{"id":4637,"date":"2018-12-25T12:00:12","date_gmt":"2018-12-25T03:00:12","guid":{"rendered":"https:\/\/alb-owned-https-576747877.ap-northeast-1.elb.amazonaws.com\/?p=4637"},"modified":"2019-08-08T11:49:20","modified_gmt":"2019-08-08T02:49:20","slug":"japanese-pre-trained-model-bert-1","status":"publish","type":"post","link":"https:\/\/alb-owned-https-576747877.ap-northeast-1.elb.amazonaws.com\/japanese-pre-trained-model-bert-1","title":{"rendered":"\u3010\u7b2c\u4e00\u56de\u3011\u65e5\u672c\u8a9epre-trained model\u3067\u8a66\u3059BERT"},"content":{"rendered":"<h2 class=\"posthl02\">\u306f\u3058\u3081\u306b<\/h2>\n<p>\u5f53\u793e\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30c1\u30fc\u30e0\u306b\u3066BERT\u304c\u8a71\u984c\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002Google\u304c\u767a\u8868\u3057\u305fpre-trained\u306e\u3001\u6587\u8108\u3092\u8003\u616e\u3059\u308b\u6c4e\u7528\u8a00\u8a9e\u8868\u73fe\u30e2\u30c7\u30eb\u3068\u306e\u3053\u3068\u3067\u8abf\u67fb\u3059\u308b\u524d\u304b\u3089\u671f\u5f85\u5927\u3067\u3057\u305f\u3002<\/p>\n<p>BERT\u3068\u306f\u3044\u3063\u305f\u3044\u3069\u3093\u306a\u3082\u306e\u306a\u306e\u304b\u3001\u5f79\u306b\u7acb\u3064\u306e\u304b\u30922\u56de\u306b\u5206\u3051\u3066\u304a\u4f1d\u3048\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u7b2c\u4e00\u56de\uff08\u3053\u306e\u8a18\u4e8b\uff09\uff1aBERT\u3068\u306f<\/strong><\/li>\n<li>\u7b2c\u4e8c\u56de\uff1a\u5b9f\u969b\u306b\u4f7f\u7528\u3057\u305f\u691c\u8a3c\u7d50\u679c\u5831\u544a<\/li>\n<\/ul>\n<p>\u8ad6\u6587\uff1a<a href=\"https:\/\/arxiv.org\/abs\/1810.04805\">BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding<\/a><br \/>\ngithub\uff1a<a class=\"external-link\" href=\"https:\/\/github.com\/google-research\/bert\" rel=\"nofollow\">google-research\/bert<\/a><\/p>\n<h2 class=\"posthl02\">BERT\u3068\u306f<\/h2>\n<h3 class=\"posthl03\">\u4eca\u6c42\u3081\u3089\u308c\u3066\u3044\u308bAI<\/h3>\n<p>BERT\u3068\u306f\u4f55\u304b\u3001\u306e\u524d\u306bBERT\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u6c42\u3081\u3089\u308c\u308b\u80cc\u666f\u304b\u3089\u3054\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<p>AI\u306e\u30e2\u30c7\u30eb\uff08\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\uff09\u306f\u3001\u7528\u9014\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u4e8c\u3064\u306b\u5206\u3051\u3089\u308c\u307e\u3059\u3002\u4e00\u3064\u306f\u89e3\u6c7a\u3067\u304d\u308b\u554f\u984c\u304c\u9650\u3089\u308c\u308b\u304c\u9ad8\u3044\u7cbe\u5ea6\u304c\u671f\u5f85\u3067\u304d\u308b\u300c<strong>\u7279\u5316\u578b<\/strong>\u300d\u3001\u3082\u3046\u4e00\u3064\u306f\u4e00\u5ea6\u30e2\u30c7\u30eb\u3092\u4f5c\u3063\u3066\u3057\u307e\u3048\u3070\u5e83\u304f\u5fdc\u7528\u3067\u304d\u308b\u300c<strong>\u6c4e\u7528\u578b<\/strong>\u300d\u3067\u3059\u3002<br \/>\n\u56f31\u306e\u3088\u3046\u306b\u3001\u7279\u5316\u578b\u30e2\u30c7\u30eb\u3067\u306f\u30bf\u30b9\u30af\u3054\u3068\u306b\u72ec\u81ea\u306e\u30e2\u30c7\u30eb\u304c\u5fc5\u8981\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u56f32\u306e\u3088\u3046\u306b\u3001\u6c4e\u7528\u578b\u30e2\u30c7\u30eb\u3067\u306f\u5168\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066\u5171\u901a\u306e\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3057\u3066\u7279\u5fb4\u3092\u62bd\u51fa\u3067\u304d\u308b\u305f\u3081\u3001\u7c21\u5358\u306a\u30e2\u30c7\u30eb\u3092\u4f5c\u308b\u3060\u3051\u3067\u69d8\u3005\u306a\u30bf\u30b9\u30af\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><figure id=\"attachment_4638\" aria-describedby=\"caption-attachment-4638\" style=\"width: 492px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-4638\" style=\"border-width: 1px; border-style: solid;\" src=\"https:\/\/alb-owned-https-576747877.ap-northeast-1.elb.amazonaws.com\/wp-content\/uploads\/2018\/12\/5adfa2450648c728c2bfee6966a87d6b.png\" alt=\"\" width=\"492\" height=\"265\" srcset=\"https:\/\/alb-owned-https-576747877.ap-northeast-1.elb.amazonaws.com\/wp-content\/uploads\/2018\/12\/5adfa2450648c728c2bfee6966a87d6b.png 1382w, https:\/\/alb-owned-https-576747877.ap-northeast-1.elb.amazonaws.com\/wp-content\/uploads\/2018\/12\/5adfa2450648c728c2bfee6966a87d6b-768x413.png 768w\" sizes=\"auto, (max-width: 492px) 100vw, 492px\" \/><figcaption id=\"caption-attachment-4638\" class=\"wp-caption-text\">\u56f31.\u7279\u5316\u578b\u30a4\u30e1\u30fc\u30b8<\/figcaption><\/figure> <figure id=\"attachment_4639\" aria-describedby=\"caption-attachment-4639\" style=\"width: 495px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-4639\" style=\"border-style: solid; border-width: 1px;\" src=\"https:\/\/alb-owned-https-576747877.ap-northeast-1.elb.amazonaws.com\/wp-content\/uploads\/2018\/12\/a8d08e3a2593008960d1a814a947d7a1.png\" alt=\"\" width=\"495\" height=\"368\" srcset=\"https:\/\/alb-owned-https-576747877.ap-northeast-1.elb.amazonaws.com\/wp-content\/uploads\/2018\/12\/a8d08e3a2593008960d1a814a947d7a1.png 1382w, https:\/\/alb-owned-https-576747877.ap-northeast-1.elb.amazonaws.com\/wp-content\/uploads\/2018\/12\/a8d08e3a2593008960d1a814a947d7a1-768x571.png 768w\" sizes=\"auto, (max-width: 495px) 100vw, 495px\" \/><figcaption id=\"caption-attachment-4639\" class=\"wp-caption-text\">\u56f32. \u6c4e\u7528\u578b\u30a4\u30e1\u30fc\u30b8<\/figcaption><\/figure><\/p>\n<p>\u8fd1\u5e74\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u6d41\u884c\u306b\u3088\u308a\u3001AI\u306e\u30e2\u30c7\u30eb\u4f5c\u6210\u306b\u5fc5\u8981\u306a\u8a08\u7b97\u30b3\u30b9\u30c8\u306f\u6025\u901f\u306b\u5897\u5927\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u305d\u306e\u305f\u3081\u3001\u4f5c\u6210\u3059\u308b\u30e2\u30c7\u30eb\u306e\u6570\u304c\u5c11\u306a\u304f\u3066\u6e08\u3080\u300c<strong>\u6c4e\u7528\u578b<\/strong>\u300d\u306e\u30e2\u30c7\u30eb\u304c\u6b32\u3057\u3044\u3001\u3068\u3044\u3046\u8981\u6c42\u306f\u65e5\u3005\u5f37\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u304a\u3044\u3066\u300c<strong>\u6c4e\u7528\u578b<\/strong>\u300d\u306e\u5b9f\u73fe\u306e\u305f\u3081\u306b\u306f\u62bd\u8c61\u7684\u306a\u300c<strong>\u8a00\u8449\u306e\u610f\u5473<\/strong>\u300d\u3084\u300c<strong>\u6587\u8108<\/strong>\u300d\u3068\u3044\u3063\u305f\u60c5\u5831\u3092\u5229\u7528\u53ef\u80fd\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<h3 class=\"posthl03\">\u300c\u6c4e\u7528\u578b\u300d\u307e\u3067\u306e\u9053\u306e\u308a<\/h3>\n<p>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u304a\u3051\u308b\u6c4e\u7528\u578b\u3068\u3057\u3066\u306f\u30012013\u5e74\u306bGoogle\u306e\u7814\u7a76\u30c1\u30fc\u30e0\u304b\u3089\u767a\u8868\u3055\u308c\u305f<strong>Word2Vec<\/strong>\u3068\u3044\u3046\u624b\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u624b\u6cd5\u306f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u300c\u8a00\u8449\u306e\u610f\u5473\u300d\u3092\u62bd\u51fa\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u4e16\u754c\u306b\u30d6\u30ec\u30fc\u30af\u30b9\u30eb\u30fc\u3092\u3082\u305f\u3089\u3057\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3053\u306e\u65b9\u6cd5\u3082\u3001\u8981\u6c42\u3092\u5341\u5206\u306b\u6e80\u305f\u3057\u3066\u3044\u308b\u3068\u306f\u8a00\u3048\u307e\u305b\u3093\u3067\u3057\u305f\u3002<strong>Word2Vec<\/strong>\u306f\u305d\u306e\u540d\u306e\u901a\u308a\u3001Word\u3064\u307e\u308a\u5358\u8a9e\u306b\u5bfe\u3059\u308b\u624b\u6cd5\u3067\u3042\u3063\u305f\u305f\u3081\u3001\u4f8b\u3048\u3070\u300c\u51b7\u305f\u3044\u300d\u7b49\u306e\u6587\u8108\u306b\u3088\u3063\u3066\u610f\u5473\u304c\u5909\u308f\u308b\u5358\u8a9e\u306b\u5f31\u304b\u3063\u305f\u304b\u3089\u3067\u3059\u3002\u307e\u305f\u3001\u5358\u8a9e\u306e\u610f\u5473\u89e3\u91c8\u306e\u307f\u3092\u884c\u3046\u305f\u3081\u3001\u5358\u8a9e\u306e\u610f\u5473\u3092\u8d8a\u3048\u305f\u30cb\u30e5\u30a2\u30f3\u30b9\u306e\u3088\u3046\u306a\u62bd\u8c61\u7684\u306a\u60c5\u5831\u3092\u89e3\u91c8\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3066\u3044\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u62bd\u8c61\u60c5\u5831\u306e\u62bd\u51fa\u3068\u3044\u3046\u8ab2\u984c\u306b\u5bfe\u3057\u3066\u52b9\u679c\u3092\u767a\u63ee\u3057\u305f\u65b9\u6cd5\u304c<strong>Transformer<\/strong>\u3067\u3059\u3002<strong>Transformer<\/strong>\u306f<strong>Attention<\/strong>\u3068\u3044\u3046\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u89e3\u91c8\u3059\u308b\u3068\u304d\u306b\u3069\u306e\u5358\u8a9e\u3092\u53c2\u7167\u3059\u3079\u304d\u304b\u3068\u3044\u3046\u62bd\u8c61\u7684\u306a\u300c\u6ce8\u610f\u300d\u60c5\u5831\u3092\u5229\u7528\u53ef\u80fd\u306b\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a<strong>Word2Vec<\/strong>\u3092\u7528\u3044\u305f\u3068\u304d\u306e\u30b9\u30b3\u30a2\u3092\u5927\u5e45\u306b\u66f4\u65b0\u3057\u307e\u3057\u305f\u304c\u3001<strong>Transformer<\/strong>\u306b\u306f\u6587\u8108\u60c5\u5831\u304c\u6b20\u3051\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<h3 class=\"posthl03\">\u5f31\u70b9\u3092\u514b\u670d\u3057\u305fAI\u300cBERT\u300d<\/h3>\n<p>\u305d\u3053\u3067\u767b\u5834\u3057\u305f\u306e\u304c<strong>BERT<\/strong>\u3067\u3059\u3002BERT\u306f\u57fa\u672c\u7684\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b<strong>Transformer<\/strong>\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u5b66\u7fd2\u306e\u65b9\u6cd5\u3092\u5de5\u592b\u3059\u308b\u3053\u3068\u3067\u6587\u7ae0\u5168\u4f53\u306e\u60c5\u5831\u3092\u53c2\u7167\u3057\u3001<strong>\u6587\u8108<\/strong>\u3092\u8003\u616e\u3057\u305f\u51fa\u529b\u3092\u53ef\u80fd\u306b\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u3002\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u8ad6\u6587\u306b\u3088\u308c\u3070\u3001\u5b9f\u306b11\u7a2e\u985e\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30bf\u30b9\u30af\u3067\u3001\u5f93\u6765\u306e\u6700\u9ad8\u30b9\u30b3\u30a2\u3092\u8d85\u3048\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u9ad8\u3044\u6c4e\u7528\u6027\u3092BERT\u304c\u6301\u3063\u3066\u3044\u308b\u3068\u3044\u3046\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u66f4\u306b\u3001\u7cbe\u5ea6\u4ee5\u5916\u306b\u3082\u5b09\u3057\u3044\u3053\u3068\u304c\u3044\u304f\u3064\u304b\u3042\u308a\u307e\u3059\u3002\u307e\u305a\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u4ed8\u304d\u307e\u3068\u3046\u300c\u30c7\u30fc\u30bf\u306e\u91cf\u3092\u78ba\u4fdd\u3057\u306a\u3051\u308c\u3070\u3044\u3051\u306a\u3044\u300d\u3068\u3044\u3046\u554f\u984c\u306e\u8efd\u6e1b\u3067\u3059\u3002Google\u793e\u304c\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3068\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3092\u7528\u3044\u3066\u5b66\u7fd2\u6e08\u307f\u306e(pre-trained)\u30e2\u30c7\u30eb\u304c\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3067\u3059\u3002\u3055\u3089\u306b\u3001\u300c\u5b66\u7fd2\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u300d\u3068\u3044\u3046\u554f\u984c\u3082\u8efd\u6e1b\u3067\u304d\u307e\u3059\u3002\u672c\u6765\u30bc\u30ed\u304b\u3089\u8907\u96d1\u306a\u30e2\u30c7\u30eb\u3092\u5b66\u7fd2\u3055\u305b\u306a\u3051\u308c\u3070\u3044\u3051\u306a\u3044\u3068\u3053\u308d\u3001pre-trained\u30e2\u30c7\u30eb\u3092\u5143\u306b\u4e0a\u56f32\u306e\u3088\u3046\u306b\u30b7\u30f3\u30d7\u30eb\u306a\u30e2\u30c7\u30eb\u3092\u52a0\u3048\u3066\u5b66\u7fd2\u3092\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u5c11\u306a\u3044\u5b66\u7fd2\u6642\u9593\u3067\u3082\u9ad8\u3044\u30b9\u30b3\u30a2\u3092\u5f97\u308b\u3053\u3068\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\uff01<\/p>\n<h2 class=\"posthl02\">\u307e\u3068\u3081<\/h2>\n<p>\u4eca\u56de\u306f\u7c21\u5358\u306b\u3067\u3059\u304c\u3001BERT\u306e\u7d39\u4ecb\u3092\u3044\u305f\u3057\u307e\u3057\u305f\u3002\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u304a\u3051\u308b\u3044\u304f\u3064\u3082\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3057\u3066\u304f\u308c\u308b\u53ef\u80fd\u6027\u3092\u4e00\u7dd2\u306b\u611f\u3058\u3066\u9802\u3051\u3066\u3044\u308b\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>\u73fe\u5728BERT\u3092\u5b9f\u52d9\u5185\u5bb9\u3092\u542b\u3080\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u306b\u9069\u7528\u30fb\u691c\u8a3c\u3057\u3066\u3044\u307e\u3059\u3002\u691c\u8a3c\u304c\u5b8c\u4e86\u3057\u6b21\u7b2c\u3001\u691c\u8a3c\u5185\u5bb9\u3068\u7d50\u679c\u3092\u6b21\u306e\u8a18\u4e8b\u3067\u5831\u544a\u3044\u305f\u3057\u307e\u3059\u3002\u662f\u975e\u305d\u3061\u3089\u3082\u3054\u89a7\u304f\u3060\u3055\u3044\uff01<\/p>\n<div class=\"linkcard\"><div class=\"lkc-external-wrap\"><a class=\"lkc-link no_icon\" href=\"https:\/\/www.tdi.co.jp\/miso\/japanese-pre-trained-model-bert-2\" target=\"_blank\" rel=\"external noopener\"><div class=\"lkc-card\"><div class=\"lkc-content\"><figure class=\"lkc-thumbnail\"><img decoding=\"async\" class=\"lkc-thumbnail-img\" src=\"\/\/alb-owned-https-576747877.ap-northeast-1.elb.amazonaws.com\/wp-content\/uploads\/pz-linkcard\/cache\/4190bc20527481a95814ca69246871dfd60810bd7b944428430ef94864e5320f.jpeg\" width=\"100px\" height=\"100px\" alt=\"\" \/><\/figure><div class=\"lkc-title\">\u3010\u7b2c\u4e8c\u56de\u3011\u65e5\u672c\u8a9epre-trained model\u3067\u8a66\u3059BERT<\/div><div class=\"lkc-url\" title=\"https:\/\/www.tdi.co.jp\/miso\/japanese-pre-trained-model-bert-2\">https:\/\/www.tdi.co.jp\/miso\/japanese-pre-trained-model-bert-2<\/div><div class=\"lkc-excerpt\">\u524d\u56de\u306f\u3001Google\u304c\u767a\u8868\u3057\u305fpre-trained\u306e\u6c4e\u7528\u8a00\u8a9e\u8868\u73fe\u30e2\u30c7\u30eb\u3067\u3042\u308bBERT\u306b\u3064\u3044\u3066\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u5206\u91ce\u306e\u80cc\u666f\u3082\u4ea4\u3048\u3066\u3054\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002\u7b2c\u4e8c\u56de\u3068\u306a\u308b\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001BERT\u3092\u5b9f\u969b\u306e\u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3057\u3001\u305d\u306e\u6027\u80fd\u3092\u78ba\u8a8d\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\uff01<\/div><\/div><div class=\"clear\"><\/div><\/div><\/a><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b \u5f53\u793e\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30c1\u30fc\u30e0\u306b\u3066BERT\u304c\u8a71\u984c\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002Google\u304c\u767a\u8868\u3057\u305fpre-trained\u306e\u3001\u6587\u8108\u3092\u8003\u616e\u3059\u308b\u6c4e\u7528\u8a00\u8a9e\u8868\u73fe\u30e2\u30c7\u30eb\u3068\u306e\u3053\u3068\u3067\u8abf\u67fb\u3059\u308b\u524d\u304b\u3089\u671f\u5f85\u5927\u3067\u3057\u305f\u3002 BERT\u3068\u306f\u3044\u3063\u305f\u3044\u3069\u3093\u306a\u3082\u306e\u306a&hellip;<\/p>\n","protected":false},"author":18,"featured_media":4651,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[126,185],"class_list":["post-4637","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-cognitive","tag-126","tag-google"],"aioseo_notices":[],"gutentor_comment":0,"_links":{"self":[{"href":"https:\/\/alb-owned-https-576747877.ap-northeast-1.elb.amazonaws.com\/wp-json\/wp\/v2\/posts\/4637","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/alb-owned-https-576747877.ap-northeast-1.elb.amazonaws.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/alb-owned-https-576747877.ap-northeast-1.elb.amazonaws.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/alb-owned-https-576747877.ap-northeast-1.elb.amazonaws.com\/wp-json\/wp\/v2\/users\/18"}],"replies":[{"embeddable":true,"href":"https:\/\/alb-owned-https-576747877.ap-northeast-1.elb.amazonaws.com\/wp-json\/wp\/v2\/comments?post=4637"}],"version-history":[{"count":13,"href":"https:\/\/alb-owned-https-576747877.ap-northeast-1.elb.amazonaws.com\/wp-json\/wp\/v2\/posts\/4637\/revisions"}],"predecessor-version":[{"id":6808,"href":"https:\/\/alb-owned-https-576747877.ap-northeast-1.elb.amazonaws.com\/wp-json\/wp\/v2\/posts\/4637\/revisions\/6808"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/alb-owned-https-576747877.ap-northeast-1.elb.amazonaws.com\/wp-json\/wp\/v2\/media\/4651"}],"wp:attachment":[{"href":"https:\/\/alb-owned-https-576747877.ap-northeast-1.elb.amazonaws.com\/wp-json\/wp\/v2\/media?parent=4637"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/alb-owned-https-576747877.ap-northeast-1.elb.amazonaws.com\/wp-json\/wp\/v2\/categories?post=4637"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/alb-owned-https-576747877.ap-northeast-1.elb.amazonaws.com\/wp-json\/wp\/v2\/tags?post=4637"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}