \ub370\uc774\ud130\uc14b\uc758 \ud488\uc9c8, \ubaa8\ub378 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130, \ucd94\uac00\uc801\uc778 \ub370\uc774\ud130 \uc99d\uac15 \ub4f1\uc744 \ud1b5\ud574 \ubaa8\ub378\uc744 \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n<section>\n<h2>\uacb0\ub860<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uacfc \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uacb0\ud569\uc740 \uae30\uacc4 \ud2b9\ud788 \ud55c\uad6d\uc5b4 \uae30\ubc18\uc758 KoBERT\uc640 \uac19\uc740 \ubaa8\ub378\uc774 \ub4f1\uc7a5\ud558\uba74\uc11c \ub354\uc6b1 \ubc1c\uc804\ud588\uc2b5\ub2c8\ub2e4. KoBERT\ub294 \uae30\uacc4 \ub3c5\ud574 \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uba70, \ub2e4\uc591\ud55c \uc751\uc6a9 \ubd84\uc57c\uc5d0 \ud655\uc7a5\ub420 \uac00\ub2a5\uc131\uc774 \ud07d\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 KoBERT\ub97c \ud65c\uc6a9\ud55c \uae30\uacc4 \ub3c5\ud574\uc758 \uae30\ucd08\ubd80\ud130 \uc2dc\uc2a4\ud15c \uad6c\ucd95 \ubc29\ubc95\uae4c\uc9c0 \ud3ed\ub113\uac8c \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c\uc758 \uc5f0\uad6c\uc640 \uac1c\ubc1c\uc744 \ud1b5\ud574 \uc774 \ubd84\uc57c\uac00 \ub354\uc6b1 \ubc1c\uc804\ud558\ub9ac\ub77c \uae30\ub300\ud569\ub2c8\ub2e4.<\/p>\n<\/section>\n<footer>\n<p>\ub354 \ub9ce\uc740 \uc815\ubcf4\uac00 \ud544\uc694\ud558\uc2dc\uac70\ub098 \uc9c8\ubb38\uc774 \uc788\uc73c\uc2dc\uba74 \ub313\uae00\ub85c \ub0a8\uaca8\uc8fc\uc138\uc694.<\/p>\n<\/footer>\n<\/article>\n","protected":false},"excerpt":{"rendered":"<p>\uc791\uc131\uc790: \uc870\uad11\ud615 \uc791\uc131\uc77c: 2024\ub144 11\uc6d4 26\uc77c \uc11c\ub860 \ucd5c\uadfc \uba87 \ub144\uac04 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP) \ubd84\uc57c\ub294 \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804 \ub355\ubd84\uc5d0 \uadf9\uc801\uc778 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc640 \ubcf5\uc7a1\ud55c \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \uae30\uacc4\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0, \uc0dd\uc131\ud558\uba70, \uc751\ub2f5\ud558\ub294 \ub2a5\ub825\uc774 \ud5a5\uc0c1\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, KoBERT\uc640 \uac19\uc740 \ud55c\uad6d\uc5b4 \uae30\ubc18\uc758 \ubcc0\ud615\ub41c BERT \ubaa8\ub378\uc740 \ud55c\uad6d\uc5b4 NLP \ubd84\uc57c\uc5d0\uc11c \ud070 \uc601\ud5a5\ub825\uc744 \ubc1c\ud718\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 KoBERT\ub97c \uc774\uc6a9\ud55c &hellip; <a href=\"https:\/\/atmokpo.com\/w\/25435\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, KoBERT\ub97c \uc774\uc6a9\ud55c \uae30\uacc4 \ub3c5\ud574&#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-25435","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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