{"id":25299,"date":"2024-10-26T09:53:47","date_gmt":"2024-10-26T09:53:47","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25299"},"modified":"2024-11-26T08:02:14","modified_gmt":"2024-11-26T08:02:14","slug":"09-06-%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%8c%a8%ec%8a%a4%ed%8a%b8%ed%85%8d%ec%8a%a4%ed%8a%b8fasttext","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25299\/","title":{"rendered":"09-06 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \ud328\uc2a4\ud2b8\ud14d\uc2a4\ud2b8(FastText)"},"content":{"rendered":"

\n \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \ucef4\ud4e8\ud130\uac00 \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\ub85c, \ud2b9\ud788 \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \ub9ce\uc740 \ud601\uc2e0\uc774 \uc774\ub8e8\uc5b4\uc84c\uc2b5\ub2c8\ub2e4. \uadf8 \uc911 \ud558\ub098\uac00 \ud328\uc2a4\ud2b8\ud14d\uc2a4\ud2b8(FastText)\uc785\ub2c8\ub2e4. \ud328\uc2a4\ud2b8\ud14d\ud2b8\ub294 \ub2e8\uc5b4 \uc784\ubca0\ub529\uc744 \ub9cc\ub4e4\uc5b4 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc5d0\uc11c \ub2e4\uc591\ud55c \uc791\uc5c5\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \uc218\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc6c0\uc744 \uc8fc\ub294 \ub3c4\uad6c\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ud328\uc2a4\ud2b8\ud14d\uc2a4\ud2b8\uc758 \uac1c\ub150, \uc791\ub3d9 \ubc29\uc2dd, \ud65c\uc6a9 \uc0ac\ub840, \uadf8\ub9ac\uace0 \ub525 \ub7ec\ub2dd\uc5d0 \ub300\ud55c \uc804\ubc18\uc801\uc778 \uc774\ud574\ub97c \ubc14\ud0d5\uc73c\ub85c \ud328\uc2a4\ud2b8\ud14d\uc2a4\ud2b8\uc758 \uc911\uc694\uc131\uc744 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.\n<\/p>\n

1. \ud328\uc2a4\ud2b8\ud14d\uc2a4\ud2b8\ub780?<\/h2>\n

\n \ud328\uc2a4\ud2b8\ud14d\uc2a4\ud2b8(FastText)\ub294 Facebook AI Research\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc624\ud508\uc18c\uc2a4 NLP \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \ud6a8\uc728\uc801\uc778 \ub2e8\uc5b4 \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud558\uace0, \ud14d\uc2a4\ud2b8 \ubd84\ub958 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4. \ud328\uc2a4\ud2b8\ud14d\uc2a4\ud2b8\ub294 Word2Vec\uc5d0\uc11c \uc601\uac10\uc744 \ubc1b\uc544 \uac1c\ubc1c\ub418\uc5c8\uc73c\ub098, \ub2e8\uc5b4\ub97c \uac1c\ubcc4\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\ub294 \ub300\uc2e0, n-gram\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub2e8\uc5b4 \ub0b4\uc758 \uc11c\ube0c \uad6c\uc131 \uc694\uc18c\ub97c \uace0\ub824\ud569\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \ud328\uc2a4\ud2b8\ud14d\uc2a4\ud2b8\ub294 \ubbf8\uc9c0\uc758 \ub2e8\uc5b4(out-of-vocabulary)\uc5d0\uc11c\ub3c4 \ub354 \ub098\uc740 \uc131\ub2a5\uc744 \ubc1c\ud718\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n

2. \ud328\uc2a4\ud2b8\ud14d\uc2a4\ud2b8\uc758 \ud2b9\uc9d5<\/h2>\n

\n – **\ub2e8\uc5b4 \uc784\ubca0\ub529**: \ud328\uc2a4\ud2b8\ud14d\uc2a4\ud2b8\ub294 \uac01 \ub2e8\uc5b4\ub97c \uace0\ucc28\uc6d0 \uacf5\uac04\uc758 \ubca1\ud130\ub85c \ubcc0\ud658\ud558\uc5ec \uc758\ubbf8\uc801 \uc720\uc0ac\uc131\uc744 \uc218\uce58\uc801\uc73c\ub85c \ud45c\ud604\ud569\ub2c8\ub2e4. \uc774 \ubca1\ud130\ub294 \ub2e8\uc5b4 \uc0ac\uc774\uc758 \uad00\uacc4\ub97c \ud3ec\ucc29\ud558\uc5ec \ub2e4\uc591\ud55c NLP \uc791\uc5c5\uc5d0 \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n

\n – **n-gram \uc0ac\uc6a9**: \ud328\uc2a4\ud2b8\ud14d\ud2b8\ub294 \ub2e8\uc5b4\ub97c n-gram\uc73c\ub85c \ubd84\ud574\ud558\uc5ec \uc11c\ube0c \ub2e8\uc5b4 \uc815\ubcf4\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4. \uc774\ub7f0 \ubc29\uc2dd\uc740 \ud615\ud0dc\uc18c\ub098 \ucca0\uc790\uac00 \ub2e4\ub974\uc9c0\ub9cc \uc758\ubbf8\uac00 \uc720\uc0ac\ud55c \ub2e8\uc5b4\ub4e4\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\uac8c \ud574 \uc90d\ub2c8\ub2e4.\n<\/p>\n

\n – **\ube60\ub978 \ud559\uc2b5 \uc18d\ub3c4**: \ud328\uc2a4\ud2b8\ud14d\uc2a4\ud2b8\ub294 \ub300\ub7c9\uc758 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc2e0\uc18d\ud558\uac8c \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ucd5c\uc801\ud654\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ud2b9\ud788 \ub300\uaddc\ubaa8 \ucf54\ud37c\uc2a4\ub97c \ub2e4\ub8e8\ub294 NLP \uc791\uc5c5\uc5d0\uc11c \ud070 \uc7a5\uc810\uc774 \ub429\ub2c8\ub2e4.\n<\/p>\n

\n – **\ud14d\uc2a4\ud2b8 \ubd84\ub958**: \ud328\uc2a4\ud2b8\ud14d\uc2a4\ud2b8\ub294 \ub2e8\uc21c\ud55c \ub2e8\uc5b4 \uc784\ubca0\ub529 \uc678\uc5d0\ub3c4 \ud14d\uc2a4\ud2b8 \ubd84\ub958 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ub370\uc5d0\ub3c4 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub300\ub7c9\uc758 \ubb38\uc11c\ub97c \uc790\ub3d9\uc73c\ub85c \ubd84\ub958\ud558\uac70\ub098 \uac10\uc815 \ubd84\uc11d\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n

3. \ud328\uc2a4\ud2b8\ud14d\uc2a4\ud2b8\uc758 \uc791\ub3d9 \uc6d0\ub9ac<\/h2>\n

\n \ud328\uc2a4\ud2b8\ud14d\uc2a4\ud2b8\ub294 \ub450 \uac00\uc9c0 \uc8fc\uc694 \uc791\uc5c5, \uc989 \ub2e8\uc5b4 \uc784\ubca0\ub529 \uc0dd\uc131\uacfc \ud14d\uc2a4\ud2b8 \ubd84\ub958\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.\n<\/p>\n

3.1. \ub2e8\uc5b4 \uc784\ubca0\ub529 \uc0dd\uc131<\/h3>\n

\n \ud328\uc2a4\ud2b8\ud14d\uc2a4\ud2b8\uc5d0\uc11c \ub2e8\uc5b4 \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud558\ub294 \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:\n<\/p>\n

    \n
  1. \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \uc804\ucc98\ub9ac: \uc758\ub3c4\ub41c \uc774\ud574\ub97c \ub3d5\uae30 \uc704\ud574 \ubd88\ud544\uc694\ud55c \uae30\ud638\uc640 \ud2b9\uc218 \ubb38\uc790\ub97c \uc81c\uac70\ud558\uace0, \uc18c\ubb38\uc790 \ubcc0\ud658 \ub4f1\uc758 \uc791\uc5c5\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n
  2. n-gram \uc0dd\uc131: \ub2e8\uc5b4\ub97c n-gram\uc73c\ub85c \ubd84\ud574\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, “hello”\ub77c\ub294 \ub2e8\uc5b4\ub294 2-gram\uc73c\ub85c “he”, “el”, “ll”, “lo”\ub85c \ubd84\ud574\ub429\ub2c8\ub2e4.<\/li>\n
  3. \ub2e8\uc5b4 \ubca1\ud130 \ud559\uc2b5: Word2Vec\uc640 \uc720\uc0ac\ud55c Skip-gram \ub610\ub294 CBOW \ubc29\ubc95\uc744 \ud1b5\ud574 n-gram\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub2e8\uc5b4 \ubca1\ud130\ub97c \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n
  4. \ub2e8\uc5b4 \ubca1\ud130 \uc800\uc7a5: \ud559\uc2b5\uc774 \uc644\ub8cc\ub41c \ud6c4, \ubca1\ud130\ub97c \ud30c\uc77c\ub85c \uc800\uc7a5\ud558\uc5ec \uc774\ud6c4 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n

    3.2. \ud14d\uc2a4\ud2b8 \ubd84\ub958<\/h3>\n

    \n \ud14d\uc2a4\ud2b8 \ubd84\ub958\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c \ub2e8\uacc4\ub85c \uc9c4\ud589\ub429\ub2c8\ub2e4:\n<\/p>\n

      \n
    1. \ub77c\ubca8\uc774 \ubd99\uc740 \ub370\uc774\ud130 \uc218\uc9d1: \uac01 \ubb38\uc11c\uc5d0 \ub300\ud55c \ud074\ub798\uc2a4\ub97c \uc815\uc758\ud574\uc57c \ud569\ub2c8\ub2e4.<\/li>\n
    2. \ub370\uc774\ud130 \uc804\ucc98\ub9ac: \ubd88\uc6a9\uc5b4 \uc81c\uac70, \ud1a0\ud070\ud654 \ub4f1 \uc804\ucc98\ub9ac \uacfc\uc815\uc744 \uac70\uce69\ub2c8\ub2e4.<\/li>\n
    3. \ubaa8\ub378 \ud559\uc2b5: \ud328\uc2a4\ud2b8\ud14d\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac01 \ubb38\uc11c\uc758 \ubca1\ud130 \ud45c\ud604\uc744 \ub9cc\ub4e4\uace0, \ud574\ub2f9 \ubca1\ud130\ub97c \uc0ac\uc6a9\ud574 \ubd84\ub958 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n
    4. \ubaa8\ub378 \ud3c9\uac00 \ubc0f \uc608\uce21: \ubcc4\ub3c4\uc758 \uac80\uc99d \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n

      4. \ud328\uc2a4\ud2b8\ud14d\uc2a4\ud2b8 \ud65c\uc6a9 \uc0ac\ub840<\/h2>\n

      \n \ud328\uc2a4\ud2b8\ud14d\uc2a4\ud2b8\ub294 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ub110\ub9ac \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798\ub294 \uba87 \uac00\uc9c0 \uc8fc\uc694 \ud65c\uc6a9 \uc0ac\ub840\uc785\ub2c8\ub2e4:\n<\/p>\n

      4.1. \uac10\uc815 \ubd84\uc11d<\/h3>\n

      \n \uac10\uc815 \ubd84\uc11d\uc740 \uc8fc\ub85c \uc18c\uc15c \ubbf8\ub514\uc5b4, \ub9ac\ubdf0, \ube14\ub85c\uadf8 \ud3ec\uc2a4\ud2b8 \ub4f1\uc758 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0\uc11c \uac10\uc815\uc744 \uc778\uc2dd\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ud328\uc2a4\ud2b8\ud14d\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac01 \ubb38\uc11c\ub97c \ubca1\ud130\ub85c \ubcc0\ud658\ud558\uace0, \ub2e4\uc591\ud55c \uac10\uc815 \ud074\ub798\uc2a4\ub85c \ubd84\ub958\ud558\ub294 \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uae0d\uc815\uc801, \ubd80\uc815\uc801, \uc911\ub9bd\uc801\uc778 \uac10\uc815\uc744 \ubd84\ub958\ud558\ub294 \ubaa8\ub378\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n

      4.2. \uc8fc\uc81c \ubd84\ub958<\/h3>\n

      \n \ub274\uc2a4 \uae30\uc0ac, \ube14\ub85c\uadf8 \uae00, \ud559\uc220 \ub17c\ubb38 \ub4f1\uc5d0\uc11c \uc8fc\uc81c\ub97c \uc790\ub3d9\uc73c\ub85c \ubd84\ub958\ud558\ub294 \uc791\uc5c5\uc5d0\uc11c\ub3c4 \ud328\uc2a4\ud2b8\ud14d\ud2b8\uac00 \ud65c\uc6a9\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uac01 \ub274\uc2a4 \uae30\uc0ac\ub97c \uc815\uce58, \uacbd\uc81c, \uc2a4\ud3ec\uce20 \ub4f1\uc73c\ub85c \ubd84\ub958\ud558\ub294 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uc5ec \uc790\ub3d9\uc73c\ub85c \ub274\uc2a4 \uce74\ud14c\uace0\ub9ac\ub97c \ud560\ub2f9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n

      4.3. \uc5b8\uc5b4 \ubaa8\ub378\ub9c1<\/h3>\n

      \n \ud328\uc2a4\ud2b8\ud14d\ud2b8\ub294 \uc5b8\uc5b4 \ubaa8\ub378\ub9c1\uc5d0\ub3c4 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubb38\uc7a5\uc758 \ud750\ub984\uc744 \uc774\ud574\ud558\uace0, \ub2e4\uc74c\uc5d0 \uc62c \ub2e8\uc5b4\ub97c \uc608\uce21\ud558\ub294 \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc740 \uc74c\uc131 \uc778\uc2dd, \uae30\uacc4 \ubc88\uc5ed \ub4f1 \ub2e4\uc591\ud55c NLP \uc791\uc5c5\uc5d0 \uc751\uc6a9\ub429\ub2c8\ub2e4.\n<\/p>\n

      5. \uacb0\ub860<\/h2>\n

      \n \ud328\uc2a4\ud2b8\ud14d\uc2a4\ud2b8\ub294 \ub525 \ub7ec\ub2dd \uae30\ubc18\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \ub2e8\uc5b4\ub97c \uc784\ubca0\ub529\ud558\ub294 \ud6a8\uacfc\uc801\uc778 \ubc29\uc2dd\uacfc \ud14d\uc2a4\ud2b8 \ubd84\ub958 \ub2a5\ub825\uc774 \uacb0\ud569\ub418\uc5b4, \ubc29\ub300\ud55c \uc591\uc758 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \uc774\ud574\ud558\ub294 \ub370 \ud070 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub420 \uc218 \uc788\ub294 \ud328\uc2a4\ud2b8\ud14d\ud2b8\uc758 \uac00\ub2a5\uc131\uc740 \ubb34\uad81\ubb34\uc9c4\ud569\ub2c8\ub2e4. \uc55e\uc73c\ub85c\uc758 \uc5f0\uad6c\uc640 \ubc1c\uc804\uc744 \ud1b5\ud574 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c\uc758 \ud328\uc2a4\ud2b8\ud14d\uc2a4\ud2b8\uc758 \uc5ed\ud560\uc740 \ub354\uc6b1 \uc911\uc694\ud574\uc9c8 \uac83\uc785\ub2c8\ub2e4.\n<\/p>\n

      \n \ubcf8 \uac15\uc88c\ub97c \ud1b5\ud574 \ud328\uc2a4\ud2b8\ud14d\uc2a4\ud2b8\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \ud65c\uc6a9 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uac8c \ub41c \ub9cc\ud07c, \uc774\uc81c \uc5ec\ub7ec\ubd84 \uc2a4\uc2a4\ub85c \uc774\ub97c \uc774\uc6a9\ud558\uc5ec \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubb38\uc81c\ub97c \ud574\uacb0\ud574 \ubcf4\uae38 \ubc14\ub78d\ub2c8\ub2e4. \ud328\uc2a4\ud2b8\ud14d\ud2b8\uac00 \uc5ec\ub7ec\ubd84\uc758 \ud504\ub85c\uc81d\ud2b8\uc5d0 \uc720\uc6a9\ud558\uac8c \ud65c\uc6a9\ub420 \uc218 \uc788\uae30\ub97c \uae30\ub300\ud569\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"

      \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \ucef4\ud4e8\ud130\uac00 \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\ub85c, \ud2b9\ud788 \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \ub9ce\uc740 \ud601\uc2e0\uc774 \uc774\ub8e8\uc5b4\uc84c\uc2b5\ub2c8\ub2e4. \uadf8 \uc911 \ud558\ub098\uac00 \ud328\uc2a4\ud2b8\ud14d\uc2a4\ud2b8(FastText)\uc785\ub2c8\ub2e4. \ud328\uc2a4\ud2b8\ud14d\ud2b8\ub294 \ub2e8\uc5b4 \uc784\ubca0\ub529\uc744 \ub9cc\ub4e4\uc5b4 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc5d0\uc11c \ub2e4\uc591\ud55c \uc791\uc5c5\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \uc218\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc6c0\uc744 \uc8fc\ub294 \ub3c4\uad6c\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ud328\uc2a4\ud2b8\ud14d\uc2a4\ud2b8\uc758 \uac1c\ub150, \uc791\ub3d9 \ubc29\uc2dd, \ud65c\uc6a9 \uc0ac\ub840, \uadf8\ub9ac\uace0 \ub525 \ub7ec\ub2dd\uc5d0 \ub300\ud55c \uc804\ubc18\uc801\uc778 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