{"id":36512,"date":"2025-12-09T12:23:50","date_gmt":"2025-12-09T03:23:50","guid":{"rendered":"https:\/\/uxdaystokyo.com\/articles\/?post_type=glossary&#038;p=36512"},"modified":"2025-12-09T12:23:50","modified_gmt":"2025-12-09T03:23:50","slug":"transformer","status":"publish","type":"glossary","link":"https:\/\/uxdaystokyo.com\/articles\/glossary\/transformer\/","title":{"rendered":"\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc"},"content":{"rendered":"<p>Transformer\u306f\u30012017\u5e74\u306bGoogle\u306e\u7814\u7a76\u30c1\u30fc\u30e0\u304c\u767a\u8868\u3057\u305f<a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/deep-learning\/\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\uff08\u6df1\u5c64\u5b66\u7fd2\uff09<\/a>\u306e\u6280\u8853\u3067\u3042\u308b\u3002<br \/>\n\u5f93\u6765\u306eAI\u304c\u62b1\u3048\u3066\u3044\u305f\u300c\u9577\u3044\u6587\u7ae0\u3092\u8a18\u61b6\u3057\u306b\u304f\u3044\u300d\u300c\u5b66\u7fd2\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u300d\u3068\u3044\u3063\u305f\u8ab2\u984c\u3092\u89e3\u6c7a\u3057\u3001ChatGPT\u3084Google\u7ffb\u8a33\u306a\u3069\u306e\u751f\u6210AI\u30d6\u30fc\u30e0\u306e\u57fa\u76e4\u3068\u306a\u3063\u305f\u3002<\/p>\n<p>\u305d\u306e\u4ed5\u7d44\u307f\u306f\u3001\u6587\u7ae0\u3084\u753b\u50cf\u306a\u3069\u306e\u30c7\u30fc\u30bf\u3092\u300c\u5148\u982d\u304b\u3089\u9806\u306b\u51e6\u7406\u3059\u308b\u300d\u306e\u3067\u306f\u306a\u304f\u3001\u300c\u30c7\u30fc\u30bf\u5168\u4f53\u3092\u4e00\u77ac\u3067\u4fef\u77b0\u3057\u3001\u8981\u7d20\u540c\u58eb\u306e\u95a2\u4fc2\u6027\u3092\u4e26\u5217\u3067\u8a08\u7b97\u3059\u308b\u300d\u3068\u3044\u3046\u3082\u306e\u3067\u3042\u308b\u3002<\/p>\n<p><span>\u3053\u308c\u306b\u3088\u308a\u3001\u4eba\u9593\u304c\u6587\u8108\u3092\u8aad\u3080\u3088\u3046\u306b\uff08\u6587\u4e2d\u306b\u3042\u308b\uff09\u300c\u5f7c\u300d\u304c\u8ab0\u3092\u6307\u3059\u306e\u304b\u3001\uff12\u3064\u306e\u610f\u5473\u3092\u6301\u3064\u300cbank\u300d\u304c\u3001\u9280\u884c\u306a\u306e\u304b\u571f\u624b\u306a\u306e\u304b\u3092\u3001\u524d\u5f8c\u306e\u6587\u8108\u304b\u3089\u6b63\u78ba\u306b\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3002<\/span><\/p>\n<p><span>\u30c6\u30ad\u30b9\u30c8\u3084\u97f3\u58f0\u306a\u3069\u306e\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b<a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/rnn\/\">RNN\uff08\u56de\u5e30\u578b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09<\/a>\u3084<a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/lstm\/\">LSTM\uff08\u9577\u77ed\u671f\u8a18\u61b6\uff09<\/a>\u306f\u3001<a class=\"\" href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/attention\/\" target=\"_blank\" rel=\"noopener noreferrer\">Attention\uff08\u6ce8\u610f\u6a5f\u69cb\uff09<\/a>\u306b\u3088\u3063\u3066\u88dc\u52a9\u3055\u308c\u3066\u3044\u305f\u3002\u3053\u306e<a class=\"\" href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/attention\/\" target=\"_blank\" rel=\"noopener noreferrer\">Attention<\/a>\u3092\u5fdc\u7528\u3057\u3066\u5165\u529b\u30c7\u30fc\u30bf\u81ea\u8eab\u306b\u6ce8\u76ee\u3059\u308bSelf-Attention\uff08\u81ea\u5df1\u6ce8\u610f\u6a5f\u69cb\uff09\u3092\u78ba\u7acb\u3057\u305f\u70b9\u304c\u9769\u547d\u7684\u3067\u3042\u308b\u3002<\/span><\/p>\n<h2>Transformer\u306e\u4ed5\u7d44\u307f\uff1aEncoder\u3068Decoder\u306e\u9023\u643a<\/h2>\n<p>Transformer\u306e\u5185\u90e8\u3067\u306f\u3001Encoder\uff08\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\uff09\u3068Decoder\uff08\u30c7\u30b3\u30fc\u30c0\u30fc\uff09\u3068\u3044\u30462\u3064\u306e\u6a5f\u80fd\u304c\u30c1\u30fc\u30e0\u30d7\u30ec\u30fc\u3092\u884c\u3063\u3066\u3044\u308b\u3002<\/p>\n<p>\u56f3\u306e\u3088\u3046\u306b\u3001\u300c\u5f7c\u3068\u306e\u8a71\u306b\u82b1\u304c\u54b2\u3044\u305f\u300d\u3092\u82f1\u8a9e\u306e\u201dWe had a lively conversation.\u201d\u306b\u8a33\u3059\u5834\u5408\u3092\u8003\u3048\u308b\u3002<\/p>\n<div id=\"attachment_37088\" style=\"width: 1034px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-37088\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/encoder-decoder-1024x588.png\" alt=\"Encoder Decoder\" width=\"1024\" height=\"588\" class=\"size-large wp-image-37088\" srcset=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/encoder-decoder-1024x588.png 1024w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/encoder-decoder-300x172.png 300w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/encoder-decoder-768x441.png 768w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/encoder-decoder-1536x882.png 1536w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/encoder-decoder.png 1634w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><p id=\"caption-attachment-37088\" class=\"wp-caption-text\">Encoder Decoder\u306e\u4ed5\u7d44\u307f<\/p><\/div>\n<ol>\n<li><strong>Encoder\uff08\u8aad\u307f\u624b\uff09<\/strong><br \/>\n\u5165\u529b\u3055\u308c\u305f\u6587\u7ae0\u3092\u8aad\u307f\u8fbc\u307f\u3001\u5358\u8a9e\u540c\u58eb\u306e\u95a2\u4fc2\u6027\u3092\u5206\u6790\u3057\u3066\u5185\u5bb9\u3092\u5727\u7e2e\u3057\u305f\u300c\u8981\u7d04\u30e1\u30e2\uff08\u6587\u8108\u30d9\u30af\u30c8\u30eb\uff09\u300d\u3092\u4f5c\u6210\u3059\u308b\u3002<span>\u5165\u529b\u30c7\u30fc\u30bf\u81ea\u8eab\u306b\u6ce8\u76ee\u3059\u308b<\/span>Self-Attention\u3092\u4f7f\u3044\u3001\u6587\u4e2d\u306e\u3069\u306e\u5358\u8a9e\u304c\u91cd\u8981\u304b\u3092\u5224\u65ad\u3059\u308b\u3002<\/li>\n<li><strong>Decoder\uff08\u66f8\u304d\u624b\uff09<\/strong><br \/>\nEncoder\u304c\u4f5c\u6210\u3057\u305f\u8981\u7d04\u30e1\u30e2\u3068\u3001\u81ea\u5206\u304c\u3053\u308c\u307e\u3067\u306b\u751f\u6210\u3057\u305f\u6587\u7ae0\u3092\u53c2\u7167\u3057\u306a\u304c\u3089\u3001\u6b21\u306b\u6765\u308b\u5358\u8a9e\u3092\u4e88\u6e2c\u3057\u3066\u6587\u7ae0\u3092\u751f\u6210\u3059\u308b\u3002Encoder\u306e\u8981\u7d04\u60c5\u5831\u3068Decoder\u306e\u751f\u6210\u4e2d\u306e\u6587\u7ae0\u3092\u7167\u3089\u3057\u5408\u308f\u305b\u308bCross-Attention\u3092\u4f7f\u3044\u3001\u5143\u306e\u6587\u8108\u3092\u6b63\u78ba\u306b\u53cd\u6620\u3057\u305f\u7ffb\u8a33\u3084\u56de\u7b54\u3092\u884c\u3046\u3002<\/li>\n<\/ol>\n<h2>\u7279\u5fb4<\/h2>\n<p>Transformer\u306b\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u3084\u30c7\u30b6\u30a4\u30f3\u306b\u76f4\u7d50\u3059\u308b3\u3064\u306e\u5927\u304d\u306a\u7279\u5fb4\u304c\u3042\u308b\u3002<\/p>\n<ol>\n<li><strong>\u4e26\u5217\u51e6\u7406\u306b\u3088\u308b\u9ad8\u901f\u5316\uff1a<\/strong> \u5f93\u6765\u306e\u30e2\u30c7\u30eb\uff08RNN\uff09\u306f\u300c\u4f1d\u8a00\u30b2\u30fc\u30e0\u300d\u306e\u3088\u3046\u306b\u60c5\u5831\u3092\u9806\u756a\u306b\u4f1d\u3048\u3066\u3044\u305f\u305f\u3081\u3001\u6642\u9593\u304c\u304b\u304b\u3063\u305f\u3002Transformer\u306f\u300c\u4f1a\u8b70\u300d\u306e\u3088\u3046\u306b\u5168\u54e1\u304c\u540c\u6642\u306b\u60c5\u5831\u3092\u5171\u6709\u3059\u308b\u305f\u3081\u3001\u8a08\u7b97\u304c\u975e\u5e38\u306b\u901f\u3044\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u306e\u5b66\u7fd2\u304c\u53ef\u80fd\u306b\u306a\u3063\u305f\u3002<\/li>\n<li><strong>\u9577\u8ddd\u96e2\u306e\u4f9d\u5b58\u95a2\u4fc2\u306e\u7406\u89e3\uff1a<\/strong>\u00a0\u6587\u7ae0\u306e\u5192\u982d\u306b\u3042\u308b\u5358\u8a9e\u3068\u3001\u672b\u5c3e\u306b\u3042\u308b\u5358\u8a9e\u306e\u95a2\u4fc2\u6027\u3092\u7dad\u6301\u3067\u304d\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u9577\u3044\u5951\u7d04\u66f8\u3084\u30de\u30cb\u30e5\u30a2\u30eb\u306e\u8981\u7d04\u3001\u6587\u8108\u3092\u6c72\u3093\u3060\u7ffb\u8a33\u306e\u7cbe\u5ea6\u304c\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3057\u305f\u3002<\/li>\n<li><strong>\u6c4e\u7528\u6027\u306e\u9ad8\u3055\uff1a<\/strong><span>\u00a0<\/span>\u5f53\u521d\u306f\u7ffb\u8a33\u306e\u305f\u3081\u306b\u958b\u767a\u3055\u308c\u305f\u304c\u3001\u3053\u306e\u300c\u95a2\u4fc2\u6027\u3092\u898b\u3064\u3051\u308b\u300d\u4ed5\u7d44\u307f\u306f\u3001\u753b\u50cf\uff08Vision Transformer\uff1aViT\uff09\u3084\u97f3\u58f0\u89e3\u6790\u306e\u307b\u304b\u3001\u30a2\u30df\u30ce\u9178\u540c\u58eb\u306e\u95a2\u4fc2\u304b\u3089\u7acb\u4f53\u7684\u306a\u5f62\u3084\u50cd\u304d\u3092\u4e88\u6e2c\u3059\u308b\u30bf\u30f3\u30d1\u30af\u8cea\u69cb\u9020\u306e\u89e3\u6790\u306b\u3082\u5fdc\u7528\u3067\u304d\u308b\u3053\u3068\u304c\u5224\u660e\u3057\u305f\u3002\u3053\u308c\u3089\u304c\u73fe\u5728\u306eAI\u306e\u591a\u69d8\u306a\u9032\u5316\u3092\u652f\u3048\u3066\u3044\u308b\u3002<\/li>\n<\/ol>\n<h2>CNN\u3068RNN\u306e\u9650\u754c\u304b\u3089\u8a95\u751f\u3057\u305f<\/h2>\n<p>Transformer\u304c\u767b\u5834\u3059\u308b\u524d\u3001AI\uff08\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\uff09\u306e\u4e16\u754c\u3067\u306f\u3001\u4e3b\u306b\u4ee5\u4e0b2\u3064\u306e\u30e2\u30c7\u30eb\u304c\u4f7f\u308f\u308c\u3066\u3044\u305f\u304c\u3001\u305d\u308c\u305e\u308c\u306b\u82e6\u624b\u306a\u9818\u57df\u304c\u5b58\u5728\u3057\u305f\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/cnn\/\"><strong>CNN\uff08\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09<\/strong><\/a><br \/>\n\u4e26\u5217\u51e6\u7406\u304c\u53ef\u80fd\u3067\u753b\u50cf\u8a8d\u8b58\u306b\u5f37\u3044\u304c\u3001\u753b\u50cf\u306e\u5c40\u6240\u7684\u306a\u90e8\u5206\u3057\u304b\u898b\u3089\u308c\u305a\u3001\u96e2\u308c\u305f\u5834\u6240\u306e\u95a2\u4fc2\u6027\u3092\u6349\u3048\u306b\u304f\u3044\u3002<\/li>\n<li><strong><a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/rnn\/\">RNN\uff08\u56de\u5e30\u578b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09<\/a><\/strong><br \/>\n\u6587\u7ae0\u3084\u97f3\u58f0\u306a\u3069\u306e\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306b\u9069\u3057\u3066\u3044\u308b\u304c\u3001\u300c\u4f1d\u8a00\u30b2\u30fc\u30e0\u300d\u306e\u3088\u3046\u306b\u524d\u304b\u3089\u9806\u306b\u51e6\u7406\u3059\u308b\u305f\u3081\u3001\u9577\u3044\u6587\u7ae0\u3067\u306f\u6700\u521d\u306e\u65b9\u3092\u5fd8\u308c\u3066\u3057\u307e\u3046\u554f\u984c\u304c\u3042\u3063\u305f\u3002<\/li>\n<\/ul>\n<h3>LSTM\u306b\u3088\u308b\u6539\u826f\u3082\u305d\u308c\u4ee5\u4e0a\u306e\u6539\u5584\u304c\u3055\u308c\u306a\u3044<\/h3>\n<p><span>LSTM\u306f\u3001RNN\u306e\u300c\u8a18\u61b6\u55aa\u5931\u300d\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u6539\u826f\u30e2\u30c7\u30eb\u3068\u3057\u3066\u304c\u8003\u6848\u3055\u308c\u305f\u3002\u300c\u5fd8\u5374\u30b2\u30fc\u30c8\u300d\u3092\u4f7f\u3044\u3001\u91cd\u8981\u306a\u60c5\u5831\u306f\u4fdd\u6301\u3057\u4e0d\u8981\u306a\u60c5\u5831\u306f\u5fd8\u308c\u308b\u5236\u5fa1\u304c\u53ef\u80fd\u3067\u3042\u308b\u3002<\/span><\/p>\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u4ee5\u524d\u3088\u308a\u9577\u3044\u6587\u8108\u3092\u6271\u3048\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u304c\u3001\u6839\u672c\u7684\u306b\u300c\u524d\u304b\u3089\u9806\u306b\u8a08\u7b97\u3059\u308b\uff08\u9010\u6b21\u51e6\u7406\uff09\u300d\u69cb\u9020\u306f\u5909\u308f\u3089\u305a\u3001\u8a08\u7b97\u306e\u4e26\u5217\u5316\u304c\u3067\u304d\u306a\u304b\u3063\u305f\u3002\u7d50\u679c\u3068\u3057\u3066\u5b66\u7fd2\u306b\u6642\u9593\u304c\u304b\u304b\u308a\u3001\u8d85\u9577\u6587\u3067\u306f\u6587\u8108\u7dad\u6301\u304c\u96e3\u3057\u3044\u8ab2\u984c\u306f\u89e3\u6c7a\u3055\u308c\u306a\u304b\u3063\u305f\u3002<\/p>\n<div id=\"attachment_37075\" style=\"width: 1034px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-37075\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/cnn-rnn-transformer-1024x638.png\" alt=\"CNN RNN Transformer\u306e\u9055\u3044\" width=\"1024\" height=\"638\" class=\"size-large wp-image-37075\" srcset=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/cnn-rnn-transformer-1024x638.png 1024w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/cnn-rnn-transformer-300x187.png 300w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/cnn-rnn-transformer-768x478.png 768w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/cnn-rnn-transformer-1536x957.png 1536w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/cnn-rnn-transformer.png 1634w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><p id=\"caption-attachment-37075\" class=\"wp-caption-text\">CNN RNN Transformer\u306e\u9055\u3044<\/p><\/div>\n<h2>\u63d0\u5531\u30fb\u958b\u767a\u306e\u6b74\u53f2<\/h2>\n<p>2017\u5e74\u3001Google\u306e\u7814\u7a76\u30c1\u30fc\u30e0\uff08Google Brain\u304a\u3088\u3073Google Research\uff09\u306b\u3088\u3063\u3066\u767a\u8868\u3055\u308c\u305f\u8ad6\u6587\u300c<a href=\"https:\/\/arxiv.org\/abs\/1706.03762\" target=\"_blank\" rel=\"noopener\">Attention Is All You Need\uff08\u5fc5\u8981\u306a\u306e\u306fAttention\u3060\u3051\uff09<\/a>\u300d\u3067\u521d\u3081\u3066\u63d0\u5531\u3055\u308c\u305f\u3002<\/p>\n<p>\u3053\u306e\u8ad6\u6587\u306e\u8457\u8005\u306f\u4ee5\u4e0b\u306e8\u540d\u3067\u3042\u308b\u3002<\/p>\n<ul>\n<li><ruby><rb>Ashish Vaswani<\/rb><rt>\u30a2\u30b7\u30b7\u30e5\u30fb\u30f4\u30a1\u30b9\u30ef\u30cb<\/rt><\/ruby><\/li>\n<li><ruby><rb>Noam Shazeer<\/rb><rt>\u30ce\u30fc\u30e0\u30fb\u30b7\u30e3\u30b8\u30fc\u30eb<\/rt><\/ruby><\/li>\n<li><ruby><rb>Niki Parmar<\/rb><rt>\u30cb\u30ad\u30fb\u30d1\u30fc\u30de\u30fc<\/rt><\/ruby><\/li>\n<li><ruby><rb>Jakob Uszkoreit<\/rb><rt>\u30e4\u30b3\u30d6\u30fb\u30a6\u30b9\u30c4\u30b3\u30a2\u30a4\u30c8<\/rt><\/ruby><\/li>\n<li><ruby><rb>Llion Jones<\/rb><rt>\u30e9\u30a4\u30aa\u30f3\u30fb\u30b8\u30e7\u30fc\u30f3\u30ba<\/rt><\/ruby><\/li>\n<li><ruby><rb>Aidan N. Gomez<\/rb><rt>\u30a8\u30a4\u30c0\u30f3\u30fb\u30b4\u30e1\u30b9<\/rt><\/ruby><\/li>\n<li><ruby><rb>\u0141ukasz Kaiser<\/rb><rt>\u30eb\u30ab\u30b7\u30e5\u30fb\u30ab\u30a4\u30b6\u30fc<\/rt><\/ruby><\/li>\n<li><ruby><rb>Illia Polosukhin<\/rb><rt>\u30a4\u30ea\u30a2\u30fb\u30dd\u30ed\u30b9\u30ad\u30f3<\/rt><\/ruby><\/li>\n<\/ul>\n\n\t\t<style>\n\t\t\t#gallery-1 {\n\t\t\t\tmargin: auto;\n\t\t\t}\n\t\t\t#gallery-1 .gallery-item {\n\t\t\t\tfloat: left;\n\t\t\t\tmargin-top: 10px;\n\t\t\t\ttext-align: center;\n\t\t\t\twidth: 25%;\n\t\t\t}\n\t\t\t#gallery-1 img {\n\t\t\t\tborder: 2px solid #cfcfcf;\n\t\t\t}\n\t\t\t#gallery-1 .gallery-caption {\n\t\t\t\tmargin-left: 0;\n\t\t\t}\n\t\t\t\/* see gallery_shortcode() in wp-includes\/media.php *\/\n\t\t<\/style>\n\t\t<div id='gallery-1' class='gallery galleryid-36512 gallery-columns-4 gallery-size-medium'><dl class='gallery-item'>\n\t\t\t<dt class='gallery-icon landscape'>\n\t\t\t\t<a href='https:\/\/uxdaystokyo.com\/articles\/glossary\/transformer\/ashish_vaswani\/'><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/ashish-vaswani.png\" class=\"attachment-medium size-medium\" alt=\"\u30a2\u30b7\u30b7\u30e5\u30fb\u30f4\u30a1\u30b9\u30ef\u30cb\u6c0f\" aria-describedby=\"gallery-1-37079\" \/><\/a>\n\t\t\t<\/dt>\n\t\t\t\t<dd class='wp-caption-text gallery-caption' id='gallery-1-37079'>\n\t\t\t\t\u30a2\u30b7\u30b7\u30e5\u30fb\u30f4\u30a1\u30b9\u30ef\u30cb\u6c0f<br><a href=\"https:\/\/medium.com\/@kishore_chandra\/relation-between-chat-gpt-and-ashish-vaswani-3a4b07528a80\">Relation between Chat GPT and Ashish Vaswani<\/a>\u3088\u308a\u5f15\u7528\n\t\t\t\t<\/dd><\/dl><dl class='gallery-item'>\n\t\t\t<dt class='gallery-icon landscape'>\n\t\t\t\t<a href='https:\/\/uxdaystokyo.com\/articles\/glossary\/transformer\/noam_shazeer\/'><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/noam-shazeer.png\" class=\"attachment-medium size-medium\" alt=\"\u30ce\u30fc\u30e0\u30fb\u30b7\u30e3\u30b8\u30fc\u30eb\u6c0f\" aria-describedby=\"gallery-1-37080\" \/><\/a>\n\t\t\t<\/dt>\n\t\t\t\t<dd class='wp-caption-text gallery-caption' id='gallery-1-37080'>\n\t\t\t\t\u30ce\u30fc\u30e0\u30fb\u30b7\u30e3\u30b8\u30fc\u30eb\u6c0f<br><a href=\"https:\/\/www.wsj.com\/tech\/ai\/noam-shazeer-google-ai-deal-d3605697\">The Wall Street Journal<\/a>\u3088\u308a\u5f15\u7528\n\t\t\t\t<\/dd><\/dl><dl class='gallery-item'>\n\t\t\t<dt class='gallery-icon portrait'>\n\t\t\t\t<a href='https:\/\/uxdaystokyo.com\/articles\/glossary\/transformer\/niki_parmar\/'><img loading=\"lazy\" decoding=\"async\" width=\"273\" height=\"300\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/niki-parmar-273x300.png\" class=\"attachment-medium size-medium\" alt=\"\u30cb\u30ad\u30fb\u30d1\u30fc\u30de\u30fc\u6c0f\" aria-describedby=\"gallery-1-37081\" srcset=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/niki-parmar-273x300.png 273w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/niki-parmar.png 528w\" sizes=\"auto, (max-width: 273px) 100vw, 273px\" \/><\/a>\n\t\t\t<\/dt>\n\t\t\t\t<dd class='wp-caption-text gallery-caption' id='gallery-1-37081'>\n\t\t\t\t\u30cb\u30ad\u30fb\u30d1\u30fc\u30de\u30fc\u6c0f<br>\n<a href=\"https:\/\/sayakpaul.medium.com\/an-interview-with-niki-parmar-senior-research-scientist-at-google-brain-74a592596cb3\">An interview with Niki Parmar, Senior Research Scientist at Google Brain<\/a>\u3088\u308a\u5f15\u7528\n\t\t\t\t<\/dd><\/dl><dl class='gallery-item'>\n\t\t\t<dt class='gallery-icon landscape'>\n\t\t\t\t<a href='https:\/\/uxdaystokyo.com\/articles\/glossary\/transformer\/jakob_uszkoreit\/'><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/jakob-uszkoreit.jpg\" class=\"attachment-medium size-medium\" alt=\"\u30e4\u30b3\u30d6\u30fb\u30a6\u30b9\u30c4\u30b3\u30a2\u30a4\u30c8\u6c0f\" aria-describedby=\"gallery-1-37082\" srcset=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/jakob-uszkoreit.jpg 1963w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/jakob-uszkoreit-768x768.jpg 768w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a>\n\t\t\t<\/dt>\n\t\t\t\t<dd class='wp-caption-text gallery-caption' id='gallery-1-37082'>\n\t\t\t\t\u30e4\u30b3\u30d6\u30fb\u30a6\u30b9\u30c4\u30b3\u30a2\u30a4\u30c8\u6c0f<br><a href=\"https:\/\/www.syntheticbiologysummit.com\/event-speaker\/jakob-uszkoreit\">SynBioBeta<\/a>\u3088\u308a\u5f15\u7528\n\t\t\t\t<\/dd><\/dl><br style=\"clear: both\" \/><dl class='gallery-item'>\n\t\t\t<dt class='gallery-icon landscape'>\n\t\t\t\t<a href='https:\/\/uxdaystokyo.com\/articles\/glossary\/transformer\/llion_jones\/'><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/llion-jones.jpeg\" class=\"attachment-medium size-medium\" alt=\"\u30e9\u30a4\u30aa\u30f3\u30fb\u30b8\u30e7\u30fc\u30f3\u30ba\u6c0f\" aria-describedby=\"gallery-1-37083\" srcset=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/llion-jones.jpeg 800w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/llion-jones-768x768.jpeg 768w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a>\n\t\t\t<\/dt>\n\t\t\t\t<dd class='wp-caption-text gallery-caption' id='gallery-1-37083'>\n\t\t\t\t\u30e9\u30a4\u30aa\u30f3\u30fb\u30b8\u30e7\u30fc\u30f3\u30ba\u6c0f<br><a href=\"https:\/\/www.linkedin.com\/in\/llion-jones-9ab3064b\/?originalSubdomain=jp\">LinkedIn<\/a>\u3088\u308a\u5f15\u7528\n\t\t\t\t<\/dd><\/dl><dl class='gallery-item'>\n\t\t\t<dt class='gallery-icon portrait'>\n\t\t\t\t<a href='https:\/\/uxdaystokyo.com\/articles\/glossary\/transformer\/aidan_gomez\/'><img loading=\"lazy\" decoding=\"async\" width=\"214\" height=\"300\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/aidan-gomez-214x300.jpg\" class=\"attachment-medium size-medium\" alt=\"\u30a8\u30a4\u30c0\u30f3\u30fb\u30b4\u30e1\u30b9\u6c0f\" aria-describedby=\"gallery-1-37084\" srcset=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/aidan-gomez-214x300.jpg 214w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/aidan-gomez.jpg 500w\" sizes=\"auto, (max-width: 214px) 100vw, 214px\" \/><\/a>\n\t\t\t<\/dt>\n\t\t\t\t<dd class='wp-caption-text gallery-caption' id='gallery-1-37084'>\n\t\t\t\t\u30a8\u30a4\u30c0\u30f3\u30fb\u30b4\u30e1\u30b9\u6c0f<br><a href=\"https:\/\/en.wikipedia.org\/wiki\/Aidan_Gomez\">Wikipedia<\/a>\u3088\u308a\u5f15\u7528\n\t\t\t\t<\/dd><\/dl><dl class='gallery-item'>\n\t\t\t<dt class='gallery-icon landscape'>\n\t\t\t\t<a href='https:\/\/uxdaystokyo.com\/articles\/glossary\/transformer\/kaiser\/'><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"204\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/kaiser-300x204.png\" class=\"attachment-medium size-medium\" alt=\"\u30eb\u30ab\u30b7\u30e5\u30fb\u30ab\u30a4\u30b6\u30fc\u6c0f\" aria-describedby=\"gallery-1-37085\" srcset=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/kaiser-300x204.png 300w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/kaiser.png 671w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a>\n\t\t\t<\/dt>\n\t\t\t\t<dd class='wp-caption-text gallery-caption' id='gallery-1-37085'>\n\t\t\t\t\u30eb\u30ab\u30b7\u30e5\u30fb\u30ab\u30a4\u30b6\u30fc\u6c0f<br><a href=\"https:\/\/medium.com\/aifrontiers\/one-model-to-solve-all-problems-the-story-of-lukasz-kaiser-c015bf696a30\">One Model To Solve All Problems: The Story of Lukasz Kaiser<\/a>\u3088\u308a\u5f15\u7528\n\t\t\t\t<\/dd><\/dl><dl class='gallery-item'>\n\t\t\t<dt class='gallery-icon landscape'>\n\t\t\t\t<a href='https:\/\/uxdaystokyo.com\/articles\/glossary\/transformer\/lllia\/'><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/lllia.png\" class=\"attachment-medium size-medium\" alt=\"\u30a4\u30ea\u30a2\u30fb\u30dd\u30ed\u30b9\u30ad\u30f3\u6c0f\" aria-describedby=\"gallery-1-37086\" \/><\/a>\n\t\t\t<\/dt>\n\t\t\t\t<dd class='wp-caption-text gallery-caption' id='gallery-1-37086'>\n\t\t\t\t\u30a4\u30ea\u30a2\u30fb\u30dd\u30ed\u30b9\u30ad\u30f3\u6c0f<br><a href=\"https:\/\/github.com\/ilblackdragon\">GitHub<\/a>\u3088\u308a\u5f15\u7528\n\t\t\t\t<\/dd><\/dl><br style=\"clear: both\" \/>\n\t\t<\/div>\n\n<p>\u5f7c\u3089\u306e\u591a\u304f\u306f\u305d\u306e\u5f8c\u3001AI\u5206\u91ce\u3067\u91cd\u8981\u306a\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\uff08Cohere\u3084Character.AI\u306a\u3069\uff09\u3092\u5275\u696d\u3057\u3066\u304a\u308a\u3001\u307e\u3055\u306b\u73fe\u4ee3AI\u306e\u300c\u9ec4\u91d1\u306e\u4e16\u4ee3\u300d\u3068\u8a00\u3048\u308b\u3002<\/p>\n<h2>\u30c7\u30b6\u30a4\u30f3\u30fb\u30d3\u30b8\u30cd\u30b9\u3067\u306e\u6d3b\u7528<\/h2>\n<p>Transformer\u306e\u767b\u5834\u306f\u3001UX\u30c7\u30b6\u30a4\u30f3\u3084\u30d3\u30b8\u30cd\u30b9\u30d7\u30ed\u30bb\u30b9\u306b\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5909\u5316\u3092\u3082\u305f\u3089\u3057\u3066\u3044\u308b\u3002<\/p>\n<ul>\n<li><strong>\u691c\u7d22\u4f53\u9a13\u306e\u5411\u4e0a\uff1a<\/strong>\u30ad\u30fc\u30ef\u30fc\u30c9\u304c\u4e00\u81f4\u3057\u306a\u304f\u3066\u3082\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u3092\u6c72\u307f\u53d6\u3063\u3066\u5546\u54c1\u3092\u63d0\u6848\u3067\u304d\u308b\u3002<\/li>\n<li><strong><strong>\u5165\u529b\u88dc\u52a9\u306e\u9ad8\u5ea6\u5316\uff1a<\/strong><\/strong>\u30e1\u30fc\u30eb\u3084\u30c1\u30e3\u30c3\u30c8\u3067\u6587\u8108\u306b\u6cbf\u3063\u305f\u8fd4\u4fe1\u6587\u3092AI\u304c\u63d0\u6848\u3057\u3001\u5165\u529b\u8ca0\u8377\u3092\u8efd\u6e1b\u3059\u308b\u3002<\/li>\n<li><strong>\u60c5\u5831\u306e\u8981\u7d04\uff1a<\/strong>\u9577\u6587\u30cb\u30e5\u30fc\u30b9\u3084\u8b70\u4e8b\u9332\u3092\u610f\u5473\u3092\u4fdd\u3063\u305f\u307e\u307e\u77ed\u304f\u307e\u3068\u3081\u3001\u30ab\u30fc\u30c9\u578bUI\u3067\u52b9\u7387\u7684\u306b\u63d0\u793a\u3067\u304d\u308b\u3002<\/li>\n<\/ul>\n<h2>Transformer\u304b\u3089\u6d3e\u751f\u3057\u305f\u4e3b\u8981AI\u30e2\u30c7\u30eb<\/h2>\n<p>Transformer\u306e\u300c\u8aad\u3080\u6a5f\u80fd\uff08Encoder\uff09\u300d\u3068\u300c\u66f8\u304f\u6a5f\u80fd\uff08Decoder\uff09\u300d\u3092\u305d\u308c\u305e\u308c\u7279\u5316\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u73fe\u5728\u306e\u4e3b\u8981\u306aAI\u30e2\u30c7\u30eb\u304c\u8a95\u751f\u3057\u305f\u3002<\/p>\n<ol>\n<li><strong>BERT\uff08\u30d0\u30fc\u30c8\uff09\uff1a\u6700\u5f37\u306e\u8aad\u89e3\u8005<\/strong><br \/>\nEncoder\u90e8\u5206\u3092\u5f37\u5316\u3057\u305f\u30e2\u30c7\u30eb\u3002\u6587\u7ae0\u306e\u524d\u5f8c\u306e\u6587\u8108\u3092\u6df1\u304f\u7406\u89e3\u3057\u3001\u300c\u7a74\u57cb\u3081\u554f\u984c\u300d\u3067\u5b66\u7fd2\u3002Google\u691c\u7d22\u3084\u611f\u60c5\u5206\u6790\u3001FAQ\u30b7\u30b9\u30c6\u30e0\u306b\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u3002<\/li>\n<li><strong>GPT\uff08\u30b8\u30fc\u30d4\u30fc\u30c6\u30a3\u30fc\uff09\uff1a\u6700\u5f37\u306e\u57f7\u7b46\u8005<\/strong><br \/>\nDecoder\u90e8\u5206\u3092\u5f37\u5316\u3057\u305f\u30e2\u30c7\u30eb\u3002\u6b21\u306b\u6765\u308b\u5358\u8a9e\u3092\u4e88\u6e2c\u3057\u7d9a\u3051\u308b\u3053\u3068\u3067\u6d41\u66a2\u306a\u6587\u7ae0\u3092\u751f\u6210\u3002ChatGPT\u306a\u3069\u751f\u6210AI\u306e\u4e3b\u5f79\u3067\u3042\u308a\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306b\u3082\u4f7f\u308f\u308c\u3066\u3044\u308b\u3002<\/li>\n<li><strong>ViT\uff08\u30d3\u30b8\u30e7\u30f3\u30fb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\uff09\uff1a\u753b\u50cf\u3092\u8aad\u3080<\/strong><br \/>\nTransformer\u306e\u4ed5\u7d44\u307f\u3092\u753b\u50cf\u306b\u5fdc\u7528\u3002\u753b\u50cf\u3092\u5c0f\u3055\u306a\u30bf\u30a4\u30eb\u306b\u5206\u5272\u3057\u5358\u8a9e\u306e\u3088\u3046\u306b\u51e6\u7406\u3002\u81ea\u52d5\u904b\u8ee2\u3084\u88fd\u9020\u696d\u306e\u5916\u89b3\u691c\u67fb\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u3002<\/li>\n<\/ol>\n<div id=\"attachment_37076\" style=\"width: 1034px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-37076\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/transformer-evolution-1024x645.png\" alt=\"Transformer\u306e\u9032\u5316\" width=\"1024\" height=\"645\" class=\"size-large wp-image-37076\" srcset=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/transformer-evolution-1024x645.png 1024w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/transformer-evolution-300x189.png 300w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/transformer-evolution-768x484.png 768w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/transformer-evolution.png 1530w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><p id=\"caption-attachment-37076\" class=\"wp-caption-text\">Transformer\u304b\u3089\u59cb\u307e\u308bAI\u306e\u9032\u5316<\/p><\/div>\n<h2>\u95a2\u9023\u7528\u8a9e<\/h2>\n<blockquote class=\"wp-embedded-content\" data-secret=\"oyPajOrz1r\"><p><a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/attention\/\">\u6ce8\u610f\u6a5f\u69cb\uff08Attention\uff09<\/a><\/p><\/blockquote>\n<p><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;\u6ce8\u610f\u6a5f\u69cb\uff08Attention\uff09&#8221; &#8212; UX TIMES\" src=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/attention\/embed\/#?secret=e1f35tYsmi#?secret=oyPajOrz1r\" data-secret=\"oyPajOrz1r\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"wGyMDLwnuK\"><p><a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/rnn\/\">\u30ea\u30ab\u30ec\u30f3\u30c8\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09<\/a><\/p><\/blockquote>\n<p><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;\u30ea\u30ab\u30ec\u30f3\u30c8\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09&#8221; &#8212; UX TIMES\" src=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/rnn\/embed\/#?secret=3J54VNp6KO#?secret=wGyMDLwnuK\" data-secret=\"wGyMDLwnuK\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"iDb3RnMYSe\"><p><a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/cnn\/\">\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09<\/a><\/p><\/blockquote>\n<p><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09&#8221; &#8212; UX TIMES\" src=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/cnn\/embed\/#?secret=bxWXjZZtzj#?secret=iDb3RnMYSe\" data-secret=\"iDb3RnMYSe\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<h2>\u53c2\u8003\u30ea\u30f3\u30af<\/h2>\n<ul>\n<li><a class=\"\" href=\"https:\/\/arxiv.org\/abs\/1706.03762\" target=\"_blank\" rel=\"noopener\">Attention Is All You Need(2017)<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=9Tu8H7wPVWo\" target=\"_blank\" rel=\"noopener\">\u5727\u5012\u7684\u56f3\u89e3\u3067\u5b66\u3076\u300cTransformer\u300d\u5fb9\u5e95\u89e3\u8aad\u3010Attention is All You Need\u3011<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u304b\u3089\u5358\u8a9e\u306e\u95a2\u4fc2\u6027\u3092\u5b66\u3073\u3001\u3055\u307e\u3056\u307e\u306a\u30bf\u30b9\u30af\u306b\u5fdc\u7528\u3067\u304d\u308bAttention\uff08\u6ce8\u610f\u6a5f\u69cb\uff09\u30d9\u30fc\u30b9\u306eAI\u6280\u8853<\/p>\n","protected":false},"author":12,"featured_media":37090,"template":"","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"English":"Transformer","footnotes":""},"glossary-category":[418],"glossary_tag":[],"class_list":["post-36512","glossary","type-glossary","status-publish","has-post-thumbnail","hentry","glossary-category-technology"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO Pro 4.9.10 - aioseo.com -->\n\t<meta name=\"description\" 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