{"id":27771,"date":"2019-05-23T11:30:02","date_gmt":"2019-05-23T02:30:02","guid":{"rendered":"https:\/\/www.creationline.com\/?p=27771"},"modified":"2019-05-24T15:26:24","modified_gmt":"2019-05-24T06:26:24","slug":"%e6%97%a5%e6%9c%ac%e8%aa%9e%e6%96%87%e6%9b%b8%e3%81%8b%e3%82%89qa%e3%82%92%e8%87%aa%e5%8b%95%e7%94%9f%e6%88%90%e3%81%97%e3%81%a6%e3%81%bf%e3%81%be%e3%81%97%e3%81%9f-nlp","status":"publish","type":"post","link":"https:\/\/www.creationline.com\/tech-blog\/data-management\/dataanalytics\/27771","title":{"rendered":"\u65e5\u672c\u8a9e\u6587\u66f8\u304b\u3089Q&#038;A\u3092\u81ea\u52d5\u751f\u6210\u3057\u3066\u307f\u307e\u3057\u305f #NLP"},"content":{"rendered":"<p>\u30af\u30ea\u30a8\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u306e\u6731\u3067\u3059\u3002\u4e3b\u306b\u6a5f\u68b0\u5b66\u7fd2\u3092\u62c5\u5f53\u3057\u3066\u3044\u307e\u3059\u3002\u4eca\u56de\u306f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u3064\u3044\u3066\u66f8\u304d\u307e\u3059\u3002<br \/>\n\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306f\u8a18\u4e8b\u306e\u30bf\u30a4\u30c8\u30eb\u901a\u308a\u3067\u3059\u304c\u3001\u7c21\u5358\u306a\u4f8b\u3092\uff12\u3064\u3042\u3052\u307e\u3059\u3002\u6b8b\u308a\u306f\u7686\u3055\u3093\u306e\u60f3\u50cf\u306b\u4efb\u305b\u308b\u3068\u3057\u3066\u3001\u624b\u6cd5\u306e\u7d39\u4ecb\u3092\u30e1\u30a4\u30f3\u306b\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u793e\u5185\u306e\u5927\u91cf\u6587\u66f8\u304b\u3089Q&amp;A\u3092\u81ea\u52d5\u751f\u6210\u3057\u305f\u3044<\/li>\n<li>\u793e\u5185\u306e\u4e00\u90e8\u6587\u7ae0\u306b\u65e2\u306bQ&amp;A\u304c\u4f5c\u3089\u308c\u3066\u3044\u308b\u304c\u3001\u65b0\u3057\u3044\u6587\u7ae0\u306b\u3082Q&amp;A\u3092\u81ea\u52d5\u751f\u6210\u3057\u305f\u3044<\/li>\n<\/ul>\n<p>\u4eca\u56de\u306f\u6a5f\u68b0\u5b66\u7fd2\u306e\u3064\u3082\u308a\u3067\u3057\u305f\u304c\u3001\u6a5f\u68b0\u5b66\u7fd2\u3092\u4f7f\u3044\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u300c\u81ea\u52d5\u751f\u6210\u300d\u306b\u60f9\u304b\u308c\u3066\u6a5f\u68b0\u5b66\u7fd2\u3092\u898b\u306b\u6765\u305f\u65b9\u306b\u7533\u3057\u8a33\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u6700\u5f8c\u307e\u3067\u304a\u4ed8\u304d\u5408\u3044\u3044\u305f\u3060\u3051\u308c\u3070\u3068\u601d\u3044\u307e\u3059\u3002<br \/>\n\u6a5f\u68b0\u5b66\u7fd2\u306e\u81ea\u52d5\u751f\u6210\u3068\u3044\u3048\u3070\u3001VAE\u3001GAN\u7b49\u6d41\u884c\u308a\u306e\u624b\u6cd5\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u4eca\u56de\u306f\u6a5f\u68b0\u5b66\u7fd2\u306e\u63a8\u8ad6\u30d9\u30fc\u30b9\u624b\u6cd5\u3092\u4f7f\u308f\u305a\u3001\u6df1\u5c64\u683c\u89e3\u6790\u3068\u3044\u3046\u5f93\u6765\u624b\u6cd5\u3092\u8a66\u3057\u307e\u3057\u305f\u3002\u7406\u7531\u306f\u5f8c\u307b\u3069\u8a71\u3057\u307e\u3059\u3002<br \/>\n\u56e0\u307f\u306b\u6a5f\u68b0\u5b66\u7fd2\u3092\u4f7f\u3046\u624b\u6cd5\u306f<a href=\"https:\/\/www.anlp.jp\/proceedings\/annual_meeting\/2018\/pdf_dir\/P8-2.pdf\">[3]<\/a>\u306e\u8ad6\u6587\u3067\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2>\u306a\u305c\u6a5f\u68b0\u5b66\u7fd2\u306e\u63a8\u8ad6\u30d9\u30fc\u30b9\u624b\u6cd5\u3092\u4f7f\u308f\u306a\u3044\u306e\u304b<\/h2>\n<p>\u4eca\u56de\u306e\u304a\u8a66\u3057\u306f\u6a5f\u68b0\u5b66\u7fd2\u306e\u63a8\u8ad6\u30d9\u30fc\u30b9\u624b\u6cd5\u3068\u52dd\u8ca0\u3059\u308b\u3064\u3082\u308a\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3080\u3057\u308d\u751f\u6210\u3055\u308c\u308b\u8cea\u554f\u6587\u306e\u8cea\uff08\u3044\u308f\u3070\u7cbe\u5ea6\uff09\u306f\u63a8\u8ad6\u30d9\u30fc\u30b9\u624b\u6cd5\u306e\u307b\u3046\u304c\u5b8c\u52dd\u3060\u3068\u601d\u3044\u307e\u3059\u3002<br \/>\n\u4f46\u3057\u3001\u63a8\u8ad6\u30d9\u30fc\u30b9\u624b\u6cd5\u3067\u306f\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3057\u306a\u3044\u884c\u3051\u306a\u3044\u30b1\u30fc\u30b9\u304c\u307b\u3068\u3093\u3069\u3067\u3059\u3002<br \/>\n\u4f8b\u3048\u3070\u3001A\u793e\u306b\u300c\u793e\u5185\u306e\u5927\u91cf\u6587\u66f8\u304b\u3089\u5927\u91cf\u306aQ&amp;A\u3092\u81ea\u52d5\u751f\u6210\u3057\u305f\u3044\u300d\u30cb\u30fc\u30ba\u304c\u3042\u308b\u3068\u3057\u3066\u3001\u300cAI\u3092\u4f7f\u3048\u3070\u4f55\u3068\u304b\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u300d\u3068\u3044\u3046\u8003\u3048\u65b9\u304b\u3089\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u59cb\u3081\u307e\u3057\u305f\u3002\u30e2\u30c7\u30eb\u3092\u5b66\u7fd2\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u4eba\u9593\u304c\u5927\u91cf\u306a\u6587\u7ae0\u3092\u8aad\u3093\u3067\u3001\u5927\u91cf\u306aQ&amp;A\u3092\u8003\u3048\u306a\u3051\u308c\u3070\u884c\u3051\u306a\u3044\u4f5c\u696d\u304c\u767a\u751f\u3057\u307e\u3059\u3002<br \/>\n\u7121\u8ad6\u300cYahoo!\u77e5\u6075\u888b\u300d\u7b49\u3044\u308f\u3086\u308b3rdParty\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u30e2\u30c7\u30eb\u3092\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u304c\u3001\u904e\u5b66\u7fd2\u304c\u8d77\u304d\u3066\u3057\u307e\u3044\u3001\u793e\u5185\u6587\u66f8\u304b\u3089\u8cea\u306e\u9ad8\u3044Q&amp;A\u3092\u751f\u6210\u3067\u304d\u306a\u3044\u3067\u3059\u3002<br \/>\n\u904e\u5b66\u7fd2\u3092\u5206\u304b\u308a\u3084\u3059\u304f\u8aac\u660e\u3059\u308b\u3068\u3001\u300cYahoo!\u77e5\u6075\u888b\u3092\u5b66\u7fd2\u3057\u307e\u3057\u305f\u304c\u3001\u793e\u5185\u6587\u7ae0\u3092\u5b66\u7fd2\u3057\u305f\u3053\u3068\u304c\u306a\u3044\u306e\u3067\u3001Q&amp;A\u306e\u8d77\u3053\u3057\u65b9\u304c\u5206\u304b\u3089\u306a\u3044\u3002\u300d\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<br \/>\n\u4e0a\u8a18\u306e\u72b6\u6cc1\u304b\u3089\u4eca\u56de\u306f\u6a5f\u68b0\u5b66\u7fd2\u624b\u6cd5\u3092\u4f7f\u3044\u307e\u305b\u3093\u304c\u3001\u524d\u8ff0\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u300c\u793e\u5185\u306b\u4e00\u90e8\u306e\u6587\u7ae0\u306b\u65e2\u306bQ&amp;A\u304c\u4f5c\u3089\u308c\u3066\u3042\u308a\u307e\u3059\u304c\u3001\u65b0\u3057\u3044\u6587\u7ae0\u306b\u3082Q&amp;A\u3092\u81ea\u52d5\u751f\u6210\u3057\u305f\u3044\u300d\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u904e\u53bb\u751f\u6210\u3055\u308c\u305fQ&amp;A\u3092\u30e2\u30c7\u30eb\u306b\u5b66\u7fd2\u3055\u305b\u3066\u65b0\u3057\u3044Q&amp;A\u3092\u751f\u6210\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u306e\u3067\u3001\u4eca\u5f8c\u63a8\u8ad6\u30d9\u30fc\u30b9\u624b\u6cd5\u3082\u8a66\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h2>Q&amp;A\u751f\u6210\u5668<\/h2>\n<p>\u4eca\u56de\u691c\u8a3c\u3057\u305f\u624b\u6cd5\u3092\u5177\u4f53\u4f8b\u3067\u8aac\u660e\u3057\u307e\u3059\u3002\u624b\u6cd5\u306f\u4ee5\u4e0b\u306e3\u30b9\u30c6\u30c3\u30d7\u304c\u3042\u308a\u307e\u3059\uff1a<\/p>\n<ul>\n<li>\u4fc2\u308a\u53d7\u3051\u89e3\u6790\u3092\u884c\u3046<\/li>\n<li>\u4fc2\u308a\u53d7\u3051\u89e3\u6790\u3057\u305f\u6587\u7bc0\u306b\u610f\u5473\u30e9\u30d9\u30eb\u3092\u4ed8\u4e0e<\/li>\n<li>\u610f\u5473\u30e9\u30d9\u30eb\u304b\u3089Q&amp;A\u3092\u751f\u6210<\/li>\n<\/ul>\n<p>\u89e3\u6790\u3057\u305f\u3044\u6587\u306f\u4ee5\u4e0b\u3068\u3057\u307e\u3059\u3002<br \/>\n<strong>\u79c1\u304c\u3046\u3069\u3093\u3092\u98df\u3079\u305f\u3044\u3067\u3059<\/strong><\/p>\n<p>\u307e\u305a\u306f\u4e0a\u8a18\u6587\u306b\u5bfe\u3057\u3066\u4fc2\u308a\u53d7\u3051\u89e3\u6790\u3092\u884c\u3044\u307e\u3059\u3002\u4fc2\u308a\u53d7\u3051\u95a2\u4fc2\u306f\u5f62\u614b\u7d20\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092\u793a\u3059\u3082\u306e\u3067\u3059\u3002\u4ee5\u4e0b\u306fCaboCha\u3068\u3044\u3046\u65e5\u672c\u8a9e\u89e3\u6790\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3063\u3066\u4fc2\u308a\u53d7\u3051\u89e3\u6790\u3057\u305f\u7d50\u679c\u3067\u3059\u3002<\/p>\n<pre>\n<code>\n<sentence>\n <chunk id=\"0\" link=\"2\" rel=\"D\" score=\"4.858116\" head=\"0\" func=\"1\">\n  <tok id=\"0\" feature=\"\u540d\u8a5e,\u4ee3\u540d\u8a5e,\u4e00\u822c,*,*,*,\u79c1,\u30ef\u30bf\u30b7,\u30ef\u30bf\u30b7\" ne=\"O\">\u79c1<\/tok>\n  <tok id=\"1\" feature=\"\u52a9\u8a5e,\u683c\u52a9\u8a5e,\u4e00\u822c,*,*,*,\u304c,\u30ac,\u30ac\" ne=\"O\">\u304c<\/tok>\n <\/chunk>\n <chunk id=\"1\" link=\"2\" rel=\"D\" score=\"0.000000\" head=\"2\" func=\"3\">\n  <tok id=\"2\" feature=\"\u540d\u8a5e,\u4e00\u822c,*,*,*,*,\u3046\u3069\u3093,\u30a6\u30c9\u30f3,\u30a6\u30c9\u30f3\" ne=\"O\">\u3046\u3069\u3093<\/tok>\n  <tok id=\"3\" feature=\"\u52a9\u8a5e,\u683c\u52a9\u8a5e,\u4e00\u822c,*,*,*,\u3092,\u30f2,\u30f2\" ne=\"O\">\u3092<\/tok>\n <\/chunk>\n <chunk id=\"2\" link=\"-1\" rel=\"D\" score=\"0.000000\" head=\"4\" func=\"6\">\n  <tok id=\"4\" feature=\"\u52d5\u8a5e,\u81ea\u7acb,*,*,\u4e00\u6bb5,\u9023\u7528\u5f62,\u98df\u3079\u308b,\u30bf\u30d9,\u30bf\u30d9\" ne=\"O\">\u98df\u3079<\/tok>\n  <tok id=\"5\" feature=\"\u52a9\u52d5\u8a5e,*,*,*,\u7279\u6b8a\u30fb\u30bf\u30a4,\u57fa\u672c\u5f62,\u305f\u3044,\u30bf\u30a4,\u30bf\u30a4\" ne=\"O\">\u305f\u3044<\/tok>\n  <tok id=\"6\" feature=\"\u52a9\u52d5\u8a5e,*,*,*,\u7279\u6b8a\u30fb\u30c7\u30b9,\u57fa\u672c\u5f62,\u3067\u3059,\u30c7\u30b9,\u30c7\u30b9\" ne=\"O\">\u3067\u3059<\/tok>\n  <tok id=\"7\" feature=\"\u8a18\u53f7,\u53e5\u70b9,*,*,*,*,\u3002,\u3002,\u3002\" ne=\"O\">\u3002<\/tok>\n <\/chunk>\n<\/sentence>\n<\/code>\n<\/pre>\n<p>\u4e0a\u8a18tok\u30bf\u30b0\u304c\u5f62\u614b\u7d20\u306b\u5bfe\u5fdc\u3057\u3066\u304a\u308a\u3001chunk\u30bf\u30b0\u304c\u6587\u7bc0\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002chunk\u30bf\u30b0\u306blink\u30d7\u30ed\u30d1\u30c6\u30a3\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u3053\u306e\u6587\u7bc0\u306flink\u5148\u306e\u6587\u7bc0\u3068\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u30b0\u30e9\u30d5\u69cb\u9020\u3067\u63cf\u304f\u3068\u4ee5\u4e0b\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2019\/05\/qa_genertor_sentence_graph.png\" alt=\"\" width=\"572\" height=\"388\" class=\"alignnone size-full wp-image-27773\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2019\/05\/qa_genertor_sentence_graph.png 572w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2019\/05\/qa_genertor_sentence_graph-360x244.png 360w\" sizes=\"auto, (max-width: 572px) 100vw, 572px\" \/><\/p>\n<p>\u4e0a\u8a18\u30b0\u30e9\u30d5\u3092\u898b\u308b\u3068\u3001\u65e2\u306b\u304a\u5206\u308a\u3060\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u9ed2\u67a0\u306e\u300c\u98df\u3079\u305f\u3044\u3067\u3059\u300d\u306b\u5bfe\u3057\u3066\u3001<\/p>\n<ul>\n<li>\u300c\u8ab0\u304c\u98df\u3079\u305f\u3044\u3067\u3059\u304b\u300d\u2192\u300c\u79c1\u304c\u300d<\/li>\n<li>\u300c\u4f55\u3092\u98df\u3079\u305f\u3044\u3067\u3059\u304b\u300d\u2192\u300c\u3046\u3069\u3093\u3092\u300d<\/li>\n<\/ul>\n<p>\u306e\uff12\u3064\u306eQ&amp;A\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u306d\u3002<\/p>\n<p>\u3067\u306f\u3001\u4e0a\u8a18Q&amp;A\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u81ea\u52d5\u751f\u6210\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u3069\u3046\u3059\u308c\u3070\u826f\u3044\u3067\u3057\u3087\u3046\u3002\u65e5\u672c\u8a9e\u304c\u8907\u96d1\u306a\u306e\u3067\u3001\u300c\u304c\u300d\u304c\u3042\u308b\u304b\u3089\u300c\u8ab0\u304c\u300d\u3067\u8cea\u554f\u3092\u4f5c\u308b\u8a33\u306b\u306f\u884c\u304b\u306a\u3044\u3067\u3059\u3002\u4e00\u3064\u306e\u65b9\u6cd5\u306f\u30b0\u30e9\u30d5\u306e\u30a8\u30c3\u30b8\u306b\u610f\u5473\u3092\u4ed8\u4e0e\u3057\u3001\u6587\u7bc0\u9593\u306e\u610f\u5473\u7684\u95a2\u4fc2\u3092\u89e3\u660e\u3059\u308b\u306e\u3067\u3059\u3002\u610f\u5473\u7684\u95a2\u4fc2\u304b\u3089Q&amp;A\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u30a8\u30c3\u30b8\u306e\u610f\u5473\u3092\u81ea\u52d5\u7684\u306b\u63a8\u5b9a\u3059\u308b\u4f5c\u696d\u306f\u3053\u308c\u304b\u3089<strong>\u610f\u5473\u30e9\u30d9\u30eb\u4ed8\u4e0e<\/strong>\u3068\u547c\u3073\u307e\u3059\u304c\u3001\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u6df1\u5c64\u683c\u89e3\u6790\u3092\u4f7f\u3044\u307e\u3059\u3002<br \/>\n\u6df1\u5c64\u683c\u306f\u53e5\u306e\u610f\u5473\u7684\u306a\u95a2\u4fc2\u3092\u793a\u3059\u30e9\u30d9\u30eb\u3067\u3042\u308a\u3001\u3059\u3079\u3066\u306e\u8a00\u8a9e\u306b\u5171\u901a\u3057\u305f\u610f\u5473\u3092\u8868\u73fe\u3059\u308b\u610f\u5473\u7684\u95a2\u4fc2\u3067\u3042\u308b\u3002\u6df1\u5c64\u683c\u306b\u3064\u3044\u3066\u306f\u3001\u30c1\u30e3\u30fc\u30eb\u30ba\u30fb\u30d5\u30a3\u30eb\u30e2\u30a2\u306b\u3088\u3063\u3066\u63d0\u6848\u3055\u308c\u305f\u4ee5\u4e0b\u306e\u6df1\u5c64\u683c\u304c\u6709\u540d\u306e\u3088\u3046\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u52d5\u4f5c\u4e3b\u683c\uff08agent\uff09<\/li>\n<li>\u5bfe\u8c61\u683c\uff08object\uff09<\/li>\n<li>\u7d4c\u9a13\u8005\u683c\uff08experiencer\uff09<\/li>\n<li>\u9053\u5177\u683c\uff08instrument\uff09<\/li>\n<li>\u6e90\u6cc9\u683c\uff08source\uff09 <\/li>\n<li>\u76ee\u6a19\u683c\uff08goal\uff09 <\/li>\n<li>\u5834\u6240\u683c\uff08Location\uff09 <\/li>\n<li>\u6642\u9593\u683c\uff08Time\uff09<\/li>\n<\/ul>\n<p>Q&amp;A\u3092\u4f5c\u308c\u306a\u3044\u6587\u3082\u3042\u308a\u307e\u3059\u306e\u3067\u3001\u4eca\u56de\u306e\u691c\u8a3c\u3067\u306f\u7528\u8a00\u306e\u307f\u304b\u3089Q&amp;A\u3092\u4f5c\u308a\u307e\u3059\u3002<a href=\"https:\/\/www.jstage.jst.go.jp\/article\/jnlp1994\/12\/2\/12_2_109\/_pdf\">[4]<\/a>\u306e\u65b9\u6cd5\u3092\u53c2\u8003\u3057\u3001\u4ee5\u4e0b\u30d1\u30bf\u30fc\u30f3\u306e\u7528\u8a00\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<br \/>\n\u7528\u8a00\u306e\u6761\u4ef6\uff1a<\/p>\n<ul>\n<li>\u52d5\u8a5e<\/li>\n<li>\u5f62\u5bb9\u8a5e<\/li>\n<li>\u540d\u8a5e\uff0b\u52a9\u52d5\u8a5e<\/li>\n<\/ul>\n<p>\u300c\u98df\u3079\u305f\u3044\u3067\u3059\u300d\u306f<strong>\u52d5\u8a5e<\/strong>\u306b\u8a72\u5f53\u3059\u308b\u306e\u3067\u3001\u7528\u8a00\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u6b21\u306b\u3001\u300c\u98df\u3079\u305f\u3044\u3067\u3059\u300d\u306e\u5b50\u30ce\u30fc\u30c9\u300c\u79c1\u304c\u300d\u3092\u898b\u3066\u884c\u304d\u307e\u3059\u3002\u300c\u79c1\u304c\u300d\u306e\u4e3b\u8f9e\u304c\u300c\u79c1\u300d\u3067\u3042\u308a\u3001\u540d\u8a5e\u3067\u3059\u3002\u300c\u8a9e\u5f62\u300d\u304c<strong>\u30ac\u683c<\/strong>\u3067\u3059\u3002\u3088\u3063\u3066\u3001\u683c\u30d5\u30ec\u30fc\u30e0\u304c\u300c\u540d\u8a5e\uff0b\u30ac\u683c\uff0b\u52d5\u8a5e\u300d\u306e\u69cb\u6587\u306b\u306a\u308a\u307e\u3059\u306e\u3067\u3001\u300c\u79c1\u304c\u300d\u3068\u300c\u98df\u3079\u305f\u3044\u3067\u3059\u300d\u306e\u610f\u5473\u7684\u95a2\u4fc2\u306f<strong>\u52d5\u4f5c\u4e3b\u683c<\/strong>\u3068\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3053\u3046\u3044\u3046\u98a8\u306b\u6df1\u5c64\u683c\u3092\u89e3\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u610f\u5473\u30e9\u30d9\u30eb\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u30b0\u30e9\u30d5\u306e\u30a8\u30c3\u30b8\u306b\u610f\u5473\u30e9\u30d9\u30eb\u4ed8\u4e0e\u3059\u308b\u3068\u4ee5\u4e0b\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2019\/05\/qa_genertor_sentence_graph_with_labels.png\" alt=\"\" width=\"753\" height=\"383\" class=\"alignnone size-full wp-image-27774\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2019\/05\/qa_genertor_sentence_graph_with_labels.png 753w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2019\/05\/qa_genertor_sentence_graph_with_labels-360x183.png 360w\" sizes=\"auto, (max-width: 753px) 100vw, 753px\" \/><\/p>\n<p>\u6700\u5f8c\u306b\u610f\u5473\u30e9\u30d9\u30eb\u306b\u5f93\u3063\u3066Q&amp;A\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n<p>\u6df1\u5c64\u683c\u89e3\u6790\u306b\u3088\u308a\u6587\u7bc0\u9593\u306e\u610f\u5473\u7684\u95a2\u4fc2\u3092\u89e3\u6790\u3067\u304d\u307e\u3057\u305f\u306e\u3067\u3001\u4f8b\u3048\u3070\u4e0a\u8a18\u300c\u52d5\u4f5c\u4e3b\u683c\u300d\u304b\u3089\u300c\u8ab0\u304b\u300d\u3092\u8cea\u554f\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br \/>\n\u300c\u5bfe\u8c61\u683c\u300d\u304b\u3089\u300c\u4f55\u3092\u300d\u3092\u8cea\u554f\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306b\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u4ee5\u4e0bQ&amp;A\u3092\u81ea\u52d5\u751f\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u300c\u8ab0\u304c\u98df\u3079\u305f\u3044\u3067\u3059\u304b\u300d\u2192\u300c\u79c1\u304c\u300d<\/li>\n<li>\u300c\u4f55\u3092\u98df\u3079\u305f\u3044\u3067\u3059\u304b\u300d\u2192 \u300c\u3046\u3069\u3093\u3092\u300d<\/li>\n<\/ul>\n<h2>\u610f\u5473\u30e9\u30d9\u30eb\u306e\u81ea\u52d5\u751f\u6210\u306e\u691c\u8a0e<\/h2>\n<p>\u524d\u8ff0\u306e\u3088\u3046\u306b\u6df1\u5c64\u683c\u89e3\u6790\u3092\u4f7f\u3063\u3066\u610f\u5473\u30e9\u30d9\u30eb\u3092\u751f\u6210\u3067\u304d\u307e\u3057\u305f\u304c\u3001\u610f\u5473\u30e9\u30d9\u30eb\u306f\u591a\u304f\u306a\u3044\u3068\u306f\u3044\u3048\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u4e0a\u3067\u5168\u3066\u306e\u610f\u5473\u30e9\u30d9\u30eb\u306b\u5bfe\u5fdc\u3059\u308b\u3053\u3068\u304c\u96e3\u3057\u3044\u306e\u3067\u3001\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3067\u3042\u308b\u30de\u30eb\u30c1\u30af\u30e9\u30b9\u5206\u985e\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3067\u5bfe\u5fdc\u3059\u308b\u3053\u3068\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u4f46\u3057\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u306f\u907f\u3051\u3089\u308c\u307e\u305b\u3093\u3057\u3001\u624b\u4f5c\u696d\u3067\u30c7\u30fc\u30bf\u3092\u6e96\u5099\u3059\u308b\u306e\u304c\u53b3\u3057\u3044\u306e\u3067\u3001\u4e0a\u8a18\u6df1\u5c64\u683c\u89e3\u6790\u3092\u4f7f\u3063\u3066\u30c7\u30fc\u30bf\u30fb\u30bb\u30c3\u30c8\u3092\u7528\u610f\u3059\u308b\u306e\u304c\u826f\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<br \/>\n\u307e\u305f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u3092\u5fc5\u8981\u3068\u3057\u306a\u3044\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u624b\u6cd5\u306f<a href=\"https:\/\/www.jstage.jst.go.jp\/article\/jnlp1994\/12\/2\/12_2_109\/_pdf\">[4]<\/a>\u3067\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n\u975e\u5e38\u306b\u8208\u5473\u6df1\u3044\u30c6\u30fc\u30de\u306a\u306e\u3067\u3001\u3053\u308c\u304b\u3089\u691c\u8a0e\u3057\u3066\u884c\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h2>\u5b9f\u9a13<\/h2>\n<p>\u3067\u306f\u3001\u30b3\u30f3\u30bb\u30d7\u30c8\u306e\u7d39\u4ecb\u304c\u7d42\u308f\u308a\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u6210\u3057\u3066\u5b9f\u969b\u306b\u5b9f\u884c\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<p>\u89e3\u6790\u3057\u305f\u3044\u6587\u306f\u4ee5\u4e0b\u3068\u3057\u307e\u3059\u3002<br \/>\n<strong>\u5916\u306e\u773a\u3081\u304c\u7dba\u9e97\u3067\u3059\u306d\u3002\u5f7c\u304c\u5b66\u6821\u306b\u884c\u304d\u307e\u3057\u305f\u3002\u4eca\u65e5\u306f\u5927\u5b66\u3067\u52c9\u5f37\u3057\u307e\u3059\u3002<\/strong><\/p>\n<p>Q&amp;A\u306e\u751f\u6210\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<p>Q :  \u4f55\u304c\u3001\u7dba\u9e97\u3067\u3059\u304b\uff1f<br \/>\n A :  \u5916\u306e\u773a\u3081\u304c<\/p>\n<p>Q :  \u8ab0\u304c\u3001\u5b66\u6821\u306b\u884c\u304d\u307e\u3057\u305f\u304b\uff1f<br \/>\n A :  \u5f7c\u304c<\/p>\n<p>Q :  \u4eca\u65e5\u306f\u4f55\u51e6\u3067\u52c9\u5f37\u3057\u307e\u3059\u304b\uff1f<br \/>\n A :  \u5927\u5b66\u3067<\/p>\n<p>\u306a\u3093\u3068\u306a\u304fQ&amp;A\u306e\u30da\u30a2\u304c\u751f\u6210\u3067\u304d\u307e\u3057\u305f\u306d\u3002<\/p>\n<h2>\u307e\u3068\u3081<\/h2>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u3067\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u3064\u3082\u308a\u3067\u3057\u305f\u304c\u3001\u4f7f\u308f\u305a\u306b\u65e5\u672c\u8a9e\u6587\u66f8\u304b\u3089Q&amp;A\u306e\u81ea\u52d5\u751f\u6210\u3092\u8a66\u3057\u3066\u307f\u307e\u3057\u305f\u3002<br \/>\n\u524d\u8ff0\u306e\u901a\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u3092\u4f7f\u308f\u306a\u3044\u30e1\u30ea\u30c3\u30c8\u3082\u3042\u308b\u306e\u3067\u3001\u6848\u4ef6\u306e\u30cb\u30fc\u30ba\u3092\u3057\u3063\u304b\u308a\u5206\u6790\u3057\u3001\u6700\u9069\u306a\u6280\u8853\u3092\u9078\u3079\u3070\u826f\u3044\u3068\u601d\u3044\u307e\u3059\u3002\u5834\u5408\u306b\u3088\u3063\u3066\u53e4\u3044\u6280\u8853\u306f\u6368\u3066\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3057\u3001\u4f7f\u3063\u3066\u898b\u308c\u3070\u5272\u3068\u4eca\u56de\u307f\u305f\u3044\u306bAI\u3063\u307c\u3044\u3053\u3068\u304c\u3067\u304d\u308b\u3068\u601d\u3044\u307e\u3059\u3002<br \/>\n\u65e5\u672c\u8a9e\u306e\u69cb\u6587\u306e\u96e3\u3057\u3055\u3092\u6539\u3081\u3066\u5b9f\u611f\u3057\u307e\u3057\u305f\u3002\u4f46\u3057\u3001\u89e3\u6790\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u610f\u5473\u3092\u4ed8\u4e0e\u3067\u304d\u308b\u306e\u304c\u4e2d\u3005\u8208\u5473\u6df1\u304f\u3001\u8272\u3093\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3067\u4f7f\u3048\u305d\u3046\u3067\u3059\u3002<br \/>\n\u307e\u305f\u3001\u4eca\u306e\u65e5\u672c\u3067\u306f\u4eba\u624b\u4e0d\u8db3\u304c\u554f\u984c\u306a\u306e\u3067\u3001\u4f5c\u696d\u306e\u81ea\u52d5\u5316\u306b\u3088\u308a\u793e\u4f1a\u554f\u984c\u3092\u89e3\u6c7a\u3067\u304d\u308b\u306e\u3067\u975e\u5e38\u306b\u3084\u308a\u304c\u3044\u3092\u611f\u3058\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u691c\u8a3c\u7528\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306b\u8208\u5473\u3042\u308b\u65b9\u306f<a href=\"https:\/\/github.com\/george-j-zhu\/jpQuestionAnswerGenerator\">\u3053\u3061\u3089<\/a>\u3092\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u95a2\u9023\u306e\u8a18\u4e8b\u306f\u3053\u308c\u304b\u3089\u3082\u66f8\u304f\u4e88\u5b9a\u306a\u306e\u3067\u3001\u307e\u305f\u898b\u306b\u6765\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2>\u53c2\u8003<\/h2>\n<p><a href=\"http:\/\/www.nltk.org\/book-jp\/ch12.html#id75\">[1]http:\/\/www.nltk.org\/book-jp\/ch12.html#id75<\/a><br \/>\n<a href=\"https:\/\/qiita.com\/yukihon_lab\/items\/5f494d1a39849071f077\">[2]https:\/\/qiita.com\/yukihon_lab\/items\/5f494d1a39849071f077<\/a><br \/>\n<a href=\"https:\/\/www.anlp.jp\/proceedings\/annual_meeting\/2018\/pdf_dir\/P8-2.pdf\">[3]https:\/\/www.anlp.jp\/proceedings\/annual_meeting\/2018\/pdf_dir\/P8-2.pdf<\/a><br \/>\n<a href=\"https:\/\/www.jstage.jst.go.jp\/article\/jnlp1994\/12\/2\/12_2_109\/_pdf\">[4]\u683c\u30d5\u30ec\u30fc\u30e0\u8f9e\u66f8\u306e\u6f38\u6b21\u7684\u81ea\u52d5\u69cb\u7bc9 \u81ea\u7136\u8a00\u8a9e\u51e6\u7406, Vol.12, No.2, pp.109-131, 2005.<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30af\u30ea\u30a8\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u306e\u6731\u3067\u3059\u3002\u4e3b\u306b\u6a5f\u68b0\u5b66\u7fd2\u3092\u62c5\u5f53\u3057\u3066\u3044\u307e\u3059\u3002\u4eca\u56de\u306f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u3064\u3044\u3066\u66f8\u304d\u307e\u3059\u3002 \u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306f\u8a18\u4e8b\u306e\u30bf\u30a4\u30c8\u30eb\u901a\u308a\u3067\u3059\u304c\u3001\u7c21\u5358\u306a\u4f8b\u3092\uff12\u3064\u3042\u3052\u307e\u3059\u3002\u6b8b\u308a\u306f\u7686\u3055\u3093\u306e\u60f3\u50cf\u306b\u4efb\u305b\u308b\u3068\u3057\u3066\u3001\u624b\u6cd5\u306e\u7d39\u4ecb\u3092\u30e1\u30a4\u30f3\u306b\u3057\u305f\u3044 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