{"id":479385,"date":"2023-08-09T10:35:54","date_gmt":"2023-08-09T10:35:54","guid":{"rendered":""},"modified":"2023-09-05T11:18:41","modified_gmt":"2023-09-05T11:18:41","slug":"transformers-in-natural-language-processing","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/jp\/wiki\/transformers-in-natural-language-processing\/","title":{"rendered":"\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u304a\u3051\u308b\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc"},"content":{"rendered":"<p>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 (NLP) \u306e\u5206\u91ce\u3067\u4f7f\u7528\u3055\u308c\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306e\u4e00\u7a2e\u3067\u3059\u3002\u6a5f\u68b0\u7ffb\u8a33\u3001\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u3001\u611f\u60c5\u5206\u6790\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u8a00\u8a9e\u30bf\u30b9\u30af\u306b\u65b0\u3057\u3044\u6a19\u6e96\u3092\u78ba\u7acb\u3057\u307e\u3057\u305f\u3002\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306e\u69cb\u9020\u306b\u3088\u308a\u3001\u30b7\u30fc\u30b1\u30f3\u30b9\u306e\u4e26\u5217\u51e6\u7406\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u9ad8\u3044\u52b9\u7387\u6027\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u3044\u3046\u5229\u70b9\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n<h2>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u304a\u3051\u308b\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306e\u8d77\u6e90\u3068\u305d\u306e\u6700\u521d\u306e\u8a00\u53ca\u306e\u6b74\u53f2<\/h2>\n<p>Transformer \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u30012017 \u5e74\u306b Ashish Vaswani \u6c0f\u3068\u305d\u306e\u540c\u50da\u304c\u767a\u8868\u3057\u305f\u300cAttention is All You Need\u300d\u3068\u3044\u3046\u8ad6\u6587\u3067\u521d\u3081\u3066\u7d39\u4ecb\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u306e\u753b\u671f\u7684\u306a\u30e2\u30c7\u30eb\u306f\u3001\u300cAttention\u300d\u3068\u547c\u3070\u308c\u308b\u65b0\u3057\u3044\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u63d0\u793a\u3057\u3001\u30e2\u30c7\u30eb\u304c\u51fa\u529b\u3092\u751f\u6210\u3059\u308b\u969b\u306b\u5165\u529b\u306e\u4e00\u90e8\u306b\u9078\u629e\u7684\u306b\u7126\u70b9\u3092\u5408\u308f\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u8ad6\u6587\u306f\u3001\u5f93\u6765\u306e\u30ea\u30ab\u30ec\u30f3\u30c8 \u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af (RNN) \u3084\u9577\u77ed\u671f\u8a18\u61b6 (LSTM) \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304b\u3089\u306e\u8131\u5374\u3092\u793a\u3057\u3001NLP \u306e\u65b0\u6642\u4ee3\u3092\u5207\u308a\u958b\u304d\u307e\u3057\u305f\u3002<\/p>\n<h2>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u304a\u3051\u308b\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306e\u8a73\u7d30\u60c5\u5831<\/h2>\n<p>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306f\u3001\u4e26\u5217\u51e6\u7406\u3068\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u9577\u8ddd\u96e2\u4f9d\u5b58\u95a2\u4fc2\u306e\u51e6\u7406\u52b9\u7387\u306b\u3088\u308a\u3001\u73fe\u4ee3\u306e NLP \u306e\u57fa\u76e4\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306f\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u3068\u30c7\u30b3\u30fc\u30c0\u30fc\u3067\u69cb\u6210\u3055\u308c\u3001\u305d\u308c\u305e\u308c\u306b\u8907\u6570\u306e\u5c64\u306e\u81ea\u5df1\u6ce8\u610f\u30e1\u30ab\u30cb\u30ba\u30e0\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u6587\u4e2d\u306e\u5358\u8a9e\u306e\u4f4d\u7f6e\u306b\u95a2\u4fc2\u306a\u304f\u5358\u8a9e\u9593\u306e\u95a2\u4fc2\u3092\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u304a\u3051\u308b\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306e\u8a71\u984c\u306e\u62e1\u5927<\/h3>\n<ul>\n<li><strong>\u81ea\u5df1\u6ce8\u610f\u30e1\u30ab\u30cb\u30ba\u30e0<\/strong>: \u30e2\u30c7\u30eb\u304c\u5165\u529b\u306e\u3055\u307e\u3056\u307e\u306a\u90e8\u5206\u306b\u7570\u306a\u308b\u91cd\u307f\u4ed8\u3051\u3092\u884c\u3048\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u4f4d\u7f6e\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<\/strong>: \u30b7\u30fc\u30b1\u30f3\u30b9\u5185\u306e\u5358\u8a9e\u306e\u4f4d\u7f6e\u3092\u30a8\u30f3\u30b3\u30fc\u30c9\u3057\u3001\u5358\u8a9e\u306e\u9806\u5e8f\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/strong>: \u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u9577\u3044\u30b7\u30fc\u30b1\u30f3\u30b9\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/strong>: \u30c6\u30ad\u30b9\u30c8\u8981\u7d04\u3001\u7ffb\u8a33\u3001\u8cea\u554f\u56de\u7b54\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a NLP \u30bf\u30b9\u30af\u3067\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n<h2>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u304a\u3051\u308b\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306e\u5185\u90e8\u69cb\u9020<\/h2>\n<p>Transformer \u306f\u3001\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u3068\u30c7\u30b3\u30fc\u30c0\u30fc\u3067\u69cb\u6210\u3055\u308c\u3066\u304a\u308a\u3001\u3069\u3061\u3089\u3082\u8907\u6570\u306e\u30ec\u30a4\u30e4\u30fc\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u30a8\u30f3\u30b3\u30fc\u30c0<\/strong>: \u81ea\u5df1\u6ce8\u610f\u5c64\u3001\u30d5\u30a3\u30fc\u30c9\u30d5\u30a9\u30ef\u30fc\u30c9\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u304a\u3088\u3073\u6b63\u898f\u5316\u3067\u69cb\u6210\u3055\u308c\u307e\u3059\u3002<\/li>\n<li><strong>\u30c7\u30b3\u30fc\u30c0<\/strong>: \u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306b\u4f3c\u3066\u3044\u307e\u3059\u304c\u3001\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u51fa\u529b\u306b\u6ce8\u610f\u3092\u6255\u3046\u305f\u3081\u306e\u8ffd\u52a0\u306e\u30af\u30ed\u30b9\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u30ec\u30a4\u30e4\u30fc\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n<h2>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u304a\u3051\u308b\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306e\u4e3b\u306a\u7279\u5fb4\u306e\u5206\u6790<\/h2>\n<p>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306f\u3001\u52b9\u7387\u6027\u3001\u4e26\u5217\u51e6\u7406\u3001\u9069\u5fdc\u6027\u3001\u89e3\u91c8\u53ef\u80fd\u6027\u306b\u512a\u308c\u3066\u3044\u308b\u3053\u3068\u3067\u77e5\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u52b9\u7387<\/strong>: \u4e26\u5217\u51e6\u7406\u306b\u3088\u308a\u3001\u5f93\u6765\u306e RNN \u3088\u308a\u3082\u52b9\u7387\u7684\u3067\u3059\u3002<\/li>\n<li><strong>\u89e3\u91c8\u53ef\u80fd\u6027<\/strong>: \u6ce8\u610f\u30e1\u30ab\u30cb\u30ba\u30e0\u306f\u3001\u30e2\u30c7\u30eb\u304c\u30b7\u30fc\u30b1\u30f3\u30b9\u3092\u51e6\u7406\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u306e\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u9069\u5fdc\u6027<\/strong>: \u3055\u307e\u3056\u307e\u306a NLP \u30bf\u30b9\u30af\u306b\u5408\u308f\u305b\u3066\u5fae\u8abf\u6574\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<h2>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u304a\u3051\u308b\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306e\u7a2e\u985e<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u30e2\u30c7\u30eb<\/th>\n<th>\u8aac\u660e<\/th>\n<th>\u4f7f\u7528\u4e8b\u4f8b<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u30d0\u30fc\u30c8<\/td>\n<td>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u304b\u3089\u306e\u53cc\u65b9\u5411\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u8868\u73fe<\/td>\n<td>\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<\/td>\n<\/tr>\n<tr>\n<td>GPT<\/td>\n<td>\u751f\u6210\u7684\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc<\/td>\n<td>\u30c6\u30ad\u30b9\u30c8\u751f\u6210<\/td>\n<\/tr>\n<tr>\n<td>T5<\/td>\n<td>\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u30c6\u30ad\u30b9\u30c8\u3078\u306e\u8ee2\u9001\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc<\/td>\n<td>\u30de\u30eb\u30c1\u30bf\u30b9\u30af<\/td>\n<\/tr>\n<tr>\n<td>\u30c7\u30a3\u30b9\u30c6\u30a3\u30eb\u30d0\u30fc\u30c8<\/td>\n<td>BERT\u306e\u7cbe\u88fd\u30d0\u30fc\u30b8\u30e7\u30f3<\/td>\n<td>\u30ea\u30bd\u30fc\u30b9\u52b9\u7387\u306e\u9ad8\u3044\u30e2\u30c7\u30ea\u30f3\u30b0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u304a\u3051\u308b\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306e\u4f7f\u7528\u65b9\u6cd5\u3001\u554f\u984c\u3001\u304a\u3088\u3073\u305d\u306e\u89e3\u6c7a\u7b56<\/h2>\n<p>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306f\u3055\u307e\u3056\u307e\u306a NLP \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002\u8ab2\u984c\u3068\u3057\u3066\u306f\u3001\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3001\u8907\u96d1\u3055\u3001\u89e3\u91c8\u53ef\u80fd\u6027\u306a\u3069\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u4f7f\u7528<\/strong>: \u7ffb\u8a33\u3001\u8981\u7d04\u3001\u8cea\u554f\u3078\u306e\u56de\u7b54\u3002<\/li>\n<li><strong>\u554f\u984c\u70b9<\/strong>: \u8a08\u7b97\u30b3\u30b9\u30c8\u304c\u9ad8\u304f\u3001\u5b9f\u88c5\u304c\u8907\u96d1\u3067\u3059\u3002<\/li>\n<li><strong>\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3<\/strong>: \u84b8\u7559\u3001\u526a\u5b9a\u3001\u6700\u9069\u5316\u3055\u308c\u305f\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3002<\/li>\n<\/ul>\n<h2>\u4e3b\u306a\u7279\u5fb4\u3068\u985e\u4f3c\u7528\u8a9e\u3068\u306e\u6bd4\u8f03<\/h2>\n<ul>\n<li><strong>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc vs RNN<\/strong>: \u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306f\u4e26\u5217\u51e6\u7406\u3092\u63d0\u4f9b\u3057\u307e\u3059\u304c\u3001RNN \u306f\u9806\u6b21\u51e6\u7406\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc vs LSTM<\/strong>: \u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306f\u9577\u8ddd\u96e2\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092\u3088\u308a\u9069\u5207\u306b\u51e6\u7406\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<h2>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u304a\u3051\u308b\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306b\u95a2\u3059\u308b\u5c06\u6765\u306e\u5c55\u671b\u3068\u6280\u8853<\/h2>\n<p>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306e\u5c06\u6765\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u5206\u91ce\u3067\u306e\u7814\u7a76\u304c\u9032\u884c\u4e2d\u3067\u3042\u308a\u3001\u6709\u671b\u3067\u3059\u3002<\/p>\n<ul>\n<li><strong>\u52b9\u7387\u306e\u6700\u9069\u5316<\/strong>: \u30e2\u30c7\u30eb\u306e\u30ea\u30bd\u30fc\u30b9\u52b9\u7387\u3092\u9ad8\u3081\u307e\u3059\u3002<\/li>\n<li><strong>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u5b66\u7fd2<\/strong>: \u753b\u50cf\u3084\u97f3\u58f0\u306a\u3069\u306e\u4ed6\u306e\u30c7\u30fc\u30bf \u30bf\u30a4\u30d7\u3068\u7d71\u5408\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u502b\u7406\u3068\u504f\u898b<\/strong>: \u516c\u5e73\u304b\u3064\u504f\u308a\u306e\u306a\u3044\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3002<\/li>\n<\/ul>\n<h2>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u304a\u3051\u308b\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306e\u4f7f\u7528\u65b9\u6cd5\u3084\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u3068\u306e\u95a2\u9023\u4ed8\u3051\u65b9\u6cd5<\/h2>\n<p>OneProxy \u306e\u3088\u3046\u306a\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u30c7\u30fc\u30bf\u53ce\u96c6<\/strong>: Transformer \u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u305f\u3081\u306e\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5b89\u5168\u306b\u53ce\u96c6\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<\/strong>: \u7570\u306a\u308b\u5834\u6240\u306b\u308f\u305f\u308b\u30e2\u30c7\u30eb\u306e\u52b9\u7387\u7684\u306a\u4e26\u5217\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u5f37\u5316<\/strong>: \u30c7\u30fc\u30bf\u3068\u30e2\u30c7\u30eb\u306e\u6574\u5408\u6027\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u4fdd\u8b77\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<h2>\u95a2\u9023\u30ea\u30f3\u30af<\/h2>\n<ul>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1706.03762\" target=\"_new\" rel=\"noopener nofollow\">\u30aa\u30ea\u30b8\u30ca\u30eb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30da\u30fc\u30d1\u30fc<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/google-research\/bert\" target=\"_new\" rel=\"noopener nofollow\">BERT GitHub \u30ea\u30dd\u30b8\u30c8\u30ea<\/a><\/li>\n<li><a href=\"https:\/\/openai.com\/models\" target=\"_new\" rel=\"noopener nofollow\">OpenAI GPT \u30e2\u30c7\u30eb<\/a><\/li>\n<li><a href=\"https:\/\/oneproxy.pro\/jp\/\" target=\"_new\" rel=\"noopener\">OneProxy \u30a6\u30a7\u30d6\u30b5\u30a4\u30c8<\/a><\/li>\n<\/ul>\n<p>NLP \u306b\u304a\u3051\u308b\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306e\u5305\u62ec\u7684\u306a\u898b\u65b9\u306f\u3001\u305d\u306e\u69cb\u9020\u3001\u30bf\u30a4\u30d7\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u304a\u3088\u3073\u5c06\u6765\u306e\u65b9\u5411\u6027\u306b\u3064\u3044\u3066\u306e\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002OneProxy \u306a\u3069\u306e\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u3068\u306e\u9023\u643a\u306b\u3088\u308a\u3001\u305d\u306e\u6a5f\u80fd\u304c\u62e1\u5f35\u3055\u308c\u3001\u73fe\u5b9f\u306e\u554f\u984c\u306b\u5bfe\u3059\u308b\u9769\u65b0\u7684\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u304c\u63d0\u4f9b\u3055\u308c\u307e\u3059\u3002<\/p>","protected":false},"featured_media":470727,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-479385","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Transformers in Natural Language Processing<\/mark>","faq_items":null},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki\/479385","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki\/479385\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/media\/470727"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/media?parent=479385"}],"curies":[{"name":"\u3046\u30fc\u3093","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}