{"id":29522,"date":"2024-10-28T01:55:16","date_gmt":"2024-10-28T01:55:16","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29522"},"modified":"2024-11-26T06:52:25","modified_gmt":"2024-11-26T06:52:25","slug":"%ed%97%88%ea%b9%85%ed%8e%98%ec%9d%b4%ec%8a%a4-%ed%8a%b8%eb%a0%8c%ec%8a%a4%ed%8f%ac%eb%a8%b8-%ed%99%9c%ec%9a%a9%ea%b0%95%ec%a2%8c-bart-%ec%b6%94%eb%a1%a0","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29522\/","title":{"rendered":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, BART \ucd94\ub860"},"content":{"rendered":"<p><body><\/p>\n<p>\uae30\uacc4 \ud559\uc2b5 \ubc0f \ud2b9\ud788 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc758 \ubc1c\uc804\uacfc \ud568\uaed8, \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378\uc740 \ub2e8\uc5b4 \uc784\ubca0\ub529, \ubb38\uc7a5 \uc0dd\uc131 \ubc0f \uae30\ud0c0 \ub2e4\uc591\ud55c \uc791\uc5c5\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \uacb0\uacfc\ub97c \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\uc911\uc5d0\uc11c\ub3c4 BART(Bidirectional and Auto-Regressive Transformers)\ub294 \ud14d\uc2a4\ud2b8 \uc0dd\uc131, \uc694\uc57d, \ubc88\uc5ed \ub4f1 \uc5ec\ub7ec NLP \uc791\uc5c5\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc774\ub294 \ubaa8\ub378\ub85c \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>BART \uc18c\uac1c<\/h2>\n<p>BART\ub294 Facebook AI Research(Fair)\uc5d0\uc11c \uac1c\ubc1c\ud55c \ubaa8\ub378\ub85c\uc11c, \uae30\ubcf8\uc801\uc73c\ub85c \ub450 \uac00\uc9c0 \uc544\ud0a4\ud14d\ucc98\ub97c \uacb0\ud569\ud569\ub2c8\ub2e4: Encoder-Decoder \uad6c\uc870\uc640 \ubcc0\ud615\ub41c \uc5b8\uc5b4 \ubaa8\ub378\ub9c1. BART\ub294 \uc785\ub825 \ud14d\uc2a4\ud2b8\ub97c \ub300\uce6d\uc801\uc73c\ub85c \ubcc0\ud615\ud558\uc5ec, \ub178\uc774\uc988\uac00 \ucd94\uac00\ub41c \ud14d\uc2a4\ud2b8\ub85c\ubd80\ud130 \uc6d0\ub798\uc758 \ud14d\uc2a4\ud2b8\ub97c \ubcf5\uc6d0\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \ud559\uc2b5\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud2b9\uc131 \ub355\ubd84\uc5d0 BART\ub294 \ubb38\uc7a5 \uc694\uc57d, \ubc88\uc5ed, \uc9c8\ubb38 \uc751\ub2f5 \ub4f1 \uc801\uc751\ub825\uc774 \ud544\uc694\ud55c \ub2e4\uc591\ud55c \uc5b8\uc5b4 \uacfc\uc81c\ub97c \uc218\ud589\ud558\ub294 \ub370 \uc801\ud569\ud569\ub2c8\ub2e4.<\/p>\n<h3>BART\uc758 \uc8fc\uc694 \ud2b9\uc9d5<\/h3>\n<ul>\n<li><strong>\uc591\ubc29\ud5a5 \uc778\ucf54\ub354:<\/strong> BART\uc758 \uc778\ucf54\ub354\ub294 Transformer \ubaa8\ub378\uc758 \uc591\ubc29\ud5a5\uc131 \ub355\ubd84\uc5d0 \uc55e \ub4a4 \ubb38\ub9e5 \uc815\ubcf4\ub97c \ubaa8\ub450 \uace0\ub824\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc790\ub3d9\ud68c\uadc0 \ub514\ucf54\ub354:<\/strong> \ub514\ucf54\ub354\ub294 \uc774\uc804\uc758 \ubaa8\ub4e0 \ub2e8\uc5b4\ub97c \uace0\ub824\ud558\uc5ec \ub2e4\uc74c \ub2e8\uc5b4\ub97c \uc608\uce21\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \uc791\ub3d9\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub178\uc774\uc988 \uc81c\uac70:<\/strong> \ud14d\uc2a4\ud2b8\uc758 \uc77c\ubd80\ub97c \ubb34\uc791\uc704\ub85c \ub9c8\uc2a4\ud0b9\ud558\uac70\ub098 \ubcc0\ud615\ud558\uc5ec \uc774 \ub178\uc774\uc988\ub97c \uc81c\uac70\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \ubaa8\ub378\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>Hugging Face Transformers \ub77c\uc774\ube0c\ub7ec\ub9ac<\/h2>\n<p>\ud5c8\uae45\ud398\uc774\uc2a4\uc758 Transformers \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 BART\uc640 \uac19\uc740 \ub2e4\uc591\ud55c \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378\uc744 \uac04\ud3b8\ud558\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 API\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc758 \uc7a5\uc810\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\ub2e4\uc591\ud55c \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378 \uc81c\uacf5<\/li>\n<li>\uc27d\uace0 \uc9c1\uad00\uc801\uc778 API<\/li>\n<li>\ub2e4\uc591\ud55c NLP \uc791\uc5c5\uc744 \uc704\ud55c \uc815\uad50\ud55c \uae30\ub2a5 \uc9c0\uc6d0<\/li>\n<\/ul>\n<h3>\uc124\uce58 \ubc29\ubc95<\/h3>\n<p>Transformers \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc124\uce58\ud558\ub824\uba74 \ub2e4\uc74c\uacfc \uac19\uc740 pip \uba85\ub839\uc5b4\ub97c \uc0ac\uc6a9\ud558\uc2ed\uc2dc\uc624:<\/p>\n<pre><code>pip install transformers<\/code><\/pre>\n<h2>BART \ubaa8\ub378 \ud65c\uc6a9 \uc608\uc81c<\/h2>\n<p>\uc774\ubc88 \uc139\uc158\uc5d0\uc11c\ub294 BART \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8 \uc694\uc57d\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uac04\ub2e8\ud55c \uc608\uc81c \ucf54\ub4dc\uc785\ub2c8\ub2e4:<\/p>\n<h3>\uc608\uc81c \ucf54\ub4dc<\/h3>\n<div class=\"example\">\n<pre><code>from transformers import BartTokenizer, BartForConditionalGeneration\n\n# BART \ubaa8\ub378\uacfc \ud1a0\ud06c\ub098\uc774\uc800 \ubd88\ub7ec\uc624\uae30\ntokenizer = BartTokenizer.from_pretrained('facebook\/bart-large-cnn')\nmodel = BartForConditionalGeneration.from_pretrained('facebook\/bart-large-cnn')\n\n# \uc694\uc57d\ud560 \ud14d\uc2a4\ud2b8\ntext = \"\"\"\nDeep learning is a subset of machine learning that is based on artificial neural networks.\nIt is used for various applications such as image recognition, natural language processing,\nand more. Deep learning allows computers to learn from data in a hierarchical manner,\nenabling them to achieve high accuracy in various tasks.\n\"\"\"\n\n# \ud14d\uc2a4\ud2b8\ub97c \ud1a0\ud06c\ub098\uc774\uc988\ud558\uace0 \uc694\uc57d \ubaa8\ub378\uc5d0 \uc785\ub825\ninputs = tokenizer(text, return_tensors='pt', max_length=1024, truncation=True)\n\n# \uc694\uc57d \uc0dd\uc131\nsummary_ids = model.generate(inputs['input_ids'], max_length=50, min_length=25, length_penalty=2.0, num_beams=4, early_stopping=True)\n\n# \uc694\uc57d\ub41c \ud14d\uc2a4\ud2b8 \ub514\ucf54\ub529\nsummary = tokenizer.decode(summary_ids[0], skip_special_tokens=True)\nprint(\"\uc694\uc57d:\", summary)\n<\/code><\/pre>\n<\/div>\n<h3>\ucf54\ub4dc \uc124\uba85<\/h3>\n<ol>\n<li><strong>\ub77c\uc774\ube0c\ub7ec\ub9ac \uc784\ud3ec\ud2b8:<\/strong> `transformers` \ub77c\uc774\ube0c\ub7ec\ub9ac\uc5d0\uc11c BART \ubaa8\ub378\uacfc \ud1a0\ud06c\ub098\uc774\uc800\ub97c \uc784\ud3ec\ud2b8\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378\uacfc \ud1a0\ud06c\ub098\uc774\uc800 \ubd88\ub7ec\uc624\uae30:<\/strong> `facebook\/bart-large-cnn`\uc758 \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uacfc \ud1a0\ud06c\ub098\uc774\uc800\ub97c \uac00\uc838\uc635\ub2c8\ub2e4.<\/li>\n<li><strong>\uc785\ub825 \ud14d\uc2a4\ud2b8:<\/strong> \uc694\uc57d\ud560 \uae34 \ud14d\uc2a4\ud2b8\ub97c \uc124\uc815\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ud1a0\ud06c\ub098\uc774\uc9d5:<\/strong> \uc785\ub825 \ud14d\uc2a4\ud2b8\ub97c \ud1a0\ud06c\ub098\uc774\uc988\ud558\uace0 \ud150\uc11c\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc694\uc57d \uc0dd\uc131:<\/strong> `generate` \uba54\uc11c\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc694\uc57d\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uacb0\uacfc \ucd9c\ub825:<\/strong> \uc0dd\uc131\ub41c \uc694\uc57d\uc744 \ub514\ucf54\ub529\ud558\uc5ec \ucd9c\ub825\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2>\ucee8\ud2b8\ub864 \ud30c\ub77c\ubbf8\ud130 \uc124\uba85<\/h2>\n<p>\uc704\uc758 \ucf54\ub4dc\ub294 \ub2e4\uc591\ud55c \ucee8\ud2b8\ub864 \ud30c\ub77c\ubbf8\ud130\ub97c \ud1b5\ud574 \uc694\uc57d\uc758 \ud488\uc9c8\uc744 \uc870\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac01 \ud30c\ub77c\ubbf8\ud130\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>max_length:<\/strong> \uc0dd\uc131\ub420 \uc694\uc57d\uc758 \ucd5c\ub300 \uae38\uc774\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>min_length:<\/strong> \uc0dd\uc131\ub420 \uc694\uc57d\uc758 \ucd5c\uc18c \uae38\uc774\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>length_penalty:<\/strong> \uc694\uc57d \uae38\uc774\uc5d0 \ub300\ud55c \ubc8c\uc810\uc73c\ub85c, \uae38\uba74 \uae38\uc218\ub85d \ub0ae\uc740 \uc810\uc218\ub97c \uc8fc\uc5b4 \uae38\uc774\ub97c \uc870\uc815\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>num_beams:<\/strong> \ube54 \ud0d0\uc0c9\uc5d0\uc11c \uc0ac\uc6a9\ud560 \ube54 \uc218\ub85c, \uac12\uc774 \ub192\uc744\uc218\ub85d \ub354 \ub9ce\uc740 \ud6c4\ubcf4\ub97c \ud0d0\uc0c9\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>early_stopping:<\/strong> \ucd5c\uc801\uc758 \uc694\uc57d\uc774 \uc0dd\uc131\ub418\uba74 \uacfc\uc815 \uc911\ub2e8 \uc5ec\ubd80\ub97c \uacb0\uc815\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>BART\uc758 \ub2e4\uc591\ud55c \ud65c\uc6a9 \uc608<\/h2>\n<p>BART\ub294 \uc694\uc57d \uc678\uc5d0\ub3c4 \uc5ec\ub7ec NLP \uc791\uc5c5\uc5d0 \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 BART\uc758 \uc8fc\uc694 \ud65c\uc6a9 \uc608\uc2dc\uc785\ub2c8\ub2e4:<\/p>\n<h3>1. \uae30\uacc4 \ubc88\uc5ed<\/h3>\n<p>BART\ub294 \uc785\ub825 \ud14d\uc2a4\ud2b8\ub97c \ub2e4\ub978 \uc5b8\uc5b4\ub85c \ubcc0\ud658\ud558\ub294 \ubc88\uc5ed \uc791\uc5c5\uc5d0\ub3c4 \ud6a8\uacfc\uc801\uc73c\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uac00 \uc6d0\ubcf8 \uc5b8\uc5b4\uc5d0\uc11c \ubaa9\ud45c \uc5b8\uc5b4\ub85c\uc758 \ubc88\uc5ed\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2. \uc9c8\ubb38 \uc751\ub2f5<\/h3>\n<p>BART\ub294 \uc8fc\uc5b4\uc9c4 \uc9c8\ubb38\uc5d0 \ub300\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud558\ub294 \uc791\uc5c5\uc5d0\uc11c\ub3c4 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubcf4\uc785\ub2c8\ub2e4.<\/p>\n<h3>3. \ud14d\uc2a4\ud2b8 \uc0dd\uc131<\/h3>\n<p>\uc790\uc720\ub85c\uc6b4 \ud615\uc2dd\uc758 \ud14d\uc2a4\ud2b8 \uc0dd\uc131 \uc791\uc5c5\uc5d0\uc11c\ub3c4 BART\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud488\uc9c8 \ub192\uc740 \ud14d\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\ubaa8\ub378 \uc131\ub2a5 \ud3c9\uac00<\/h2>\n<p>BART \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \uc9c0\ud45c\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c\ub294 ROUGE \uc9c0\ud45c\uac00 \ub9ce\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. ROUGE\ub294 \uae30\uacc4 \uc0dd\uc131 \uc694\uc57d\uacfc \uc778\uac04 \uc694\uc57d \uac04\uc758 \uc720\uc0ac\uc131\uc744 \uce21\uc815\ud558\ub294 \uc9c0\ud45c\ub85c, F1 \uc810\uc218, \ub9ac\ucf5c \ub4f1 \uc5ec\ub7ec \uc9c0\ud45c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<h3>ROUGE \uc810\uc218 \uacc4\uc0b0<\/h3>\n<p>\ub2e4\uc74c\uc740 Python\uc744 \uc0ac\uc6a9\ud558\uc5ec ROUGE \uc810\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc758 \uc608\uc785\ub2c8\ub2e4:<\/p>\n<div class=\"example\">\n<pre><code>from rouge import Rouge\n\n# \uc778\uac04 \uc694\uc57d\uacfc \ubaa8\ub378 \uc694\uc57d\nhuman_summary = \"Deep learning is a subset of machine learning.\"\nmodel_summary = summary  # \uc704\uc5d0\uc11c \uc0dd\uc131\ud55c \ubaa8\ub378 \uc694\uc57d\n\n# ROUGE \ud3c9\uac00\uc790 \uac1d\uccb4 \uc0dd\uc131\nrouge = Rouge()\n\n# ROUGE \uc810\uc218 \uacc4\uc0b0\nscores = rouge.get_scores(model_summary, human_summary)\nprint(\"ROUGE \uc810\uc218:\", scores)\n<\/code><\/pre>\n<\/div>\n<h2>\uacb0\ub860<\/h2>\n<p>BART \ubaa8\ub378\uc740 \ud6a8\uacfc\uc801\uc778 \ud14d\uc2a4\ud2b8 \uc694\uc57d, \ubc88\uc5ed, \uc9c8\ubb38 \uc751\ub2f5 \ub4f1 \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc791\uc5c5\uc5d0 \uc801\uc6a9\ub420 \uc218 \uc788\ub294 \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. Hugging Face\uc758 Transformers \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ud1b5\ud574 \uc190\uc27d\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc73c\uba70, \ub9ce\uc740 \uc5f0\uad6c\uc790\uc640 \uac1c\ubc1c\uc790\ub4e4\uc774 \uc774\ub97c \ud65c\uc6a9\ud558\uc5ec NLP \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \uc131\uacfc\ub97c \ub0b4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uac15\uc88c\ub97c \ud1b5\ud574 BART\uc758 \uae30\ubcf8 \uac1c\ub150 \ubc0f \ud65c\uc6a9 \ubc29\ubc95\uc744 \uc774\ud574\ud558\uace0, \uc2e4\uc81c\ub85c \ud14d\uc2a4\ud2b8 \uc694\uc57d\uc744 \uc218\ud589\ud558\ub294 \uacbd\ud5d8\uc744 \uc313\uae38 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<h2>\ucc38\uace0 \uc790\ub8cc<\/h2>\n<ul>\n<li><a href=\"https:\/\/huggingface.co\/transformers\/model_doc\/bart.html\">Hugging Face BART \ubb38\uc11c<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1910.13461\">BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Processing<\/a><\/li>\n<\/ul>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uae30\uacc4 \ud559\uc2b5 \ubc0f \ud2b9\ud788 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc758 \ubc1c\uc804\uacfc \ud568\uaed8, \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378\uc740 \ub2e8\uc5b4 \uc784\ubca0\ub529, \ubb38\uc7a5 \uc0dd\uc131 \ubc0f \uae30\ud0c0 \ub2e4\uc591\ud55c \uc791\uc5c5\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \uacb0\uacfc\ub97c \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\uc911\uc5d0\uc11c\ub3c4 BART(Bidirectional and Auto-Regressive Transformers)\ub294 \ud14d\uc2a4\ud2b8 \uc0dd\uc131, \uc694\uc57d, \ubc88\uc5ed \ub4f1 \uc5ec\ub7ec NLP \uc791\uc5c5\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc774\ub294 \ubaa8\ub378\ub85c \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. BART \uc18c\uac1c BART\ub294 Facebook AI Research(Fair)\uc5d0\uc11c \uac1c\ubc1c\ud55c \ubaa8\ub378\ub85c\uc11c, \uae30\ubcf8\uc801\uc73c\ub85c \ub450 \uac00\uc9c0 \uc544\ud0a4\ud14d\ucc98\ub97c \uacb0\ud569\ud569\ub2c8\ub2e4: Encoder-Decoder &hellip; <a href=\"https:\/\/atmokpo.com\/w\/29522\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, BART \ucd94\ub860&#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":[30],"tags":[],"class_list":["post-29522","post","type-post","status-publish","format-standard","hentry","category-30"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, BART \ucd94\ub860 - \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\/29522\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, BART \ucd94\ub860 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uae30\uacc4 \ud559\uc2b5 \ubc0f \ud2b9\ud788 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc758 \ubc1c\uc804\uacfc \ud568\uaed8, \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378\uc740 \ub2e8\uc5b4 \uc784\ubca0\ub529, \ubb38\uc7a5 \uc0dd\uc131 \ubc0f \uae30\ud0c0 \ub2e4\uc591\ud55c \uc791\uc5c5\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \uacb0\uacfc\ub97c \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\uc911\uc5d0\uc11c\ub3c4 BART(Bidirectional and Auto-Regressive Transformers)\ub294 \ud14d\uc2a4\ud2b8 \uc0dd\uc131, \uc694\uc57d, \ubc88\uc5ed \ub4f1 \uc5ec\ub7ec NLP \uc791\uc5c5\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc774\ub294 \ubaa8\ub378\ub85c \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. 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