\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f
\n\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08Natural Language Processing, NLP\uff09\u306f\u3001\u4eba\u9593\u304c\u4f7f\u3046\u81ea\u7136\u8a00\u8a9e\uff08\u8a00\u8449\u3001\u6587\u7ae0\uff09\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306b\u51e6\u7406\u3055\u305b\u308b\u6280\u8853\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n
\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u81ea\u7136\u8a00\u8a9e\u3092\u7406\u89e3\u3057\u3001\u751f\u6210\u3001\u89e3\u6790\u3001\u7ffb\u8a33\u3001\u8981\u7d04\u3001\u611f\u60c5\u5206\u6790\u3001\u8cea\u554f\u5fdc\u7b54\u306a\u3069\u306e\u69d8\u3005\u306a\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
NLP\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u7d71\u8a08\u7684\u624b\u6cd5\u3001\u8a00\u8a9e\u5b66\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u79d1\u5b66\u306a\u3069\u306e\u591a\u5c90\u306b\u308f\u305f\u308b\u5206\u91ce\u304b\u3089\u306a\u3063\u3066\u304a\u308a\u3001\u5e45\u5e83\u3044\u6280\u8853\u3068\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u5fdc\u7528\u304c\u884c\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
NLP\u306e\u6839\u62e0\u306f\u3001\u8a00\u8a9e\u306e\u6301\u3064\u7d71\u8a08\u7684\u306a\u30d1\u30bf\u30fc\u30f3\u3084\u30eb\u30fc\u30eb\u3001\u304a\u3088\u3073\u6587\u6cd5\u3084\u610f\u5473\u306e\u7406\u89e3\u306b\u95a2\u3059\u308b\u8a00\u8a9e\u5b66\u306e\u77e5\u898b\u304b\u3089\u6210\u308a\u7acb\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u81ea\u7136\u8a00\u8a9e\u306e\u69cb\u9020\u3084\u7528\u6cd5\u3001\u610f\u5473\u306a\u3069\u3092\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306b\u7406\u89e3\u3055\u305b\u308b\u305f\u3081\u306b\u306f\u3001\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u5229\u7528\u3057\u3066\u7d71\u8a08\u7684\u306a\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u4e00\u822c\u7684\u3067\u3059\u3002<\/p>\n
\u307e\u305f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3084\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306a\u3069\u306e\u624b\u6cd5\u3092\u7528\u3044\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u3084\u4e88\u6e2c\u3092\u884c\u3046\u80fd\u529b\u3092\u7372\u5f97\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u5177\u4f53\u7684\u306aNLP\u306e\u5fdc\u7528\u4f8b\u3068\u3057\u3066\u306f\u3001\u6a5f\u68b0\u7ffb\u8a33\u3084\u97f3\u58f0\u8a8d\u8b58\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u6a5f\u68b0\u7ffb\u8a33\u306f\u30011\u3064\u306e\u81ea\u7136\u8a00\u8a9e\u304b\u3089\u5225\u306e\u81ea\u7136\u8a00\u8a9e\u3078\u306e\u7ffb\u8a33\u3092\u5b9f\u73fe\u3057\u3001\u7570\u306a\u308b\u8a00\u8a9e\u3092\u8a71\u3059\u4eba\u3005\u304c\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u53d6\u308a\u3084\u3059\u304f\u3057\u307e\u3059\u3002<\/p>\n
\u97f3\u58f0\u8a8d\u8b58\u306f\u3001\u97f3\u58f0\u3092\u6587\u5b57\u306b\u5909\u63db\u3059\u308b\u6280\u8853\u3067\u3042\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3068\u3057\u3066\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306b\u51e6\u7406\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u3053\u306e\u3088\u3046\u306b\u3001NLP\u306f\u60c5\u5831\u691c\u7d22\u3084\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u3001\u4eba\u3068\u306e\u5bfe\u8a71\u30a4\u30f3\u30bf\u30d5\u30a7\u30fc\u30b9\u306a\u3069\u3001\u69d8\u3005\u306a\u5206\u91ce\u3067\u5fdc\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
NLP\u306e\u9032\u6b69\u306f\u3001\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3084\u5f37\u529b\u306a\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30ea\u30bd\u30fc\u30b9\u3001\u9ad8\u5ea6\u306a\u6a5f\u68b0\u5b66\u7fd2\u624b\u6cd5\u306a\u3069\u306e\u7814\u7a76\u958b\u767a\u306e\u6210\u679c\u306b\u3088\u3063\u3066\u652f\u3048\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u7279\u306b\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u7528\u3044\u305f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30e2\u30c7\u30eb\u306e\u767a\u5c55\u306b\u3088\u308a\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u6027\u80fd\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3057\u305f\u3002<\/p>\n
\u3055\u3089\u306b\u3001\u30af\u30e9\u30a6\u30c9\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u666e\u53ca\u3084\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u7528\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u63d0\u4f9b\u306a\u3069\u3001NLP\u306e\u5229\u7528\u304c\u5bb9\u6613\u306b\u306a\u3063\u305f\u3053\u3068\u3082\u9032\u6b69\u306e\u8981\u56e0\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n
\u305f\u3060\u3057\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u306f\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u3084\u9650\u754c\u3082\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u8a00\u8a9e\u306e\u591a\u7fa9\u6027\u3084\u6587\u8108\u4f9d\u5b58\u6027\u3001\u30ce\u30a4\u30ba\u306e\u5b58\u5728\u306a\u3069\u3001\u8a00\u8a9e\u51e6\u7406\u306e\u8907\u96d1\u3055\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u305d\u306e\u305f\u3081\u3001\u5b8c\u5168\u306b\u4eba\u9593\u306e\u3088\u3046\u306a\u7406\u89e3\u3084\u751f\u6210\u3092\u884c\u3046\u3053\u3068\u306f\u307e\u3060\u56f0\u96e3\u3067\u3059\u3002<\/p>\n
\u7dcf\u3058\u3066\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306f\u4eba\u9593\u306e\u8a00\u8a9e\u3092\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u7406\u89e3\u3057\u3001\u89e3\u6790\u3059\u308b\u305f\u3081\u306e\u6280\u8853\u3067\u3059\u3002<\/p>\n
\u8a00\u8a9e\u5b66\u3084\u7d71\u8a08\u5b66\u3001\u6a5f\u68b0\u5b66\u7fd2\u306a\u3069\u306e\u77e5\u898b\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3068\u9ad8\u5ea6\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u6027\u80fd\u306f\u5411\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u4eca\u5f8c\u3082\u7814\u7a76\u3068\u6280\u8853\u306e\u767a\u5c55\u306b\u3088\u3063\u3066\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u304c\u5b9f\u73fe\u3055\u308c\u308b\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u5fdc\u7528\u306f\u3069\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u304b\uff1f
\n\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u306f\u3001\u6a5f\u68b0\u304c\u4eba\u9593\u306e\u81ea\u7136\u8a00\u8a9e\u3092\u7406\u89e3\u3057\u3001\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u6280\u8853\u3067\u3059\u3002<\/p>\n
NLP\u306f\u975e\u5e38\u306b\u5e83\u7bc4\u306a\u5fdc\u7528\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u4ee5\u4e0b\u306b\u3044\u304f\u3064\u304b\u4ee3\u8868\u7684\u306a\u5fdc\u7528\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n
\u6a5f\u68b0\u7ffb\u8a33\u3000NLP\u306f\u3001\u7570\u306a\u308b\u8a00\u8a9e\u9593\u306e\u6587\u66f8\u3084\u4f1a\u8a71\u306e\u7ffb\u8a33\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u6a5f\u68b0\u7ffb\u8a33\u306f\u3001\u8a00\u8a9e\u306e\u7279\u5b9a\u306e\u6587\u6cd5\u3084\u8f9e\u66f8\u3092\u5b66\u7fd2\u3057\u3001\u81ea\u52d5\u7684\u306b\u6587\u306e\u7ffb\u8a33\u3092\u884c\u3046\u80fd\u529b\u3092\u6301\u3061\u307e\u3059\u3002<\/p>\n
\u6839\u62e0\u3068\u3057\u3066\u306f\u3001Google\u306e\u7ffb\u8a33\u30a8\u30f3\u30b8\u30f3\u306a\u3069\u304c\u5b9f\u969b\u306b\u4f7f\u308f\u308c\u3066\u304a\u308a\u3001\u4e00\u822c\u7684\u306a\u8a00\u8a9e\u5bfe\u3067\u306f\u4eba\u9593\u4ee5\u4e0a\u306e\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u60c5\u5831\u62bd\u51fa\u3000NLP\u306f\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304b\u3089\u60c5\u5831\u62bd\u51fa\u3092\u884c\u3046\u305f\u3081\u306b\u3082\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u65b0\u805e\u8a18\u4e8b\u3084\u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u304b\u3089\u7279\u5b9a\u306e\u60c5\u5831\uff08\u4f8b\u3000\u4f01\u696d\u306e\u8ca1\u52d9\u60c5\u5831\uff09\u3092\u62bd\u51fa\u3057\u305f\u308a\u3001\u9867\u5ba2\u306e\u30ec\u30d3\u30e5\u30fc\u3084\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u306e\u30b3\u30e1\u30f3\u30c8\u304b\u3089\u611f\u60c5\u5206\u6790\u3092\u884c\u3063\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u6839\u62e0\u3068\u3057\u3066\u306f\u3001\u4f01\u696d\u304cNLP\u3092\u4f7f\u7528\u3057\u3066\u9867\u5ba2\u306e\u58f0\u3092\u62bd\u51fa\u30fb\u5206\u6790\u3057\u3001\u88fd\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u306e\u6539\u5584\u306b\u6d3b\u7528\u3057\u3066\u3044\u308b\u4e8b\u4f8b\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u8cea\u554f\u5fdc\u7b54\u30b7\u30b9\u30c6\u30e0\u3000NLP\u306f\u3001\u8cea\u554f\u306b\u5bfe\u3057\u3066\u9069\u5207\u306a\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306b\u3082\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306e\u30af\u30a8\u30ea\u306b\u5bfe\u3057\u3066\u81ea\u52d5\u7684\u306b\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306bNLP\u304c\u4f7f\u7528\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u6839\u62e0\u3068\u3057\u3066\u306f\u3001IBM\u306eWatson\u3084Amazon\u306eAlexa\u306a\u3069\u306eAI\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u304c\u5e83\u304f\u666e\u53ca\u3057\u3066\u304a\u308a\u3001\u9ad8\u3044\u7cbe\u5ea6\u3067\u8cea\u554f\u306b\u5bfe\u3059\u308b\u56de\u7b54\u3092\u751f\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u81ea\u52d5\u8981\u7d04\u3000NLP\u306f\u3001\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u8981\u7d04\u3059\u308b\u305f\u3081\u306b\u3082\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u9577\u3044\u6587\u7ae0\u3084\u8a18\u4e8b\u3092\u8981\u70b9\u306e\u307f\u306b\u307e\u3068\u3081\u308b\u3053\u3068\u3067\u3001\u60c5\u5831\u306e\u52b9\u7387\u7684\u306a\u628a\u63e1\u3084\u77e5\u8b58\u306e\u5171\u6709\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0\u3068\u3057\u3066\u306f\u3001\u591a\u304f\u306e\u30cb\u30e5\u30fc\u30b9\u30b5\u30a4\u30c8\u3084\u30b3\u30f3\u30c6\u30f3\u30c4\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c\u81ea\u52d5\u7684\u306a\u8981\u7d04\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u3088\u308a\u901f\u304f\u7684\u78ba\u306a\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u611f\u60c5\u5206\u6790\u3000NLP\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304b\u3089\u611f\u60c5\u3084\u610f\u898b\u3092\u62bd\u51fa\u3059\u308b\u305f\u3081\u306b\u3082\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u306e\u6295\u7a3f\u3084\u9867\u5ba2\u306e\u30ec\u30d3\u30e5\u30fc\u304b\u3089\u3001\u88fd\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u306b\u5bfe\u3059\u308b\u610f\u898b\u3084\u8a55\u5224\u3092\u628a\u63e1\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u6839\u62e0\u3068\u3057\u3066\u306f\u3001SNS\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3084\u30d6\u30e9\u30f3\u30c9\u30ea\u30b9\u30af\u7ba1\u7406\u306b\u304a\u3044\u3066\u3001NLP\u3092\u5229\u7528\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u306e\u611f\u60c5\u3084\u610f\u898b\u3092\u5206\u6790\u3057\u3001\u9069\u5207\u306a\u5bfe\u5fdc\u3092\u884c\u3046\u4f01\u696d\u304c\u5897\u3048\u3066\u3044\u308b\u3053\u3068\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306fNLP\u306e\u4e3b\u306a\u5fdc\u7528\u4f8b\u3067\u3059\u304c\u3001\u5b9f\u969b\u306b\u306f\u3055\u3089\u306b\u591a\u304f\u306e\u5fdc\u7528\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
NLP\u306e\u6839\u62e0\u3068\u3057\u3066\u306f\u3001\u3053\u308c\u3089\u306e\u5fdc\u7528\u304c\u5b9f\u969b\u306e\u30d3\u30b8\u30cd\u30b9\u3084\u65e5\u5e38\u751f\u6d3b\u306b\u5e83\u304f\u6d3b\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u54c1\u8cea\u3084\u52b9\u7387\u306e\u5411\u4e0a\u3001\u60c5\u5831\u306e\u628a\u63e1\u3001\u610f\u601d\u6c7a\u5b9a\u306e\u652f\u63f4\u306a\u3069\u306e\u9762\u3067\u52b9\u679c\u3092\u767a\u63ee\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u307e\u305f\u3001NLP\u306e\u7814\u7a76\u3084\u5fdc\u7528\u306e\u9032\u5c55\u306b\u4f34\u3044\u3001\u305d\u306e\u7cbe\u5ea6\u3084\u6027\u80fd\u304c\u5411\u4e0a\u3057\u7d9a\u3051\u3066\u3044\u308b\u3053\u3068\u3082\u6839\u62e0\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u304a\u3051\u308b\u4e3b\u306a\u8ab2\u984c\u306f\u4f55\u3067\u3059\u304b\uff1f
\n\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u4eba\u9593\u306e\u81ea\u7136\u8a00\u8a9e\u3092\u7406\u89e3\u3057\u3001\u751f\u6210\u3057\u3001\u64cd\u4f5c\u3059\u308b\u305f\u3081\u306e\u6280\u8853\u3067\u3059\u3002<\/p>\n
NLP\u306e\u4e3b\u306a\u8ab2\u984c\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u66d6\u6627\u6027\u89e3\u6d88\u3000\u81ea\u7136\u8a00\u8a9e\u306f\u66d6\u6627\u3055\u3092\u542b\u3080\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u8907\u6570\u306e\u610f\u5473\u3084\u6587\u8108\u306b\u304a\u3044\u3066\u89e3\u91c8\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306b\u3068\u3063\u3066\u6b63\u3057\u3044\u610f\u5473\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u306f\u56f0\u96e3\u3067\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u300c\u30d0\u30c3\u30c8\u3092\u6301\u3063\u3066\u3044\u308b\u300d\u3068\u3044\u3046\u6587\u306f\u3001\u91ce\u7403\u306e\u30d0\u30c3\u30c8\u3084\u30b3\u30a6\u30e2\u30ea\u306e\u30d0\u30c3\u30c8\u3092\u6307\u3059\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u3053\u306e\u66d6\u6627\u6027\u3092\u89e3\u6d88\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u6587\u8108\u3084\u5468\u56f2\u306e\u60c5\u5831\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u5358\u8a9e\u306e\u610f\u5473\u8868\u73fe\u3000\u81ea\u7136\u8a00\u8a9e\u306e\u5358\u8a9e\u306f\u3001\u8907\u6570\u306e\u610f\u5473\u3092\u6301\u3064\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u300c\u30d0\u30b9\u300d\u3068\u3044\u3046\u5358\u8a9e\u306f\u3001\u81ea\u52d5\u8eca\u3084\u516c\u5171\u4ea4\u901a\u6a5f\u95a2\u3068\u3057\u3066\u306e\u30d0\u30b9\u306e\u610f\u5473\u3060\u3051\u3067\u306a\u304f\u3001\u52d5\u8a5e\u3068\u3057\u3066\u306e\u300c\u5f85\u3064\u300d\u3084\u540d\u8a5e\u3068\u3057\u3066\u306e\u300c\u7b54\u3048\u300d\u3092\u610f\u5473\u3059\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u5358\u8a9e\u306e\u610f\u5473\u3092\u6b63\u78ba\u306b\u6349\u3048\u3001\u9069\u5207\u306b\u6271\u3046\u305f\u3081\u306b\u306f\u3001\u610f\u5473\u8868\u73fe\u3084\u8a9e\u7fa9\u306e\u89e3\u6790\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n
\u6587\u6cd5\u89e3\u6790\u3000\u6587\u6cd5\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u306e\u69cb\u9020\u3084\u95a2\u4fc2\u3092\u660e\u78ba\u306b\u3059\u308b\u305f\u3081\u306e\u898f\u5247\u7684\u306a\u30eb\u30fc\u30eb\u3067\u3059\u3002<\/p>\n
\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u6b63\u78ba\u306b\u6587\u6cd5\u3092\u89e3\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u6587\u306e\u69cb\u9020\u3084\u95a2\u9023\u6027\u3092\u7406\u89e3\u3057\u3001\u610f\u5473\u89e3\u6790\u3084\u60c5\u5831\u62bd\u51fa\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u3057\u304b\u3057\u3001\u81ea\u7136\u8a00\u8a9e\u306f\u72ec\u81ea\u306e\u6587\u6cd5\u3084\u8868\u73fe\u65b9\u6cd5\u3092\u6301\u3064\u305f\u3081\u3001\u6587\u6cd5\u306e\u89e3\u6790\u306f\u6311\u6226\u7684\u306a\u8ab2\u984c\u3067\u3059\u3002<\/p>\n
\u610f\u5473\u89e3\u6790\u3000\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306f\u3001\u6587\u306e\u610f\u5473\u3092\u7406\u89e3\u3057\u3001\u305d\u306e\u610f\u5473\u306b\u57fa\u3065\u3044\u3066\u9069\u5207\u306a\u51e6\u7406\u3092\u884c\u3046\u3053\u3068\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u610f\u5473\u89e3\u6790\u306f\u3001\u5358\u8a9e\u3084\u30d5\u30ec\u30fc\u30ba\u306e\u610f\u5473\u3092\u6b63\u78ba\u306b\u6349\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u300c\u5f7c\u5973\u306f\u8eca\u3092\u4fee\u7406\u3057\u307e\u3057\u305f\u300d\u3068\u3044\u3046\u6587\u306b\u304a\u3044\u3066\u3001\u8eca\u3092\u5f7c\u5973\u304c\u4fee\u7406\u3057\u305f\u306e\u304b\u3001\u5f7c\u5973\u306e\u8eca\u304c\u4fee\u7406\u3055\u308c\u305f\u306e\u304b\u3092\u6b63\u3057\u304f\u89e3\u91c8\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u6587\u8108\u7406\u89e3\u3000\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306f\u3001\u6587\u8108\u3092\u7406\u89e3\u3057\u3001\u9069\u5207\u306a\u8fd4\u7b54\u3084\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3082\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u6587\u8108\u7406\u89e3\u306f\u3001\u4f1a\u8a71\u3084\u5bfe\u8a71\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u8981\u7d20\u3067\u3042\u308a\u3001\u4f1a\u8a71\u306e\u6d41\u308c\u3084\u6587\u8108\u306b\u57fa\u3065\u3044\u3066\u9069\u5207\u306a\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u904e\u53bb\u306e\u767a\u8a71\u3084\u6587\u8108\u60c5\u5831\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u3080\u305f\u3081\u306b\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3084\u6a5f\u68b0\u5b66\u7fd2\u306e\u624b\u6cd5\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u4e00\u822c\u7684\u3067\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001\u5358\u8a9e\u306e\u610f\u5473\u3084\u6587\u306e\u69cb\u9020\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u307e\u305f\u3001\u6df1\u5c64\u5b66\u7fd2\u3084\u30ea\u30ab\u30ec\u30f3\u30c8\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09\u306a\u3069\u306e\u6280\u8853\u3082\u3001NLP\u306e\u89e3\u6c7a\u306b\u8ca2\u732e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u307e\u305f\u3001NLP\u306e\u6839\u62e0\u3068\u3057\u3066\u306f\u3001\u4eba\u9593\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u80fd\u529b\u3084\u4eba\u9593\u306e\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u5bfe\u3059\u308b\u7406\u89e3\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u4eba\u9593\u306f\u65e5\u5e38\u7684\u306b\u81ea\u7136\u8a00\u8a9e\u3092\u7406\u89e3\u3057\u3001\u751f\u6210\u3057\u3001\u51e6\u7406\u3059\u308b\u80fd\u529b\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u305d\u306e\u305f\u3081\u3001\u4eba\u9593\u306e\u8a8d\u77e5\u80fd\u529b\u3084\u8a00\u8a9e\u306b\u5bfe\u3059\u308b\u7814\u7a76\u7d50\u679c\u3082\u3001NLP\u306e\u6839\u62e0\u3068\u3057\u3066\u91cd\u8981\u3067\u3059\u3002<\/p>\n
\u7dcf\u62ec\u3059\u308b\u3068\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u304a\u3051\u308b\u4e3b\u306a\u8ab2\u984c\u306f\u66d6\u6627\u6027\u89e3\u6d88\u3001\u5358\u8a9e\u306e\u610f\u5473\u8868\u73fe\u3001\u6587\u6cd5\u89e3\u6790\u3001\u610f\u5473\u89e3\u6790\u3001\u6587\u8108\u7406\u89e3\u3067\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u514b\u670d\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u304c\u53ef\u80fd\u3068\u306a\u308a\u3001\u4eba\u9593\u3068\u306e\u81ea\u7136\u306a\u5bfe\u8a71\u3084\u60c5\u5831\u51e6\u7406\u304c\u5b9f\u73fe\u3055\u308c\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n
\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u5c06\u6765\u306e\u5c55\u671b\u306f\u3069\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u304b\uff1f
\n\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 (NLP) \u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u4eba\u9593\u306e\u81ea\u7136\u8a00\u8a9e\u3092\u7406\u89e3\u3057\u3001\u89e3\u91c8\u3057\u3001\u751f\u6210\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u5206\u91ce\u3067\u3059\u3002<\/p>\n
NLP\u306e\u5c06\u6765\u306e\u5c55\u671b\u306f\u975e\u5e38\u306b\u5e83\u7bc4\u3067\u3042\u308a\u3001\u4ee5\u4e0b\u306b\u3044\u304f\u3064\u304b\u306e\u4e3b\u8981\u306a\u8981\u7d20\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n
\u5f37\u529b\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u751f\u6210\u6280\u8853 \u6700\u8fd1\u306e\u6210\u529f\u4f8b\u3067\u3042\u308bGPT-3\u3084BERT\u306e\u3088\u3046\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u3001NLP\u306e\u9032\u6b69\u3092\u8c61\u5fb4\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u81a8\u5927\u306a\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3057\u3001\u9ad8\u5ea6\u306a\u81ea\u7136\u8a00\u8a9e\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u80fd\u529b\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u5c06\u6765\u7684\u306b\u306f\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u304c\u3055\u3089\u306b\u5411\u4e0a\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u30bf\u30b9\u30af\u3084\u30c9\u30e1\u30a4\u30f3\u3067\u306e\u4f7f\u7528\u304c\u4e00\u822c\u5316\u3059\u308b\u3068\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u6587\u8108\u306e\u7406\u89e3\u3068\u611f\u60c5\u306e\u89e3\u91c8 NLP\u306e\u5c06\u6765\u306e\u5c55\u671b\u306e\u4e00\u3064\u306f\u3001\u6587\u8108\u306e\u7406\u89e3\u3068\u611f\u60c5\u306e\u89e3\u91c8\u3092\u6539\u5584\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n
\u73fe\u5728\u306e\u30e2\u30c7\u30eb\u306f\u4e00\u822c\u7684\u306b\u6587\u8108\u3092\u5341\u5206\u306b\u7406\u89e3\u3067\u304d\u305a\u3001\u611f\u60c5\u3084\u610f\u56f3\u3092\u6b63\u78ba\u306b\u628a\u63e1\u3059\u308b\u3053\u3068\u304c\u56f0\u96e3\u3067\u3059\u3002<\/p>\n
\u5c06\u6765\u7684\u306b\u306f\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u30e2\u30c7\u30eb\u3084\u6280\u8853\u304c\u958b\u767a\u3055\u308c\u3001\u6587\u8108\u3092\u3088\u308a\u6b63\u78ba\u306b\u89e3\u91c8\u3057\u3001\u611f\u60c5\u3084\u610f\u56f3\u3092\u3088\u308a\u6b63\u78ba\u306b\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n
\u591a\u8a00\u8a9e\u5bfe\u5fdc NLP\u306e\u5c06\u6765\u306e\u5c55\u671b\u306b\u306f\u3001\u591a\u8a00\u8a9e\u5bfe\u5fdc\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n
\u73fe\u5728\u306eNLP\u30e2\u30c7\u30eb\u306f\u4e3b\u306b\u82f1\u8a9e\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u958b\u767a\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u5c06\u6765\u7684\u306b\u306f\u4ed6\u306e\u8a00\u8a9e\u306b\u3082\u9069\u7528\u53ef\u80fd\u306a\u30e2\u30c7\u30eb\u304c\u958b\u767a\u3055\u308c\u308b\u3068\u4e88\u60f3\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u3088\u308a\u5e83\u7bc4\u306a\u8a00\u8a9e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u5fdc\u7528\u7bc4\u56f2\u306e\u62e1\u5927 NLP\u306f\u69d8\u3005\u306a\u5fdc\u7528\u7bc4\u56f2\u3067\u5229\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u5c06\u6765\u7684\u306b\u305d\u306e\u7bc4\u56f2\u306f\u3055\u3089\u306b\u62e1\u5927\u3059\u308b\u3068\u4e88\u60f3\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u533b\u7642\u5206\u91ce\u3067\u306f\u3001NLP\u3092\u4f7f\u7528\u3057\u3066\u533b\u7642\u8a18\u9332\u3084\u7814\u7a76\u6587\u732e\u3092\u89e3\u6790\u3057\u3001\u75c5\u6c17\u306e\u4e88\u6e2c\u3001\u8a3a\u65ad\u3001\u6cbb\u7642\u8a08\u753b\u306e\u52b9\u7387\u5316\u3092\u652f\u63f4\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u4ed6\u306e\u5fdc\u7528\u4f8b\u3068\u3057\u3066\u306f\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u81ea\u52d5\u5316\u3001\u8457\u4f5c\u6a29\u4fb5\u5bb3\u306e\u691c\u51fa\u3001\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u306e\u8981\u7d04\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u5c55\u671b\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u6839\u62e0\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u307e\u305a\u3001\u73fe\u5728\u306e\u6280\u8853\u306e\u9032\u6b69\u306b\u57fa\u3065\u3044\u3066\u3044\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n
GPT-3\u3084BERT\u306a\u3069\u306e\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u306f\u3001\u904e\u53bb\u306e\u30e2\u30c7\u30eb\u3068\u6bd4\u8f03\u3057\u3066\u3001\u3088\u308a\u512a\u308c\u305f\u6027\u80fd\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u307e\u305f\u3001\u7523\u696d\u754c\u3084\u5b66\u8853\u754c\u306e\u591a\u304f\u306e\u7814\u7a76\u8005\u3084\u30a8\u30f3\u30b8\u30cb\u30a2\u304cNLP\u306b\u53d6\u308a\u7d44\u3093\u3067\u304a\u308a\u3001\u3055\u3089\u306a\u308b\u6280\u8853\u306e\u5411\u4e0a\u3068\u5fdc\u7528\u7bc4\u56f2\u306e\u62e1\u5927\u3092\u63a8\u9032\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3055\u3089\u306b\u3001NLP\u306e\u6d3b\u7528\u304c\u307e\u3059\u307e\u3059\u91cd\u8981\u306b\u306a\u308b\u3068\u3044\u3046\u793e\u4f1a\u7684\u306a\u30cb\u30fc\u30ba\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u6587\u66f8\u306e\u81ea\u52d5\u5316\u306f\u3001NLP\u6280\u8853\u306e\u767a\u5c55\u306b\u3088\u3063\u3066\u652f\u63f4\u3055\u308c\u308b\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u5c55\u671b\u306e\u5b9f\u73fe\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u304c\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u53ce\u96c6\u3068\u6574\u7406\u3001\u30e2\u30c7\u30eb\u306e\u89e3\u91c8\u53ef\u80fd\u6027\u306e\u5411\u4e0a\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u78ba\u4fdd\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u3057\u304b\u3057\u3001NLP\u306e\u5c06\u6765\u306e\u5c55\u671b\u306f\u975e\u5e38\u306b\u660e\u308b\u3044\u3082\u306e\u3067\u3042\u308a\u3001\u3053\u308c\u307e\u3067\u306e\u9032\u6b69\u3084\u73fe\u5728\u306e\u30cb\u30fc\u30ba\u306b\u57fa\u3065\u3044\u3066\u3001\u3055\u3089\u306a\u308b\u6280\u8853\u9769\u65b0\u304c\u671f\u5f85\u3055\u308c\u308b\u5206\u91ce\u3067\u3059\u3002<\/p>\n
\u3010\u8981\u7d04\u3011
\n\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u306f\u3001\u4eba\u304c\u4f7f\u3046\u81ea\u7136\u8a00\u8a9e\uff08\u8a00\u8449\u3001\u6587\u7ae0\uff09\u3092\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306b\u51e6\u7406\u3055\u305b\u308b\u6280\u8853\u3067\u3042\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u3084\u7d71\u8a08\u7684\u624b\u6cd5\u3001\u8a00\u8a9e\u5b66\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u79d1\u5b66\u306a\u3069\u306e\u5206\u91ce\u304b\u3089\u6210\u308a\u7acb\u3063\u3066\u3044\u307e\u3059\u3002NLP\u306e\u76ee\u7684\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u81ea\u7136\u8a00\u8a9e\u3092\u7406\u89e3\u3057\u3001\u751f\u6210\u3001\u89e3\u6790\u3001\u7ffb\u8a33\u3001\u8981\u7d04\u3001\u611f\u60c5\u5206\u6790\u3001\u8cea\u554f\u5fdc\u7b54\u306a\u3069\u306e\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067\u3059\u3002NLP\u306e\u5fdc\u7528\u4f8b\u3068\u3057\u3066\u306f\u3001\u6a5f\u68b0\u7ffb\u8a33\u3068\u97f3\u58f0\u8a8d\u8b58\u304c\u3042\u308a\u3001NLP\u306e\u9032\u6b69\u306f\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3084\u5f37\u529b\u306a\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3001\u6a5f\u68b0\u5b66\u7fd2\u624b\u6cd5\u306b\u3088\u3063\u3066\u652f\u3048\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u8a00\u8a9e\u51e6\u7406\u306e\u8907\u96d1\u3055\u3084\u9650\u754c\u3082\u5b58\u5728\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
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