{"id":36880,"date":"2025-12-05T09:53:24","date_gmt":"2025-12-05T00:53:24","guid":{"rendered":"https:\/\/uxdaystokyo.com\/articles\/?post_type=glossary&#038;p=36880"},"modified":"2025-12-10T21:22:05","modified_gmt":"2025-12-10T12:22:05","slug":"attention","status":"publish","type":"glossary","link":"https:\/\/uxdaystokyo.com\/articles\/glossary\/attention\/","title":{"rendered":"\u6ce8\u610f\u6a5f\u69cb\uff08Attention\uff09"},"content":{"rendered":"<p><span>Attention\u306f\u3001AI\u304c\u6587\u7ae0\u3084\u753b\u50cf\u3092\u51e6\u7406\u3059\u308b\u969b\u306b\u3001\u3059\u3079\u3066\u306e\u60c5\u5831\u3092\u5747\u7b49\u306b\u6271\u3046\u306e\u3067\u306f\u306a\u304f\u3001\u91cd\u8981\u306a\u90e8\u5206\u306b\u300c\u6ce8\u610f\u3092\u5411\u3051\u308b\u300d\u4ed5\u7d44\u307f\u3067\u3042\u308b\u3002\u4eba\u9593\u304c\u672c\u3092\u8aad\u3080\u3068\u304d\u306b\u5927\u4e8b\u306a\u7b87\u6240\u306b\u30de\u30fc\u30ab\u30fc\u3092\u5f15\u304f\u3088\u3046\u306b\u3001AI\u3082\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u306e\u4e2d\u304b\u3089\u5fc5\u8981\u306a\u60c5\u5831\u3092\u9078\u3073\u51fa\u3057\u3066\u91cd\u70b9\u7684\u306b\u51e6\u7406\u3059\u308b\u3002\u3053\u306e\u6280\u8853\u306b\u3088\u308a\u3001\u7ffb\u8a33\u3084\u6587\u7ae0\u751f\u6210\u306e\u7cbe\u5ea6\u304c\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3057\u3001\u73fe\u5728\u306eChatGPT\u3092\u306f\u3058\u3081\u3068\u3059\u308b\u591a\u304f\u306eAI\u30b5\u30fc\u30d3\u30b9\u306e\u57fa\u76e4\u3068\u306a\u3063\u3066\u3044\u308b\u3002<\/span><\/p>\n<p>Attention\u306e\u4ed5\u7d44\u307f\u3092\u3001\u5177\u4f53\u7684\u306a\u7ffb\u8a33\u306e\u4f8b\u3067\u8aac\u660e\u3059\u308b\u3002\u300c\u5f7c\u3068\u306e\u8a71\u306b\u82b1\u304c\u54b2\u3044\u305f\u300d\u3068\u3044\u3046\u65e5\u672c\u8a9e\u3092\u82f1\u8a9e\u306b\u7ffb\u8a33\u3059\u308b\u5834\u5408\u3092\u8003\u3048\u3066\u307f\u3088\u3046\u3002<\/p>\n<p>\u5f93\u6765\u306e<a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/rnn\/\">RNN\uff08\u30ea\u30ab\u30ec\u30f3\u30c8\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>\u3067\u306f\u3001<span>\u6587\u7ae0\u3092\u6700\u521d\u304b\u3089\u6700\u5f8c\u307e\u3067\u9806\u756a\u306b\u8aad\u307f\u8fbc\u307f\u3001\u6700\u5f8c\u306b\u4e00\u3064\u306e\u300c\u8981\u7d04\u60c5\u5831\u300d\u3092\u4f5c\u3063\u3066\u7ffb\u8a33\u3057\u3066\u3044\u305f\u3002\u3053\u306e\u305f\u3081\u3001\u9577\u3044\u6587\u7ae0\u306b\u306a\u308b\u3068\u6700\u521d\u306e\u65b9\u306e\u60c5\u5831\u304c\u8584\u308c\u3066\u3057\u307e\u3046\u554f\u984c\u304c\u3042\u3063\u305f\u3002<\/span><\/p>\n<p>\u4e00\u65b9\u3001Attention\u306f\u7ffb\u8a33\u3059\u308b\u5404\u5358\u8a9e\u3054\u3068\u306b\u3001\u6587\u4e2d\u306e\u4ed6\u306e\u3069\u306e\u5358\u8a9e\u3068\u95a2\u4fc2\u304c\u6df1\u3044\u304b\u3092\u8a08\u7b97\u3059\u308b\u3002<\/p>\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001\u300c\u54b2\u3044\u305f\u300d\u3068\u3044\u3046\u8a00\u8449\u3092\u7ffb\u8a33\u3059\u308b\u969b\u3001AI\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u95a2\u9023\u5ea6(\u91cd\u307f)\u3092\u8a08\u7b97\u3059\u308b\u3002<\/p>\n<ul>\n<li>\u300c\u82b1\u304c\u300d\u3068\u306e\u95a2\u9023\u5ea6\uff1a<span>30\u70b9<\/span>\uff08<span>\u690d\u7269\u306e\u3053\u3068\u304b\u3082\u3057\u308c\u306a\u3044<\/span>\uff09<\/li>\n<li>\u300c\u8a71\u306b\u300d\u3068\u306e\u95a2\u9023\u5ea6\uff1a<strong>90\u70b9\uff08\u3053\u3053\u304c\u91cd\u8981\uff01\u300c\u4f1a\u8a71\u300d\u306e\u8a71\u3060\uff01\uff09<\/strong><\/li>\n<li>\u300c\u5f7c\u3068\u306e\u300d\u3068\u306e\u95a2\u9023\u5ea6\uff1a20\u70b9\uff08\u80cc\u666f\u60c5\u5831\uff09<\/li>\n<\/ul>\n<p>\u300c\u54b2\u3044\u305f\u300d\u3068\u3044\u3046\u8a00\u8449\u3060\u3051\u3067\u306a\u304f\u3001\u300c\u8a71\u300d\u3068\u3044\u3046\u8a00\u8449\u306b\u5f37\u304f\u6ce8\u76ee\u3059\u308b\u3053\u3068\u3067\u3001AI\u306f\u300c\u3053\u308c\u306f\u690d\u7269\u306e\u958b\u82b1\u3067\u306f\u306a\u304f\u3001\u4f1a\u8a71\u304c\u76db\u308a\u4e0a\u304c\u3063\u305f\u3068\u3044\u3046\u610f\u5473\u3060\u300d\u3068\u5224\u65ad\u3057\u3001<strong>&#8220;We had a lively conversation&#8221;\uff08\u4f1a\u8a71\u304c\u5f3e\u3093\u3060\uff09<\/strong> \u3068\u6b63\u3057\u304f\u7ffb\u8a33\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3042\u308b\u3002<\/p>\n<p><span>\u4ee5\u4e0b\u306e\u56f3\u306f\u3001AI\u304c\u3053\u306e\u6163\u7528\u53e5\u3092\u51e6\u7406\u3059\u308b\u969b\u3001\u3069\u306e\u8a00\u8449\u306b\u6ce8\u76ee\u3057\u3066\u610f\u5473\u3092\u6c7a\u5b9a\u3057\u3066\u3044\u308b\u304b\u3092\u8996\u899a\u5316\u3057\u305f\u3082\u306e\u3067\u3042\u308b\u3002<\/span><\/p>\n<div id=\"attachment_36923\" style=\"width: 1034px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-36923\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/attention-overview-1024x572.png\" alt=\"\u6ce8\u610f\u6a5f\u69cb\u306e\u4ed5\u7d44\u307f\" width=\"1024\" height=\"572\" class=\"size-large wp-image-36923\" srcset=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/attention-overview-1024x572.png 1024w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/attention-overview-300x168.png 300w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/attention-overview-768x429.png 768w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/attention-overview-1536x858.png 1536w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/attention-overview.png 1550w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><p id=\"caption-attachment-36923\" class=\"wp-caption-text\">\u7ffb\u8a33\u3092\u4f8b\u306b\u3057\u305fAttention\u306e\u4ed5\u7d44\u307f<\/p><\/div>\n<h2>\u7279\u5fb4<\/h2>\n<p>Attention\u306e\u6700\u5927\u306e\u7279\u5fb4\u306f<strong>\u8a18\u61b6\u306e\u9577\u3055\u306b\u5236\u9650\u304c\u306a\u3044<\/strong>\u3068\u3044\u3046\u70b9\u3067\u3042\u308b\u3002<\/p>\n<p><span>\u5f93\u6765\u306eRNN\u3067\u306f\u3001\u8aad\u3093\u3060\u6587\u7ae0\u3092\u56fa\u5b9a\u30b5\u30a4\u30ba\u306e\u8a18\u61b6\u9818\u57df\u306b\u8a70\u3081\u8fbc\u3093\u3067\u3044\u305f\u305f\u3081\u3001\u9577\u3044\u6587\u7ae0\u306b\u306a\u308b\u3068\u53e4\u3044\u60c5\u5831\u304c\u62bc\u3057\u51fa\u3055\u308c\u3066\u6d88\u3048\u3066\u3057\u307e\u3063\u3066\u3044\u305f\u3002LSTM\u306f\u4e0d\u8981\u306a\u60c5\u5831\u3092\u5fd8\u308c\u308b\u3088\u3046\u306b\u6539\u826f\u3055\u308c\u305f\u3082\u306e\u306e\u3001\u56fa\u5b9a\u30b5\u30a4\u30ba\u306e\u8a18\u61b6\u9818\u57df\u3092\u4f7f\u3046\u70b9\u306f\u5909\u308f\u3089\u305a\u3001\u6839\u672c\u7684\u306a\u89e3\u6c7a\u306b\u306f\u81f3\u3063\u3066\u3044\u306a\u304b\u3063\u305f\u3002<\/span><\/p>\n<p>Attention\u306f\u3001\u904e\u53bb\u306e\u3059\u3079\u3066\u306e\u5358\u8a9e\u306b\u3044\u3064\u3067\u3082\u76f4\u63a5\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u7d22\u5f15\uff08\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\uff09\u306e\u3088\u3046\u306a\u6a5f\u80fd\u3092\u6301\u3064\u3002\u6587\u7ae0\u306e\u5148\u982d\u306b\u3042\u308b\u5358\u8a9e\u3067\u3042\u3063\u3066\u3082\u3001\u73fe\u5728\u51e6\u7406\u4e2d\u306e\u5358\u8a9e\u3068\u95a2\u4fc2\u304c\u6df1\u3051\u308c\u3070\u3001\u8ddd\u96e2\u306b\u95a2\u4fc2\u306a\u304f\u77ac\u6642\u306b\u60c5\u5831\u3092\u5f15\u304d\u51fa\u305b\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u7ffb\u8a33\u7cbe\u5ea6\u3084\u6587\u8108\u7406\u89e3\u529b\u304c\u5287\u7684\u306b\u5411\u4e0a\u3057\u305f\u3002<\/p>\n<h2>\u63d0\u5531\u30fb\u958b\u767a\u306e\u6b74\u53f2<\/h2>\n<p>Attention\u306e\u6982\u5ff5\u306f\u30012014\u5e74\u306b\u30e2\u30f3\u30c8\u30ea\u30aa\u30fc\u30eb\u5927\u5b66\u306e<ruby><rb>Dzmitry Bahdanau<\/rb><rt>\u30c2\u30df\u30c8\u30ea\u30fb\u30d0\u30c0\u30ca\u30a6<\/rt><\/ruby>\u6c0f\u3001<ruby><rb>Kyunghyun Cho<\/rb><rt>\u30c1\u30e7\u30fb\u30ae\u30e7\u30f3\u30d2\u30e7\u30f3<\/rt><\/ruby>\u6c0f\u3001<ruby><rb>Yoshua Bengio<\/rb><rt>\u30e8\u30b7\u30e5\u30a2\u30fb\u30d9\u30f3\u30b8\u30aa<\/rt><\/ruby>\u6c0f\u306b\u3088\u3063\u3066\u63d0\u6848\u3055\u308c\u305f\u3002\u5f7c\u3089\u306f\u6a5f\u68b0\u7ffb\u8a33\u306b\u304a\u3051\u308b\u300c\u9577\u3044\u6587\u7ae0\u3092\u7ffb\u8a33\u3059\u308b\u3068\u7cbe\u5ea6\u304c\u843d\u3061\u308b\u300d\u3068\u3044\u3046\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u958b\u767a\u3057\u305f\u3002\u3053\u306e\u8ad6\u6587\u306f\u3001AI\u7ffb\u8a33\u306e\u6b74\u53f2\u306b\u304a\u3051\u308b\u5927\u304d\u306a\u8ee2\u63db\u70b9\u3068\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\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: 33%;\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-36880 gallery-columns-3 gallery-size-medium'><dl class='gallery-item'>\n\t\t\t<dt class='gallery-icon portrait'>\n\t\t\t\t<a href='https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/dzmitry-bahdanau.jpg'><img loading=\"lazy\" decoding=\"async\" width=\"232\" height=\"300\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/dzmitry-bahdanau-232x300.jpg\" class=\"attachment-medium size-medium\" alt=\"Dzmitry Bahdanau\u6c0f\" aria-describedby=\"gallery-1-36920\" srcset=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/dzmitry-bahdanau-232x300.jpg 232w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/dzmitry-bahdanau-768x994.jpg 768w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/dzmitry-bahdanau-791x1024.jpg 791w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/dzmitry-bahdanau-1187x1536.jpg 1187w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/dzmitry-bahdanau-1583x2048.jpg 1583w\" sizes=\"auto, (max-width: 232px) 100vw, 232px\" \/><\/a>\n\t\t\t<\/dt>\n\t\t\t\t<dd class='wp-caption-text gallery-caption' id='gallery-1-36920'>\n\t\t\t\t\u30c2\u30df\u30c8\u30ea\u30fb\u30d0\u30c0\u30ca\u30a6\u6c0f<br><a href=\"https:\/\/rizar.github.io\/\">https:\/\/rizar.github.io<\/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\/wp-content\/uploads\/2025\/12\/cho-kyunghyun.jpg'><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/cho-kyunghyun.jpg\" class=\"attachment-medium size-medium\" alt=\"\u30c1\u30e7\u30fb\u30ae\u30e7\u30f3\u30d2\u30e7\u30f3\u6c0f\" aria-describedby=\"gallery-1-36921\" \/><\/a>\n\t\t\t<\/dt>\n\t\t\t\t<dd class='wp-caption-text gallery-caption' id='gallery-1-36921'>\n\t\t\t\t\u30c1\u30e7\u30fb\u30ae\u30e7\u30f3\u30d2\u30e7\u30f3\u6c0f<br><a href=\"https:\/\/cims.nyu.edu\/people\/profiles\/CHO_Kyunghyun.html\">NYU Courant<\/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\/wp-content\/uploads\/2025\/12\/yoshua-bengio.jpg'><img loading=\"lazy\" decoding=\"async\" width=\"249\" height=\"300\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/yoshua-bengio-249x300.jpg\" class=\"attachment-medium size-medium\" alt=\"\u30e8\u30b7\u30e5\u30a2\u30fb\u30d9\u30f3\u30b8\u30aa\u6c0f\" aria-describedby=\"gallery-1-36922\" srcset=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/yoshua-bengio-249x300.jpg 249w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/12\/yoshua-bengio.jpg 512w\" sizes=\"auto, (max-width: 249px) 100vw, 249px\" \/><\/a>\n\t\t\t<\/dt>\n\t\t\t\t<dd class='wp-caption-text gallery-caption' id='gallery-1-36922'>\n\t\t\t\t\u30e8\u30b7\u30e5\u30a2\u30fb\u30d9\u30f3\u30b8\u30aa\u6c0f<br><a href=\"https:\/\/ja.wikipedia.org\/wiki\/%E3%83%A8%E3%82%B7%E3%83%A5%E3%82%A2%E3%83%BB%E3%83%99%E3%83%B3%E3%82%B8%E3%82%AA\">https:\/\/ja.wikipedia.org\/wiki\/\u30e8\u30b7\u30e5\u30a2\u30fb\u30d9\u30f3\u30b8\u30aa<\/a>\u3088\u308a\u5f15\u7528\n\t\t\t\t<\/dd><\/dl><br style=\"clear: both\" \/>\n\t\t<\/div>\n\n<p>&nbsp;<\/p>\n<h3>\u5f53\u521d\u306f\u300cRNN\u306e\u30b5\u30dd\u30fc\u30bf\u30fc\u300d\u3060\u3063\u305f<\/h3>\n<p>\u958b\u767a\u5f53\u521d\u3001Attention\u306f\u3042\u304f\u307e\u3067\u4e3b\u5f79\u3067\u3042\u308bRNN\u3084LSTM\u3092\u88dc\u52a9\u3059\u308b\u5f79\u5272\u3060\u3063\u305f\u3002RNN\uff08LSTM\uff09\u304c\u6587\u7ae0\u3092\u982d\u304b\u3089\u9806\u306b\u8aad\u3093\u3067\u3044\u304f\u969b\u3001\u8a18\u61b6\u304c\u66d6\u6627\u306b\u306a\u3063\u305f\u90e8\u5206\u3092Attention\u304c\u88dc\u3044\u3001\u300c\u5143\u306e\u6587\u7ae0\u306e\u3053\u3053\u3092\u3082\u3046\u4e00\u5ea6\u898b\u3066\u300d\u3068\u53c2\u7167\u3055\u305b\u308b\u4ed5\u7d44\u307f\u3068\u3057\u3066\u4f7f\u308f\u308c\u3066\u3044\u305f\u3002\u3042\u304f\u307e\u3067\u300cRNN\uff08LSTM\uff09+ Attention\u300d\u3068\u3044\u3046\u7d44\u307f\u5408\u308f\u305b\u304c\u524d\u63d0\u3060\u3063\u305f\u306e\u3067\u3042\u308b\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001\u305d\u306e\u5f8c\u306e\u7814\u7a76\u3067\u300c\u305d\u3082\u305d\u3082RNN\u3092\u4f7f\u308f\u305a\u3001Attention\u3060\u3051\u3067\u51e6\u7406\u3057\u305f\u307b\u3046\u304c\u901f\u304f\u3066\u6b63\u78ba\u3067\u306f\u306a\u3044\u304b\u300d\u3068\u3044\u3046\u767a\u898b\u304c\u306a\u3055\u308c\u305f\u3002\u3053\u308c\u304c2017\u5e74\u306e<a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/transformer\/\">Transformer<\/a>\uff08\u8ad6\u6587\u540d\u300eAttention Is All You Need\u300f\uff09\u3078\u3068\u3064\u306a\u304c\u308a\u3001\u73fe\u5728\u306eAI\u306e\u7206\u767a\u7684\u306a\u9032\u5316\u3092\u751f\u3080\u3053\u3068\u306b\u306a\u308b\u3002<\/p>\n<h2>\u30c7\u30b6\u30a4\u30f3\u4e0a\u3067\u306e\u5229\u7528\u65b9\u6cd5<\/h2>\n<p>Attention\u306f\u300c\u30e6\u30fc\u30b6\u30fc\u306e\u8ca0\u62c5(\u8a8d\u77e5\u8ca0\u8377)\u3092\u6e1b\u3089\u3059\u305f\u3081\u306e\u4e88\u6e2c\u7684\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u300d\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u5229\u7528\u3055\u308c\u308b\u3002<\/p>\n<p>\u5f93\u6765\u306e\u691c\u7d22\u3084\u64cd\u4f5c\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u660e\u78ba\u306a\u30ad\u30fc\u30ef\u30fc\u30c9\u3092\u5165\u529b\u3059\u308b\u5fc5\u8981\u304c\u3042\u3063\u305f\u3002\u4e00\u65b9\u3001Attention\u306e\u6280\u8853\u3092\u5fdc\u7528\u3057\u305f\u30c7\u30b6\u30a4\u30f3\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u904e\u53bb\u306e\u884c\u52d5\u3084\u76f4\u524d\u306e\u64cd\u4f5c\uff08\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\uff09\u306b\u91cd\u307f\u4ed8\u3051\u3092\u884c\u3044\u3001\u6b21\u306b\u30e6\u30fc\u30b6\u30fc\u304c\u6b32\u3057\u304c\u308b\u3067\u3042\u308d\u3046\u60c5\u5831\u3092\u5148\u56de\u308a\u3057\u3066\u63d0\u793a\u3067\u304d\u308b\u3002<\/p>\n<h2>\u300c\u3053\u306e\u5834\u9762\u306b\u4f7f\u3048\u308b\u300d\u30b7\u30fc\u30f3\u3068\u5177\u4f53\u4f8b<\/h2>\n<p><span>Attention\u306e\u300c\u6587\u8108\u3092\u7406\u89e3\u3057\u3001\u91cd\u8981\u5ea6\u3092\u5224\u65ad\u3059\u308b\u300d\u80fd\u529b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30b7\u30fc\u30f3\u3067\u6d3b\u7528\u3067\u304d\u308b\u3002<\/span><\/p>\n<table>\n<thead>\n<tr>\n<th>\u5229\u7528\u30b7\u30fc\u30f3<\/th>\n<th>\u5177\u4f53\u7684\u306a\u30c7\u30b6\u30a4\u30f3\u4e8b\u4f8b<\/th>\n<th>Attention\u306e\u5f79\u5272<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u3092\u6c72\u3080\u691c\u7d22\u30b5\u30b8\u30a7\u30b9\u30c8<\/strong><\/td>\n<td>\u30e6\u30fc\u30b6\u30fc\u304c\u300c\u30ad\u30e3\u30f3\u30d7\u300d\u3068\u5165\u529b\u3057\u305f\u969b\u3001\u904e\u53bb\u306b\u300c\u30d5\u30a1\u30df\u30ea\u30fc\u5411\u3051\u300d\u306e\u5546\u54c1\u3092\u591a\u304f\u898b\u3066\u3044\u308c\u3070\u3001\u300c\u30bd\u30ed\u30c6\u30f3\u30c8\u300d\u3067\u306f\u306a\u304f\u300c\u30d5\u30a1\u30df\u30ea\u30fc\u30c6\u30f3\u30c8\u300d\u3092\u512a\u5148\u7684\u306b\u8868\u793a\u3059\u308b\u3002<\/td>\n<td>\u5358\u306a\u308b\u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u4e00\u81f4\u3067\u306f\u306a\u304f\u3001<strong>\u904e\u53bb\u306e\u884c\u52d5\u5c65\u6b74\uff08\u6587\u8108\uff09\u306b\u9ad8\u3044\u300c\u91cd\u307f\u300d\u3092\u7f6e\u3044\u3066\u8a08\u7b97<\/strong>\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u6f5c\u5728\u7684\u306b\u6c42\u3081\u3066\u3044\u308b\u60c5\u5831\u3092\u4e88\u6e2c\u3057\u3066\u63d0\u793a\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>\u9577\u6587\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u81ea\u52d5\u8981\u7d04\u30fb\u30cf\u30a4\u30e9\u30a4\u30c8<\/strong><\/td>\n<td>\u5fd9\u3057\u3044\u30d3\u30b8\u30cd\u30b9\u30de\u30f3\u5411\u3051\u306b\u3001\u9577\u3044\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u306e\u4e2d\u304b\u3089\u300c\u305d\u306e\u4eba\u306b\u3068\u3063\u3066\u91cd\u8981\u5ea6\u304c\u9ad8\u3044\u90e8\u5206\u300d\u3060\u3051\u3092\u592a\u5b57\u306b\u3057\u305f\u308a\u30013\u884c\u3067\u8981\u7d04\u3057\u3066\u5192\u982d\u306b\u8868\u793a\u3057\u305f\u308a\u3059\u308b\u3002<\/td>\n<td>\u8a18\u4e8b\u5168\u4f53\u3092\u898b\u6e21\u3057\u3001<strong>\u3069\u306e\u6587\u7ae0\u304c\u300c\u7d50\u8ad6\u300d\u3068\u3057\u3066\u4ed6\u306e\u6587\u7ae0\u3068\u5f37\u3044\u95a2\u9023\u3092\u6301\u3063\u3066\u3044\u308b\u304b<\/strong>\u3092\u5224\u65ad\u3057\u3001\u60c5\u5831\u306e\u6fc3\u6de1\uff08\u91cd\u8981\u5ea6\uff09\u3092\u53ef\u8996\u5316\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>\u6587\u8108\u306b\u5fdc\u3058\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5fdc\u7b54<\/strong><\/td>\n<td>\u300c\u52d5\u304b\u306a\u3044\u300d\u3068\u3060\u3051\u5165\u529b\u3055\u308c\u305f\u5834\u5408\u3001\u76f4\u524d\u306b\u300c\u30ed\u30b0\u30a4\u30f3\u753b\u9762\u300d\u3092\u898b\u3066\u3044\u305f\u306e\u304b\u300c\u6c7a\u6e08\u753b\u9762\u300d\u3092\u898b\u3066\u3044\u305f\u306e\u304b\u3092\u5224\u65ad\u3057\u3001\u30d1\u30b9\u30ef\u30fc\u30c9\u518d\u8a2d\u5b9a\u304b\u3001\u30ab\u30fc\u30c9\u30a8\u30e9\u30fc\u5bfe\u5fdc\u304b\u3092\u51fa\u3057\u5206\u3051\u308b\u3002<\/td>\n<td>\u30e6\u30fc\u30b6\u30fc\u306e\u77ed\u3044\u8a00\u8449\u3060\u3051\u3092\u898b\u308b\u306e\u3067\u306f\u306a\u304f\u3001<strong>\u76f4\u524d\u306e\u64cd\u4f5c\u753b\u9762\uff08\u6587\u8108\uff09\u306b\u300c\u6ce8\u76ee\uff08Attention\uff09\u300d<\/strong>\u3059\u308b\u3053\u3068\u3067\u3001\u66d6\u6627\u306a\u8a00\u8449\u306e\u771f\u610f\u3092\u7279\u5b9a\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u95a2\u9023\u7528\u8a9e<\/h2>\n<blockquote class=\"wp-embedded-content\" data-secret=\"HRnkXm74gd\"><p><a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/lstm\/\">\u9577\u77ed\u671f\u8a18\u61b6\uff08LSTM\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;\u9577\u77ed\u671f\u8a18\u61b6\uff08LSTM\uff09&#8221; &#8212; UX TIMES\" src=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/lstm\/embed\/#?secret=mkfyFLuFpL#?secret=HRnkXm74gd\" data-secret=\"HRnkXm74gd\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"1oEk6XwWgW\"><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=YuLfl4RIAg#?secret=1oEk6XwWgW\" data-secret=\"1oEk6XwWgW\" 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 href=\"https:\/\/arxiv.org\/abs\/1409.0473\" target=\"_blank\" title=\"Neural Machine Translation by Jointly Learning to Align and Translate (2014)\" rel=\"noopener\">Neural Machine Translation by Jointly Learning to Align and Translate (2014)\u00a0<\/a><\/li>\n<li>\u00a0<a class=\"\" href=\"https:\/\/arxiv.org\/abs\/1508.04025\" target=\"_blank\" rel=\"noopener\">Effective Approaches to Attention-based Neural Machine Translation (2015)<\/a><\/li>\n<li><a class=\"\" href=\"https:\/\/arxiv.org\/abs\/1706.03762\" target=\"_blank\" rel=\"noopener\">Attention Is All You Need(2017).<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u81a8\u5927\u306a\u60c5\u5831\u306e\u4e2d\u304b\u3089\u3001\u6587\u8108\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u300c\u4eca\u3001\u3069\u3053\u306b\u6ce8\u76ee\u3059\u3079\u304d\u304b\u300d\u3092\u81ea\u52d5\u7684\u306b\u5224\u65ad\u3057\u3001\u60c5\u5831\u306e\u91cd\u8981\u5ea6\u4ed8\u3051\u3092\u884c\u3046\u4ed5\u7d44\u307f<\/p>\n","protected":false},"author":12,"featured_media":36968,"template":"","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"English":"Attention","footnotes":""},"glossary-category":[418],"glossary_tag":[],"class_list":["post-36880","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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