{"id":904,"date":"2020-08-21T13:59:00","date_gmt":"2020-08-21T04:59:00","guid":{"rendered":"https:\/\/arithmer.blog\/?p=904"},"modified":"2022-03-08T15:45:27","modified_gmt":"2022-03-08T06:45:27","slug":"acl2020-paper-introduction","status":"publish","type":"post","link":"https:\/\/arithmer.blog\/blog\/acl2020-paper-introduction","title":{"rendered":"ACL2020\u8ad6\u6587\u7d39\u4ecb"},"content":{"rendered":"\n<p class=\"has-small-font-size\">\u672c\u8cc7\u6599\u306f2020\u5e7408\u670821\u65e5\u306b\u793e\u5185\u5171\u6709\u8cc7\u6599\u3068\u3057\u3066\u5c55\u958b\u3057\u3066\u3044\u305f\u3082\u306e\u3092WEB\u30da\u30fc\u30b8\u5411\u3051\u306b\u30ea\u30cb\u30e5\u30fc\u30a2\u30eb\u3057\u305f\u5185\u5bb9\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"\u76ee\u6b21\u3068\u5185\u5bb9\"><strong>\u25a0\u76ee\u6b21\u3068\u5185\u5bb9<\/strong><\/h3>\n\n\n\n<p style=\"font-size:18px\"><strong>\u76ee\u6b21<\/strong><\/p>\n\n\n\n<ol style=\"font-size:16px\"><li>Dialogue State Tracking\u30bf\u30b9\u30af\u306e\u8a55\u4fa1\u65b9\u6cd5\u306b\u3064\u3044\u3066<\/li><li>Transferable Multi-Domain State Generator for Task-Oriented Dialogue Systems, 2019<\/li><li>SAS: Dialogue State Tracking via Slot Attention and Slot Information Sharing, 2020<\/li><li>A Contextual Hierarchical Attention Network with Adaptive Objective for Dialogue State Tracking, 2020<\/li><\/ol>\n\n\n\n<p id=\"\u5185\u5bb9\" style=\"font-size:18px\"><strong>\u5185\u5bb9<\/strong><\/p>\n\n\n\n<ul style=\"font-size:16px\"><li>\u6700\u65b0\u306e\u5bfe\u8a71\u30b7\u30b9\u30c6\u30e0\uff08\u7279\u306b\u30bf\u30b9\u30af\u6307\u5411\uff09\u7814\u7a76\u306b\u3064\u3044\u3066\u767a\u8868<\/li><li>\u4e8b\u524d\u306b\u95a2\u9023\u6280\u8853\u306b\u95a2\u3057\u3066\u306e\u77e5\u8b58\u304c\u306a\u3044\u65b9\u3067\u3082\u5206\u304b\u308a\u3084\u3059\u3044\u3088\u3046\u306b\u8aac\u660e\u591a\u3081<\/li><li>\u6700\u8fd1\u306e\u30e2\u30c7\u30eb\u306e\u30b9\u30bf\u30f3\u30c0\u30fc\u30c9\u306b\u306a\u3063\u3066\u3044\u308bACL2019\u306e\u8ad6\u65871\u672c\uff0cACL2020\u306e\u8ad6\u6587\u30922\u672c\u7d39\u4ecb<\/li><\/ul>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"dialogue-state-tracking\u30bf\u30b9\u30af\u306e\u8a55\u4fa1\u65b9\u6cd5\"><strong>\u25a0Dialogue State Tracking\u30bf\u30b9\u30af\u306e\u8a55\u4fa1\u65b9\u6cd5<\/strong><\/h3>\n\n\n\n<p style=\"font-size:18px\"><strong>Task-Oriented Dialogue\u306e\u4f8b<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center\" style=\"font-size:16px\">\u6700\u7d42\u7684\u306a\u76ee\u6a19\u304c\u5b58\u5728\u3059\u308b\u5bfe\u8a71<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"405\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_01.jpg\" alt=\"\" class=\"wp-image-883\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_01.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_01-300x119.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_01-768x304.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_01-304x120.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p style=\"font-size:18px\"><strong>Task-oriented dialogue\u306b\u304a\u3051\u308bPipeline\u624b\u6cd5[1]<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"459\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_02.jpg\" alt=\"\" class=\"wp-image-884\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_02.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_02-300x134.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_02-768x344.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_02-304x136.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p style=\"font-size:18px\"><strong>Dialogue State Tracking (DST)<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center\" style=\"font-size:16px\">\u5bfe\u8a71\u3092\u3059\u308b\u4e0a\u3067\u8a18\u61b6\u3059\u3079\u304d\u5358\u8a9e\u3092\u629c\u304d\u51fa\u3059\u3059\u308b\u30bf\u30b9\u30af<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"404\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_03.jpg\" alt=\"\" class=\"wp-image-885\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_03.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_03-300x118.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_03-768x303.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_03-304x120.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p style=\"font-size:18px\"><strong>MultiDomain Wizard-of-Oz dataset (MultiWOZ)[2]<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center\" style=\"font-size:16px\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-luminous-vivid-orange-color\">\u4eba\u3068\u4eba\u306e\u5bfe\u8a71\u3092\u4eba\u624b\u3067\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3057\u305fDST\u8a55\u4fa1\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/mark><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"404\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_04.jpg\" alt=\"\" class=\"wp-image-886\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_04.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_04-300x118.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_04-768x303.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_04-304x120.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"transferable-dialogue-state-generator-trade-3\"><strong>\u25a0TRAnsferable Dialogue statE generator(TRADE)[3]<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"175\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_05.jpg\" alt=\"\" class=\"wp-image-887\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_05.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_05-300x51.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_05-768x131.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_05-304x52.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<p style=\"font-size:18px\"><strong>\u65b0\u898f\u6027<\/strong><\/p>\n\n\n\n<ol style=\"font-size:16px\"><li>\u30c9\u30e1\u30a4\u30f3\u540d\u30fb\u30b9\u30ed\u30c3\u30c8\u540d\u3092\u5165\u529b\u3068\u3057\u3066\u6271\u3046<\/li><li>copy\u6a5f\u69cb\u3092\u5229\u7528\u3057\u305f\u8a9e\u5f59\u51fa\u529b\u3067\u30b9\u30ed\u30c3\u30c8\u5024\u3092\u4e88\u6e2c<\/li><li>\u30b9\u30ed\u30c3\u30c8\u5024\u306e\u72b6\u614b\u3082\u4e88\u6e2c\u3057\uff0c\u30b9\u30ed\u30c3\u30c8\u5024\u4e88\u6e2c\u3068\u540c\u6642\u306b\u6700\u9069\u5316<\/li><li>few-shot\uff0czero-shot\u306e\u554f\u984c\u306b\u5bfe\u3059\u308b\u7cbe\u5ea6\u3082\u8abf\u67fb<\/li><\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"trade-\u5f93\u6765\u306e\u624b\u6cd5-4-\u306e\u554f\u984c\u70b9\"><strong>\u25a0TRADE: \u5f93\u6765\u306e\u624b\u6cd5[4]\u306e\u554f\u984c\u70b9<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"413\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_06.jpg\" alt=\"\" class=\"wp-image-888\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_06.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_06-300x121.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_06-768x310.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_06-304x123.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"trade-\u30e2\u30c7\u30eb\u6982\u8981\"><strong>\u25a0TRADE:\u30e2\u30c7\u30eb\u6982\u8981<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"448\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_07.jpg\" alt=\"\" class=\"wp-image-889\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_07.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_07-300x131.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_07-768x336.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_07-304x133.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"copy-mechanism-index-based-5\"><strong>\u25a0Copy mechanism : index-based[5]<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"449\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_08.jpg\" alt=\"\" class=\"wp-image-890\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_08.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_08-300x132.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_08-768x337.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_08-304x133.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"copy-mechanism-soft-gated-copy-6\"><strong>\u25a0Copy mechanism : soft-gated copy[6]<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1022\" height=\"450\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_09.jpg\" alt=\"\" class=\"wp-image-891\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_09.jpg 1022w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_09-300x132.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_09-768x338.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_09-304x134.jpg 304w\" sizes=\"(max-width: 1022px) 100vw, 1022px\"><\/figure>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"trade-\u30e2\u30c7\u30eb\u6982\u8981-\u518d\u63b2\"><strong>\u25a0TRADE:\u30e2\u30c7\u30eb\u6982\u8981\uff08\u518d\u63b2\uff09<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"451\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_10.jpg\" alt=\"\" class=\"wp-image-892\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_10.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_10-300x132.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_10-768x338.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_10-304x134.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"trade-\u8a55\u4fa1\u5b9f\u9a13-\u901a\u5e38-zero-shot\"><strong>\u25a0TRADE:\u8a55\u4fa1\u5b9f\u9a13\uff08\u901a\u5e38\uff0cZero-Shot\uff09<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"451\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_11.jpg\" alt=\"\" class=\"wp-image-893\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_11.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_11-300x132.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_11-768x338.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_11-304x134.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"trade-few-shot\u554f\u984c\u306b\u5bfe\u3059\u308b\u9069\u7528\u65b9\u6cd5\"><strong>\u25a0TRADE: Few-Shot\u554f\u984c\u306b\u5bfe\u3059\u308b\u9069\u7528\u65b9\u6cd5<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"451\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_12.jpg\" alt=\"\" class=\"wp-image-894\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_12.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_12-300x132.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_12-768x338.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_12-304x134.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"trade-few-shot\u554f\u984c\u306e\u8a55\u4fa1\u5b9f\u9a13\"><strong>\u25a0TRADE: Few-Shot\u554f\u984c\u306e\u8a55\u4fa1\u5b9f\u9a13<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"303\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_13.jpg\" alt=\"\" class=\"wp-image-895\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_13.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_13-300x89.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_13-768x227.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_13-304x90.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<p style=\"font-size:16px\">1\u884c\u76ee\uff1a\u5b66\u7fd2\u3059\u308b\u30c9\u30e1\u30a4\u30f3\u306e\u7a2e\u985e\uff08\u51685\u30c9\u30e1\u30a4\u30f3\u306e\u51851\u30c9\u30e1\u30a4\u30f3\u3092Few-shot\u3068\u4eee\u5b9a\uff09 <br>2\u884c\u76ee\uff1a\u5168\u30c7\u30fc\u30bf\u304c\u666e\u901a\u306b\u5165\u624b\u3067\u304d\u308b\u6642\u306e\u7cbe\u5ea6\uff08\u4e88\u6e2c\u7cbe\u5ea6\u306e\u4e0a\u9650\uff09 <br>3\u884c\u76ee\uff1a1%\u30c9\u30e1\u30a4\u30f3\u3067\u5b66\u7fd2\u5f8c\u306e\uff0c\u4e8b\u524d\u5b66\u7fd2\u3057\u305f4\u30c9\u30e1\u30a4\u30f3\u306e\u7cbe\u5ea6 <br>5\u884c\u76ee\uff1a1%\u30c9\u30e1\u30a4\u30f3\u306e\u307f\u3067\u5b66\u7fd2\u3057\u305f\u7cbe\u5ea6<\/p>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"trade-\u307e\u3068\u3081\"><strong>\u25a0TRADE: \u307e\u3068\u3081<\/strong><\/h3>\n\n\n\n<ul style=\"font-size:16px\"><li>Attention\u6a5f\u69cb\u3001Copy\u6a5f\u69cb\u3092\u5229\u7528\u3057\u305f\u9577\u6587\u306e\u5165\u529b\u304b\u3089\u52b9\u7387\u826f\u304f\u60c5\u5831\u3092\u62bd \u51fa\u3067\u304d\u308bDST\u30e2\u30c7\u30eb\u3092\u63d0\u6848<\/li><li>\u30c9\u30e1\u30a4\u30f3\u540d\u30fb\u30b9\u30ed\u30c3\u30c8\u540d\u3092\u5165\u529b\u3068\u3057\u3066\u6271\u3046\u3053\u3068\u3067\u3001 \u5f93\u6765\u306e\u30b9\u30ed\u30c3\u30c8\u6570\u5897\u52a0 \u554f\u984c\u3092\u89e3\u6c7a<\/li><li>MultiWOZ\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u5f93\u6765\u624b\u6cd5\u306e\u7d50\u679c\u3092\u5927\u5e45\u306b\u8d85\u3048\u308bDST\u7cbe\u5ea6\u3092\u793a\u3057\u305f<\/li><li>\u30c7\u30fc\u30bf\u304c\u5165\u624b\u3067\u304d\u306a\u3044\uff0c\u5c11\u91cf\u3057\u304b\u5165\u624b\u3067\u304d\u306a\u3044\u5834\u5408\u306e\u554f\u984c\u8a2d\u5b9a\u3092\u63d0\u8d77\u3057\u3001 \u63d0\u6848\u624b\u6cd5\u3092\u7528\u3044\u305f\u4e88\u6e2c\u7cbe\u5ea6\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u793a\u3057\u305f<\/li><\/ul>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"slot-attention-and-slot-information-sharing-sas-8\"><strong>\u25a0Slot Attention and Slot information sharing(SAS)[8]<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"189\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_14.jpg\" alt=\"\" class=\"wp-image-896\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_14.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_14-300x55.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_14-768x142.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_14-304x56.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<p style=\"font-size:18px\"><strong>\u65b0\u898f\u6027<\/strong><\/p>\n\n\n\n<ol><li>\u5165\u529b\u306e\u5404\u30b9\u30ed\u30c3\u30c8\u306b\u5fc5\u8981\u306a\u60c5\u5831\u3092Slot Attention\u3067\u91cd\u307f\u4ed8\u3051<\/li><li>\u4e8b\u524d\u306b\u4f5c\u6210\u3057\u305f\u30b9\u30ed\u30c3\u30c8\u9593\u306e\u985e\u4f3c\u884c\u5217\u3092\u7528\u3044\u3066\u30b9\u30ed\u30c3\u30c8\u9593\u306e\u60c5\u5831\u3092\u5171\u6709<\/li><\/ol>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"sas-trade\u306e\u554f\u984c\u70b9\"><strong>\u25a0SAS: TRADE\u306e\u554f\u984c\u70b9<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"421\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_15.jpg\" alt=\"\" class=\"wp-image-897\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_15.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_15-300x123.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_15-768x316.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_15-304x125.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"sas-\u30e2\u30c7\u30eb\u6982\u8981\"><strong>\u25a0SAS: \u30e2\u30c7\u30eb\u6982\u8981<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"387\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_16.jpg\" alt=\"\" class=\"wp-image-898\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_16.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_16-300x113.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_16-768x290.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_16-304x115.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"sas-slot-attention\"><strong>\u25a0SAS: Slot Attention<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"403\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_17.jpg\" alt=\"\" class=\"wp-image-899\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_17.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_17-300x118.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_17-768x302.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_17-304x120.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"sas-slot-information-sharing\"><strong>\u25a0SAS: Slot Information Sharing<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"462\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_18.jpg\" alt=\"\" class=\"wp-image-900\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_18.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_18-300x135.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_18-768x347.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_18-304x137.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"sas-\u8a55\u4fa1\u5b9f\u9a13\"><strong>\u25a0SAS: \u8a55\u4fa1\u5b9f\u9a13<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"352\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_19.jpg\" alt=\"\" class=\"wp-image-901\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_19.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_19-300x103.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_19-768x264.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_19-304x105.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"sas-\u307e\u3068\u3081\"><strong>\u25a0SAS: \u307e\u3068\u3081<\/strong><\/h3>\n\n\n\n<p style=\"font-size:18px\"><strong>\u307e\u3068\u3081<\/strong><\/p>\n\n\n\n<ul style=\"font-size:16px\"><li>\u60c5\u5831\u904e\u591a\u306a\u5165\u529b\u3092\u3046\u307e\u304f\u6271\u3046\u305f\u3081\u306b\u5bfe\u8a71\u30bf\u30fc\u30f3\u6bce\u306bAttention\u3059\u308bSlot Attention\u3068\u30b9\u30ed\u30c3\u30c8\u9593\u3067\u60c5\u5831\u3092\u5171\u6709\u3059\u308bSlot Information Sharing\u3092\u63d0\u6848<\/li><li>MultiWOZ\u306b\u304a\u3044\u3066\uff0cTRADE\u3092joint\u7cbe\u5ea6\u30672.43%\u4e0a\u56de\u308b\u7cbe\u5ea6\u3092\u793a\u3057\u305f<\/li><\/ul>\n\n\n\n<p style=\"font-size:18px\"><strong>\u611f\u60f3<\/strong><\/p>\n\n\n\n<ul><li>Slot Information Sharing\u306f\u7d50\u5c40\u306e\u3068\u3053\u308dAttention\u306a\u306e\u3067\u306f\uff1f <br>\uff08Attention\u3068\u3057\u3066\u6271\u3063\u305f\u65b9\u304c\u30d1\u30e9\u30e1\u30fc\u30bf\u81ea\u52d5\u63a8\u5b9a\u3055\u308c\u308b\u3057\u2026\uff09<\/li><li>\u660e\u793a\u7684\u306bSlot Information Sharing\u3059\u308b\u306e\u304b\u30b9\u30ed\u30c3\u30c8\u540d\u3092 embedding\u3057\u3066\u4e0a\u624b\u304f\u60c5\u5831\u3092\u5171\u6709\u3057\u3066\u304f\u308c\u308b\u306e\u3092\u671f\u5f85\u3057\u305f\u65b9\u304c\u3044\u3044\u306e\u304b\u306f\uff0c\u3082\u3046\u5c11\u3057\u614e\u91cd\u306b\u8abf\u3079\u308b\u5fc5\u8981\u304c\u3042\u308b<\/li><\/ul>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"contextual-hierarchical-attention-network-chan-9\"><strong>\u25a0Contextual Hierarchical Attention Network (CHAN)[9]<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"182\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_20.jpg\" alt=\"\" class=\"wp-image-902\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_20.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_20-300x53.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_20-768x137.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_20-304x54.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<p style=\"font-size:18px\"><strong>\u65b0\u898f\u6027<\/strong><\/p>\n\n\n\n<ol style=\"font-size:16px\"><li>\u968e\u5c64\u7684\u306a\u5358\u8a9e\u30ec\u30d9\u30eb\uff0c\u30bf\u30fc\u30f3\u30ec\u30d9\u30eb\u306eAttention\u69cb\u9020\u3067\u52b9\u7387\u7684\u306b\u5165\u529b\u3092\u5909\u63db<\/li><li>\u91cd\u307f\u3092fix\u3057\u305f\u4e8b\u524d\u5b66\u7fd2BERT\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\uff0c\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5916\u306e\u77e5\u8b58\u3092\u5229\u7528<\/li><li>\u9069\u5fdc\u7684\u8aa4\u5dee\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\uff0c\u4e88\u6e2c\u304c\u96e3\u3057\u3044\u30b9\u30ed\u30c3\u30c8\u306e\u5b66\u7fd2\u3092\u4fc3\u9032<\/li><\/ol>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"chan-\u30e2\u30c7\u30eb\u6982\u8981\"><strong>\u25a0CHAN:\u30e2\u30c7\u30eb\u6982\u8981<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"463\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_21.jpg\" alt=\"\" class=\"wp-image-875\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_21.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_21-300x136.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_21-768x347.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_21-304x137.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"sas-\u30a8\u30f3\u30b3\u30fc\u30c0\u90e8\u5206\u306e\u8a08\u7b97\"><strong>\u25a0SAS: \u30a8\u30f3\u30b3\u30fc\u30c0\u90e8\u5206\u306e\u8a08\u7b97<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"455\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_22.jpg\" alt=\"\" class=\"wp-image-876\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_22.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_22-300x133.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_22-768x341.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_22-304x135.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"chan-\u9069\u5fdc\u7684\u8aa4\u5dee-adaptive-objective\"><strong>\u25a0CHAN:\u9069\u5fdc\u7684\u8aa4\u5dee (Adaptive Objective)<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"463\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_23.jpg\" alt=\"\" class=\"wp-image-877\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_23.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_23-300x136.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_23-768x347.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_23-304x137.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"chan-\u8a55\u4fa1\u5b9f\u9a13\"><strong>\u25a0CHAN: \u8a55\u4fa1\u5b9f\u9a13<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"463\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_24.jpg\" alt=\"\" class=\"wp-image-878\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_24.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_24-300x136.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_24-768x347.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_24-304x137.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"chan-abulation-study\"><strong>\u25a0CHAN: Abulation Study<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"379\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_25.jpg\" alt=\"\" class=\"wp-image-879\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_25.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_25-300x111.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_25-768x284.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_25-304x113.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"chan-visualization-of-attention\"><strong>\u25a0CHAN: Visualization of Attention<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"468\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_26.jpg\" alt=\"\" class=\"wp-image-880\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_26.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_26-300x137.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_26-768x351.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_26-304x139.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"chan-\u307e\u3068\u3081\"><strong>\u25a0CHAN: \u307e\u3068\u3081<\/strong><\/h3>\n\n\n\n<ul style=\"font-size:16px\"><li>\u5358\u8a9e\u3068\u30bf\u30fc\u30f3\u30ec\u30d9\u30eb\u306eAttention\uff0cTransformer\u578b\u306e\u4e2d\u9593\u5c64\uff0c\u305d\u3057\u3066\u4e8b\u524d \u5b66\u7fd2\u30e2\u30c7\u30eb\u306eBERT\u3092\u5229\u7528\u3057\u305fDST\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u63d0\u6848<\/li><li>\u307e\u305f\uff0c\u5b66\u7fd2\u3092\u4fc3\u9032\u3055\u305b\u308b\u305f\u3081\u306b\u30b9\u30ed\u30c3\u30c8\u5909\u5316\u3092\u4e88\u6e2c\u3059\u308b\u526f\u30bf\u30b9\u30af\u3082\u540c\u6642 \u306b\u6700\u9069\u5316\u3057\uff0c\u30b9\u30ed\u30c3\u30c8\u9593\u306e\u4e0d\u5747\u8861\u554f\u984c\u3092\u89e3\u6d88\u3059\u308b\u305f\u3081\u306b\u9069\u5fdc\u7684\u8aa4\u5dee\u3092\u5229\u7528<\/li><li>MultiWOZ\u306b\u304a\u3044\u3066\uff0c\u5f93\u6765\u624b\u6cd5\u3092\u5927\u304d\u304f\u4e0a\u56de\u308b\u7d50\u679c\u3092\u793a\u3057\u305f<ol><li>MultiWOZ2.0 : TRADE + <strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">4.08%<\/mark><\/strong><\/li><li>MultiWOZ2.1 : TRADE + <strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">12.95%<\/mark><\/strong><\/li><\/ol><\/li><\/ul>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"\u53c2\u8003\u6587\u732e\"><strong>\u25a0\u53c2\u8003\u6587\u732e<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"429\" src=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_27.jpg\" alt=\"\" class=\"wp-image-881\" srcset=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_27.jpg 1024w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_27-300x126.jpg 300w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_27-768x322.jpg 768w, https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/NS20200821_27-304x127.jpg 304w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\" id=\"\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9acl2020\u8ad6\u6587\u7d39\u4ecb-pdf\"><strong>\u25a0\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/strong><\/h3>\n\n\n\n<p id=\"\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9acl2020\u8ad6\u6587\u7d39\u4ecb-pdf\" style=\"font-size:16px\"><a rel=\"noreferrer noopener\" href=\"https:\/\/arithmer.blog\/wp-content\/uploads\/2022\/02\/09_ACL2020\u8ad6\u6587\u7d39\u4ecb_2020_0821.pdf\" target=\"_blank\">ACL2020\u8ad6\u6587\u7d39\u4ecb.pdf<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u8cc7\u6599\u306f2020\u5e7408\u670821\u65e5\u306b\u793e\u5185\u5171\u6709\u8cc7\u6599\u3068\u3057\u3066\u5c55\u958b\u3057\u3066\u3044\u305f\u3082\u306e\u3092WEB\u30da\u30fc\u30b8\u5411\u3051\u306b\u30ea\u30cb\u30e5\u30fc\u30a2\u30eb\u3057\u305f\u5185\u5bb9\u306b\u306a\u308a\u307e\u3059\u3002 \u25a0\u76ee\u6b21\u3068\u5185\u5bb9 \u76ee\u6b21 Dialogue State Tracking\u30bf\u30b9\u30af\u306e\u8a55\u4fa1\u65b9\u6cd5\u306b\u3064\u3044\u3066 Tran &#8230; <\/p>\n","protected":false},"author":3,"featured_media":882,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[87,20,35,24,36],"_links":{"self":[{"href":"https:\/\/arithmer.blog\/index.php?rest_route=\/wp\/v2\/posts\/904"}],"collection":[{"href":"https:\/\/arithmer.blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/arithmer.blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/arithmer.blog\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/arithmer.blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=904"}],"version-history":[{"count":5,"href":"https:\/\/arithmer.blog\/index.php?rest_route=\/wp\/v2\/posts\/904\/revisions"}],"predecessor-version":[{"id":915,"href":"https:\/\/arithmer.blog\/index.php?rest_route=\/wp\/v2\/posts\/904\/revisions\/915"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/arithmer.blog\/index.php?rest_route=\/wp\/v2\/media\/882"}],"wp:attachment":[{"href":"https:\/\/arithmer.blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=904"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/arithmer.blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=904"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/arithmer.blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=904"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}