{"id":1032,"date":"2021-04-03T19:00:07","date_gmt":"2021-04-03T10:00:07","guid":{"rendered":"http:\/\/cedartrees.co.kr\/?p=1032"},"modified":"2021-04-03T19:02:33","modified_gmt":"2021-04-03T10:02:33","slug":"chatbot-slot-filling","status":"publish","type":"post","link":"http:\/\/blog.cedartrees.co.kr\/index.php\/2021\/04\/03\/chatbot-slot-filling\/","title":{"rendered":"\ucc57\ubd07 \uc2ac\ub86f \ucc44\uc6b0\uae30(Slot-Filling)"},"content":{"rendered":"\n

\ub300\ud654\ub294 \uc5b4\ub5a4 \ubaa9\uc801\uc744 \uc774\ub8e8\uae30 \uc704\ud55c \ub300\ud654(TOD, Task Oriented Dialog)\uac00 \uc788\uace0 \ud2b9\ubcc4\ud55c \ubaa9\uc801 \uc5c6\uc774 \uc790\uc2e0\uc758 \uc0dd\uac01\uc744 \uc790\uc720\ub86d\uac8c \uc774\uc57c\uae30 \ud558\ub294 \uc18c\ud1b5\uc744 \ubaa9\uc801\uc73c\ub85c \ud558\ub294 \ub300\ud654(Chit-Chat Dialog)\uac00 \uc788\uc2b5\ub2c8\ub2e4. <\/span><\/p>\n\n\n\n

\ubaa9\uc801\uc774 \uc788\ub294 \ub300\ud654\uc758 \uacbd\uc6b0\uc5d0\ub294 \ub300\ud654\uc758 \ud2b9\uc9d5\uc5d0 \ub530\ub77c\uc11c n\uac1c\uc758 \ub300\ud654\ud134(Turn)\uc73c\ub85c \uad6c\uc131\ub41c \ub300\ud654\uc758 \ubb36\uc74c\uc73c\ub85c \ub098\ub20c \uc218 \uc788\ub294\ub370 \uadf8\uac83\uc744 \ud0dc\uc2a4\ud06c(Task)\ub77c\uace0 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub9ac\uace0 \uac01 \ud0dc\uc2a4\ud06c\ub294 \ub610 n\uac1c\uc758 \uc561\ud2f0\ube44\ud2f0(Activity)\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub9ac\uace0 \uac01\uac01\uc758 \uc561\ud2f0\ube44\ud2f0\uc5d0\ub294 \ud0dc\uc2a4\ud06c\uc758 \uc6d0\ud65c\ud55c \uc9c4\ud589\uc744 \uc704\ud574\uc11c \ubc18\ub4dc\uc2dc \uc785\ub825\ub418\uc5b4\uc57c \ud560 \ud544\uc694\ud55c \uc815\ubcf4\ub4e4\uc774 \uc788\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n

\uc774\ucc98\ub7fc \ud2b9\uc815\ud55c \ud0dc\uc2a4\ud06c\uc758 \ubc1c\ud654(Utterance)\uc5d0\uc11c \ubc18\ub4dc\uc2dc \ud544\uc694\ud55c \uc758\ubbf8 \uc788\ub294 \uc815\ubcf4\ub4e4\uc744 \uc2ac\ub86f(Slot)\uc774\ub77c\uace0 \ud558\uace0 \uc774 \uc2ac\ub86f\uc744 \ucc44\uc6b0\ub294 \uac83\uc744 \uc2ac\ub86f \ud544\ub9c1(Slot Filling)\uc774\ub77c\uace0 \ud569\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n

\"\"
https:\/\/d2.naver.com\/helloworld\/2110494<\/figcaption><\/figure><\/div>\n\n\n\n

\uadf8\ub9ac\uace0 \uc774 \uc2ac\ub86f\uc744 \ucc44\uc6b0\uae30 \uc704\ud574\uc11c \uac70\ub4ed\ud574\uc11c \uc9c8\ubb38\uc744 \ud558\uac8c\ub418\ub294\ub370 \uc774\ub7ec\ud55c \uac83\uc744 Follow-Up Question\uc774\ub77c\uace0 \ud569\ub2c8\ub2e4. \uc544\ub798\uc758 \uadf8\ub9bc\uacfc \uac19\uc774 \uc88c\uc11d\uc744 \uc608\uc57d\ud560 \ub54c\uc5d0 \uae30\ubcf8\uc801\uc73c\ub85c \ud544\uc694\ud55c \uc815\ubcf4\ub4e4\uc774 \uc788\uace0 \uc774\ub7ec\ud55c \uc815\ubcf4\ub4e4\uc774 \uc785\ub825\ub418\uc9c0 \uc54a\uc73c\uba74 \uc2dc\uc2a4\ud15c\uc740 \uc774\uc6a9\uc790\uc5d0\uac8c \uc9c8\ubb38\uc744 \ud1b5\ud574 \ud574\ub2f9 \uc815\ubcf4\ub97c \uc5bb\uac8c \ub429\ub2c8\ub2e4.<\/p>\n\n\n\n

\"\"
https:\/\/d2.naver.com\/helloworld\/2110494<\/em><\/figcaption><\/figure><\/div>\n\n\n\n

\uc774\ub7f0 \uacfc\uc815\uc744 \uc218\ud589\ud558\uae30 \uc704\ud574\uc11c\ub294 \uac1c\uccb4\uba85\uc778\uc2dd(NEG, Named Entity Recognition) \uc791\uc5c5\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. <\/span>
\ud574\ub2f9 \uc791\uc5c5\uc740 \uc0ac\uc6a9\uc790\uac00 \uc785\ub825\ud55c \ud14d\uc2a4\ud2b8\ub97c \uc0ac\uc804\uc5d0 \uc815\uc758\ub41c \uba87\uac00\uc9c0 \ub2e8\uc5b4\ub4e4… \uc608\ub97c \ub4e4\uc5b4\uc11c \uba54\ub274\uba85, \uc9c0\uc5ed\uba85, \ud638\ud154\uba85 \ub4f1\uc5d0 \ud0dc\uae45\ud558\ub294 \uc791\uc5c5\uc744 \uc758\ubbf8\ud558\uace0 \uc774\uac83\uc740 \ube44\uc2b7\ud55c \ub9d0\ub85c \uc5d4\ud2f0\ud2f0 \ud0dc\uae45(Entity Tagging)\uc774\ub77c\uace0\ub3c4 \ud569\ub2c8\ub2e4. <\/span><\/p>\n\n\n\n

\uc5ec\uae30\uc11c \uc911\uc694\ud55c \uac83\uc740 \uae30\uc874\uc5d0 \uc815\uc758\ub41c \ud0dc\uadf8 \ubaa9\ub85d\uc774\ub77c\ub294 \uac83\uc785\ub2c8\ub2e4. \ud0dc\uadf8 \ubaa9\ub85d\uc740 \uae30\uc874\uc5d0 \ubc94\uc6a9\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uac83\ub3c4 \uc788\uace0 \ub300\ud654\uac00 \uc9c4\ud589\ub418\ub294 \ud2b9\uc815\ud55c \ub3c4\uba54\uc778\uc5d0\uc11c \ud65c\uc6a9\ub418\ub294 \uac83\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n

\uc774\ucc98\ub7fc \uc0ac\uc6a9\uc790\uac00 \uc785\ub825\ud55c \ub2e8\uc5b4\ub4e4\uc774 \uae30\uc874\uc5d0 \uc815\uc758\ub41c \uac1c\uccb4\uba85\uc5d0 \ud3ec\ud568\ub418\uc5b4 \uc788\ub294\uc9c0\ub97c \uc0b4\ud3b4\ubcf4\uace0 \uc5c6\ub2e4\uba74 \ud544\uc694\ud55c \uc815\ubcf4\ub97c \ub2e4\uc2dc \uc694\uad6c\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \uc694\uccad \uc815\ubcf4\ub97c \ucc44\uc6b0\uac8c\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n

\ub2e4\uc74c\uc5d0 \uad6c\ud604\ud55c \uc608\uc81c\ub294 \uc774\ub7ec\ud55c \uacfc\uc815\uc744 \uac04\ub2e8\ud788 \uc791\uc131\ud55c \ub0b4\uc6a9\uc785\ub2c8\ub2e4. \uc8fc\ubb38\uc0c1\ud669\uc744 \uac00\uc815\ud558\uace0 \ucc57\ubd07\uc744 \ud1b5\ud574\uc11c \uc8fc\ubb38\uc744 \ubc1b\uc544\ubcf4\ub294 \ubc29\uc2dd\uc744 \uc0dd\uac01\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.
\uba3c\uc800 \uc544\ub798\uc640 \uac19\uc774 \uc2ac\ub86f\uc744 \uc815\uc758\ud569\ub2c8\ub2e4. <\/p>\n\n\n\n

#Intent Slot \uad6c\uc131\nslot_entity = { \"\uc8fc\ubb38\": {\"\uba54\ub274\":None, \"\uc7a5\uc18c\":None, \"\ub0a0\uc9dc\":None},\n                \"\uc608\uc57d\": {\"\uc7a5\uc18c\":None, \"\ub0a0\uc9dc\":None},\n                \"\ub0a0\uc528\": {\"\uc7a5\uc18c\":None, \"\uc2dc\uac04\":None}\n              }<\/pre>\n\n\n\n
\uc0ac\uc6a9\uc790\uac00 \uc785\ub825\ub41c \ud14d\uc2a4\ud2b8\uac00 “\uc8fc\ubb38 \ubd80\ud0c1\ud574”\uc785\ub2c8\ub2e4. \ucc57\ubd07 \uc2dc\uc2a4\ud15c\uc774 \uba3c\uc800 \ud30c\uc545\ud574\uc57c \ud560 \uac83\uc774 \uc788\ub2e4\uba74 \ud14d\uc2a4\ud2b8\ub97c \uc785\ub825\ud55c \uc0ac\ub78c\uc774 \uc5b4\ub5a4 \uc758\ub3c4\ub85c \uc774\ub7f0 \ud14d\uc2a4\ud2b8\ub97c \uc785\ub825\ud588\ub294\uc9c0\ub97c \uc54c\uc544\ub0b4\ub294 \uac83\uc785\ub2c8\ub2e4. <\/p>\n\n\n\n
\uac04\ub2e8\ud788\ub294 ‘\uc8fc\ubb38’\uc774\ub77c\ub294 \ud0a4\uc6cc\ub4dc\ub97c \ud655\uc778\ud574\uc11c \ub300\ud654\uc758 \uc758\ub3c4\ub97c \ud30c\uc545\ud560 \uc218 \uc788\uace0 \uba87\uac00\uc9c0 ‘\uc8fc\ubb38’ \uc0c1\ud669\uc5d0\uc11c \uc4f8 \uc218 \uc788\ub294 \ubb38\uc7a5\ub4e4\uc744 \uc785\ub825\ud558\uace0 \uc720\uc0ac\ub3c4 \uac80\uc0ac\ub97c \ud1b5\ud574\uc11c\ub3c4 \uc774\uc6a9\uc790\uc758 \uc758\ub3c4\ub97c \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucd5c\uadfc\uc5d0\ub294 \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud574\uc11c \ud574\ub2f9 \ubb38\uc7a5\uc774 \uc5b4\ub5a4 \uc758\ub3c4\uc778\uc9c0 \uc54c\uc544\ub0b4\uae30\ub3c4 \ud569\ub2c8\ub2e4. \ub525\ub7ec\ub2dd(LSTM)\uc744 \ud65c\uc6a9\ud55c \ubb38\uc7a5 \uc720\uc0ac\ub3c4\ub97c \ucc3e\ub294 \uac83\uc740 \uc608\uc81c\ub85c \uad6c\ud604\ub418\uc5b4 \uc788\uc73c\ub2c8 \ucc38\uace0\ud558\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n\n\n\n
\uc785\ub825\ud55c \ubb38\uc7a5 ‘\ud584\ubc84\uac70 \uc8fc\ubb38\ud560\uaed8\uc694’\ub77c\ub294 \ub2e8\uc5b4\uac00 ‘\uc8fc\ubb38’\uc774\ub77c\ub294 \uc758\ub3c4\ub97c \uac00\uc9c0\uace0 \uc788\ub2e4\ub294 \uac83\uc744 \ud30c\uc545\ud55c \ub2e4\uc74c\uc5d0 ‘\ud584\ubc84\uac70 \uc8fc\ubb38\ud560\uaed8\uc694’\ub77c\ub294 \uc785\ub825 \ubb38\uc7a5\uc744 \ubd84\uc11d\ud574\uc11c \uc608\uc57d\uc5d0 \ud544\uc694\ud55c \uc815\ubcf4\ub4e4\uc744 \ub2f4\uace0 \uc788\ub294\uc9c0 \ud655\uc778\ud574\uc57c\ud569\ub2c8\ub2e4. \uadf8\ub7ec\uae30 \uc704\ud574\uc11c \ud615\ud0dc\uc18c \ubd84\uc11d(Morphology Analysis) \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n
input_txt = '\ud584\ubc84\uac70 \uc8fc\ubb38\ud560\uaed8\uc694'\nintent_code = '\uc8fc\ubb38'\n\nfrom konlpy.tag import Kkma\nkkma = Kkma()\nmorpheme = kkma.pos(input_txt)\nprint(input_txt,'\\n',morpheme)\n# [('\ud584\ubc84\uac70', 'NNG'), ('\uc8fc\ubb38', 'NNG'), ('\ud558', 'XSV'), ('\u3139\uac8c\uc694', 'EFN')]<\/pre>\n\n\n\n
\uc785\ub825\ub41c \ubb38\uc7a5\uc758 \ud615\ud0dc\uc18c \ubd84\uc11d\uc744 \ud1b5\ud574\uc11c ‘\ud584\ubc84\uac70’,’\uc8fc\ubb38’\uc774\ub77c\ub294 \uac1c\uccb4\uba85(\uba85\uc0ac)\uc744 \ucc3e\uc544\ub0b4\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\uc81c \ub2e4\uc74c\uc73c\ub85c\ub294 \uc774\ub7f0 \uac1c\uccb4\uba85\uc774 \uc0ac\uc804\uc5d0 \uc815\uc758\ud574\ub454 \uac1c\uccb4\uba85\uacfc \uc77c\uce58\ud558\ub294 \ub0b4\uc6a9\uc744 \ucc3e\ub294 \uacfc\uc815\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \uc785\ub825\ub41c \ub2e8\uc5b4 \uc911\uc5d0\uc11c ‘\ud584\ubc84\uac70’\ub780 \ub2e8\uc5b4\ub294 \uc774\ubbf8 \uba54\ub274 \uc544\uc774\ud15c\uc5d0 \uc0ac\uc804\uc73c\ub85c \ub4f1\ub85d\ud588\uae30 \ub54c\ubb38\uc5d0 ‘\ud584\ubc84\uac70’\ub294 menu_item\uc774\ub77c\uace0 \uc778\uc2dd\ud569\ub2c8\ub2e4. <\/p>\n\n\n\n
# \uac1c\uccb4\uba85\nmenu_item = ['\ud53c\uc790','\ud584\ubc84\uac70','\uce58\ud0a8','\ub5a1\ubcf6\uc774']\nloc_item = ['\uc138\uc885','\ub300\uc804','\uacf5\uc8fc']\ndate_item = ['\uc9c0\uae08','\ub0b4\uc77c','\ubaa8\ub798']\n\n# \uac1c\uccb4\uba85 \ud0dc\uae45\nfor pos_tag in morpheme:\n    if (pos_tag[1] in ['NNG', 'NNP']): #\uba85\uc0ac, \uc601\uc5b4\ub9cc \uc0ac\uc6a9\n        if pos_tag[0] in menu_item: #\uba54\ub274 item \uac80\uc0c9\n            slot_value[\"\uba54\ub274\"] = pos_tag[0] \n        elif pos_tag[0] in loc_item: #\uc7a5\uc18c item \uac80\uc0c9\n            slot_value[\"\uc7a5\uc18c\"] = pos_tag[0] \n        elif pos_tag[0] in date_item: #\ub0a0\uc9dc item \uac80\uc0c9\n            slot_value[\"\ub0a0\uc9dc\"] = pos_tag[0] \nprint (slot_entity.get(intent_code))<\/pre>\n\n\n\n
\uc785\ub825\ub41c \ubb38\uc7a5\uc744 \ubd84\uc11d\ud574\ubcf8 \uacb0\uacfc \uc8fc\ubb38\uc5d0 \ud544\uc694\ud55c \ub098\uba38\uc9c0 \uc815\ubcf4\ub4e4 \uc989, ‘\uc8fc\uc18c’ \uc815\ubcf4\uc640 ‘\uc2dc\uac04’ \uc815\ubcf4\ub294 \uc785\ub825\ub418\uc9c0 \uc54a\uc558\uc2b5\ub2c8\ub2e4. \ucc57\ubd07 \uc2dc\uc2a4\ud15c\uc740 \ube60\uc9c4 \ub450\uac1c\uc758 \uc815\ubcf4\ub97c \uc785\ub825\ud560 \uac83\uc744 \uc694\uccad\ud569\ub2c8\ub2e4. \uc774\uac83\uc744 Follow-Up Question\uc774\ub77c\uace0 \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n
if(None in slot_value.values()): #\ube48 Slot \ucd9c\ub825\n    key_values = \"\"\n    for key in slot_value.keys():\n        if(slot_value[key] is None):\n            key_values = key_values + key + \",\"\n    output_data = key_values[:-1] + '\ub97c \uc785\ub825\ud574\uc8fc\uc138\uc694.'\nelse:\n    output_data = \"\uc8fc\ubb38\uc774 \uc644\ub8cc \ub418\uc5c8\uc2b5\ub2c8\ub2e4.\"\n            \nprint (output_data)\n#\uba54\ub274,\uc7a5\uc18c,\ub0a0\uc9dc\ub97c \uc785\ub825\ud574\uc8fc\uc138\uc694.<\/pre>\n\n\n\n
\uc774\ub7ec\ud55c \ubc29\ubc95\uc73c\ub85c \uc8fc\ubb38\uc5d0 \ud544\uc694\ud55c \ubaa8\ub4e0 \uc815\ubcf4\uac00 \uc785\ub825\ub418\uba74 \ucc57\ubd07 \uc2dc\uc2a4\ud15c\uc740 \uc8fc\ubb38 \uc815\ubcf4\ub97c \uae30\ubc18\uc73c\ub85c \uc2e4\uc81c\ub85c \uc694\uccad\ud55c \ub0b4\uc6a9\ub4e4\uc744 \uc8fc\ubb38\ud558\uac8c\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n
\ucc38\uace0\ub85c \ubcf8 \uae00\uc744 \uc791\uc131\ud558\uae30 \uc704\ud574\uc11c \uc798 \uc815\ub9ac\ub41c \uc544\ub798\uc758 \ub450\uac1c \uae00\uc744 \ucc38\uace0\ud588\uc2b5\ub2c8\ub2e4. \uad00\uc2ec\uc774 \uc788\uc73c\uc2e0 \ubd84\uc740 \uc544\ub798\uc758 \uae00\uc744 \uac80\uc0c9\ud574\ubcf4\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n\n\n\n
REF
[Naver] \ucc57\ubd07\uc744 \uc704\ud55c \ub300\ud654\ub294 \uc5b4\ub5bb\uac8c \ub514\uc790\uc778\ud560\uae4c<\/a>
[KAKAO] \uce74\uce74\uc624 \ubbf8\ub2c8\uc758 \uc2ac\ub86f \ud0dc\uae45<\/a><\/p>
<\/p><\/blockquote>\n","protected":false},"excerpt":{"rendered":"
\ub300\ud654\ub294 \uc5b4\ub5a4 \ubaa9\uc801\uc744 \uc774\ub8e8\uae30 \uc704\ud55c \ub300\ud654(TOD, Task Oriented Dialog)\uac00 \uc788\uace0 \ud2b9\ubcc4\ud55c \ubaa9\uc801 \uc5c6\uc774 \uc790\uc2e0\uc758 \uc0dd\uac01\uc744 \uc790\uc720\ub86d\uac8c \uc774\uc57c\uae30 \ud558\ub294 \uc18c\ud1b5\uc744 \ubaa9\uc801\uc73c\ub85c \ud558\ub294 \ub300\ud654(Chit-Chat Dialog)\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ubaa9\uc801\uc774 \uc788\ub294 \ub300\ud654\uc758 \uacbd\uc6b0\uc5d0\ub294 \ub300\ud654\uc758 \ud2b9\uc9d5\uc5d0 \ub530\ub77c\uc11c n\uac1c\uc758 \ub300\ud654\ud134(Turn)\uc73c\ub85c \uad6c\uc131\ub41c \ub300\ud654\uc758 \ubb36\uc74c\uc73c\ub85c \ub098\ub20c \uc218 \uc788\ub294\ub370 \uadf8\uac83\uc744 \ud0dc\uc2a4\ud06c(Task)\ub77c\uace0 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub9ac\uace0 \uac01 \ud0dc\uc2a4\ud06c\ub294 \ub610 n\uac1c\uc758 \uc561\ud2f0\ube44\ud2f0(Activity)\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub9ac\uace0 \uac01\uac01\uc758 … <\/p>\n
\ub354 \ubcf4\uae30 “\ucc57\ubd07 \uc2ac\ub86f \ucc44\uc6b0\uae30(Slot-Filling)”<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"quote","meta":[],"categories":[14,15],"tags":[86,85,55,81,4],"_links":{"self":[{"href":"http:\/\/blog.cedartrees.co.kr\/index.php\/wp-json\/wp\/v2\/posts\/1032"}],"collection":[{"href":"http:\/\/blog.cedartrees.co.kr\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/blog.cedartrees.co.kr\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/blog.cedartrees.co.kr\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/blog.cedartrees.co.kr\/index.php\/wp-json\/wp\/v2\/comments?post=1032"}],"version-history":[{"count":9,"href":"http:\/\/blog.cedartrees.co.kr\/index.php\/wp-json\/wp\/v2\/posts\/1032\/revisions"}],"predecessor-version":[{"id":1044,"href":"http:\/\/blog.cedartrees.co.kr\/index.php\/wp-json\/wp\/v2\/posts\/1032\/revisions\/1044"}],"wp:attachment":[{"href":"http:\/\/blog.cedartrees.co.kr\/index.php\/wp-json\/wp\/v2\/media?parent=1032"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/blog.cedartrees.co.kr\/index.php\/wp-json\/wp\/v2\/categories?post=1032"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/blog.cedartrees.co.kr\/index.php\/wp-json\/wp\/v2\/tags?post=1032"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}