{"id":373845,"date":"2021-09-14T08:59:41","date_gmt":"2021-09-14T15:59:41","guid":{"rendered":"https:\/\/blog.webex.com\/uncategorized-ja\/%e8%87%aa%e5%8b%95%e9%9f%b3%e5%a3%b0%e8%aa%8d%e8%ad%98%e3%82%b7%e3%82%b9%e3%83%86%e3%83%a0%e3%81%ae%e5%be%8c%e5%87%a6%e7%90%86\/"},"modified":"2021-09-14T08:59:41","modified_gmt":"2021-09-14T15:59:41","slug":"%e8%87%aa%e5%8b%95%e9%9f%b3%e5%a3%b0%e8%aa%8d%e8%ad%98%e3%82%b7%e3%82%b9%e3%83%86%e3%83%a0%e3%81%ae%e5%be%8c%e5%87%a6%e7%90%86","status":"publish","type":"post","link":"https:\/\/blog.webex.com\/ja\/engineering\/%e8%87%aa%e5%8b%95%e9%9f%b3%e5%a3%b0%e8%aa%8d%e8%ad%98%e3%82%b7%e3%82%b9%e3%83%86%e3%83%a0%e3%81%ae%e5%be%8c%e5%87%a6%e7%90%86\/","title":{"rendered":"\u81ea\u52d5\u97f3\u58f0\u8a8d\u8b58\u30b7\u30b9\u30c6\u30e0\u306e\u5f8c\u51e6\u7406"},"content":{"rendered":"<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p>\u81ea\u52d5\u97f3\u58f0\u8a8d\u8b58\uff08ASR\uff09\u30b7\u30b9\u30c6\u30e0\u306f\u97f3\u58f0\u3092\u30c6\u30ad\u30b9\u30c8\u306b\u5909\u63db\u3057\u307e\u3059\u3002\u901a\u5e38\u3001\u5909\u63db\u5f8c\u306e\u30c6\u30ad\u30b9\u30c8\u306f\u5358\u8a9e\u306e\u96c6\u307e\u308a\u306b\u306a\u308a\u307e\u3059\u3002\u30b7\u30b9\u30b3\u306f ASR \u30b7\u30b9\u30c6\u30e0\u3092\u4f7f\u7528\u3057\u3066 Webex \u4f1a\u8b70\u306b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u5b57\u5e55\u3092\u8868\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u5834\u5408\u306b\u751f\u3058\u308b\u554f\u984c\u306e 1 \u3064\u306f\u3001\u53e5\u8aad\u8a18\u53f7\u3084\u5927\u6587\u5b57\u304c\u306a\u3044\u3068\u3001\u5b57\u5e55\u3068\u3057\u3066\u8aad\u307f\u306b\u304f\u304f\u306a\u308b\u3053\u3068\u3067\u3059\u3002\u53e5\u8aad\u8a18\u53f7\u306e\u6709\u7121\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u610f\u5473\u3092\u6b63\u3057\u304f\u7406\u89e3\u3067\u304d\u308b\u304b\u3069\u3046\u304b\u306b\u5f71\u97ff\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u5358\u8a9e\u306e\u96c6\u307e\u308a\u306b\u306f\u53e5\u8aad\u8a18\u53f7\u306e\u4ed8\u3051\u65b9\u304c 2 \u3064\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u201cthank you your donation just helped someone get a job\u201d.<\/p>\n<p>\u30aa\u30d7\u30b7\u30e7\u30f3 A: \u201cThank you! Your donation just helped someone get a job.\u201d\uff08\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3059! \u3042\u306a\u305f\u306e\u5bc4\u4ed8\u306f\u8ab0\u304b\u306e\u5c31\u696d\u3092\u652f\u63f4\u3057\u307e\u3057\u305f\u3002\uff09<\/p>\n<p>\u30aa\u30d7\u30b7\u30e7\u30f3 B: \u201cThank you! Your donation just helped someone. Get a job.\u201d\uff08\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3059! \u3042\u306a\u305f\u306e\u5bc4\u4ed8\u306f\u8ab0\u304b\u3092\u652f\u63f4\u3057\u307e\u3057\u305f\u3002\u4ed5\u4e8b\u306b\u5c31\u3044\u3066\u304f\u3060\u3055\u3044\u3002\uff09<\/p>\n<p>\u53e5\u8aad\u8a18\u53f7 1 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\u30ea\u30bd\u30fc\u30b9\u3092\u5927\u91cf\u306b\u6d88\u8cbb\u3057\u307e\u3059\u3002\u53e5\u8aad\u8a18\u53f7\u30e2\u30c7\u30eb\u306b\u307e\u3067\u5927\u91cf\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002<\/li>\n<li>\u8a9e\u5f59\u5916\u306e\u8a9e\u53e5\u3092\u51e6\u7406\u3059\u308b\u80fd\u529b\u3002\u30e2\u30c7\u30eb\u306b\u3068\u3063\u3066\u672a\u77e5\u306e\u5358\u8a9e\u306b\u3064\u3044\u3066\u3082\u3001\u53e5\u8aad\u8a18\u53f7\u306e\u5fa9\u5143\u3084\u5927\u6587\u5b57\u5316\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u5f93\u6765\u306e n \u30b0\u30e9\u30e0\u6cd5 [1] \u3082\u6bd4\u8f03\u7684\u6709\u52b9\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u96e3\u70b9\u304c\u3042\u308a\u307e\u3059\u3002n \u30b0\u30e9\u30e0 \u30e2\u30c7\u30eb\u3067\u306f\u9ad8\u901f\u63a8\u8ad6\u304c\u53ef\u80fd\u3067\u3059\u304c\u3001\u8a00\u8a9e\u306e\u8a9e\u5f59\u306b\u3088\u3063\u3066\u306f 3 \u30b0\u30e9\u30e0 \u30e2\u30c7\u30eb\u3067\u3082\u6570\u30ae\u30ac\u30d0\u30a4\u30c8\u3082\u306e\u30c7\u30a3\u30b9\u30af\u9818\u57df\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u8a9e\u5f59\u5916\u306e\u5358\u8a9e\u306e\u51e6\u7406\u306b\u3082\u554f\u984c\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u30e2\u30c7\u30eb\u3067\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u306b\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u5358\u8a9e\u304c\u3042\u308b\u3068\u901a\u5e38\u306e\u65b9\u6cd5\u3067\u51e6\u7406\u3067\u304d\u305a\u3001\u7cbe\u5ea6\u304c\u4e0b\u304c\u308a\u307e\u3059\u3002\u6700\u65b0\u306e\u624b\u6cd5\u3067\u306f\u3001\u53cc\u65b9\u5411 RNN [3] \u3084\u3001\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u304a\u3088\u3073\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306b\u57fa\u3065\u304f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3 [2] \u306a\u3069\u306e\u52b9\u679c\u7684\u306a\u6280\u6cd5\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u3053\u308c\u3089\u306f\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30ea\u30bd\u30fc\u30b9\u3092\u5927\u91cf\u306b\u6d88\u8cbb\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u9ad8\u3044\u7cbe\u5ea6\u3092\u5b9f\u73fe\u3057\u307e\u3059\u304c [2]\u3001\u63a8\u8ad6\u306e\u5b9f\u884c\u306b\u5165\u529b\u30b7\u30fc\u30b1\u30f3\u30b9\u5168\u4f53\u3092\u5fc5\u8981\u3068\u3059\u308b\u305f\u3081\u3001\u30e9\u30a4\u30d6\u914d\u4fe1\u306e\u7528\u9014\u306b\u306f\u3042\u307e\u308a\u9069\u3057\u3066\u3044\u307e\u305b\u3093\u3002\u305f\u3068\u3048\u3070\u3001\u53cc\u65b9\u5411 RNN \u306e\u5834\u5408\u3001\u65b0\u3057\u3044\u5165\u529b\u30c8\u30fc\u30af\u30f3\u304c 1 \u3064\u52a0\u308f\u308b\u3060\u3051\u3067\u3082\u3001\u305d\u308c\u307e\u3067\u306b\u5165\u529b\u3055\u308c\u305f\u3059\u3079\u3066\u306e\u30c8\u30fc\u30af\u30f3\u306e\u96a0\u308c\u72b6\u614b\u3092\u66f4\u65b0\u3057\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\uff08\u56f3 1\uff09\u3002<div id=\"attachment_373203\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/Computations-on-the-backward-pass-of-a-bi-directional-RNN.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-373203\" class=\"wp-image-373203 size-full\" src=\"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/Computations-on-the-backward-pass-of-a-bi-directional-RNN.png\" alt=\"\u53cc\u65b9\u5411 RNN \u306e\u9006\u65b9\u5411\u30d1\u30b9\u306e\u8a08\u7b97\" width=\"904\" height=\"224\" srcset=\"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/Computations-on-the-backward-pass-of-a-bi-directional-RNN.png 904w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/Computations-on-the-backward-pass-of-a-bi-directional-RNN-300x74.png 300w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/Computations-on-the-backward-pass-of-a-bi-directional-RNN-768x190.png 768w\" sizes=\"auto, (max-width: 904px) 100vw, 904px\" \/><\/a><p id=\"caption-attachment-373203\" class=\"wp-caption-text\">\u56f3 1. \u53cc\u65b9\u5411 RNN \u306e\u9006\u65b9\u5411\u30d1\u30b9\u306e\u8a08\u7b97\u3002\u65b0\u3057\u3044\u5165\u529b\u304c\u52a0\u308f\u308b\u305f\u3073\u306b\u3001\u305d\u308c\u307e\u3067\u306e\u3059\u3079\u3066\u306e\u5165\u529b\u306e\u96a0\u308c\u72b6\u614b\u3092\u9806\u6b21\u66f4\u65b0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p><\/div> \u00a0 2 \u3064\u306e\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u53e5\u8aad\u8a18\u53f7\u3068\u5927\u6587\u5b57\u5316\u306e\u89e3\u6c7a\u3092\u8a66\u307f\u308b\u624b\u6cd5\u3084 [3][6]\u3001\u51fa\u529b\u306b\u9ad8\u3044\u76f8\u95a2\u6027\u304c\u3042\u308b\u3053\u3068\u304b\u3089\u4e21\u65b9\u3092 1 \u3064\u306e\u30e2\u30c7\u30eb\u306b\u7d50\u5408\u3059\u308b\u624b\u6cd5\u3082\u3042\u308a\u307e\u3059 [4][2]\u3002\u305f\u3068\u3048\u3070\u3001\u53e5\u8aad\u8a18\u53f7\u3068\u305d\u306e\u76f4\u5f8c\u306e\u5358\u8a9e\u306b\u306f\u3053\u3046\u3057\u305f\u76f8\u95a2\u6027\u304c\u3042\u308a\u3001\u30d4\u30ea\u30aa\u30c9\u306e\u76f4\u5f8c\u306e\u5358\u8a9e\u306e\u8a9e\u982d\u306f\u5927\u6587\u5b57\u306b\u3057\u3001\u30b3\u30f3\u30de\u306e\u76f4\u5f8c\u306e\u5358\u8a9e\u306e\u8a9e\u982d\u306f\u5c0f\u6587\u5b57\u306b\u3059\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002\u30bf\u30b9\u30af\u3054\u3068\u306b 1 \u3064\u305a\u3064\u3001\u8907\u6570\u306e\u51fa\u529b\u3092\u884c\u3046\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3 [4] \u3092\u63d0\u793a\u3059\u308b\u624b\u6cd5\u3082\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u3088\u3046\u306a\u624b\u6cd5\u306f\u3001\u3053\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u304c\u53e5\u8aad\u8a18\u53f7\u3068\u5927\u6587\u5b57\u5316\u306e\u5225\u500b\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3088\u308a\u512a\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u70b9\u3092\u8003\u616e\u3057\u3001\u79c1\u305f\u3061\u306f\u3001\u53e5\u8aad\u8a18\u53f7\u3068\u5927\u6587\u5b57\u5316\u306b 2 \u3064\u306e\u51fa\u529b\u3092\u884c\u3046 1 \u3064\u306e GRU \u30d9\u30fc\u30b9 \u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002\u8a9e\u5f59\u5916\u306e\u5358\u8a9e\u3092\u51e6\u7406\u3059\u308b\u969b\u306b\u306f\u3001\u30bb\u30f3\u30c6\u30f3\u30b9\u30d4\u30fc\u30b9\u306e\u3088\u3046\u306b\u3001\u672a\u77e5\u8a9e\u3092\u5c0f\u3055\u306a\u30c8\u30fc\u30af\u30f3\uff08\u6700\u5c0f\u3067 1 \u6587\u5b57\u305a\u3064\uff09\u306b\u5206\u5272\u3059\u308b\u65b9\u6cd5 [6] \u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u305d\u306e\u8a73\u7d30\u3068\u8003\u616e\u4e8b\u9805\u306b\u3064\u3044\u3066\u3001\u4ee5\u4e0b\u306b\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<h2>TruncBiRNN<\/h2>\n<p>\u53e5\u8aad\u8a18\u53f7\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u306b\u304a\u3044\u3066\u3001\u5f8c\u304b\u3089\u52a0\u308f\u308b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304c\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3053\u3068\u306f\u3001\u76f4\u89b3\u7684\u306b\u3082\u5b9f\u9a13\u7d50\u679c\u304b\u3089\u3082\u660e\u3089\u304b\u3067\u3059\u3002\u306a\u305c\u306a\u3089\u3001\u6b21\u306b\u3069\u306e\u3088\u3046\u306a\u5358\u8a9e\u304c\u6765\u308b\u306e\u304b\u4e0d\u660e\u306a\u72b6\u614b\u3067\u73fe\u5728\u4f4d\u7f6e\u306e\u53e5\u8aad\u8a18\u53f7\u3092\u5224\u5225\u3059\u308b\u306e\u306f\u96e3\u3057\u3044\u304b\u3089\u3067\u3059\u3002\u6b21\u306b\u6765\u308b\u30c8\u30fc\u30af\u30f3\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u4f7f\u7528\u3057\u3001\u9006\u65b9\u5411\u306b\u3055\u304b\u306e\u307c\u308b\u3059\u3079\u3066\u306e\u30c8\u30fc\u30af\u30f3\u306e\u96a0\u308c\u72b6\u614b\u3092\u66f4\u65b0\u3057\u306a\u304f\u3066\u3082\u6e08\u3080\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u306b\u3001\u9006\u65b9\u5411\u306e\u56fa\u5b9a\u7bc4\u56f2\u3088\u308a\u524d\u3092\u5207\u308a\u6368\u3066\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002\u9806\u65b9\u5411\u3067\u306f\u901a\u5e38\u306e RNN \u306e\u51e6\u7406\u306b\u306a\u308a\u307e\u3059\u3002\u9006\u65b9\u5411\u3067\u306f\u3001\u5404\u30c8\u30fc\u30af\u30f3\u306b\u304a\u3044\u3066\u56fa\u5b9a\u3055\u308c\u305f\u7bc4\u56f2\u306e\u307f\u3092\u8003\u616e\u3057\u3001\u305d\u306e\u7bc4\u56f2\u5185\u3067 RNN \u3092\u5b9f\u884c\u3057\u307e\u3059\uff08\u56f3 2\uff09\u3002\u3053\u306e\u7bc4\u56f2\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u65b0\u3057\u3044\u5165\u529b\u30c8\u30fc\u30af\u30f3\u306b\u5bfe\u3059\u308b\u4e00\u5b9a\u6642\u9593\u5185\u306e\u63a8\u8ad6\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\uff08\u9806\u65b9\u5411\u3067\u306f 1 \u500b\u306e\u96a0\u308c\u72b6\u614b\u3092\u3001\u9006\u65b9\u5411\u3067\u306f n+1 \u500b\u306e\u96a0\u308c\u72b6\u614b\u3092\u8a08\u7b97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\uff09\u3002 <div id=\"attachment_373213\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/TruncBiRNN-example.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-373213\" class=\"size-full wp-image-373213\" src=\"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/TruncBiRNN-example.png\" alt=\"TruncBiRNN \u306e\u4f8b\" width=\"904\" height=\"204\" srcset=\"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/TruncBiRNN-example.png 904w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/TruncBiRNN-example-300x68.png 300w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/TruncBiRNN-example-768x173.png 768w\" sizes=\"auto, (max-width: 904px) 100vw, 904px\" \/><\/a><p id=\"caption-attachment-373213\" class=\"wp-caption-text\">\u56f3 2. \u3053\u306e\u4f8b\u3067\u306f\u3001\u73fe\u5728\u306e\u30c8\u30fc\u30af\u30f3\u3054\u3068\u306b\u3001\u6b21\u306b\u6765\u308b 2 \u3064\u306e\u30c8\u30fc\u30af\u30f3\u306e\u307f\u3092\u8003\u616e\u3057\u3066\u9006\u65b9\u5411\u306e\u96a0\u308c\u72b6\u614b\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002<\/p><\/div> \u00a0 \u3053\u306e\u3088\u3046\u306b\u3001\u3059\u3079\u3066\u306e\u30c8\u30fc\u30af\u30f3\u305d\u308c\u305e\u308c\u306b\u3001\u9806\u65b9\u5411\u3068\u9006\u65b9\u5411\u306e\u96a0\u308c\u72b6\u614b\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u5c64\u3092 TruncBiRNN \u307e\u305f\u306f TruncBiGRU\uff08GRU \u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\uff09\u3068\u547c\u3076\u3053\u3068\u306b\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u96a0\u308c\u72b6\u614b\u306f\u3001\u5165\u529b\u306e\u9577\u3055\u306b\u95a2\u4fc2\u306a\u304f\u4e00\u5b9a\u306e\u6642\u9593\u3067\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002\u4e00\u5b9a\u6642\u9593\u306e\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u30e2\u30c7\u30eb\u304c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u5b57\u5e55\u3092\u8868\u793a\u3059\u308b\u4e0a\u3067\u5fc5\u9808\u3067\u3059\u3002<\/p>\n<h2>\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/h2>\n<p>\u3053\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3001\u57cb\u3081\u8fbc\u307f\u5c64\u3001TruncBiGRU \u304a\u3088\u3073\u5358\u65b9\u5411 GRU \u5c64\u3001\u5168\u7d50\u5408\u5c64\u3067\u69cb\u6210\u3055\u308c\u307e\u3059\u3002\u51fa\u529b\u306b\u306f\u3001\u53e5\u8aad\u8a18\u53f7\u7528\u3068\u5927\u6587\u5b57\u5316\u7528\u306e 2 \u3064\u306e\u30bd\u30d5\u30c8\u30de\u30c3\u30af\u30b9\u5c64\u3092\u4f7f\u7528\u3057\u307e\u3059\uff08\u56f3 3\uff09\u3002 <div id=\"attachment_373223\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/Model-architecture-with-window-size-equal-to-two-tokens-for-TruncBiGRU.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-373223\" class=\"size-full wp-image-373223\" src=\"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/Model-architecture-with-window-size-equal-to-two-tokens-for-TruncBiGRU.png\" alt=\"\u56f3 3. TruncBiGRU \u306e\u7bc4\u56f2\u30b5\u30a4\u30ba\u304c\u30c8\u30fc\u30af\u30f3 2 \u500b\u306b\u76f8\u5f53\u3059\u308b\u30e2\u30c7\u30eb \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\" width=\"962\" height=\"828\" srcset=\"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/Model-architecture-with-window-size-equal-to-two-tokens-for-TruncBiGRU.png 604w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/Model-architecture-with-window-size-equal-to-two-tokens-for-TruncBiGRU-300x258.png 300w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/Model-architecture-with-window-size-equal-to-two-tokens-for-TruncBiGRU-768x661.png 768w\" sizes=\"auto, (max-width: 962px) 100vw, 962px\" \/><\/a><p id=\"caption-attachment-373223\" class=\"wp-caption-text\">\u56f3 3. TruncBiGRU \u306e\u7bc4\u56f2\u30b5\u30a4\u30ba\u304c\u30c8\u30fc\u30af\u30f3 2 \u500b\u306b\u76f8\u5f53\u3059\u308b\u30e2\u30c7\u30eb \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/p><\/div> \u00a0 \u3053\u306e\u30e2\u30c7\u30eb\u3067\u306f\u3001\u3059\u3079\u3066\u306e\u5358\u8a9e\u306b\u3064\u3044\u3066\u3001\u5927\u6587\u5b57\u5316\u3068\u5358\u8a9e\u306e\u5f8c\u306e\u53e5\u8aad\u8a18\u53f7\u306b\u3064\u3044\u3066\u4e88\u6e2c\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e 2 \u3064\u306e\u51fa\u529b\u3092\u9069\u5207\u306b\u540c\u671f\u3055\u305b\u3001\u5927\u6587\u5b57\u5316\u306e\u4e88\u6e2c\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u306b\u306f\u3001\uff08\u524d\u306e\u30b9\u30c6\u30c3\u30d7\u304b\u3089\u53e5\u8aad\u8a18\u53f7\u3092\u5fa9\u5143\u3059\u308b\u305f\u3081\u306b\uff09\u524d\u306e\u30c8\u30fc\u30af\u30f3\u304b\u3089\u306e\u57cb\u3081\u8fbc\u307f\u3082\u8a8d\u8b58\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3068\u30ab\u30b9\u30bf\u30e0\u640d\u5931\u95a2\u6570\uff08\u6b21\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3092\u53c2\u7167\uff09\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u6587\u982d\u306e\u5358\u8a9e\u304c\u5c0f\u6587\u5b57\u3067\u59cb\u307e\u3089\u306a\u3044\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u53e5\u8aad\u8a18\u53f7\u306e\u4e88\u6e2c\u3067\u306f\u3001\u6b21\u306e\u5358\u8a9e\u306e\u5927\u6587\u5b57\u5316\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u3082\u5f79\u7acb\u3061\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u73fe\u5728\u306e\u57cb\u3081\u8fbc\u307f\u3068\u6b21\u306e\u57cb\u3081\u8fbc\u307f\u3092\u9023\u7d50\u3057\u307e\u3059\u3002\u53e5\u8aad\u8a18\u53f7\u306e\u51fa\u529b\u5c64\u306f\u3001\u3059\u3079\u3066\u306e\u53e5\u8aad\u8a18\u53f7\u306e\u5206\u5e03\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002\u3053\u306e\u30e2\u30c7\u30eb\u3067\u306f\u6b21\u306e\u8a18\u53f7\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002<\/p>\n<p><em>\u30d4\u30ea\u30aa\u30c9 <\/em>\u2013 \u30bb\u30f3\u30c6\u30f3\u30b9\u306e\u9014\u4e2d\u306b\u51fa\u73fe\u3059\u308b\u30d4\u30ea\u30aa\u30c9\u3067\u3001\u6b21\u306b\u6765\u308b\u5358\u8a9e\u306e\u8a9e\u982d\u304c\u5fc5\u305a\u3057\u3082\u5927\u6587\u5b57\u306b\u306a\u308b\u3068\u306f\u9650\u3089\u306a\u3044\uff08\u201ca.m.\u201d\u3001\u201dD.C.\u201d \u306a\u3069\uff09<\/p>\n<p><em>\u30b3\u30f3\u30de<\/em><\/p>\n<p><em>\u7591\u554f\u7b26<\/em><\/p>\n<p><em>\u7701\u7565\u8a18\u53f7<\/em><\/p>\n<p><em>\u30b3\u30ed\u30f3<\/em><\/p>\n<p><em>\u30c0\u30c3\u30b7\u30e5<\/em><\/p>\n<p><em>\u6587\u672b\u30d4\u30ea\u30aa\u30c9<\/em> &#8211; \u30bb\u30f3\u30c6\u30f3\u30b9\u306e\u7d42\u4e86\u3092\u793a\u3059\u30d4\u30ea\u30aa\u30c9<\/p>\n<p>\u00a0 \u5927\u6587\u5b57\u5316\u306b\u306f\u6b21\u306e 4 \u3064\u306e\u30af\u30e9\u30b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><em>\u5c0f\u6587\u5b57<\/em><\/p>\n<p><em>\u5927\u6587\u5b57<\/em> \u2013 \u3059\u3079\u3066\u306e\u6587\u5b57\u3092\u5927\u6587\u5b57\u306b\u3059\u308b\uff08\u201cIEEE\u201d\u3001\u201cNASA\u201d \u306a\u3069\uff09<\/p>\n<p><em>\u8a9e\u982d\u306e 1 \u6587\u5b57\u304c\u5927\u6587\u5b57<\/em><\/p>\n<p><em>\u5927\u6587\u5b57\u3068\u5c0f\u6587\u5b57\u304c\u6df7\u5728<\/em> \u2013 \u201ciPhone\u201d \u306a\u3069<\/p>\n<p><em>\u6587\u982d\u306e 1 \u6587\u5b57\u304c\u5927\u6587\u5b57<\/em> &#8211; \u30bb\u30f3\u30c6\u30f3\u30b9\u306e\u6700\u521d\u306e\u5358\u8a9e<\/p>\n<p>\u201c<em>\u6587\u982d\u306e 1 \u6587\u5b57\u304c\u5927\u6587\u5b57\u201d \u3068 <\/em>\u201c<em>\u6587\u672b\u30d4\u30ea\u30aa\u30c9<\/em>\u201d \u3068\u3044\u3046 2 \u3064\u306e\u30af\u30e9\u30b9\u306f\u3001\u4e00\u898b\u3059\u308b\u3068\u91cd\u8907\u3057\u3066\u3044\u308b\u3088\u3046\u306b\u601d\u3048\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u3053\u306e 2 \u3064\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u5927\u6587\u5b57\u5316\u3068\u53e5\u8aad\u8a18\u53f7\u306b\u95a2\u9023\u3059\u308b\u7b54\u3048\u306e\u4e00\u8cab\u6027\u3092\u9ad8\u3081\u307e\u3059\u3002\u201c<em>\u6587\u672b\u30d4\u30ea\u30aa\u30c9\u201d <\/em>\u306f\u3001\u6b21\u306e\u5927\u6587\u5b57\u5316\u306e\u7b54\u3048\u304c \u201c<em>\u5c0f\u6587\u5b57\u201d<\/em> \u3067\u306f\u306a\u3044\u3053\u3068\u3092\u610f\u5473\u3057\u3001\u201c<em>\u6587\u982d\u306e 1 \u6587\u5b57\u304c\u5927\u6587\u5b57\u201d <\/em>\u306f\u3001\u524d\u306e\u53e5\u8aad\u8a18\u53f7\u304c \u201c<em>\u6587\u672b\u30d4\u30ea\u30aa\u30c9<\/em>\u201d \u307e\u305f\u306f\u7591\u554f\u7b26\u3067\u3042\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30af\u30e9\u30b9\u306f\u3001\u640d\u5931\u95a2\u6570\u306b\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002\u640d\u5931\u95a2\u6570: \u5927\u6587\u5b57\u5316\u3068\u53e5\u8aad\u8a18\u53f7\u306e\u4e21\u65b9\u3092\u6700\u9069\u5316\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u306b\u3001\u6b21\u306e\u3088\u3046\u306a\u4fc2\u6570\u3092\u4f7f\u3046 log \u640d\u5931\u95a2\u6570\u306e\u5408\u8a08\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002 <a href=\"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/Loss-function.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-373233\" src=\"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/Loss-function.png\" alt=\"\u640d\u5931\u95a2\u6570\" width=\"668\" height=\"38\" srcset=\"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/Loss-function.png 668w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/Loss-function-300x17.png 300w\" sizes=\"auto, (max-width: 668px) 100vw, 668px\" \/><\/a> \u305f\u3060\u3057\u3001\u524d\u8ff0\u306e\u3088\u3046\u306b\u3001\u30cb\u30e5\u30fc\u30e9\u30eb 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\u304c\u4e88\u6e2c\u3055\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u8aa4\u308a\u306f\u307e\u308c\u3067\u3059\u304c\u3001\u8457\u3057\u3044\u4e0d\u4e00\u81f4\u3068\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306b\u3001\u3053\u306e\u7a2e\u306e\u8aa4\u308a\u306b\u30da\u30ca\u30eb\u30c6\u30a3\u3092\u52a0\u3048\u308b\u6b21\u306e\u3088\u3046\u306a\u8ffd\u52a0\u306e\u30da\u30ca\u30eb\u30c6\u30a3\u9805\u3092\u640d\u5931\u95a2\u6570\u3067\u4f7f\u7528\u3057\u307e\u3059\u3002 <a href=\"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/disagreement-penalty.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-373243\" src=\"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/disagreement-penalty.png\" alt=\"\u4e0d\u4e00\u81f4\u30da\u30ca\u30eb\u30c6\u30a3\" width=\"904\" height=\"68\" srcset=\"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/disagreement-penalty.png 904w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/disagreement-penalty-300x23.png 300w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/disagreement-penalty-768x58.png 768w\" sizes=\"auto, (max-width: 904px) 100vw, 904px\" \/><\/a> 1 \u3064\u76ee\u306e\u9805\u306f \u201c<em>\u6587\u982d\u306e 1 \u6587\u5b57\u304c\u5927\u6587\u5b57<\/em>\u201d \u304c \u201c<em>\u6587\u672b\u30d4\u30ea\u30aa\u30c9\u201d<\/em> \u4ee5\u5916\u306e\u5f8c\u306b\u767a\u751f\u3059\u308b\u78ba\u7387\u306b\u5bfe\u5fdc\u3057\u30012 \u3064\u76ee\u306e\u9805\u306f \u201c<em>\u6587\u982d\u306e 1 \u6587\u5b57\u304c\u5927\u6587\u5b57<\/em>\u201d \u304c \u201c<em>\u6587\u672b\u30d4\u30ea\u30aa\u30c9\u201d<\/em> \u306e\u5f8c\u306b\u767a\u751f\u3057\u306a\u3044\u78ba\u7387\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002\u00a0 \u3053\u306e\u30da\u30ca\u30eb\u30c6\u30a3\u3092\u3001\u3053\u306e\u8aa4\u308a\u304c\u767a\u751f\u3059\u308b\u30c8\u30fc\u30af\u30f3\u306e\u5408\u8a08\u306b\u52a0\u3048\u307e\u3059\u3002\u307e\u305f\u3001\u524d\u306e\u5c64\u304b\u3089\u30bd\u30d5\u30c8\u30de\u30c3\u30af\u30b9\u5c64\u306b 2 \u3064\u306e\u9023\u7d9a\u30c6\u30f3\u30bd\u30eb\u3092\u6e21\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30da\u30ca\u30eb\u30c6\u30a3\u9805\u3092\u52b9\u7387\u7684\u306b\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002\u6700\u7d42\u7684\u306b\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u640d\u5931\u95a2\u6570\u306b\u306a\u308a\u307e\u3059\u3002 <a href=\"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/Loss-function-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-373253\" src=\"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/Loss-function-1.png\" alt=\"\u640d\u5931\u95a2\u6570\" width=\"652\" height=\"60\" srcset=\"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/Loss-function-1.png 652w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/09\/Loss-function-1-300x28.png 300w\" sizes=\"auto, (max-width: 652px) 100vw, 652px\" \/><\/a><\/p>\n<h2>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<\/h2>\n<p>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u306f\u3001\u793e\u5185\u306e Webex \u4f1a\u8b70\u306e\u6587\u5b57\u8d77\u3053\u3057\u3068 Wikipedia \u306e\u30c6\u30ad\u30b9\u30c8 \u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u307e\u305a\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u3092\u30af\u30ea\u30fc\u30f3\u30a2\u30c3\u30d7\u3057\u3001\u30bb\u30f3\u30c6\u30f3\u30b9\u306b\u5206\u5272\u3057\u307e\u3059\u3002\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642\u306b\u306f\u3001\u9023\u7d9a\u3059\u308b\u30bb\u30f3\u30c6\u30f3\u30b9\u304b\u3089\u5404\u30b5\u30f3\u30d7\u30eb\u3092\u751f\u6210\u3057\u3001\u56fa\u5b9a\u5206\u5e03\u304b\u3089\u30e9\u30f3\u30c0\u30e0\u306a\u9577\u3055\u306b\u5207\u65ad\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30ab\u30c3\u30c8\u3055\u308c\u305f\u30d5\u30ec\u30fc\u30ba\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642\u306b\u4f7f\u7528\u3067\u304d\u308b\u305f\u3081\u3001\u63a8\u8ad6\u6642\u306b\u30e2\u30c7\u30eb\u3067\u4e2d\u9593\u7d50\u679c\u3092\u51e6\u7406\u3067\u304d\u307e\u3059\u3002\u6b21\u306b\u3001\u7d04 300 \u30e1\u30ac\u30d0\u30a4\u30c8\u76f8\u5f53\u306e Wikipedia \u30c6\u30ad\u30b9\u30c8\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3044\u3001Webex \u4f1a\u8b70\u306e\u6587\u5b57\u8d77\u3053\u3057\u3067\u5fae\u8abf\u6574\u3057\u307e\u3059\u3002Wikipedia \u3092\u4f7f\u7528\u3057\u3066\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046\u3053\u3068\u306f\u3001\u3059\u3079\u3066\u306e\u53e5\u8aad\u8a18\u53f7\u30af\u30e9\u30b9\u306e\u5411\u4e0a\u306b\u5f79\u7acb\u3061\u307e\u3059\u304c\u3001\u5927\u6587\u5b57\u5316\u30af\u30e9\u30b9\u306b\u306f\u7279\u306b\u52b9\u679c\u7684\u3067\u3059\u3002\u3053\u308c\u306f Wikipedia \u30b3\u30fc\u30d1\u30b9\u306b\u542b\u307e\u308c\u308b\u5927\u91cf\u306e\u56fa\u6709\u540d\u8a5e\u304c\u5f79\u306b\u7acb\u3063\u3066\u3044\u308b\u3082\u306e\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u540c\u3058\u30c7\u30fc\u30bf\u6e96\u5099\u3092\u8a55\u4fa1\u30bb\u30c3\u30c8\u306b\u3082\u9069\u7528\u3057\u3001\u30bb\u30f3\u30c6\u30f3\u30b9\u306e\u9023\u7d50\u3068\u30e9\u30f3\u30c0\u30e0\u306a\u9577\u3055\u3078\u306e\u5207\u65ad\u3092\u884c\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4e2d\u9593\u72b6\u614b\u306e\u5b57\u5e55\u306e\u6b63\u78ba\u3055\u3092\u6e2c\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2>\u307e\u3068\u3081<\/h2>\n<p>GRU \u306e\u5207\u308a\u6368\u3066\u3068\u640d\u5931\u95a2\u6570\u3078\u306e\u30da\u30ca\u30eb\u30c6\u30a3\u306e\u8ffd\u52a0\u306a\u3069\u3001\u6bd4\u8f03\u7684\u7c21\u5358\u306a\u65b9\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u30aa\u30f3\u30e9\u30a4\u30f3\u3067\u5b9f\u884c\u3067\u304d\u308b\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u307e\u3057\u305f\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u53e5\u8aad\u8a18\u53f7\u306e\u633f\u5165\u3068\u5927\u6587\u5b57\u5316\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u30e9\u30a4\u30d6\u5b57\u5e55\u306e\u8aad\u307f\u3084\u3059\u3055\u304c\u683c\u6bb5\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002 <strong>\u53c2\u8003\u6587\u732e<\/strong> [1] A. Gravano, M. Jansche, and M. Bacchiani, \u201cRestoring punctuation and capitalization in transcribed speech,\u201d in ICASSP 2009, 2009, pp. 4741\u20134744. [2] Monica Sunkara, Srikanth Ronanki, Kalpit Dixit, Sravan Bodapati, Katrin Kirchhoff, \u201cRobust Prediction of Punctuation and Truecasing for Medical ASR\u201d [3] Tilk, Ottokar &#038; Alum\u00e4e, Tanel. (2016). Bidirectional Recurrent Neural Network with Attention Mechanism for Punctuation Restoration. 3047-3051. 10.21437\/Interspeech.2016-1517. [4] Vardaan Pahuja, Anirban Laha, Shachar Mirkin, Vikas Raykar, Lili Kotlerman, Guy Lev \u201cJoint Learning of Correlated Sequence Labelling Tasks Using Bidirectional Recurrent Neural Networks\u201d [5] Wang, Peilu &#038; Qian, Yao &#038; Soong, Frank &#038; He, Lei &#038; Zhao, Hai. (2015). Part-of-Speech Tagging with Bidirectional Long Short-Term Memory Recurrent Neural Network. [6] Lita, Lucian &#038; Ittycheriah, Abe &#038; Roukos, Salim &#038; Kambhatla, Nanda. (2003). tRuEcasIng. 10.3115\/1075096.1075116. [7] https:\/\/github.com\/google\/sentencepiece <a href=\"https:\/\/www.webex.com\/video-conferencing\">Webex \u306b\u30b5\u30a4\u30f3\u30a2\u30c3\u30d7\u3059\u308b<\/a> \u8a73\u3057\u304f\u306f\u3001<a href=\"https:\/\/www.webex.com\/\">Webex \u306e\u30db\u30fc\u30e0\u30da\u30fc\u30b8<\/a>\u3092\u3054\u89a7\u3044\u305f\u3060\u304f\u304b\u3001<a href=\"https:\/\/www.webex.com\/contact-us.html\">\u76f4\u63a5\u304a\u554f\u3044\u5408\u308f\u305b<\/a>\u304f\u3060\u3055\u3044\u3002 <span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">Webex \u306e\u30b5\u30fc\u30d3\u30b9\u306e\u8a73\u7d30\u3068\u7121\u6599\u30a2\u30ab\u30a6\u30f3\u30c8\u767b\u9332\u306b\u3064\u3044\u3066\u306f\u3001<a href=\"https:\/\/www.webex.com\/?utm_source=Influence&#038;utm_medium=EarnedContent&#038;utm_campaign=FutureOfWork\">\u3053\u3061\u3089\u3092\u30af\u30ea\u30c3\u30af<\/a>\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b \u81ea\u52d5\u97f3\u58f0\u8a8d\u8b58\uff08ASR\uff09\u30b7\u30b9\u30c6\u30e0 [&hellip;]<\/p>\n","protected":false},"author":5546,"featured_media":373199,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1531],"tags":[573,4598],"class_list":["post-373845","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-engineering","tag-artificial-intelligence","tag-4598"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ 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