{"id":25373,"date":"2024-10-26T09:54:32","date_gmt":"2024-10-26T09:54:32","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25373"},"modified":"2024-11-26T08:01:59","modified_gmt":"2024-11-26T08:01:59","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-%ec%84%bc%ed%85%90%ec%8a%a4%ed%94%bc%ec%8a%a4sentencepiece","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25373\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc13c\ud150\uc2a4\ud53c\uc2a4(SentencePiece)"},"content":{"rendered":"<p>\ub525 \ub7ec\ub2dd\uc774 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP) \ubd84\uc57c\uc5d0 \ub3c4\uc785\ub428\uc5d0 \ub530\ub77c, \ub354\uc6b1 \uc815\uad50\ud558\uace0 \ud6a8\uc728\uc801\uc778 \uc5b8\uc5b4 \ubaa8\ub378\uc774 \uac1c\ubc1c\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, <strong>\uc13c\ud150\uc2a4\ud53c\uc2a4(SentencePiece)<\/strong>\ub294 NLP\uc5d0\uc11c \uc5b8\uc5b4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \uc774\ud574\ud558\ub294 \ubc29\ubc95\uc744 \ud601\uc2e0\uc801\uc73c\ub85c \ubcc0\ud654\uc2dc\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uc13c\ud150\uc2a4\ud53c\uc2a4\uc758 \uac1c\ub150, \uc791\ub3d9 \uc6d0\ub9ac, \uadf8\ub9ac\uace0 \uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840\ub97c \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc758 \ubc1c\uc804 \ubc30\uacbd<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud558\ub294 \uae30\uc220\uc774\uba70, \uc774\ub294 \uc5b8\uc5b4\ud559, \ucef4\ud4e8\ud130 \uacfc\ud559, \uc2ec\ub9ac\ud559 \ub4f1\uc758 \ub2e4\uc591\ud55c \ubd84\uc57c\uac00 \uacb0\ud569\ub41c \ub2e4\ud559\uc81c\uc801 \uc5f0\uad6c \ubd84\uc57c\uc785\ub2c8\ub2e4. \ucd08\uae30\uc5d0\ub294 \uaddc\uce59 \uae30\ubc18\uc758 \ubc29\ubc95\uc774 \uc8fc\ub85c \uc0ac\uc6a9\ub418\uc5c8\uc73c\ub098, \ucd5c\uadfc\uc5d0\ub294 \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc811\uadfc\uc774 \ub110\ub9ac \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uc2e0\uacbd\ub9dd \uae30\ubc18\uc758 \ubaa8\ub378\ub4e4\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub85c\ubd80\ud130 \uc5b8\uc5b4\uc758 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\uc5b4 \ud604\uc800\ud55c \uc131\ub2a5 \ud5a5\uc0c1\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>2. \uc13c\ud150\uc2a4\ud53c\uc2a4(SentencePiece)\ub780 \ubb34\uc5c7\uc778\uac00?<\/h2>\n<p>\uc13c\ud150\uc2a4\ud53c\uc2a4\ub294 \uad6c\uae00\uc5d0\uc11c \uac1c\ubc1c\ud55c \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc11c\ube0c\uc6cc\ub4dc \ud1a0\ud06c\ub098\uc774\uc800(subword tokenizer)\uc785\ub2c8\ub2e4. \uace0\uc804\uc801\uc778 \ub2e8\uc5b4 \ud1a0\ud06c\ub098\uc774\uc800\ub294 \uc5b8\uc5b4 \ubaa8\ub378\uc5d0\uc11c \uac01 \ub2e8\uc5b4\ub97c \uc785\ub825\uc73c\ub85c \uc0ac\uc6a9\ud558\uc9c0\ub9cc, \uc774\ub294 \uc0c8\ub85c\uc6b4 \ub2e8\uc5b4\uc5d0 \ub300\ud55c \uc77c\ubc18\ud654 \ub2a5\ub825\uc774 \ub5a8\uc5b4\uc9c0\ub294 \ub2e8\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \uc5b8\uc5b4\ub9c8\ub2e4 \uace0\uc720\uc758 \ud615\ud0dc\uc18c\uac00 \uc874\uc7ac\ud558\uc5ec \ub2e4\uc591\ud55c \uc5b8\uc5b4\ub97c \ucc98\ub9ac\ud558\uae30 \uc5b4\ub824\uc6b4 \ubb38\uc81c\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc13c\ud150\uc2a4\ud53c\uc2a4\ub294 \uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \uac1c\ubc1c\ub41c \uae30\ubc95\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc13c\ud150\uc2a4\ud53c\uc2a4\ub294 \uc8fc\uc5b4\uc9c4 \ud14d\uc2a4\ud2b8\uc5d0\uc11c \uc11c\ube0c\uc6cc\ub4dc(subeword) \ub2e8\uc704\ub85c \ud1a0\ud070(token)\uc744 \uc0dd\uc131\ud558\uc5ec, \ud2b9\ud788 \uc800\ube48\ub3c4 \ub2e8\uc5b4\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc740 \ub2e4\uc591\ud55c \uc5b8\uc5b4\uc758 \ud615\ud0dc\ub97c \uc77c\ubc18\ud654\ud560 \uc218 \uc788\uc73c\uba70, \uc5b8\uc5b4 \uac04\uc758 \uc774\uc9c8\uc131 \ubb38\uc81c\ub97c \uadf9\ubcf5\ud558\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<h3>2.1. \uc13c\ud150\uc2a4\ud53c\uc2a4\uc758 \uc8fc\uc694 \ud2b9\uc9d5<\/h3>\n<ul>\n<li><strong>\uc11c\ube0c\uc6cc\ub4dc \uae30\ubc18 \uc811\uadfc:<\/strong> \ub2e8\uc5b4\ub97c \uc758\ubbf8 \uc788\ub294 \uc791\uc740 \ub2e8\uc704\ub85c \ub098\ub204\uc5b4 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc5b8\uc5b4 \ub3c5\ub9bd\uc131:<\/strong> \uac70\uc758 \ubaa8\ub4e0 \uc5b8\uc5b4\uc5d0 \uc801\uc6a9\ud560 \uc218 \uc788\uc73c\uba70, \uc0ac\uc804\ud559\uc2b5 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc801\uc751\uc131:<\/strong> \ub370\uc774\ud130\uc5d0 \ub530\ub77c \ub3d9\uc801\uc73c\ub85c \uc11c\ube0c\uc6cc\ub4dc\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc5b4 \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc14b\uc5d0 \ucd5c\uc801\ud654\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\uc18c\uc2a4 \ucf54\ub4dc \uacf5\uac1c:<\/strong> \uc624\ud508\uc18c\uc2a4\ub85c \uc81c\uacf5\ub418\uc5b4 \uc5f0\uad6c\uc790 \ubc0f \uac1c\ubc1c\uc790\ub4e4\uc774 \uc27d\uac8c \uc811\uadfc\ud558\uace0 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>3. \uc13c\ud150\uc2a4\ud53c\uc2a4\uc758 \uc791\ub3d9 \uc6d0\ub9ac<\/h2>\n<p>\uc13c\ud150\uc2a4\ud53c\uc2a4\ub294 \uc77c\ubc18\uc801\uc73c\ub85c WordPiece\uc640 BPE(Byte Pair Encoding)\uc640 \uc720\uc0ac\ud55c \ubc29\uc2dd\uc73c\ub85c \uc791\ub3d9\ud569\ub2c8\ub2e4. \uc774 \uc139\uc158\uc5d0\uc11c\ub294 \uc13c\ud150\uc2a4\ud53c\uc2a4\uc758 \ud559\uc2b5 \uacfc\uc815\uacfc \uc774\ub860\uc801 \ubc30\uacbd\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.1. \uad50\uc721 \ub370\uc774\ud130 \uc900\ube44<\/h3>\n<p>\uc13c\ud150\uc2a4\ud53c\uc2a4\ub97c \uc0ac\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \uba3c\uc800 \ud559\uc2b5\uc5d0 \uc0ac\uc6a9\ud560 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\uc14b\uc740 \uc8fc\ub85c \uc77c\ubc18 \ud14d\uc2a4\ud2b8 \ud30c\uc77c \ud615\uc2dd\uc73c\ub85c \uc874\uc7ac\ud558\uba70, \ub2e4\uc591\ud55c \uc18c\uc2a4\uc5d0\uc11c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub294 \uacf5\uac04\uacfc \uba54\ubaa8\ub9ac\uc758 \ud6a8\uc728\uc744 \uace0\ub824\ud558\uc5ec \uc804\ucc98\ub9ac(preprocessing) \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\ub294 \ubd88\uc6a9\uc5b4 \uc81c\uac70, \uc815\uaddc\ud654, \ud1a0\ud070\ud654 \ub4f1\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n<h3>3.2. \uc11c\ube0c\uc6cc\ub4dc \ud14c\uc774\ube14 \uc0dd\uc131<\/h3>\n<p>\uc13c\ud150\uc2a4\ud53c\uc2a4\ub294 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc11c\ube0c\uc6cc\ub4dc \ud14c\uc774\ube14\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \ubaa8\ub378\uc740 \uc790\uc8fc \ub4f1\uc7a5\ud558\ub294 \uc11c\ube0c\uc6cc\ub4dc \ub2e8\uc704\ub97c \ud559\uc2b5\ud558\uc5ec \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uae30\ubcf8\uc801\uc778 \uc808\ucc28\uc785\ub2c8\ub2e4:<\/p>\n<ol>\n<li>\ud1a0\ud070\ud654: \uc785\ub825\ub41c \ubb38\uc790\uc5f4\uc744 \uae30\ubcf8\uc801\uc778 \ub2e8\uc5b4 \ub2e8\uc704\ub85c \ub098\ub204\ub294 \uacfc\uc815\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n<li>\ube48\ub3c4 \uacc4\uc0b0: \uac01 \ub2e8\uc5b4\uc758 \ub4f1\uc7a5 \ube48\ub3c4\ub97c \uacc4\uc0b0\ud558\uc5ec \ub192\uc740 \ube48\ub3c4\uc758 \ub2e8\uc5b4\uc5d0 \uc6b0\uc120\uad8c\uc744 \ubd80\uc5ec\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc11c\ube0c\uc6cc\ub4dc \uc0dd\uc131: \uac00\uc7a5 \uc790\uc8fc \ub4f1\uc7a5\ud558\ub294 \ubb38\uc790 \uc30d\uc744 \uacb0\ud569\ud558\uc5ec \uc11c\ube0c\uc6cc\ub4dc\ub97c \uc0dd\uc131\ud558\uace0 \uc0ac\uc804\uc758 \ud06c\uae30\ub97c \uc870\uc815\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc21c\ud658 \uacfc\uc815: \uc11c\ube0c\uc6cc\ub4dc\uac00 \uc0dd\uc131\ub420 \ub54c\uae4c\uc9c0 \uc704 \uacfc\uc815\uc744 \ubc18\ubcf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h3>3.3. \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998<\/h3>\n<p>\ud6c8\ub828 \uacfc\uc815\uc5d0\uc11c \uc13c\ud150\uc2a4\ud53c\uc2a4\ub294 Byte Pair Encoding\uacfc \ube44\uc2b7\ud55c \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. BPE\ub294 \ube48\ub3c4\uac00 \ub192\uc740 \ubb38\uc790 \uc30d\uc744 \ubb36\uc5b4 \uc11c\ube0c\uc6cc\ub4dc\ub97c \uc0dd\uc131\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c, \uc774 \uacfc\uc815\uc740 \ubc18\ubcf5\uc801\uc73c\ub85c \uc774\ub8e8\uc5b4\uc838 \uc0ac\uc804\uc774 \ucd5c\uc801\ud654\ub429\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \ubaa8\ub378\uc740 \uc800\ube48\ub3c4 \ub2e8\uc5b4\uc640 \ud76c\uadc0\ud55c \ub2e8\uc5b4\uc758 \ucc98\ub9ac\ub97c \uc6a9\uc774\ud558\uac8c \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.4. \uacb0\uacfc\uc801 \uc0dd\uc131\uc758 \uc608<\/h3>\n<p>\uc608\ub97c \ub4e4\uc5b4, &#8220;Deep Learning&#8221;\uc774\ub77c\ub294 \ub2e8\uc5b4\uac00 \uc8fc\uc5b4\uc84c\uc744 \ub54c \uc13c\ud150\uc2a4\ud53c\uc2a4\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc11c\ube0c\uc6cc\ub4dc\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>&#8220;Deep&#8221;<\/li>\n<li>&#8220;Learning&#8221;<\/li>\n<li>&#8220;DE&#8221;<\/li>\n<li>&#8220;EP&#8221;<\/li>\n<li>&#8220;LE&#8221;<\/li>\n<li>&#8220;ARN&#8221;<\/li>\n<li>&#8220;ING&#8221;<\/li>\n<\/ul>\n<h2>4. \uc13c\ud150\uc2a4\ud53c\uc2a4\uc758 \uc7a5\uc810<\/h2>\n<p>\uc13c\ud150\uc2a4\ud53c\uc2a4\ub97c \ud65c\uc6a9\ud558\uba74 \uc5ec\ub7ec \uac00\uc9c0 \uc7a5\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\uc5b4\ud718 \uc0ac\uc804 \ucd95\uc18c:<\/strong> \uc11c\ube0c\uc6cc\ub4dc \ub2e8\uc704\ub97c \uc774\uc6a9\ud574 \ubcf4\ub2e4 \uc791\uc740 \ud06c\uae30\uc758 \uc0ac\uc804\uc73c\ub85c \ub9ce\uc740 \ub2e8\uc5b4\ub97c \ud45c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc800\ube48\ub3c4 \ub2e8\uc5b4 \ucc98\ub9ac:<\/strong> \ubaa8\ub378\uc774 \ud559\uc2b5\ud55c \uc11c\ube0c\uc6cc\ub4dc\ub97c \uc870\ud569\ud558\uc5ec \uc0c8\ub85c\uc6b4 \ub2e8\uc5b4\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uc5b4, \uc800\ube48\ub3c4 \ub2e8\uc5b4\uc5d0 \ub300\ud55c \uc77c\ubc18\ud654 \uc131\ub2a5\uc774 \uac1c\uc120\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\uacbd\ub7c9\ud654\ub41c \ubaa8\ub378 \uc124\uacc4:<\/strong> \uc11c\ube0c\uc6cc\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc758 \uacf5\uac04\uc801 \uc694\uad6c\ub97c \uc904\uc774\uace0, \uc5f0\uc0b0 \ud6a8\uc728\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ub2e4\uc591\ud55c \uc5b8\uc5b4 \uc9c0\uc6d0:<\/strong> \uc13c\ud150\uc2a4\ud53c\uc2a4\ub294 \uc5b8\uc5b4\uc5d0 \uad6c\uc560\ubc1b\uc9c0 \uc54a\uc73c\uba70, \ub2e4\uc591\ud55c \uc5b8\uc5b4\uc5d0 \ub300\ud574 \uc801\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>5. \uc13c\ud150\uc2a4\ud53c\uc2a4\uc758 \uc801\uc6a9 \uc0ac\ub840<\/h2>\n<p>\uc13c\ud150\uc2a4\ud53c\uc2a4\ub294 \ub2e4\uc591\ud55c NLP \ud0dc\uc2a4\ud06c\uc5d0 \ud65c\uc6a9\ub420 \uc218 \uc788\uc73c\uba70, \uc774\ub294 \ubb38\uc7a5 \ubd84\ub958, \uae30\uacc4 \ubc88\uc5ed, \uac10\uc815 \ubd84\uc11d \ub4f1\uc5d0\uc11c \ub098\ud0c0\ub0a9\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uba87 \uac00\uc9c0 \uc801\uc6a9 \uc0ac\ub840\uc785\ub2c8\ub2e4.<\/p>\n<h3>5.1. \uae30\uacc4 \ubc88\uc5ed<\/h3>\n<p>\uac89\ubcf4\uae30\uc5d0\ub294 \ube44\uc2b7\ud558\uc9c0 \uc54a\uc740 \uc5b8\uc5b4 \uac04\uc758 \uae30\uacc4 \ubc88\uc5ed\uc5d0\uc11c \uc13c\ud150\uc2a4\ud53c\uc2a4\ub294 \ud544\uc218 \uc694\uc18c\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc11c\ube0c\uc6cc\ub4dc\ub97c \ud1b5\ud574 \ubc88\uc5ed\uc758 \uc804\uccb4\uc801\uc778 \ud488\uc9c8\uc744 \ub192\uc77c \uc218 \uc788\uc73c\uba70, \uc0c8\ub85c\uc6b4 \ub9d0\uc774 \ub4f1\uc7a5\ud588\uc744 \ub54c\ub3c4 \uc774\ub97c \uc27d\uac8c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uad6c\uae00 \ubc88\uc5ed(Google Translate) \uc11c\ube44\uc2a4\uc5d0\uc11c\ub3c4 \uc13c\ud150\uc2a4\ud53c\uc2a4\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubc88\uc5ed \ud488\uc9c8\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.2. \ubb38\uc11c \uc694\uc57d<\/h3>\n<p>\ub300\ub7c9\uc758 \uc815\ubcf4\ub97c \uc694\uc57d\ud558\uace0, \ud575\uc2ec \uc0ac\ud56d\ub9cc \uc804\ub2ec\ud558\ub294 \uc791\uc5c5\uc5d0\uc11c\ub3c4 \uc13c\ud150\uc2a4\ud53c\uc2a4\uc758 \ud6a8\uacfc\ub97c \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubb38\uc11c \uc694\uc57d \ubaa8\ub378\uc5d0\uc11c\ub294 \uc11c\ube0c\uc6cc\ub4dc\ub97c \ud1b5\ud574 \uc911\uc694\ud55c \uc815\ubcf4\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ucd94\ucd9c\ud558\uace0, \uc774\ud574\ub3c4\ub97c \ub192\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n<h3>5.3. \uac10\uc815 \ubd84\uc11d<\/h3>\n<p>\uc18c\uc15c \ubbf8\ub514\uc5b4\ub098 \uc0c1\ud488 \ub9ac\ubdf0\uc640 \uac19\uc740 \ube44\uc815\ud615 \ub370\uc774\ud130\uc758 \uac10\uc815 \ubd84\uc11d\uc5d0\uc11c\ub3c4 \uc13c\ud150\uc2a4\ud53c\uc2a4\uac00 \uc720\uc6a9\ud569\ub2c8\ub2e4. \ubb38\uc7a5\uc5d0\uc11c \ub098\ud0c0\ub098\ub294 \ub2e4\uc591\ud55c \uac10\uc815\uc744 \uc778\uc2dd\ud558\uace0, \uc774\ub97c \uc815\ub7c9\ud654\ud558\ub294 \ub370 \ud544\uc694\ud55c \uc11c\ube0c\uc6cc\ub4dc\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/p>\n<h2>6. \uacb0\ub860<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \uc13c\ud150\uc2a4\ud53c\uc2a4\ub294 \ud68d\uae30\uc801\uc778 \ubc29\ubc95\ub860\uc73c\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ub2e4\uc591\ud55c \uc5b8\uc5b4\uc5d0 \ub300\ud55c \uc801\uc751\uc131, \uc800\ube48\ub3c4 \ub2e8\uc5b4 \ucc98\ub9ac \ub2a5\ub825, \uacbd\ub7c9\ud654\ub41c \ubaa8\ub378 \uc124\uacc4 \ub4f1\uc758 \uc7a5\uc810 \ub355\ubd84\uc5d0 NLP \ubd84\uc57c\uc758 \uc5ec\ub7ec \uacfc\uc81c\uc5d0\uc11c \uc720\uc6a9\ud558\uac8c \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c\uc758 NLP \uc5f0\uad6c\uc640 \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c \uc13c\ud150\uc2a4\ud53c\uc2a4\uc758 \uc911\uc694\uc131\uc740 \ub354\uc6b1 \ucee4\uc9c8 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uae00\uc5d0\uc11c\ub294 \uc13c\ud150\uc2a4\ud53c\uc2a4\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \uc791\ub3d9 \uc6d0\ub9ac, \uadf8\ub9ac\uace0 \uc2e4\uc81c \uc0ac\ub840\ub97c \ud1b5\ud574 \uc774 \uae30\uc220\uc758 \uc911\uc694\uc131\uacfc \uac00\ub2a5\uc131\uc744 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc13c\ud150\uc2a4\ud53c\uc2a4\ub294 NLP \uc5f0\uad6c\uc640 \ud601\uc2e0\uc5d0 \uc788\uc5b4 \uc911\uc694\ud55c \ubc1c\ud310\uc774 \ub420 \uac83\uc774\uba70, \uacc4\uc18d\ud574\uc11c \uc5f0\uad6c\uac00 \uc9c4\ud589\ub418\uc5b4 \ubcf4\ub2e4 \uc815\uad50\ud55c \ubc29\ubc95\ub860\uc774 \ub4f1\uc7a5\ud560 \uac83\uc744 \uae30\ub300\ud569\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ub525 \ub7ec\ub2dd\uc774 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP) \ubd84\uc57c\uc5d0 \ub3c4\uc785\ub428\uc5d0 \ub530\ub77c, \ub354\uc6b1 \uc815\uad50\ud558\uace0 \ud6a8\uc728\uc801\uc778 \uc5b8\uc5b4 \ubaa8\ub378\uc774 \uac1c\ubc1c\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uc13c\ud150\uc2a4\ud53c\uc2a4(SentencePiece)\ub294 NLP\uc5d0\uc11c \uc5b8\uc5b4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \uc774\ud574\ud558\ub294 \ubc29\ubc95\uc744 \ud601\uc2e0\uc801\uc73c\ub85c \ubcc0\ud654\uc2dc\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uc13c\ud150\uc2a4\ud53c\uc2a4\uc758 \uac1c\ub150, \uc791\ub3d9 \uc6d0\ub9ac, \uadf8\ub9ac\uace0 \uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840\ub97c \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc758 \ubc1c\uc804 \ubc30\uacbd \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud558\ub294 \uae30\uc220\uc774\uba70, \uc774\ub294 \uc5b8\uc5b4\ud559, &hellip; <a href=\"https:\/\/atmokpo.com\/w\/25373\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc13c\ud150\uc2a4\ud53c\uc2a4(SentencePiece)&#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-25373","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: \uc13c\ud150\uc2a4\ud53c\uc2a4(SentencePiece) - \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\/25373\/\" \/>\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: \uc13c\ud150\uc2a4\ud53c\uc2a4(SentencePiece) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ub525 \ub7ec\ub2dd\uc774 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP) \ubd84\uc57c\uc5d0 \ub3c4\uc785\ub428\uc5d0 \ub530\ub77c, \ub354\uc6b1 \uc815\uad50\ud558\uace0 \ud6a8\uc728\uc801\uc778 \uc5b8\uc5b4 \ubaa8\ub378\uc774 \uac1c\ubc1c\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uc13c\ud150\uc2a4\ud53c\uc2a4(SentencePiece)\ub294 NLP\uc5d0\uc11c \uc5b8\uc5b4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \uc774\ud574\ud558\ub294 \ubc29\ubc95\uc744 \ud601\uc2e0\uc801\uc73c\ub85c \ubcc0\ud654\uc2dc\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uc13c\ud150\uc2a4\ud53c\uc2a4\uc758 \uac1c\ub150, \uc791\ub3d9 \uc6d0\ub9ac, \uadf8\ub9ac\uace0 \uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840\ub97c \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc758 \ubc1c\uc804 \ubc30\uacbd \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud558\ub294 \uae30\uc220\uc774\uba70, \uc774\ub294 \uc5b8\uc5b4\ud559, &hellip; \ub354 \ubcf4\uae30 &quot;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc13c\ud150\uc2a4\ud53c\uc2a4(SentencePiece)&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/25373\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-26T09:54:32+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T08:01:59+00:00\" \/>\n<meta name=\"author\" content=\"root\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:site\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"root\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/25373\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/25373\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc13c\ud150\uc2a4\ud53c\uc2a4(SentencePiece)\",\"datePublished\":\"2024-10-26T09:54:32+00:00\",\"dateModified\":\"2024-11-26T08:01:59+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/25373\/\"},\"wordCount\":38,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/25373\/\",\"url\":\"https:\/\/atmokpo.com\/w\/25373\/\",\"name\":\"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc13c\ud150\uc2a4\ud53c\uc2a4(SentencePiece) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#website\"},\"datePublished\":\"2024-10-26T09:54:32+00:00\",\"dateModified\":\"2024-11-26T08:01:59+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/atmokpo.com\/w\/25373\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/atmokpo.com\/w\/25373\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/atmokpo.com\/w\/25373\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\ud648\",\"item\":\"https:\/\/atmokpo.com\/w\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc13c\ud150\uc2a4\ud53c\uc2a4(SentencePiece)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/atmokpo.com\/w\/#website\",\"url\":\"https:\/\/atmokpo.com\/w\/\",\"name\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/atmokpo.com\/w\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ko-KR\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\",\"name\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"url\":\"https:\/\/atmokpo.com\/w\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png\",\"contentUrl\":\"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png\",\"width\":400,\"height\":400,\"caption\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\"},\"image\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/x.com\/bebubo4\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\",\"name\":\"root\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g\",\"caption\":\"root\"},\"sameAs\":[\"http:\/\/atmokpo.com\/w\"],\"url\":\"https:\/\/atmokpo.com\/w\/author\/root\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc13c\ud150\uc2a4\ud53c\uc2a4(SentencePiece) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/atmokpo.com\/w\/25373\/","og_locale":"ko_KR","og_type":"article","og_title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc13c\ud150\uc2a4\ud53c\uc2a4(SentencePiece) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","og_description":"\ub525 \ub7ec\ub2dd\uc774 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP) \ubd84\uc57c\uc5d0 \ub3c4\uc785\ub428\uc5d0 \ub530\ub77c, \ub354\uc6b1 \uc815\uad50\ud558\uace0 \ud6a8\uc728\uc801\uc778 \uc5b8\uc5b4 \ubaa8\ub378\uc774 \uac1c\ubc1c\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uc13c\ud150\uc2a4\ud53c\uc2a4(SentencePiece)\ub294 NLP\uc5d0\uc11c \uc5b8\uc5b4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \uc774\ud574\ud558\ub294 \ubc29\ubc95\uc744 \ud601\uc2e0\uc801\uc73c\ub85c \ubcc0\ud654\uc2dc\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uc13c\ud150\uc2a4\ud53c\uc2a4\uc758 \uac1c\ub150, \uc791\ub3d9 \uc6d0\ub9ac, \uadf8\ub9ac\uace0 \uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840\ub97c \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc758 \ubc1c\uc804 \ubc30\uacbd \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud558\ub294 \uae30\uc220\uc774\uba70, \uc774\ub294 \uc5b8\uc5b4\ud559, &hellip; \ub354 \ubcf4\uae30 \"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc13c\ud150\uc2a4\ud53c\uc2a4(SentencePiece)\"","og_url":"https:\/\/atmokpo.com\/w\/25373\/","og_site_name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","article_published_time":"2024-10-26T09:54:32+00:00","article_modified_time":"2024-11-26T08:01:59+00:00","author":"root","twitter_card":"summary_large_image","twitter_creator":"@bebubo4","twitter_site":"@bebubo4","twitter_misc":{"\uae00\uc4f4\uc774":"root"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/atmokpo.com\/w\/25373\/#article","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/25373\/"},"author":{"name":"root","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7"},"headline":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc13c\ud150\uc2a4\ud53c\uc2a4(SentencePiece)","datePublished":"2024-10-26T09:54:32+00:00","dateModified":"2024-11-26T08:01:59+00:00","mainEntityOfPage":{"@id":"https:\/\/atmokpo.com\/w\/25373\/"},"wordCount":38,"publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"articleSection":["\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac"],"inLanguage":"ko-KR"},{"@type":"WebPage","@id":"https:\/\/atmokpo.com\/w\/25373\/","url":"https:\/\/atmokpo.com\/w\/25373\/","name":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc13c\ud150\uc2a4\ud53c\uc2a4(SentencePiece) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/#website"},"datePublished":"2024-10-26T09:54:32+00:00","dateModified":"2024-11-26T08:01:59+00:00","breadcrumb":{"@id":"https:\/\/atmokpo.com\/w\/25373\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/atmokpo.com\/w\/25373\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/atmokpo.com\/w\/25373\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\ud648","item":"https:\/\/atmokpo.com\/w\/en\/"},{"@type":"ListItem","position":2,"name":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc13c\ud150\uc2a4\ud53c\uc2a4(SentencePiece)"}]},{"@type":"WebSite","@id":"https:\/\/atmokpo.com\/w\/#website","url":"https:\/\/atmokpo.com\/w\/","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","description":"","publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/atmokpo.com\/w\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ko-KR"},{"@type":"Organization","@id":"https:\/\/atmokpo.com\/w\/#organization","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","url":"https:\/\/atmokpo.com\/w\/","logo":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/","url":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","contentUrl":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","width":400,"height":400,"caption":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8"},"image":{"@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/bebubo4"]},{"@type":"Person","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7","name":"root","image":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","caption":"root"},"sameAs":["http:\/\/atmokpo.com\/w"],"url":"https:\/\/atmokpo.com\/w\/author\/root\/"}]}},"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[],"_links":{"self":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/25373","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/comments?post=25373"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/25373\/revisions"}],"predecessor-version":[{"id":25374,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/25373\/revisions\/25374"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=25373"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=25373"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=25373"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}