{"id":2066,"date":"2021-06-17T20:25:18","date_gmt":"2021-06-17T11:25:18","guid":{"rendered":"https:\/\/sirprize.co.jp\/meo\/?p=2066"},"modified":"2021-06-17T20:25:18","modified_gmt":"2021-06-17T11:25:18","slug":"bert-update","status":"publish","type":"post","link":"https:\/\/sirprize.co.jp\/meo\/word\/bert-update\/","title":{"rendered":"BERT\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8"},"content":{"rendered":"<dl class=\"box22\">\n<dt><span class=\"ymarker\">BERT\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3068\u306f<\/span><\/dt>\n<dd style=\"font-size: 75%; margin: 10px 0;\">Google BERT\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306f\u3001\u904e\u53bb5\u5e74\u9593\u3067\u6700\u3082\u91cd\u8981\u306aGoogle\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306e\u4e00\u3064\u3067\u3059\u3002\u3053\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306f\u3001Google\u304c\u8907\u96d1\u306a\u691c\u7d22\u30af\u30a8\u30ea\u3092\u7406\u89e3\u3059\u308b\u65b9\u6cd5\u3092\u6539\u5584\u3057\u307e\u3059\u3002\u6df1\u5c64\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u6587\u4e2d\u306e\u5358\u8a9e\u306e\u610f\u5473\u3092\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u97f3\u58f0\u691c\u7d22\u306a\u3069\u306b\u3088\u308a\u3001\u30ed\u30f3\u30b0\u30c6\u30fc\u30eb\u691c\u7d22\u306e\u91cd\u8981\u6027\u304c\u9ad8\u307e\u308b\u4e2d\u3067\u3001\u7279\u306b\u91cd\u8981\u306a\u610f\u5473\u3092\u6301\u3061\u3001BERT\u306e\u52a9\u3051\u3092\u501f\u308a\u3066\u3001Google\u306f\u3088\u308a\u9069\u5207\u3067\u95a2\u9023\u6027\u306e\u9ad8\u3044\u7d50\u679c\u3092\u8868\u793a\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059 <span style=\"font-size: 75%;\">(\u539f\u6587<\/span><span style=\"font-size: 75%;\">\uff1aThe Google BERT update is one of the most important Google algorithm updates of the last five years. The update improves how Google understands complex search queries. The deep learning algorithm helps Google to understand what words in a sentence mean \u2013 regarding its corresponding context<\/span><span style=\"font-size: 75%;\">. This is especially significant as the importance of longtail searches increases \u2013 e.g. because of voice search. With the help of BERT Google may display more appropriate and relevant results.\uff09<\/span><\/dd>\n<\/dl>\n<hr style=\"border-width: 0.5px 0 0 0; border-style: solid; margin: 10px 0;\" \/>\n<dl class=\"box22\">\n<dd style=\"font-size: 80%; margin: 10px 0; font-weight: bold;\">&gt;&gt;\u3000MEO\u3067\u306f\u300cGoogle\u306e\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0BERT\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306e\u3053\u3068\u300d\u3092\u6307\u3057\u307e\u3059<\/dd>\n<\/dl>\n<div style=\"text-align: right;\"><a style=\"font-size: 60%;\" href=\"https:\/\/rellify.com\/glossary\/google-bert-update\/\" target=\"\" rel=\"noopener\">\u53c2\u8003\uff1arellify\u300cGoogle BERT Update\u300d<\/a><\/div>\n<div id=\"toc_container\" class=\"toc_transparent no_bullets\"><p class=\"toc_title\">\u30bf\u30c3\u30d7\u3067\u304d\u308b\u898b\u51fa\u3057<\/p><ul class=\"toc_list\"><li><a href=\"#i\">\u7565\u6b74\/\u6d41\u308c<\/a><\/li><li><a href=\"#BERT\">BERT\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3068\u306f\uff1f<\/a><\/li><li><a href=\"#i-2\">\u95a2\u9023\u3059\u308b\u5358\u8a9e\u306e\u7d39\u4ecb<\/a><ul><li><a href=\"#BERT-2\">BERT<\/a><\/li><li><a href=\"#i-3\">\u30af\u30a8\u30ea<\/a><\/li><\/ul><\/li><li><a href=\"#i-4\">\u4e00\u822c\u7684\u306a\u6d3b\u7528\u65b9\u6cd5<\/a><\/li><li><a href=\"#MEO\">MEO\u306b\u304a\u3051\u308b\u512a\u4f4d\u70b9<\/a><\/li><li><a href=\"#i-5\">\u305d\u306e\u4ed6\u95a2\u9023\u3059\u308b\u8a71<\/a><\/li><li><a href=\"#i-6\">\u95a2\u9023\u30ea\u30f3\u30af<\/a><\/li><\/ul><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E7%95%A5%E6%AD%B4%E6%B5%81%E3%82%8C\"><\/span><span id=\"i\">\u7565\u6b74\/\u6d41\u308c<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>2018\u5e7410\u670811\u65e5:\u300cBidirectional Encoder Representations from Transformers\uff08BERT\uff09\u300d\u3092Google\u304c\u767a\u8868<\/p>\n<p>2019\u5e7410\u670825\u65e5\uff1a\u300cBidirectional Encoder Representations from Transformers\uff08BERT\uff09\u300d\u3092\u82f1\u8a9e\u7248Google\u691c\u7d22\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\u3068\u3057\u3066\u4f7f\u7528\u3059\u308b\u3053\u3068\u3092\u767a\u8868<\/p>\n<p>2019\u5e7412\u670810\u65e5\uff1a\u300cBidirectional Encoder Representations from Transformers\uff08BERT\uff09\u300d\u3092\u65e5\u672c\u8a9e\u3084\u97d3\u56fd\u8a9e\u306a\u306970\u8a00\u8a9e\u306eGoogle\u691c\u7d22\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\u3092\u3057\u3066\u4f7f\u7528\u3059\u308b\u3053\u3068\u3092\u767a\u8868<\/p>\n<h2><span class=\"ez-toc-section\" id=\"BERT%E3%82%A2%E3%83%83%E3%83%97%E3%83%87%E3%83%BC%E3%83%88%E3%81%A8%E3%81%AF%EF%BC%9F\"><\/span><span id=\"BERT\">BERT\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3068\u306f\uff1f<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>BERT\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3068\u306f\u30012019\u5e74\u306e10\u6708\u306b\u767a\u8868\u3055\u308c\u305fGoogle\u691c\u7d22\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>Google\u306f\u30012018\u5e74\u306bBERT\u3068\u8a00\u308f\u308c\u308b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\u3092\u767a\u8868\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><span class=\"ymarker\"><strong>\u3053\u306eBERT\u3068\u306f\u691c\u7d22\u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u69cb\u9020\u95a2\u4fc2\u306e\u628a\u63e1\u306b\u9577\u3051\u3066\u3044\u308b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\u3067\u3001\u5b66\u7fd2\u7528\u30c7\u30fc\u30bf\u304c\u306a\u304f\u3066\u3082\u30e9\u30d9\u30eb\u304c\u4ed8\u4e0e\u3055\u308c\u3066\u3044\u306a\u3044\u5927\u91cf\u306e\u672a\u51e6\u7406\u30c7\u30fc\u30bf\u304b\u3089\u5b66\u7fd2\u3092\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u6587\u7ae0\u306e\u610f\u56f3\u3092\u6c72\u307f\u53d6\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u51e6\u7406\u6280\u8853\u3067\u3059\u3002<\/strong><\/span><\/p>\n<p>\u305d\u3057\u3066\u3001BERT\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3068\u306f\u3053\u306eBERT\u3092Google\u691c\u7d22\u306e\u51e6\u7406\u6280\u8853\u3068\u3057\u3066\u5c0e\u5165\u3059\u308b\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n<p>BERT\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306b\u3088\u3063\u3066\u3001\u4eca\u307e\u3067\u306f\u6587\u7ae0\u304b\u3089\u69cb\u9020\u95a2\u4fc2\u3092\u8a8d\u8b58\u3057\u306b\u304f\u304b\u3063\u305f\u300c\u301c\u306b\u300d\u3084\u300c\u301c\u3078\u300d\u306e\u3088\u3046\u306a\u52a9\u8a5e\u3092\u5224\u65ad\u3057\u3066\u4e0a\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u6c42\u3081\u3066\u3044\u308b\u3082\u306e\u3092\u3088\u308a\u6b63\u78ba\u306b\u63d0\u793a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p><strong>BERT\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u304c\u9069\u7528\u3055\u308c\u308b\u306e\u306f\u3001\u9577\u3044\u30af\u30a8\u30ea\u306e\u3082\u306e\u3060\u3051\u306b\u9650\u5b9a\u3055\u308c\u3066\u304a\u308a\u3001\u7c73\u56fd\u3067\u306fBERT\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306b\u3088\u3063\u3066\u691c\u7d22\u5168\u4f53\u306e10%\u306b\u306a\u306b\u304b\u3057\u3089\u306e\u5f71\u97ff\u304c\u898b\u3089\u308c\u305f\u3068Google\u306f\u767a\u8868\u3057\u3066\u3044\u307e\u3059\u3002<\/strong><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E9%96%A2%E9%80%A3%E3%81%99%E3%82%8B%E5%8D%98%E8%AA%9E%E3%81%AE%E7%B4%B9%E4%BB%8B\"><\/span><span id=\"i-2\">\u95a2\u9023\u3059\u308b\u5358\u8a9e\u306e\u7d39\u4ecb<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"BERT\"><\/span><span id=\"BERT-2\">BERT<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>BERT\u3068\u306f\u3001Google\u306b\u3088\u3063\u3066\u767a\u8868\u3055\u308c\u305fAI\u3092\u7528\u3044\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u578b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\u3067\u3001\u5b66\u7fd2\u7528\u30c7\u30fc\u30bf\u3092\u30e9\u30d9\u30eb\u304c\u4ed8\u4e0e\u3055\u308c\u3066\u3044\u306a\u3044\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306e\u30c7\u30fc\u30bf\u304b\u3089\u53d6\u5f97\u3067\u304d\u308b\u3053\u3068\u304b\u3089\u4eca\u307e\u3067\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\u3088\u308a\u3082\u6b63\u78ba\u306b\u691c\u7d22\u8868\u793a\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E3%82%AF%E3%82%A8%E3%83%AA\"><\/span><span id=\"i-3\">\u30af\u30a8\u30ea<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u30af\u30a8\u30ea\u3068\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u4f55\u304b\u3092\u691c\u7d22\u3059\u308b\u969b\u306b\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306e\u691c\u7d22\u7a93\u306b\u5165\u529b\u3057\u305f\u30ad\u30fc\u30ef\u30fc\u30c9\u3082\u3057\u304f\u306f\u6587\u7ae0\u306e\u3053\u3068<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E4%B8%80%E8%88%AC%E7%9A%84%E3%81%AA%E6%B4%BB%E7%94%A8%E6%96%B9%E6%B3%95\"><\/span><span id=\"i-4\">\u4e00\u822c\u7684\u306a\u6d3b\u7528\u65b9\u6cd5<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>BERT\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306e\u6d3b\u7528\u65b9\u6cd5\u306f\u3001\u8ab0\u306b\u5411\u3051\u305f\u3082\u306e\u3067\u3042\u308b\u306e\u304b\u3092\u660e\u8a18\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>\u4eca\u307e\u3067\u306e\u691c\u7d22\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u306f\u3001\u300c\u4eca\u304b\u3089\u98f2\u3081\u308b\u6e0b\u8c37\u306e\u304a\u3057\u3083\u308c\u306a\u5c45\u9152\u5c4b\u300d\u3092\u691c\u7d22\u3057\u3088\u3046\u3068\u601d\u3063\u3066\u3082\u300c\u6e0b\u8c37\u300d\u306e\u300c\u5c45\u9152\u5c4b\u300d\u3057\u304b\u8868\u793a\u3067\u304d\u306a\u3044\u3053\u3068\u304c\u591a\u304f\u3001\u300c\u4eca\u304b\u3089\u98f2\u3081\u308b\u300d\u3044\u3046\u8981\u7d20\u3068\u300c\u304a\u3057\u3083\u308c\u300d\u3068\u3044\u3046\u8981\u7d20\u304c\u629c\u3051\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u591a\u304f\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<p><span class=\"ymarker\"><strong>\u3057\u304b\u3057\u3001BERT\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306b\u3088\u3063\u3066\u9577\u304f\u4f1a\u8a71\u5f62\u5f0f\u306e\u30af\u30a8\u30ea\u3067\u3082\u6b63\u78ba\u306b\u8aad\u307f\u53d6\u3063\u3066\u3001\u691c\u7d22\u7d50\u679c\u3068\u3057\u3066\u8868\u793a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/strong><\/span><\/p>\n<p><img decoding=\"async\" class=\"alignnone wp-image-2092 size-full\" src=\"https:\/\/sirprize.co.jp\/meo\/wp-content\/uploads\/2021\/06\/\u5f93\u6765-1.png\" alt=\"BERT\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\" width=\"750\" height=\"320\" srcset=\"https:\/\/sirprize.co.jp\/meo\/wp-content\/uploads\/2021\/06\/\u5f93\u6765-1.png 750w, https:\/\/sirprize.co.jp\/meo\/wp-content\/uploads\/2021\/06\/\u5f93\u6765-1-300x128.png 300w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/><\/p>\n<p>\u305d\u306e\u305f\u3081\u3001BERT\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3092\u6d3b\u7528\u3059\u308b\u305f\u3081\u306b\u30b3\u30f3\u30c6\u30f3\u30c4\u4f5c\u6210\u8005\u306f\u3001\u300c\u8ab0\u306b\u5411\u3051\u305f\u300d\u3082\u306e\u3067\u3042\u308b\u304b\u300c\u4f55\u3092\u76ee\u7684\u306b\u3057\u305f\u300d\u3082\u306e\u3067\u3042\u308b\u304b\u660e\u78ba\u306b\u3057\u3066\u3001\u3088\u308a\u691c\u7d22\u30cb\u30fc\u30ba\u306e\u9ad8\u3044\u4eba\u306b\u5bfe\u3057\u3066\u691c\u7d22\u7d50\u679c\u3092\u8868\u793a\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3068\u3044\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u4eca\u56de\u306e\u5834\u5408\u3067\u3059\u3068\u3001\u300c\u4eca\u304b\u3089\u98f2\u3081\u308b\u6e0b\u8c37\u306e\u304a\u3057\u3083\u308c\u306a\u5c45\u9152\u5c4b\u300d\u3068\u691c\u7d22\u3057\u305f\u969b\u306b\u3001\u4eca\u307e\u3067\u306f\u30c9\u30e1\u30a4\u30f3\u30d1\u30ef\u30fc\u306e\u5f37\u3044\u30b5\u30a4\u30c8\u306e\u6e0b\u8c37\u306e\u5c45\u9152\u5c4b\u3092\u307e\u3068\u3081\u305f\u30b5\u30a4\u30c8\u304c\u8868\u793a\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u304c\u3001BERT\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306b\u3088\u3063\u3066\u300c\u6e0b\u8c37\u306e\u304a\u3057\u3083\u308c\u306a\u5c45\u9152\u5c4b\u3092\u7d39\u4ecb\uff5c\u9589\u5e97\u6642\u9593\u3084\u30e9\u30b9\u30c8\u30aa\u30fc\u30c0\u30fc\u6642\u9593\u3082\u63b2\u8f09\u300d\u307f\u305f\u3044\u306a\u8ab0\u306b\u5411\u3051\u3066\u3001\u3069\u306e\u3088\u3046\u306a\u30cb\u30fc\u30ba\u306a\u306e\u304b\u3092\u660e\u78ba\u306b\u3057\u305f\u8a18\u4e8b\u306e\u65b9\u304c\u5148\u306b\u8868\u793a\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"MEO%E3%81%AB%E3%81%8A%E3%81%91%E3%82%8B%E5%84%AA%E4%BD%8D%E7%82%B9\"><\/span><span id=\"MEO\">MEO\u306b\u304a\u3051\u308b\u512a\u4f4d\u70b9<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>BERT\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3067\u3001\u3088\u308a\u4f1a\u8a71\u5f62\u5f0f\u306b\u8fd1\u3044\u3082\u306e\u3067\u3082\u6b63\u78ba\u306b\u60c5\u5831\u63d0\u4f9b\u3092\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><span style=\"color: #ff0000;\"><strong>\u6700\u8fd1\u3067\u306f\u3001\u300c\u6e0b\u8c37\u3000\u5c45\u9152\u5c4b\u300d\u3068\u3044\u3046\u30ad\u30fc\u30ef\u30fc\u30c9\u3067\u306f\u306a\u304f\u3001\u300c\u6e0b\u8c37\u304b\u3089\u5f92\u6b6910\u5206\u306e\u5c45\u9152\u5c4b\u300d\u306a\u3069\u691c\u7d22\u30af\u30a8\u30ea\u304c\u591a\u69d8\u5316\u304b\u3064\u6587\u7ae0\u5316\u3057\u3066\u304a\u308a\u3001\u3053\u306e\u3088\u3046\u306a\u30cb\u30fc\u30ba\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306b\u958b\u767a\u3055\u308c\u305f\u306e\u304cBERT\u3067\u3059\u3002<\/strong><\/span><\/p>\n<p>\u305d\u306e\u305f\u3081\u3001MEO\u306b\u304a\u3044\u3066\u3082\u3088\u308a\u6587\u7ae0\u306e\u610f\u56f3\u3092\u8aad\u3093\u3060\u691c\u7d22\u3092\u30de\u30c3\u30d7\u4e0a\u306b\u51fa\u3059\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u4eca\u307e\u3067\u3088\u308a\u3082\u6b63\u78ba\u304b\u3064\u30e6\u30fc\u30b6\u30fc\u306e\u30cb\u30fc\u30ba\u304c\u9ad8\u3044\u72b6\u6cc1\u3067\u30e6\u30fc\u30b6\u30fc\u306b\u8868\u793a\u3055\u308c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E3%81%9D%E3%81%AE%E4%BB%96%E9%96%A2%E9%80%A3%E3%81%99%E3%82%8B%E8%A9%B1\"><\/span><span id=\"i-5\">\u305d\u306e\u4ed6\u95a2\u9023\u3059\u308b\u8a71<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>BERT\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306b\u3088\u3063\u3066\u3001Google\u691c\u7d22\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u5909\u5316\u3057\u305f\u3053\u3068\u3067\u3001\u4e00\u90e8\u306e\u5927\u578b\u30b5\u30a4\u30c8\u306a\u306e\u3067\u691c\u7d22\u9806\u4f4d\u306e\u5909\u52d5\u306a\u3069\u304c\u898b\u3089\u308c\u3001\u6d77\u5916\u3067\u306f\u97d3\u56fd\u8a9e\u691c\u7d22\u306a\u3069\u3067\u3082\u691c\u7d22\u9806\u4f4d\u306e\u5909\u52d5\u306a\u3069\u306e\u5927\u304d\u306a\u5909\u5316\u304c\u767a\u751f\u3057\u305f\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E9%96%A2%E9%80%A3%E3%83%AA%E3%83%B3%E3%82%AF\"><\/span><span id=\"i-6\">\u95a2\u9023\u30ea\u30f3\u30af<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a href=\"https:\/\/sirprize.co.jp\/meo\/word\/bert\/\">BERT<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>BERT\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3068\u306f Google BERT\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306f\u3001\u904e\u53bb5\u5e74\u9593\u3067\u6700\u3082\u91cd\u8981\u306aGoogle\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306e\u4e00\u3064\u3067\u3059\u3002\u3053\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306f\u3001Google\u304c\u8907\u96d1\u306a\u691c\u7d22\u30af\u30a8\u30ea\u3092\u7406\u89e3\u3059\u308b\u65b9\u6cd5 &#8230; <\/p>\n","protected":false},"author":4,"featured_media":2093,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[26],"tags":[31,12,28],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/sirprize.co.jp\/meo\/wp-json\/wp\/v2\/posts\/2066"}],"collection":[{"href":"https:\/\/sirprize.co.jp\/meo\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sirprize.co.jp\/meo\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sirprize.co.jp\/meo\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/sirprize.co.jp\/meo\/wp-json\/wp\/v2\/comments?post=2066"}],"version-history":[{"count":9,"href":"https:\/\/sirprize.co.jp\/meo\/wp-json\/wp\/v2\/posts\/2066\/revisions"}],"predecessor-version":[{"id":2491,"href":"https:\/\/sirprize.co.jp\/meo\/wp-json\/wp\/v2\/posts\/2066\/revisions\/2491"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sirprize.co.jp\/meo\/wp-json\/wp\/v2\/media\/2093"}],"wp:attachment":[{"href":"https:\/\/sirprize.co.jp\/meo\/wp-json\/wp\/v2\/media?parent=2066"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sirprize.co.jp\/meo\/wp-json\/wp\/v2\/categories?post=2066"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sirprize.co.jp\/meo\/wp-json\/wp\/v2\/tags?post=2066"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}