{"id":7678,"date":"2026-02-24T12:25:29","date_gmt":"2026-02-24T03:25:29","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=7678"},"modified":"2026-02-24T12:25:29","modified_gmt":"2026-02-24T03:25:29","slug":"scunthorpe","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/scunthorpe\/","title":{"rendered":"\u30b9\u30ab\u30f3\u30bd\u30fc\u30d7\u554f\u984c\u3068\u306f\uff1f\u30b3\u30f3\u30c6\u30f3\u30c4\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306e\u8aa4\u691c\u51fa\u554f\u984c\u3068\u305d\u306e\u89e3\u6c7a\u7b56"},"content":{"rendered":"\n<p>\u30b9\u30ab\u30f3\u30bd\u30fc\u30d7\u554f\u984c\u3068\u306f\u4f55\u304b\uff1f\u7121\u5bb3\u306a\u5358\u8a9e\u304c\u4e0d\u9069\u5207\u3068\u8aa4\u5224\u5b9a\u3055\u308c\u308b\u539f\u56e0\u3092\u89e3\u8aac\u3057\u3001\u30d6\u30e9\u30c3\u30af\u30ea\u30b9\u30c8\u65b9\u5f0f\u306e\u9650\u754c\u3084\u6587\u8108\u30d9\u30fc\u30b9\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306a\u3069\u306e\u6280\u8853\u7684\u5bfe\u51e6\u6cd5\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p>\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u304c\u65e5\u5e38\u7684\u306b\u5229\u7528\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u30aa\u30f3\u30e9\u30a4\u30f3\u306e\u5b89\u5168\u6027\u3092\u4fdd\u3064\u305f\u3081\u306b\u30b3\u30f3\u30c6\u30f3\u30c4\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u304c\u591a\u304f\u5c0e\u5165\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4e0d\u9069\u5207\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u3084\u8a00\u8449\u3092\u81ea\u52d5\u7684\u306b\u30d6\u30ed\u30c3\u30af\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u3001\u30cd\u30c3\u30c8\u4e0a\u306e\u74b0\u5883\u306f\u3088\u308a\u5b89\u5168\u3067\u5feb\u9069\u306a\u3082\u306e\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u6642\u306b\u306f\u3053\u306e\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u304c\u904e\u5270\u306b\u53cd\u5fdc\u3057\u3001\u7121\u5bb3\u306a\u5358\u8a9e\u3084\u540d\u524d\u307e\u3067\u3082\u4e0d\u9069\u5207\u306a\u3082\u306e\u3068\u3057\u3066\u8aa4\u3063\u3066\u30d6\u30ed\u30c3\u30af\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u304c\u30b9\u30ab\u30f3\u30bd\u30fc\u30d7\u554f\u984c (Scunthorpe Problem) \u3067\u3059\u3002<\/p>\r\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u30b9\u30ab\u30f3\u30bd\u30fc\u30d7\u554f\u984c\u3068\u306f\u4f55\u304b\u3001\u305d\u306e\u751f\u3044\u7acb\u3061\u3084\u80cc\u666f\u3001\u6280\u8853\u7684\u8ab2\u984c\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3001\u554f\u984c\u3092\u3069\u306e\u3088\u3046\u306b\u89e3\u6c7a\u3067\u304d\u308b\u306e\u304b\u306b\u3064\u3044\u3066\u3082\u89e6\u308c\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\r\n<p><!-- notionvc: 2d6281b5-290e-457e-9f6f-1efdcd07f8a6 --><\/p>\n\n<h2>\u30b9\u30ab\u30f3\u30bd\u30fc\u30d7\u554f\u984c\u3068\u306f<\/h2>\n<p>\u30b9\u30ab\u30f3\u30bd\u30fc\u30d7\u554f\u984c\u3068\u306f\u3001\u82f1\u8a9e\u306e\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u304c\u3001\u7121\u5bb3\u306a\u5358\u8a9e\u3092\u4e0d\u9069\u5207\u306a\u3082\u306e\u3068\u3057\u3066\u8aa4\u3063\u3066\u30d6\u30ed\u30c3\u30af\u3057\u3066\u3057\u307e\u3046\u73fe\u8c61\u3092\u6307\u3057\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u304c\u300c\u4e0d\u9069\u5207\u306a\u5185\u5bb9\u3092\u6392\u9664\u3059\u308b\u305f\u3081\u300d\u306b\u3001\u6587\u5b57\u5217\u5185\u306b\u542b\u307e\u308c\u308b\u7279\u5b9a\u306e\u5358\u8a9e\u3092\u691c\u51fa\u3057\u3001\u7121\u95a2\u4fc2\u306a\u3082\u306e\u307e\u3067\u8aa4\u3063\u3066\u51e6\u7406\u3057\u3066\u3057\u307e\u3046\u554f\u984c\u3067\u3059\u3002\u3053\u306e\u554f\u984c\u306f\u7279\u306b\u3001\u540d\u524d\u3084\u5730\u540d\u3001\u4ed6\u306e\u7121\u5bb3\u306a\u8a00\u8449\u306b\u5bfe\u3057\u3066\u3082\u8aa4\u691c\u51fa\u304c\u767a\u751f\u3059\u308b\u3053\u3068\u306b\u3042\u308a\u307e\u3059\u3002<!-- notionvc: e521a067-d143-48f9-94d9-37d2725c4608 --><\/p>\n\n<h2>\u751f\u3044\u7acb\u3061<\/h2>\n<p>\u30b9\u30ab\u30f3\u30bd\u30fc\u30d7\u554f\u984c\u306e\u8d77\u6e90\u306f1990\u5e74\u4ee3\u5f8c\u534a\u306b\u3055\u304b\u306e\u307c\u308a\u307e\u3059\u3002\u5f53\u6642\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u306e\u666e\u53ca\u306b\u4f34\u3044\u3001\u30aa\u30f3\u30e9\u30a4\u30f3\u30b3\u30f3\u30c6\u30f3\u30c4\u3084\u30c1\u30e3\u30c3\u30c8\u3001\u30d5\u30a9\u30fc\u30e9\u30e0\u306a\u3069\u3067\u306e\u4e0d\u9069\u5207\u306a\u8a00\u8449\u3084\u8868\u73fe\u3092\u6392\u9664\u3059\u308b\u305f\u3081\u306b\u3001\u6587\u5b57\u5217\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u304c\u5c0e\u5165\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u3044\u308f\u3086\u308b\u300c\u4e0d\u5feb\u306a\u8a00\u8449\u300d\u3084\u300c\u4e0d\u9069\u5207\u306a\u5358\u8a9e\u300d\u3092\u691c\u51fa\u3057\u3066\u81ea\u52d5\u7684\u306b\u30d6\u30ed\u30c3\u30af\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\r\n<p>\u3057\u304b\u3057\u3001\u521d\u671f\u306e\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u306f\u5358\u7d14\u306a\u30d1\u30bf\u30fc\u30f3\u30de\u30c3\u30c1\u30f3\u30b0\u306b\u983c\u3063\u3066\u3044\u305f\u305f\u3081\u3001\u5358\u8a9e\u306e\u4e00\u90e8\u306b\u4e0d\u9069\u5207\u306a\u8a00\u8449\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3068\u3001\u305d\u308c\u304c\u5b8c\u5168\u306b\u300c\u4e0d\u9069\u5207\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u300d\u3068\u3057\u3066\u6271\u308f\u308c\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u3053\u306e\u554f\u984c\u306f\u3001\u7279\u306b\u300c\u30b9\u30ab\u30f3\u30bd\u30fc\u30d7\u300d\u3068\u3044\u3046\u540d\u524d\u306e\u8857\u304c\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u306b\u5f15\u3063\u304b\u304b\u308b\u4e8b\u4f8b\u3067\u9855\u8457\u3068\u306a\u308a\u3001\u300c\u30b9\u30ab\u30f3\u30bd\u30fc\u30d7\u554f\u984c\u300d\u3068\u3044\u3046\u540d\u524d\u304c\u4ed8\u3051\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\r\n<p>\u30b9\u30ab\u30f3\u30bd\u30fc\u30d7\u306f\u3001\u30a4\u30ae\u30ea\u30b9\u30fb\u30ea\u30f3\u30ab\u30f3\u30b7\u30e3\u30fc\u306b\u3042\u308b\u5c0f\u3055\u306a\u8857\u3067\u3042\u308a\u3001\u305d\u306e\u540d\u524d\u81ea\u4f53\u306b\u306f\u5168\u304f\u4e0d\u9069\u5207\u306a\u610f\u5473\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3057\u304b\u3057\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u306f\u300c\u30b9\u30ab\u30f3\u30bd\u30fc\u30d7 (Scunthorpe)\u300d\u306b\u542b\u307e\u308c\u308b\u300ccunt\u300d\u306e\u90e8\u5206\u3092\u4e0d\u9069\u5207\u306a\u8a00\u8449\u3068\u8aa4\u8a8d\u8b58\u3057\u3001\u7d50\u679c\u3068\u3057\u3066\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3084\u30d5\u30a9\u30fc\u30e9\u30e0\u306a\u3069\u3067\u300c\u30b9\u30ab\u30f3\u30bd\u30fc\u30d7\u300d\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u3078\u306e\u30a2\u30af\u30bb\u30b9\u304c\u906e\u65ad\u3055\u308c\u308b\u4e8b\u614b\u304c\u767a\u751f\u3057\u305f\u306e\u3067\u3059\u3002\u3053\u306e\u73fe\u8c61\u306f\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u306e\u5229\u7528\u8005\u305f\u3061\u306e\u9593\u3067\u5e83\u304f\u77e5\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u5f8c\u306b\u300c\u30b9\u30ab\u30f3\u30bd\u30fc\u30d7\u554f\u984c\u300d\u3068\u547c\u3070\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\r\n<p><!-- notionvc: 7de77a99-dd16-47ea-9110-7cd6fb3cb43e --><\/p>\n\n<h2>\u6280\u8853\u7684\u8ab2\u984c<\/h2>\n<p>\u30b9\u30ab\u30f3\u30bd\u30fc\u30d7\u554f\u984c\u306f\u3001\u4e3b\u306b\u6b21\u306e\u3088\u3046\u306a\u6280\u8853\u7684\u8ab2\u984c\u304b\u3089\u751f\u3058\u307e\u3059\u3002<\/p>\r\n<ul>\r\n\t<li style=\"list-style-type: none\">\r\n<ul>\r\n\t<li>\r\n<b>\u5358\u7d14\u306a\u30d1\u30bf\u30fc\u30f3\u30de\u30c3\u30c1\u30f3\u30b0\u3068\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u7121\u8996<\/b>\r\n<p>\u521d\u671f\u306e\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u5165\u529b\u3055\u308c\u305f\u5358\u8a9e\u304c\u4e0d\u9069\u5207\u306a\u3082\u306e\u3092\u542b\u3093\u3067\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306b\u3001\u5358\u7d14\u306a\u30d1\u30bf\u30fc\u30f3\u30de\u30c3\u30c1\u30f3\u30b0\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u65b9\u6cd5\u3067\u306f\u5358\u8a9e\u5358\u4f53\u3092\u5224\u65ad\u3059\u308b\u3060\u3051\u3067\u3001\u305d\u306e\u5358\u8a9e\u304c\u6587\u8108\u5185\u3067\u3069\u306e\u3088\u3046\u306b\u4f7f\u308f\u308c\u3066\u3044\u308b\u304b\u3092\u7121\u8996\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u30aa\u30f3\u30e9\u30a4\u30f3\u30b2\u30fc\u30e0\u306e\u30c1\u30e3\u30c3\u30c8\u3067\u300c\u3007\u3007\u3060\u3057\u306d\u300d\u3068\u6295\u7a3f\u3057\u305f\u5834\u5408\u3001\u3053\u306e\u53e3\u8a9e\u4f53\u81ea\u4f53\u306b\u306f\u4e0d\u9069\u5207\u306a\u610f\u5473\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u306f\u300c\u3057\u306d\u300d\u3068\u3044\u3046\u90e8\u5206\u304c\u4e0d\u9069\u5207\u306a\u610f\u5473\u3092\u542b\u3080\u3068\u8aa4\u8a8d\u8b58\u3057\u3001\u8868\u73fe\u3092\u898f\u5236\u3057\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306b\u3001\u5358\u8a9e\u306e\u90e8\u5206\u4e00\u81f4\u3084\u6587\u8108\u3092\u8003\u616e\u3057\u306a\u3044\u51e6\u7406\u304c\u8aa4\u691c\u51fa\u306e\u539f\u56e0\u3068\u306a\u308a\u3001\u7121\u5bb3\u306a\u5185\u5bb9\u3082\u8aa4\u3063\u3066\u5236\u9650\u3055\u308c\u307e\u3059\u3002<\/p>\r\n<\/li>\r\n\t<li>\r\n<b>\u30d6\u30e9\u30c3\u30af\u30ea\u30b9\u30c8\u65b9\u5f0f\u306e\u9650\u754c<\/b>\r\n<p>\u30d6\u30e9\u30c3\u30af\u30ea\u30b9\u30c8\u65b9\u5f0f\u3067\u306f\u3001\u4e8b\u524d\u306b\u5b9a\u7fa9\u3055\u308c\u305f\u4e0d\u9069\u5207\u306a\u5358\u8a9e\u30ea\u30b9\u30c8\u306b\u57fa\u3065\u3044\u3066\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u304c\u884c\u308f\u308c\u307e\u3059\u304c\u3001\u3053\u306e\u65b9\u6cd5\u306b\u9650\u754c\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305a\u3001\u30d6\u30e9\u30c3\u30af\u30ea\u30b9\u30c8\u306f\u5b9a\u671f\u7684\u306b\u66f4\u65b0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u65b0\u3057\u3044\u8a00\u8449\u3084\u610f\u5473\u304c\u65e5\u3005\u767b\u5834\u3059\u308b\u305f\u3081\u3001\u305d\u306e\u305f\u3073\u306b\u66f4\u65b0\u3092\u8ffd\u3044\u304b\u3051\u308b\u306e\u306f\u975e\u5e38\u306b\u624b\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u8a00\u8449\u306e\u610f\u5473\u3084\u4f7f\u308f\u308c\u308b\u6587\u8108\u306f\u6642\u9593\u3068\u3068\u3082\u306b\u5909\u5316\u3059\u308b\u305f\u3081\u3001\u30d6\u30e9\u30c3\u30af\u30ea\u30b9\u30c8\u306b\u983c\u308b\u3060\u3051\u3067\u306f\u3001\u3059\u3079\u3066\u306e\u8aa4\u8a8d\u8b58\u3092\u9632\u3050\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002\u3055\u3089\u306b\u3001\u30d6\u30e9\u30c3\u30af\u30ea\u30b9\u30c8\u306b\u767b\u9332\u3055\u308c\u3066\u3044\u306a\u3044\u65b0\u305f\u306a\u4e0d\u9069\u5207\u306a\u5358\u8a9e\u3084\u8868\u73fe\u306b\u306f\u5bfe\u5fdc\u3067\u304d\u306a\u3044\u305f\u3081\u3001\u5b8c\u5168\u306a\u5bfe\u7b56\u3068\u306f\u8a00\u3048\u307e\u305b\u3093\u3002<\/p>\r\n<\/li>\r\n<\/ul>\r\n<\/li>\r\n<\/ul>\r\n<p><!-- notionvc: 1ba11839-791c-4ce7-b876-2a089666a268 --><\/p>\n\n<h2>\u4e3b\u306a\u5bfe\u51e6\u6cd5<\/h2>\n<p>\u30b9\u30ab\u30f3\u30bd\u30fc\u30d7\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u306b\u5f53\u305f\u3063\u3066\u3001\u3044\u304f\u3064\u304b\u306e\u6280\u8853\u7684\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\r\n<ul>\r\n\t<li>\r\n<b>\u6587\u8108\u30d9\u30fc\u30b9\u306e\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0<\/b>\r\n<\/li>\r\n<\/ul>\r\n<p>\u30d1\u30bf\u30fc\u30f3\u30de\u30c3\u30c1\u30f3\u30b0\u3060\u3051\u306b\u983c\u3089\u305a\u3001\u6587\u8108\u3092\u7406\u89e3\u3057\u3066\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3092\u884c\u3046\u65b9\u6cd5\u304c\u6709\u52b9\u3067\u3059\u3002\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u6280\u8853\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u5358\u8a9e\u306e\u610f\u5473\u3084\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u57fa\u3065\u3044\u305f\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u304c\u53ef\u80fd\u3068\u306a\u308a\u3001\u8aa4\u8a8d\u8b58\u3092\u6e1b\u3089\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p>\u30fb\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u6d3b\u7528<\/p>\r\n<p><code>spaCy<\/code> \u3084 <code>transformers<\/code> \u306a\u3069\u306eNLP\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001\u6587\u8108\u3092\u89e3\u6790\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001<code>spaCy<\/code> \u3067\u306f\u3001\u6587\u7ae0\u3092\u30c8\u30fc\u30af\u30f3\u5316\u3057\u3066\u5404\u5358\u8a9e\u306e\u54c1\u8a5e\u3084\u95a2\u4fc2\u6027\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5358\u8a9e\u304c\u6587\u8108\u306e\u4e2d\u3067\u3069\u306e\u3088\u3046\u306b\u4f7f\u308f\u308c\u3066\u3044\u308b\u304b\u3092\u7406\u89e3\u3057\u3001\u7121\u5bb3\u306a\u4f7f\u7528\u3092\u8aa4\u3063\u3066\u30d6\u30ed\u30c3\u30af\u3059\u308b\u3053\u3068\u3092\u9632\u3052\u307e\u3059\u3002<\/p>\r\n<p>\u30fbBERT\u306a\u3069\u306e\u4e8b\u524d\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u305f\u30a2\u30d7\u30ed\u30fc\u30c1<\/p>\r\n<p>\u3088\u308a\u9ad8\u5ea6\u306a\u65b9\u6cd5\u3068\u3057\u3066\u3001<code>transformers<\/code> \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3044\u3001BERT\u3084GPT\u306e\u3088\u3046\u306a\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u6587\u8108\u3092\u7406\u89e3\u3059\u308b\u80fd\u529b\u304c\u9ad8\u3044\u305f\u3081\u3001\u5358\u8a9e\u304c\u6587\u8108\u306e\u4e2d\u3067\u610f\u5473\u3059\u308b\u3053\u3068\u3092\u3088\u308a\u6b63\u78ba\u306b\u5224\u65ad\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u6587\u7ae0\u5168\u4f53\u306e\u611f\u60c5\u5206\u6790\u3092\u884c\u3063\u3066\u3001\u300c\u3057\u306d\u300d\u3068\u3044\u3046\u8a00\u8449\u304c\u5b9f\u969b\u306b\u4e0d\u9069\u5207\u306a\u610f\u56f3\u3067\u4f7f\u308f\u308c\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p><code><code><\/code><\/code><\/p>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>import spacy \r\nnlp = spacy.load('ja_core_news_sm') \r\ndoc = nlp(\"\u4eca\u65e5\u306f\u6674\u308c\u3066\u3044\u308b\u3057\u306d\") \r\nfor token in doc: \r\nprint(token.text, token.pos_)<\/code><\/pre>\r\n<\/div>\r\n<p>&nbsp;<\/p>\r\n<p><!-- notionvc: 463db0f5-5275-4fcc-ae28-caf32051e1ff --><\/p>\r\n<p>\u3053\u306e\u3088\u3046\u306b\u3001\u6587\u8108\u306b\u57fa\u3065\u304f\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3067\u3001\u8aa4\u691c\u51fa\u3092\u6e1b\u3089\u3057\u3001\u7121\u5bb3\u306a\u8a00\u8449\u3092\u6b63\u3057\u304f\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<ul>\r\n\t<li>\r\n<b>\u30db\u30ef\u30a4\u30c8\u30ea\u30b9\u30c8\u65b9\u5f0f\u306e\u5c0e\u5165<\/b>\r\n<p>\u30d6\u30e9\u30c3\u30af\u30ea\u30b9\u30c8\u65b9\u5f0f\u3060\u3051\u3067\u306a\u304f\u3001\u30db\u30ef\u30a4\u30c8\u30ea\u30b9\u30c8\u65b9\u5f0f\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u7121\u5bb3\u306a\u5358\u8a9e\u3084\u540d\u524d\u3092\u78ba\u5b9f\u306b\u8a8d\u8b58\u3057\u3001\u8aa4\u3063\u3066\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3055\u308c\u308b\u3053\u3068\u3092\u9632\u3050\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p>\u30db\u30ef\u30a4\u30c8\u30ea\u30b9\u30c8\u65b9\u5f0f\u3067\u306f\u3001\u4fe1\u983c\u3067\u304d\u308b\u5358\u8a9e\u3084\u540d\u524d\u306e\u30ea\u30b9\u30c8\u3092\u4e8b\u524d\u306b\u4f5c\u6210\u3057\u3001\u305d\u306e\u30ea\u30b9\u30c8\u306b\u8f09\u3063\u3066\u3044\u308b\u5358\u8a9e\u306b\u5bfe\u3057\u3066\u306f\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3092\u884c\u308f\u306a\u3044\u4ed5\u7d44\u307f\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u65b0\u305f\u306b\u4e0d\u9069\u5207\u306a\u5358\u8a9e\u304c\u767b\u5834\u3057\u3066\u3082\u3001\u30db\u30ef\u30a4\u30c8\u30ea\u30b9\u30c8\u306b\u767b\u9332\u3055\u308c\u305f\u5358\u8a9e\u306f\u5fc5\u305a\u8a31\u53ef\u3055\u308c\u308b\u305f\u3081\u3001\u8aa4\u8a8d\u8b58\u3055\u308c\u308b\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\r\n<\/li>\r\n\t<li>\r\n<b>\u30e6\u30fc\u30b6\u30fc\u5831\u544a\u306e\u6d3b\u7528<\/b>\r\n<p>\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u306b\u306f\u3001\u8aa4\u3063\u3066\u30d6\u30ed\u30c3\u30af\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u30e6\u30fc\u30b6\u30fc\u304c\u5831\u544a\u3067\u304d\u308b\u6a5f\u80fd\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3082\u4e00\u3064\u306e\u5bfe\u7b56\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u9593\u9055\u3063\u3066\u30d6\u30ed\u30c3\u30af\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u7d20\u65e9\u304f\u4fee\u6b63\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u4f53\u9a13\u3092\u6539\u5584\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<\/li>\r\n<\/ul>\r\n<p><!-- notionvc: 05a5b80d-f9e8-4cd1-868f-7067dba66a52 --><\/p>\n\n<h2>\u307e\u3068\u3081<\/h2>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u7121\u5bb3\u306a\u5358\u8a9e\u304c\u4e0d\u9069\u5207\u3068\u8aa4\u5224\u5b9a\u3055\u308c\u308b\u3068\u3044\u3063\u305f\u30b9\u30ab\u30f3\u30bd\u30fc\u30d7\u554f\u984c\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002<\/p>\r\n<p>\u5bfe\u51e6\u6cd5\u3068\u3057\u3066\u306f\u3001\u6587\u8108\u30d9\u30fc\u30b9\u306e\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u6280\u8853\u3084\u3001\u30db\u30ef\u30a4\u30c8\u30ea\u30b9\u30c8\u65b9\u5f0f\u306e\u5c0e\u5165\u3001\u30e6\u30fc\u30b6\u30fc\u5831\u544a\u30b7\u30b9\u30c6\u30e0\u306e\u6d3b\u7528\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u65b9\u6cd5\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u8aa4\u3063\u305f\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3092\u6e1b\u3089\u3057\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u306e\u5229\u7528\u8005\u304c\u3088\u308a\u6b63\u78ba\u3067\u5feb\u9069\u306a\u4f53\u9a13\u3092\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\r\n<p><!-- 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