{"id":20449,"date":"2021-06-03T11:03:25","date_gmt":"2021-06-03T18:03:25","guid":{"rendered":"https:\/\/blog.webex.com\/uncategorized-ja\/%e5%be%93%e6%9d%a5%e3%81%ae-ai-%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e8%a8%80%e8%aa%9e%e8%a1%8c%e7%82%ba%e3%81%ae%e6%b4%bb%e7%94%a8\/"},"modified":"2021-08-05T13:46:30","modified_gmt":"2021-08-05T20:46:30","slug":"%e5%be%93%e6%9d%a5%e3%81%ae-ai-%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e8%a8%80%e8%aa%9e%e8%a1%8c%e7%82%ba%e3%81%ae%e6%b4%bb%e7%94%a8","status":"publish","type":"post","link":"https:\/\/blog.webex.com\/ja\/engineering\/%e5%be%93%e6%9d%a5%e3%81%ae-ai-%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e8%a8%80%e8%aa%9e%e8%a1%8c%e7%82%ba%e3%81%ae%e6%b4%bb%e7%94%a8\/","title":{"rendered":"\u5f93\u6765\u306e AI \u306b\u304a\u3051\u308b\u8a00\u8a9e\u884c\u70ba\u306e\u6d3b\u7528"},"content":{"rendered":"<p><em>\u3053\u308c\u306f\u30012021 \u5e74 4 \u6708 28 \u65e5\u306b\u958b\u50ac\u3055\u308c\u305f REWORK 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\u30b5\u30a4\u30c8\u306b\u304a\u3051\u308b\u30e6\u30fc\u30b6\u30fc\u3068\u30dc\u30c3\u30c8\u306e\u3084\u308a\u53d6\u308a\u306b\u3064\u3044\u3066\u8003\u3048\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<a href=\"https:\/\/storage.googleapis.com\/wx-blg-prd-gcs\/wp-content\/uploads\/1\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-12396\" src=\"https:\/\/storage.googleapis.com\/wx-blg-prd-gcs\/wp-content\/uploads\/1\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM.png\" alt=\"\u81ea\u7136\u8a00\u8a9e\u7406\u89e3\uff08NLU\uff09\" width=\"2928\" height=\"1060\" srcset=\"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM.png 980w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM-300x109.png 300w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM-1024x371.png 1024w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM-768x278.png 768w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM-1536x556.png 1536w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM-2048x741.png 2048w\" sizes=\"auto, (max-width: 2928px) 100vw, 2928px\" \/><\/a>\u30e6\u30fc\u30b6\u30fc\u304c\u6328\u62f6\u304b\u3089\u3084\u308a\u53d6\u308a\u3092\u958b\u59cb\u3057\u3001\u7279\u5b9a\u306e\u88fd\u54c1\u306e\u691c\u7d22\u3092\u8981\u6c42\u3057\u307e\u3059\u3002 \u3069\u3061\u3089\u306e\u30b1\u30fc\u30b9\u3067\u3082\u3001\u6307\u5b9a\u3055\u308c\u305f\u610f\u56f3\u3068\u30b9\u30ed\u30c3\u30c8\u306f\u3001\u30dc\u30c3\u30c8\u304c\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306b\u5bfe\u5fdc\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u306b\u95a2\u9023\u3059\u308b\u63a8\u5968\u54c1\u3092\u9069\u5207\u306b\u793a\u3059\u306e\u306b\u5341\u5206\u3067\u3059\u3002 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\u30b7\u30b9\u30c6\u30e0\u306b\u8a00\u8a9e\u884c\u70ba\u3084\u5bfe\u8a71\u884c\u70ba\u3092\u6307\u5b9a\u3059\u308b\u305f\u3081\u306e\u5206\u985e\u5b50\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u8ffd\u52a0\u3059\u308c\u3070\u3001\u30dc\u30c3\u30c8\u3092\u3088\u308a\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306b\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2><strong>\u8a00\u8a9e\u884c\u70ba\u3068\u306f<\/strong><\/h2>\n<p>\u8a00\u8a9e\u884c\u70ba\u306f\u3001\u4f1a\u8a71\u5185\u306e\u305d\u308c\u305e\u308c\u306e\u8a00\u8449\u306b\u304a\u3051\u308b\u30e6\u30fc\u30b6\u30fc\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3068\u610f\u56f3\u3092\u6349\u3048\u308b\u3082\u306e\u3067\u3059\u3002 \u3053\u3046\u3057\u305f\u610f\u56f3\u306f\u3001\u672c\u6765\u3088\u308a\u5168\u822c\u7684\u3067\u3042\u308b\u3068\u3044\u3046\u70b9\u3067\u4e00\u822c\u7684\u306a\u5bfe\u8a71\u306e\u610f\u56f3\u3068\u306f\u7570\u306a\u308a\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u300c\u3053\u308c\u306f\u3044\u304f\u3089\u3067\u3059\u304b\u300d\u3068\u300c\u4eca\u65e5\u306e\u5929\u6c17\u306f\u3069\u3046\u3067\u3059\u304b\u300d\u306f\u305d\u308c\u305e\u308c\u3001\u300cGET_COST\u300d\u3068\u3044\u3046\u610f\u56f3\u3068\u300cGET_WEATHER\u300d\u3068\u3044\u3046\u610f\u56f3\u306b\u5c5e\u3057\u307e\u3059\u304c\u3001\u8a00\u8a9e\u884c\u70ba\u306f\u540c\u3058\u3067\u3042\u308a\u3001\u3069\u3061\u3089\u3082\u300c\u7591\u554f\u6587\u300d\u3001\u307e\u305f\u306f\u3088\u308a\u7d30\u304b\u304f\u8a00\u3046\u3068\u300cwh \u7591\u554f\u6587\u300d\u3068\u306a\u308a\u307e\u3059\u3002 \u6587\u732e\u3067\u5b9a\u7fa9\u3055\u308c\u3066\u3044\u308b\u8a00\u8a9e\u884c\u70ba\u306e\u5206\u985e\u306b\u306f\u3055\u307e\u3056\u307e\u306a\u3082\u306e\u304c\u3042\u308a\u3001\u79c1\u305f\u3061\u306f\u7528\u9014\u306b\u5408\u3063\u305f\u30b5\u30d6\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u30bf\u30b0\u306e\u610f\u5473\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3059\u308b\u306b\u306f\u300142 \u3082\u306e\u30bf\u30b0\u304c\u8a18\u8f09\u3055\u308c\u305f <a href=\"https:\/\/web.stanford.edu\/~jurafsky\/ws97\/manual.august1.html\">SWBD-DAMSL<\/a> \u306e\u5206\u985e\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2><strong>\u5bfe\u8a71\u7ba1\u7406\u306e\u305f\u3081\u306e\u8a00\u8a9e\u884c\u70ba<\/strong><\/h2>\n<p>\u524d\u8ff0\u306e\u30e6\u30fc\u30b6\u30fc\u3068\u30dc\u30c3\u30c8\u306e\u4f8b\u3067\u306f\u30013 \u3064\u306e\u30e6\u30fc\u30b6\u30fc\u30af\u30a8\u30ea\u306b\u5bfe\u3057\u3066\u3001\u300cGREETING\u300d\uff08\u307e\u305f\u306f\u300cCONVENTIONAL-OPENING\u300d\uff09\u3001\u300cQUESTION\u300d\u3001\u300cOPINION-NEGATIVE\u300d\u3068\u3044\u3046\u8a00\u8a9e\u884c\u70ba\u30e9\u30d9\u30eb\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u6700\u5f8c\u306e\u30e6\u30fc\u30b6\u30fc\u306e\u767a\u8a00\u3067\uff08\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u30bf\u30a4\u30d7\u300c\u30ab\u30c6\u30b4\u30ea\u300d\u306b\u5c5e\u3059\u308b\u3082\u306e\u3068\u3057\u3066\u30bf\u30b0\u4ed8\u3051\u3055\u308c\u305f\uff09\u30d6\u30e9\u30f3\u30c9\u306b\u5bfe\u3059\u308b\u5426\u5b9a\u7684\u306a\u898b\u89e3\u304c\u793a\u3055\u308c\u305f\u305f\u3081\u3001\u30c0\u30a4\u30a2\u30ed\u30b0\u30de\u30cd\u30fc\u30b8\u30e3\u306f\u63a8\u5968\u54c1\u306e\u30ea\u30b9\u30c8\u3092\u30d5\u30a3\u30eb\u30bf\u51e6\u7406\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u6c17\u306b\u5165\u3063\u3066\u3044\u306a\u3044\u30ab\u30c6\u30b4\u30ea\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u9664\u5916\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2><strong>\u4f1a\u8a71\u306e\u4e2d\u3067\u30a2\u30af\u30b7\u30e7\u30f3\u53ef\u80fd\u306a\u4e8b\u9805\u3092\u7279\u5b9a\u3059\u308b\u305f\u3081\u306e\u8a00\u8a9e\u884c\u70ba<\/strong><\/h2>\n<p>\u30b7\u30b9\u30b3\u304c\u5b9f\u9a13\u3057\u3066\u304d\u305f\u8a00\u8a9e\u884c\u70ba\u306e\u3082\u3046 1 \u3064\u306e\u8208\u5473\u6df1\u3044\u7528\u9014\u3068\u3057\u3066\u3001\u30df\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u30cf\u30a4\u30e9\u30a4\u30c8\u306e\u62bd\u51fa\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002 \u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u3084\u5341\u5206\u306b\u691c\u8a0e\u3055\u308c\u305f\u554f\u984c\u3092\u307e\u3068\u3081\u308b\u306e\u3068\u306f\u7570\u306a\u308a\u3001\u30df\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u62bd\u51fa\u6982\u8981\uff08\u30df\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u30cf\u30a4\u30e9\u30a4\u30c8\uff09\u306f\u3001\u6ce8\u91c8\u4ed8\u304d\u306e\u30c7\u30fc\u30bf\u3092\u5165\u624b\u3059\u308b\u306e\u304c\u96e3\u3057\u3044\u305f\u3081\u3001\u63d0\u4f9b\u3059\u308b\u306e\u304c\u56f0\u96e3\u3067\u3059\u3002 \u30cf\u30a4\u30e9\u30a4\u30c8\u3092\u69cb\u6210\u3059\u308b\u8981\u7d20\u306b\u306f\u3001\u591a\u304f\u306e\u4e3b\u89b3\u304c\u5165\u308a\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u30df\u30fc\u30c6\u30a3\u30f3\u30b0\u3067\u53d6\u308a\u4e0a\u3052\u3089\u308c\u305f\u5b9f\u88c5\u306e\u8a73\u7d30\u306b\u91cd\u70b9\u3092\u7f6e\u304f\u4e00\u65b9\u3001\u88fd\u54c1\u30de\u30cd\u30fc\u30b8\u30e3\u306f\u672c\u8cea\u7684\u306a\u30c6\u30af\u30ce\u30ed\u30b8\u306e\u8a73\u7d30\u3092\u5fc5\u8981\u3068\u3057\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u306e\u3088\u3046\u306a\u4e3b\u89b3\u6027\u3068\u30df\u30fc\u30c6\u30a3\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u6a5f\u5bc6\u6027\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u305f\u3081\u306e\u6ce8\u91c8\u4ed8\u304d\u306e\u30c7\u30fc\u30bf\u3092\u5165\u624b\u3059\u308b\u306e\u304c\u96e3\u3057\u304f\u306a\u308a\u307e\u3059\u3002 \u6587\u732e\u7814\u7a76\u3068\u5185\u90e8\u8abf\u67fb\u306e\u7d50\u679c\u304b\u3089\u3001\u4eba\u3005\u304c\u540c\u610f\u3057\u3066\u3044\u308b\u306e\u3067\u3042\u308c\u3070\u3001\u30a2\u30af\u30b7\u30e7\u30f3\u4e8b\u9805\u3068\u30d5\u30a9\u30ed\u30fc\u30a2\u30c3\u30d7\u3092\u30df\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u306b\u542b\u3081\u308b\u3079\u304d\u3067\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u304c\u308f\u304b\u3063\u3066\u3044\u307e\u3059\u3002 \u3053\u306e\u3088\u3046\u306a\u52d5\u6a5f\u304b\u3089\u3001\u30b7\u30b9\u30b3\u3067\u306f\u30df\u30fc\u30c6\u30a3\u30f3\u30b0\u3067\u793a\u3055\u308c\u305f\u30a2\u30af\u30b7\u30e7\u30f3\u53ef\u80fd\u306a\u4e8b\u9805\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u306b\u7126\u70b9\u3092\u7d5e\u308a\u8fbc\u3093\u3067\u3044\u307e\u3059\u3002 \u4ee5\u4e0b\u306b\u30a2\u30af\u30b7\u30e7\u30f3\u53ef\u80fd\u306a\u4e8b\u9805\u304c\u3069\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3042\u308b\u306e\u304b\u304c\u308f\u304b\u308b\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002 \u30a2\u30af\u30b7\u30e7\u30f3\u4e8b\u9805\u306e\u8868\u73fe\u306f\u3001\u767a\u8a00\u8005\u304c\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u7d04\u675f\u3059\u308b\u3053\u3068\u3068\u767a\u8a00\u8005\u304c\u547d\u4ee4\u3092\u51fa\u3059\u3053\u3068\u306e 2 \u3064\u306b\u5927\u304d\u304f\u5206\u985e\u3055\u308c\u308b\u3088\u3046\u306b\u601d\u308f\u308c\u307e\u3059\u3002 \u3053\u306e\u3088\u3046\u306a\u8003\u3048\u65b9\u306b\u3088\u308a\u3001\u8a00\u8a9e\u884c\u70ba\u304c\u3053\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u306e\u306b\u6700\u9069\u306a\u3082\u306e\u306b\u306a\u308a\u307e\u3059\u3002 <a href=\"https:\/\/storage.googleapis.com\/wx-blg-prd-gcs\/wp-content\/uploads\/1\/2021\/06\/Screen-Shot-2021-06-02-at-4.11.04-PM.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-12406\" src=\"https:\/\/storage.googleapis.com\/wx-blg-prd-gcs\/wp-content\/uploads\/1\/2021\/06\/Screen-Shot-2021-06-02-at-4.11.04-PM.png\" alt=\"\u767a\u8a00\u8005\u306e\u554f\u984c\u306b\u95a2\u3059\u308b\u61f8\u5ff5\" width=\"2338\" height=\"1032\" srcset=\"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.11.04-PM.png 980w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.11.04-PM-300x132.png 300w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.11.04-PM-1024x452.png 1024w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.11.04-PM-768x339.png 768w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.11.04-PM-1536x678.png 1536w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.11.04-PM-2048x904.png 2048w\" sizes=\"auto, (max-width: 2338px) 100vw, 2338px\" \/><\/a>\u30b7\u30b9\u30b3\u3067\u306f\u3001\u30bf\u30b9\u30af\u306b\u304a\u3051\u308b\u8a00\u8a9e\u884c\u70ba\u306e\u5206\u985e\u3092\u6b21\u306e\u3088\u3046\u306b\u5b9a\u7fa9\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30b3\u30e1\u30f3\u30c8\uff08COM\uff09\uff1a\u767a\u8a00\u8005\u304c\u4f55\u304b\u3092\u884c\u3046\u3053\u3068\u3092\u7d04\u675f\u3059\u308b\u3002\n<ul>\n<li>\u300c\u8a73\u7d30\u3092\u8a18\u8f09\u3057\u305f\u30e1\u30fc\u30eb\u3092\u304a\u9001\u308a\u3057\u307e\u3059\u300d<\/li>\n<li>\u300c\u6708\u66dc\u65e5\u306b Merry \u3068\u306e\u30df\u30fc\u30c6\u30a3\u30f3\u30b0\u3092\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3057\u307e\u3059\u300d<\/li>\n<\/ul>\n<\/li>\n<li>\u547d\u4ee4\uff08DIR\uff09\uff1a\u767a\u8a00\u8005\u304c\u805e\u304d\u624b\u306b\u5bfe\u5fdc\u3068\u3057\u3066\u4f55\u304b\u3092\u884c\u3046\u3088\u3046\u6c42\u3081\u308b\u3002\n<ul>\n<li>\u300c\u660e\u65e5\u5f7c\u3089\u3068\u3059\u308a\u5408\u308f\u305b\u3057\u3066\u3044\u305f\u3060\u3051\u307e\u3059\u304b\u300d<\/li>\n<li>\u300c\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u898b\u7a4d\u3082\u308a\u306b\u3064\u3044\u3066\u6559\u3048\u3066\u3044\u305f\u3060\u3051\u307e\u3059\u304b\u300d<\/li>\n<\/ul>\n<\/li>\n<li>\u7cbe\u7dfb\u5316\uff08ELB\uff09\uff1a\u767a\u8a00\u8005\u304c COM \u307e\u305f\u306f DIR \u306b\u8a73\u7d30\u60c5\u5831\u3092\u8ffd\u52a0\u3059\u308b\u3002\n<ul>\n<li>\u300c\u4eca\u65e5 Emma \u3068\u306e\u30df\u30fc\u30c6\u30a3\u30f3\u30b0\u3092\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3057\u307e\u3059\u3002 \u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u3064\u3044\u3066\u5f7c\u5973\u3068\u8a71\u3057\u5408\u3063\u3066\u5185\u5bb9\u3092\u660e\u78ba\u5316\u3059\u308b\u306e\u304c\u4e3b\u306a\u8b70\u984c\u3067\u3059\u300d \uff08COM \u306e\u5f8c\u306b ELB \u304c\u7d9a\u304f\uff09<\/li>\n<li>\u300c\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u4f5c\u6210\u306b\u7740\u624b\u3057\u3066\u304f\u3060\u3055\u3044\u3002 \u305d\u3046\u3059\u308c\u3070\u30d7\u30ed\u30bb\u30b9\u3092\u5171\u6709\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u300d \uff08DIR \u306e\u5f8c\u306b ELB \u304c\u7d9a\u304f\uff09<\/li>\n<\/ul>\n<\/li>\n<li>\u78ba\u8a8d\uff08ACK\uff09\uff1a\u767a\u8a00\u8005\u304c\u4f55\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002\n<ul>\n<li>\u300c\u305d\u308c\u306f\u3044\u3044\u3067\u3059\u306d\u300d<\/li>\n<li>\u300c\u305d\u308c\u3067\u304b\u307e\u3044\u307e\u305b\u3093\u300d<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u3044\u304f\u3064\u304b\u306e\u30b3\u30e1\u30f3\u30c8\u3068\u547d\u4ee4\u306f\u3001\u305d\u306e\u30a2\u30af\u30b7\u30e7\u30f3\u306e\u7bc4\u56f2\u304c\u30df\u30fc\u30c6\u30a3\u30f3\u30b0\u4e2d\u306b\u9650\u5b9a\u3055\u308c\u308b\u305f\u3081\u3001\u5fc5\u305a\u3057\u3082\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u306b\u306a\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002 \u305d\u306e\u4f8b\u3068\u3057\u3066\u306f\u3001\u300c\u753b\u9762\u3092\u5171\u6709\u3055\u305b\u3066\u304f\u3060\u3055\u3044\u300d\u3084\u300cChrome \u306e\u30a6\u30a3\u30f3\u30c9\u30a6\u306f\u898b\u3048\u3066\u3044\u307e\u3059\u304b\u300d\u3068\u3044\u3063\u305f\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u306e\u3088\u3046\u306a\u30b1\u30fc\u30b9\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306b\u3001\u30b7\u30b9\u30b3\u3067\u306f COM \u3068 DIR \u3092\u3055\u3089\u306b\u30df\u30fc\u30c6\u30a3\u30f3\u30b0\u4e2d\uff08IM\uff09\u3068\u30df\u30fc\u30c6\u30a3\u30f3\u30b0\u5f8c\uff08PM\uff09\u306b\u5206\u985e\u3057\u3066\u3044\u307e\u3059\u3002 COM-PM \u307e\u305f\u306f DIR-PM \u306b\u5206\u985e\u3055\u308c\u305f\u6587\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u305f\u3081\u306b\u30a2\u30af\u30b7\u30e7\u30f3\u53ef\u80fd\u306a\u4e8b\u9805\u3068\u3057\u3066\u542b\u3081\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u308b\u6587\u3067\u3059\u3002 \u30b7\u30b9\u30b3\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u30bf\u30b0\u304c\u4ed8\u3051\u3089\u308c\u305f\u30df\u30fc\u30c6\u30a3\u30f3\u30b0\u306e 5 \u4e07\u306e\u6587\u3067\u4e8b\u524d\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u305f <a href=\"https:\/\/huggingface.co\/transformers\/model_doc\/roberta.html#robertaforsequenceclassification\">RoBERTa<\/a>\uff08Transformer \u306e\u30d0\u30ea\u30a2\u30f3\u30c8\uff09\u3092\u5fae\u8abf\u6574\u3057\u3066\u3044\u307e\u3059\u3002 \u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u63d0\u4f9b\u3055\u308c\u305f 3,000 \u306e\u6587\u3067\u30c6\u30b9\u30c8\u3092\u884c\u3063\u305f\u5834\u5408\u306e\u9069\u5207\u306a\u8a00\u8a9e\u884c\u70ba\u306e\u4e88\u6e2c\u7cbe\u5ea6\u304c\u7d04 82% \u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002 \u30df\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u3092\u7279\u5b9a\u3059\u308b\u3068\u3044\u3046\u6700\u7d42\u76ee\u6a19\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u3001\u30b7\u30b9\u30b3\u3067\u306f\u3001\u30df\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u5404\u6587\u304c\u30cf\u30a4\u30e9\u30a4\u30c8\u3067\u3042\u308b\u306e\u304b\u3001\u30cf\u30a4\u30e9\u30a4\u30c8\u3067\u306a\u3044\u306e\u304b\u3068\u3044\u3046 2 \u3064\u306e\u30e9\u30d9\u30eb\u3067 12 \u306e\u30df\u30fc\u30c6\u30a3\u30f3\u30b0\u306b\u6ce8\u91c8\u3092\u4ed8\u3051\u3066\u3082\u3089\u3048\u308b\u3088\u3046\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u306e\u6ce8\u91c8\u8005\u306b\u4f9d\u983c\u3057\u307e\u3057\u305f\u3002 \u3053\u306e\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u306f\u9ad8\u304f\u300188%\uff08\u3064\u307e\u308a\u30e2\u30c7\u30eb\u304c\u4e88\u6e2c\u3057\u305f 100 \u500b\u306e\u30cf\u30a4\u30e9\u30a4\u30c8\u306e\u3046\u3061 88 \u500b\u304c\u9069\u5207\uff09\u3068\u3044\u3046\u7d50\u679c\u306b\u306a\u308a\u307e\u3057\u305f\u3002 \u305f\u3060\u3057\u305d\u306e\u518d\u73fe\u7387\u306f 42% \u3068\u306a\u3063\u3066\u304a\u308a\u300150% \u3092\u8d85\u3048\u308b\u30cf\u30a4\u30e9\u30a4\u30c8\u304c\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u9664\u5916\u3055\u308c\u308b\u304b\u3001\u3053\u306e\u30b3\u30df\u30c3\u30c8\u30e1\u30f3\u30c8\u307e\u305f\u306f\u547d\u4ee4\u306e\u30b9\u30ad\u30fc\u30de\u306b\u9069\u5408\u3057\u3066\u3044\u307e\u305b\u3093\u3002 \u3053\u308c\u306b\u95a2\u3057\u3066\u306f\u6539\u5584\u306e\u4f59\u5730\u304c\u591a\u304f\u6b8b\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u3053\u3046\u3057\u305f\u7cbe\u5ea6\u306e\u9ad8\u3055\u306b\u306f\u5927\u304d\u306a\u671f\u5f85\u304c\u6301\u3066\u307e\u3059\u3002<\/p>\n<h2><strong>\u305d\u306e\u4ed6\u306e\u7528\u9014<\/strong><\/h2>\n<p>\u8a00\u8a9e\u884c\u70ba\u304c\u5f79\u306b\u7acb\u3064\u7528\u9014\u306b\u95a2\u3057\u3066\u306f 2 \u3064\u3057\u304b\u7d39\u4ecb\u3057\u307e\u305b\u3093\u3067\u3057\u305f\u304c\u3001\u5b9f\u969b\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306f\u4ed6\u306b\u3082\u6570\u591a\u304f\u3042\u308a\u307e\u3059\u3002 \u8a00\u8a9e\u884c\u70ba\u306f\u3001\u30b3\u30fc\u30eb\u30bb\u30f3\u30bf\u30fc\u306e\u4f1a\u8a71\u306e\u30ed\u30b0\u3092\u5206\u6790\u3059\u308b\u3068\u304d\u306b\u6709\u76ca\u3068\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3001\u4f1a\u8a71\u306e\u5168\u4f53\u7684\u306a\u69cb\u9020\u3092\u628a\u63e1\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002 \u6587\u3092\u81ea\u52d5\u7684\u306b\u4e01\u5be7\u306a\u3082\u306e\u306b\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u305f\u6700\u8fd1\u306e<a href=\"https:\/\/arxiv.org\/pdf\/2004.14257.pdf\">\u767a\u8868<\/a>\u3067\u306f\u3001\u8a00\u8a9e\u884c\u70ba\u306e\u5206\u985e\u5b50\u3092\u4f7f\u7528\u3057\u3066\u5931\u793c\u306a\u6587\u3092\u7279\u5b9a\u3057\u3066\u304b\u3089\u5fc5\u8981\u306a\u4fee\u6b63\u304c\u52a0\u3048\u3089\u308c\u307e\u3057\u305f\u3002 \u307e\u305f\u3001\u4f1a\u8a71\u306b\u5e45\u5e83\u3044\u8a00\u8a9e\u884c\u70ba\u306e\u30bf\u30b0\u304c\u4ed8\u3051\u3089\u308c\u305f\u3001 <a href=\"https:\/\/compprag.christopherpotts.net\/swda.html\">Switchboard Corpus<\/a> \u3084 <a href=\"https:\/\/www.aclweb.org\/anthology\/W04-2319.pdf\">ICSI Meeting Recorder Corpus<\/a> \u306a\u3069\u306e\u30aa\u30fc\u30d7\u30f3\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3082\u3044\u304f\u3064\u304b\u3042\u308a\u307e\u3059\u3002 Webex \u3067\u306f\u3001\u901a\u8a71\u3001\u30e1\u30c3\u30bb\u30fc\u30b8\u3001\u30df\u30fc\u30c6\u30a3\u30f3\u30b0\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u3055\u3089\u306b\u306f\u30b3\u30f3\u30bf\u30af\u30c8\u30bb\u30f3\u30bf\u30fc\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u3001\u8907\u6570\u306e\u5f62\u5f0f\u3067\u4f1a\u8a71\u304c\u884c\u308f\u308c\u307e\u3059\u3002 \u30b7\u30b9\u30b3\u3067\u306f\u307e\u3060\u3001\u304a\u5ba2\u69d8\u304c\u5404\u81ea\u306e\u30c7\u30fc\u30bf\u304b\u3089\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u5f15\u304d\u51fa\u3059\u3046\u3048\u3067\u3001\u8a00\u8a9e\u884c\u70ba\u3092\u30d9\u30fc\u30b9\u3068\u3059\u308b NLP \u30e2\u30c7\u30eb\u304c\u3069\u306e\u3088\u3046\u306b\u5f79\u7acb\u3064\u306e\u304b\u3092\u8003\u5bdf\u3057\u59cb\u3081\u305f\u3070\u304b\u308a\u3067\u3059\u3002 \u3053\u306e\u30c8\u30d4\u30c3\u30af\u306b\u3064\u3044\u3066\u306f\u3001\u4eca\u5f8c\u6570\u30f5\u6708\u306b\u308f\u305f\u3063\u3066\u968f\u6642\u8a73\u7d30\u3092\u304a\u4f1d\u3048\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<blockquote><p><span data-contrast=\"auto\">MindMeld \u30c1\u30fc\u30e0\u3078\u306e\u53c2\u52a0\u306b\u3054\u8208\u5473\u304c\u3042\u308b\u65b9\u306f\u3001 mindmeld-jobs@cisco.com \u306b\u30e1\u30fc\u30eb\u3067\u3054\u9023\u7d61\u304f\u3060\u3055\u3044\u3002<\/span><\/p><\/blockquote>\n<h2><strong>\u8457\u8005\u306b\u3064\u3044\u3066<\/strong><\/h2>\n<p><a href=\"https:\/\/www.linkedin.com\/in\/varshaembar\/\">Varsha Embar<\/a> \u306f\u3001\u30b7\u30b9\u30b3\u306e MindMeld \u30c1\u30fc\u30e0\u306e\u30b7\u30cb\u30a2\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u3042\u308a\u3001\u672c\u7a3c\u50cd\u30ec\u30d9\u30eb\u306e\u5bfe\u8a71\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u69cb\u7bc9\u3057\u3066\u3044\u307e\u3059\u3002 Varsha \u306f\u3001\u4f4e\u30ea\u30bd\u30fc\u30b9\u8a2d\u5b9a\u306e\u6a5f\u80fd\u3084\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u3044\u3063\u305f\u3001\u4e2d\u6838\u3068\u306a\u308b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u6539\u5584\u306e\u307b\u304b\u3001\u60c5\u5831\u306e\u591a\u3044\u30df\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u8b70\u4e8b\u9332\u3092\u307e\u3068\u3081\u305f\u308a\u3001\u305d\u3046\u3057\u305f\u8b70\u4e8b\u9332\u306b\u542b\u307e\u308c\u308b\u30a2\u30af\u30b7\u30e7\u30f3\u4e8b\u9805\u3092\u7279\u5b9a\u3057\u305f\u308a\u3068\u3044\u3063\u305f\u3001\u96e3\u3057\u3044\u554f\u984c\u306e\u89e3\u6c7a\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002 MindMeld \u30c1\u30fc\u30e0\u306b\u52a0\u308f\u308b\u524d\u3001Varsha \u306f\u30ab\u30fc\u30cd\u30ae\u30fc\u30e1\u30ed\u30f3\u5927\u5b66\u3067\u6a5f\u68b0\u5b66\u7fd2\u3068\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u4fee\u58eb\u53f7\u3092\u53d6\u5f97\u3057\u307e\u3057\u305f\u3002 <a href=\"https:\/\/www.webex.com\/video-conferencing\">Webex \u306b\u30b5\u30a4\u30f3\u30a2\u30c3\u30d7<\/a> Webex \u306e<a href=\"https:\/\/www.webex.com\/\">\u30db\u30fc\u30e0\u30da\u30fc\u30b8<\/a>\u3092\u3054\u89a7\u3044\u305f\u3060\u304f\u304b\u3001\u30b5\u30dd\u30fc\u30c8\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u76f4\u63a5<a href=\"https:\/\/www.webex.com\/contact-us.html\">\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\u3092\u3054\u89a7\u306b\u306a\u308a\u305f\u3044\u5834\u5408\u3001\u307e\u305f\u306f\u7121\u6599\u30a2\u30ab\u30a6\u30f3\u30c8\u306b\u30b5\u30a4\u30f3\u30a2\u30c3\u30d7\u3059\u308b\u5834\u5408\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>\u4f1a\u8a71\u3067\u306f\u3001\u8981\u6c42\u3057\u305f\u308a\u3001\u8cea\u554f\u3057\u305f\u308a\u3001\u547d\u4ee4\u3057\u305f\u308a\u3001\u7d04\u675f\u3092\u3057\u305f\u308a\u3001\u611f\u8b1d\u3057\u305f\u308a\u3001\u8b1d\u3063\u305f\u308a\u3067\u304d\u307e\u3059\u3002 \u3053\u306e\u3088\u3046\u306a\u767a\u8a00\u8005\u306e\u610f\u56f3\u3092\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u306b\u306f\u3069\u3046\u3059\u308c\u3070\u3088\u3044\u306e\u3067\u3057\u3087\u3046\u304b\u3002\u307e\u305f\u3001\u3053\u306e\u3088\u3046\u306a\u30e2\u30c7\u30eb\u3092\u5b9f\u969b\u306b\u4f7f\u7528\u3059\u308b\u306b\u306f\u3069\u3046\u3059\u308c\u3070\u3088\u3044\u306e\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n","protected":false},"author":5414,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1531],"tags":[573],"class_list":["post-20449","post","type-post","status-publish","format-standard","hentry","category-engineering","tag-artificial-intelligence"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - 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Prior to MindMeld, Varsha earned her Master\u2019s degree in Machine Learning and Natural Language Processing from Carnegie Mellon University.","url":"https:\/\/blog.webex.com\/ja\/contributors\/vembar\/"}]}},"_links":{"self":[{"href":"https:\/\/blog.webex.com\/ja\/wp-json\/wp\/v2\/posts\/20449","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.webex.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.webex.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.webex.com\/ja\/wp-json\/wp\/v2\/users\/5414"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.webex.com\/ja\/wp-json\/wp\/v2\/comments?post=20449"}],"version-history":[{"count":0,"href":"https:\/\/blog.webex.com\/ja\/wp-json\/wp\/v2\/posts\/20449\/revisions"}],"wp:attachment":[{"href":"https:\/\/blog.webex.com\/ja\/wp-json\/wp\/v2\/media?parent=20449"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.webex.com\/ja\/wp-json\/wp\/v2\/categories?post=20449"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.webex.com\/ja\/wp-json\/wp\/v2\/tags?post=20449"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}