{"id":5082,"date":"2020-03-06T22:37:47","date_gmt":"2020-03-06T13:37:47","guid":{"rendered":"https:\/\/transynk.co.jp\/?post_type=blog&p=5082"},"modified":"2025-02-05T22:45:31","modified_gmt":"2025-02-05T13:45:31","slug":"15-free-datasets-and-corpora-for-named-entity-recognition-ner","status":"publish","type":"blog","link":"https:\/\/transynk.co.jp\/en\/blog\/15-free-datasets-and-corpora-for-named-entity-recognition-ner\/","title":{"rendered":"\u301013\u500b\u63b2\u8f09\u3011\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u306b\u4f7f\u3048\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u307e\u3068\u3081"},"content":{"rendered":"

\u56fa\u6709\u8868\u73fe\u3068\u306f\uff1f<\/h3><\/div>

\u56fa\u6709\u8868\u73fe\u3068\u306f\u4e00\u822c\u7684\u306b\u3001\u660e\u78ba\u304b\u3064\u81ea\u5df1\u5b8c\u7d50\u7684\u306a\u5b58\u5728\u3092\u6301\u3064\u3082\u306e\u3092\u6307\u3057\u307e\u3059\u3002\u72ac\u3084\u6728\u3001\u5efa\u7269\u306a\u3069\u7269\u7406\u7684\u306a\u3082\u306e\u3092\u8868\u3059\u5834\u5408\u3082\u3042\u308c\u3070\u3001\u56fd\u3084\u7d44\u7e54\u3001\u611f\u60c5\u306a\u3069\u306e\u3088\u3046\u306b\u6982\u5ff5\u7684\u306a\u3082\u306e\u306e\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002\u8a00\u8a9e\u7684\u306b\u3001\u5927\u90e8\u5206\u306e\u540d\u8a5e\u306f\u4f55\u3089\u304b\u306e\u5f62\u614b\u306e\u56fa\u6709\u8868\u73fe\u3068\u307f\u306a\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>

\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u3068\u306f\uff1f<\/h3><\/div>

\u56fa\u6709\u8868\u73fe\u62bd\u51fa(NER: Named Entity Recognition)\u3068\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u4e2d\u304b\u3089\u56fa\u6709\u8868\u73fe\u3092\u898b\u3064\u3051\u3066\u5206\u985e\u3059\u308b\u884c\u70ba\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u4eba\u540d\u3084\u4f01\u696d\u540d\u304b\u3089\u6642\u9593\u60c5\u5831\u3084\u91d1\u984d\u306b\u81f3\u308b\u307e\u3067\u3001\u4e8b\u524d\u306b\u5b9a\u7fa9\u3055\u308c\u305f\u30ab\u30c6\u30b4\u30ea\u30fc\u306e\u30b7\u30b9\u30c6\u30e0\u3092\u5229\u7528\u3057\u3066\u884c\u308f\u308c\u307e\u3059\u3002\u69cb\u9020\u5316\u3055\u308c\u3066\u3044\u306a\u3044\u30c6\u30ad\u30b9\u30c8\u306b\u69cb\u9020\u3068\u610f\u5473\u60c5\u5831\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u3063\u3066\u3001\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u7279\u5b9a\u306e\u56fa\u6709\u8868\u73fe\u3092\u8b58\u5225\u3057\u3001\u3055\u3089\u306b\u306f\u5927\u91cf\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u8981\u7d04\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u308b\u306e\u3067\u3059\u3002\u307e\u305f\u3001\u3053\u308c\u304c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30bf\u30b9\u30af\u306e\u91cd\u8981\u306a\u524d\u51e6\u7406\u30b9\u30c6\u30c3\u30d7\u306b\u306a\u308b\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n

\u9867\u5ba2\u30b5\u30dd\u30fc\u30c8\u306e\u5408\u7406\u5316\u3084\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306e\u6700\u9069\u5316\u306a\u3069\u5e83\u7bc4\u56f2\u306b\u6d3b\u7528\u3067\u304d\u308b\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u306f\u3001\u65e5\u5e38\u7684\u306b\u4f7f\u7528\u3059\u308b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30e2\u30c7\u30eb\u306e\u591a\u304f\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u3053\u306e\u5206\u91ce\u306e\u7814\u7a76\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3001\u4e8b\u696d\u3092\u9769\u65b0\u3057\u3001\u7af6\u5408\u306b\u5148\u3093\u3058\u308b\u305f\u3081\u306e\u9375\u3068\u306a\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u3057\u304b\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u591a\u304f\u306e\u5206\u91ce\u3068\u540c\u69d8\u306b\u3001 \u3069\u3053\u304b\u3089\u59cb\u3081\u308c\u3070\u3088\u3044\u306e\u304b\u898b\u6975\u3081\u308b\u306e\u304c\u96e3\u3057\u3044\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n

\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u306b\u304a\u3051\u308b\u62bd\u51fa\u306f\u3001\u4e0e\u3048\u3089\u308c\u305f\u751f\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u5185\u306e\u56fa\u6709\u8868\u73fe\u306e\u691c\u51fa\u3001\u524d\u51e6\u7406\u3001\u5206\u985e\u3092\u542b\u3093\u3067\u3044\u307e\u3059\u3002\u624b\u52d5\u3067\u884c\u3046\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u304c\u3001BRAT\u306a\u3069\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30c4\u30fc\u30eb<\/a>\u3084\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u56fa\u6709\u8868\u73fe\u306b\u7528\u3044\u3089\u308c\u308b\u5206\u985e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3054\u3068\u306b\u5909\u66f4\u3067\u304d\u307e\u3059\u3002\u4eba\u540d\u3001\u7d44\u7e54\u3001\u5834\u6240\u306a\u3069\u306e\u5e83\u7bc4\u306a\u30b0\u30eb\u30fc\u30d7\u306b\u5206\u985e\u3059\u308b\u3053\u3068\u3082\u3042\u308c\u3070\u3001\u53ef\u6eb6\u6027\u306e\u5316\u5b66\u7269\u8cea\u3068\u4e0d\u6eb6\u6027\u306e\u5316\u5b66\u7269\u8cea\u306a\u3069\u72ed\u3044\u30b0\u30eb\u30fc\u30d7\u306b\u5206\u985e\u3059\u308b\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n

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\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u306e\u91cd\u8981\u7528\u8a9e<\/h4><\/div>

\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u306e\u5206\u91ce\u306b\u306f\u3001\u77e5\u3063\u3066\u304a\u304f\u3079\u304d\u91cd\u8981\u306a\u6280\u8853\u7528\u8a9e\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u3044\u304f\u3064\u304b\u306b\u3064\u3044\u3066\u306f\u5f8c\u3067\u8a73\u3057\u304f\u3054\u8aac\u660e\u3057\u307e\u3059\u304c\u3001\u307e\u305a\u91cd\u8981\u7528\u8a9e\u3092\u3056\u3063\u3068\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u4ee5\u4e0b\u306e\u30ea\u30b9\u30c8\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>

\u7167\u5fdc\u89e3\u6790<\/h4><\/div>

\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u304a\u3044\u3066\u3001\u3053\u306e\u30bf\u30b9\u30af\u306f\u4e3b\u306b\u3001\u7279\u5b9a\u306e\u540c\u4e00\u56fa\u6709\u8868\u73fe\u306b\u8a00\u53ca\u3059\u308b\u30d5\u30ec\u30fc\u30ba\u3092\u898b\u3064\u3051\u3066\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u4ed8\u3051\u308b\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u3067\u7528\u3044\u308b\u5834\u5408\u306b\u306f\u3001\u300c\u3042\u308c\u300d\u300c\u3053\u308c\u300d\u300c\u305d\u308c\u300d\u306a\u3069\u306e\u5358\u8a9e\u304c\u3069\u306e\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u5c5e\u3057\u3066\u3044\u308b\u306e\u304b\u306b\u95a2\u3059\u308b\u5224\u65ad\u3082\u542b\u307e\u308c\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/div>

\u60c5\u5831\u62bd\u51fa<\/h4><\/div>

\u3053\u308c\u306f\u3001\u975e\u69cb\u9020\u5316\u6587\u66f8\u304b\u3089\u69cb\u9020\u5316\u3055\u308c\u305f\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002\u901a\u5e38\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3092\u5229\u7528\u3057\u3066\u3001\u4eba\u9593\u306e\u8a00\u8a9e\u306e\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u60c5\u5831\u3092\u5f15\u304d\u51fa\u3057\u307e\u3059\u3002<\/p>\n<\/div>

Inside-Outside-Beginning: IOB<\/h4><\/div>

IOB\u3068\u306f\u3001\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\u306a\u3069\u306e\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u30bf\u30b9\u30af\u306b\u304a\u3051\u308b\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u5f62\u5f0f\u306e\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u5404\u8a9e\u304c\u30c1\u30e3\u30f3\u30af\u306e\u5148\u982d\u306a\u306e\u304b\u3001\u30c1\u30e3\u30f3\u30af\u5185\u306a\u306e\u304b\u3001\u30c1\u30e3\u30f3\u30af\u5916\u306a\u306e\u304b\u306b\u3064\u3044\u3066\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u4ed8\u4e0e\u3057\u307e\u3059\u3002IOB2\u3082\u4e00\u822c\u7684\u306b\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u5f62\u5f0f\u3067\u3059\u304c\u3001\u300c B\u300d\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u4f7f\u3044\u65b9\u304c\u5c11\u3057\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/div>

\u30ad\u30fc\u30d5\u30ec\u30fc\u30ba\u62bd\u51fa<\/h4><\/div>

\u4e3b\u984c\u3068\u6700\u3082\u95a2\u4fc2\u304c\u6df1\u3044\u5358\u8a9e\u3084\u30d5\u30ec\u30fc\u30ba\u3092\u30c6\u30ad\u30b9\u30c8\u5185\u304b\u3089\u898b\u3064\u3051\u51fa\u3057\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u4ed8\u4e0e\u3057\u307e\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u30de\u30a4\u30cb\u30f3\u30b0\u307e\u305f\u306f\u60c5\u5831\u691c\u7d22\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u69cb\u7bc9\u3057\u3066\u3044\u308b\u65b9\u306b\u3068\u3063\u3066\u7279\u306b\u91cd\u8981\u3067\u3059\u3002<\/p>\n<\/div>

\u7cbe\u5ea6<\/h4><\/div>

\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u8fd4\u3059\u7d50\u679c\u306e\u4e2d\u306b\u3001\u9069\u5207\u306a\u3082\u306e\u304c\u3044\u304f\u3064\u542b\u307e\u308c\u3066\u3044\u308b\u304b\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u8fd4\u3057\u305f\u300c\u4eba\u540d\u300d10\u500b\u306e\u3046\u3061\u30017\u500b\u3060\u3051\u304c\u6b63\u3057\u3044\u5834\u5408\u3001\u7cbe\u5ea6\u306f0.7\u3067\u3059\u3002\u9ad8\u7cbe\u5ea6\u3068\u306f\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u8fd4\u3059\u7d50\u679c\u306b\u3001\u4e0d\u9069\u5207\u306a\u3082\u306e\u3088\u308a\u9069\u5207\u306a\u3082\u306e\u306e\u65b9\u304c\u591a\u3044\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n<\/div>

\u518d\u73fe\u7387<\/h4><\/div>

\u518d\u73fe\u7387\u306f\u3001\u6b63\u3057\u3044\u7d50\u679c\u7dcf\u6570\u306e\u3046\u3061\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8a8d\u8b58\u3057\u305f\u3082\u306e\u306e\u6570\u3092\u6e2c\u5b9a\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u30c6\u30ad\u30b9\u30c8\u5185\u306b\u300c\u4f1a\u793e\u300d\u306e\u56fa\u6709\u8868\u73fe\u304c20\u500b\u3042\u308a\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c10\u500b\u898b\u3064\u3051\u305f\u5834\u5408\u3001\u518d\u73fe\u7387\u306f10\/20\u307e\u305f\u306f\u4e8c\u5206\u306e\u4e00\u3067\u3059\u3002\u9ad8\u518d\u73fe\u7387\u3068\u306f\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u6b63\u3057\u3044\u7d50\u679c\u306e\u5927\u90e8\u5206\u3092\u8fd4\u305b\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n<\/div>

\u610f\u5473\u7684\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3<\/h4><\/div>

\u30de\u30b7\u30f3\u304c\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u3001\u30c6\u30ad\u30b9\u30c8\u306b\u8ffd\u52a0\u60c5\u5831\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u4ed8\u3051\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u307e\u305f\u306f\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30a8\u30f3\u30ea\u30c3\u30c1\u30e1\u30f3\u30c8\u3068\u3082\u547c\u3070\u308c\u307e\u3059\u3002\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u30bb\u30b0\u30e1\u30f3\u30c8\u306b\u3053\u306e\u60c5\u5831\u3092\u52a0\u3048\u308b\u305f\u3081\u306b\u7528\u3044\u3089\u308c\u308b\u4e00\u3064\u306e\u624b\u6bb5\u306b\u3059\u304e\u307e\u305b\u3093\u3002<\/p>\n<\/div>

\u30b9\u30bf\u30f3\u30c9\u30aa\u30d5\u5f62\u5f0f<\/h4><\/div>

\u3053\u308c\u306f\u3001\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u30c7\u30fc\u30bf\u3092\u8868\u793a\u3059\u308b\u305f\u3081\u306b\u3088\u304f\u5229\u7528\u3055\u308c\u308b\u5f62\u5f0f\u3067\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u5168\u4f53\u3092\u8868\u793a\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30c6\u30ad\u30b9\u30c8\u5185\u3067\u898b\u3064\u3051\u305f\u56fa\u6709\u8868\u73fe\u3060\u3051\u3092\u8868\u793a\u3057\u307e\u3059\u3002\u30b3\u30fc\u30c9\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u5229\u7528\u3057\u3066\u3001\u305d\u306e\u56fa\u6709\u8868\u73fe\u304c\u5143\u306e\u30c6\u30ad\u30b9\u30c8\u306e\u3069\u3053\u306b\u3042\u308b\u306e\u304b\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n<\/div>

\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u306e\u91cd\u8981\u6027<\/h3><\/div>

\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u7406\u89e3\u306e\u69cb\u6210\u8981\u7d20\u306e\u4e00\u3064\u3067\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u306b\u69cb\u9020\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u306f\u3001\u305d\u308c\u81ea\u4f53\u304c\u6700\u7d42\u76ee\u6a19\u306b\u306a\u308b\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u591a\u304f\u306e\u3088\u308a\u8907\u96d1\u306a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30bf\u30b9\u30af\u3078\u306e\u9053\u3092\u958b\u304f\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n

\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u8981\u7d04\u3092\u958b\u59cb\u3057\u305f\u308a\u3001\u8907\u6570\u306e\u6587\u66f8\u304b\u3089\u7279\u5b9a\u306e\u56fa\u6709\u8868\u73fe\u3078\u306e\u8a00\u53ca\u3092\u898b\u3064\u3051\u305f\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u6700\u3082\u91cd\u8981\u306a\u56fa\u6709\u8868\u73fe\u3092\u7279\u5b9a\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u3053\u308c\u3089\u306f\u30d3\u30b8\u30cd\u30b9\u306b\u304a\u3044\u3066\u3082\u3001\u691c\u7d22\u7d50\u679c\u306e\u95a2\u9023\u6027<\/a>\u3001\u30ec\u30b3\u30e1\u30f3\u30c9\u6a5f\u80fd\u306e\u6539\u826f<\/a>\u3001\u9867\u5ba2\u30b5\u30dd\u30fc\u30c8\u306e\u81ea\u52d5\u5316\u306a\u3069\u69d8\u3005\u306a\u7528\u9014\u3067\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>

\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u306b\u4f7f\u3048\u308b\u30b5\u30f3\u30d7\u30eb\uff08\u30aa\u30fc\u30d7\u30f3\uff09\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/h3><\/div>

\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u306e\u305f\u3081\u306e\u6ce8\u91c8\u4ed8\u304d\u30b3\u30fc\u30d1\u30b9<\/a>: \u56fa\u6709\u8868\u73fe\u5206\u985e\u306e\u305f\u3081\u306e\u30b3\u30fc\u30d1\u30b9\u3002\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u3088\u308b\u4eba\u6c17\u306e\u62e1\u5f35\u6a5f\u80fd\u304c\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u9069\u7528\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n

i2b2\u30c1\u30e3\u30ec\u30f3\u30b8<\/a>: \u7d71\u5408\u81e8\u5e8a\u60c5\u5831\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u69cb\u7bc9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u306e\u305f\u3081\u306b\u4f5c\u6210\u3055\u308c\u305f\u81e8\u5e8a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3002<\/p>\n

CoNLL 2003<\/a>: 1,393\u4ef6\u306e\u82f1\u8a9e\u306e\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u306e\u56fa\u6709\u8868\u73fe\u306b LOC (\u5834\u6240)\u3001ORG (\u7d44\u7e54)\u3001PER (\u4eba)\u3001MISC (\u305d\u306e\u4ed6) \u306e\u60c5\u5831\u3092\u30bf\u30b0\u4ed8\u3051\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3002<\/p>\n

\u5c65\u6b74\u66f8\u306e\u56fa\u6709\u8868\u73fe<\/a>: indeed.com\u306e\u5c65\u6b74\u66f8\u306b\u5bfe\u3057\u3066\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u3092\u884c\u3046\u305f\u3081\u306e\u6587\u66f8\u6ce8\u91c8\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3002<\/p>\n

\u30a8\u30f3\u30ed\u30f3\u793e\u306e\u96fb\u5b50\u30e1\u30fc\u30eb<\/a>: \u540d\u524d\u3084\u65e5\u4ed8\u3001\u6642\u9593\u3092\u30bf\u30b0\u4ed8\u3051\u3057\u305f50\u4e07\u4ef6\u4ee5\u4e0a\u306e\u96fb\u5b50\u30e1\u30fc\u30eb\u30e1\u30c3\u30bb\u30fc\u30b8\u3002<\/p>\n

MIT\u6620\u753b\u30b3\u30fc\u30d1\u30b9<\/a>: \u610f\u5473\u7684\u306b\u30bf\u30b0\u4ed8\u3051\u3057\u305f\u5b66\u7fd2\u30c7\u30fc\u30bf\u3084\u8a66\u9a13\u30c7\u30fc\u30bf\u306e\u30b3\u30fc\u30d1\u30b9\u3002BIO\u65b9\u5f0f\u304c\u7528\u3044\u3089\u308c\u3066\u3044\u308b\u3002eng\u30b3\u30fc\u30d1\u30b9\u306f\u5358\u7d14\u306a\u30af\u30a8\u30ea\u3067\u3001 trivia10k13\u30b3\u30fc\u30d1\u30b9\u306f\u3088\u308a\u8907\u96d1\u306a\u30af\u30a8\u30ea\u304b\u3089\u6210\u308b\u3002<\/p>\n

\u6ce8\u91c8\u4ed8\u304dGMB\u30b3\u30fc\u30d1\u30b9<\/a>: Groningen Meaning Bank\u306e\u30b3\u30fc\u30d1\u30b9\u3092\u7528\u3044\u3066\u56fa\u6709\u8868\u73fe\u5206\u985e\u306e\u305f\u3081\u306b\u6ce8\u91c8\u3092\u4ed8\u3051\u305f\u30b3\u30fc\u30d1\u30b9\u3002 \u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u3088\u308b\u4eba\u6c17\u306e\u62e1\u5f35\u6a5f\u80fd\u304c\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u9069\u7528\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n

\u30d9\u30b9\u30c8\u30fb\u30d0\u30a4 \u96fb\u5b50\u5546\u53d6\u5f15\u306e\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/a>: \u30d9\u30b9\u30c8\u30fb\u30d0\u30a4\u306e\u691c\u7d22\u30af\u30a8\u30ea\u3092\u542b\u3080\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3002 \u30d6\u30e9\u30f3\u30c9\u3084\u578b\u756a\u3001\u30ab\u30c6\u30b4\u30ea\u30fc\u540d\u306a\u3069\u3067\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n

WNUT 17\u65b0\u8208\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/a>: YouTube\u3001Stack Overflow\u3001Twitter\u3001Reddit\u306a\u3069\u306eSNS\u30b5\u30a4\u30c8\u306b\u63b2\u8f09\u3055\u308c\u305f\u30b3\u30e1\u30f3\u30c8\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u30d5\u30a3\u30eb\u30bf\u30fc\u306b\u304b\u3051\u3001\u56fa\u6709\u8868\u73fe\u304c\u542b\u307e\u308c\u308b\u53ef\u80fd\u6027\u306e\u9ad8\u3044\u30c6\u30ad\u30b9\u30c8\u3092\u512a\u5148\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3002<\/p>\n<\/div>

\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u306b\u4f7f\u3048\u308b\u591a\u8a00\u8a9e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/h3><\/div>

\u6b27\u5dde\u306e\u65b0\u805e<\/a>: \u30aa\u30e9\u30f3\u30c0\u8a9e\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u3001\u30c9\u30a4\u30c4\u8a9e\u306e\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u30b3\u30fc\u30d1\u30b9\u3002\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u3068\u305d\u308c\u306b\u95a2\u9023\u3059\u308b\u30e1\u30bf\u30c7\u30fc\u30bf\u3084\u56fa\u6709\u8868\u73fe\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3002<\/p>\n

LeNER-Br<\/a>: \u30d6\u30e9\u30b8\u30eb\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u306e\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3002\u5168\u3066\u6cd5\u5f8b\u95a2\u4fc2\u306e\u6587\u66f8\u304b\u3089\u69cb\u6210\u3055\u308c\u3066\u3044\u308b\u3002\u4eba\u3001\u5834\u6240\u3001\u6642\u9593\u3001\u7d44\u7e54\u306e\u4ed6\u306b\u6cd5\u5f8b\u3084\u8a34\u8a1f\u4e8b\u4ef6\u306e\u56fa\u6709\u8868\u73fe\u3082\u30bf\u30b0\u4ed8\u3051\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n

\u30b9\u30a6\u30a7\u30fc\u30c7\u30f3\u8a9e\u306e\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u30b3\u30fc\u30d1\u30b9<\/a>: 2012\u5e74\u304b\u3089\u306e\u30b9\u30a6\u30a7\u30fc\u30c7\u30f3\u8a9e\u306e\u30a6\u30a7\u30d6\u30cb\u30e5\u30fc\u30b9\u3092\u30d6\u30fc\u30c8\u30b9\u30c8\u30e9\u30c3\u30d7\u3057\u3001\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u306e\u305f\u3081\u306b\u624b\u4f5c\u696d\u3067\u6ce8\u91c8\u3092\u3064\u3051\u305f\u3082\u306e\u3002\u30b9\u30a6\u30a7\u30fc\u30c7\u30f3\u8a9e\u306e\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u306e\u305f\u3081\u306b\u6700\u59278000\u500b\u306e\u6587\u306bPER (\u4eba)\u3001 LOC (\u5834\u6240)\u3001ORG (\u7d44\u7e54)\u3001MISC (\u305d\u306e\u4ed6) \u306e\u60c5\u5831\u304c\u30bf\u30b0\u4ed8\u3051\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n

\u30d2\u30f3\u30c7\u30a3\u30fc\u8a9e\u533b\u7642\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/a>: \u4eba\u3001\u75be\u75c5\u3001\u6d88\u8017\u54c1\u3001\u75c7\u72b6\u306e\u60c5\u5831\u3092\u542b\u3080\u30d2\u30f3\u30c7\u30a3\u30fc\u8a9e\u306e\u30b3\u30fc\u30d1\u30b9\u3002<\/p>\n<\/div>

\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406<\/h3><\/div>

\u72ec\u81ea\u306b\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u6a5f\u3092\u69cb\u7bc9\u3057\u3088\u3046\u3068\u3059\u308b\u5834\u5408\u3067\u3082\u3001\u4fe1\u983c\u3067\u304d\u308b\u30d1\u30fc\u30c8\u30ca\u30fc<\/a>\u306b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u5916\u6ce8\u3059\u308b\u5834\u5408\u3067\u3082\u3001\u512a\u308c\u305f\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u6c17\u3092\u3064\u3051\u306a\u304f\u3066\u306f\u306a\u3089\u306a\u3044\u843d\u3068\u3057\u7a74\u304c\u305f\u304f\u3055\u3093\u3042\u308a\u307e\u3059\u3002\u6700\u3082\u6ce8\u610f\u3059\u3079\u304d\u70b9\u306e\u4e00\u3064\u306f\u3001\u7684\u3092\u7d5e\u3063\u305f\u30af\u30ea\u30fc\u30f3\u306a\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u3060\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u6a5f\u306e\u69cb\u7bc9\u3092\u3069\u306e\u7a0b\u5ea6\u81ea\u8eab\u3067\u884c\u3046\u304b\u306b\u304b\u304b\u308f\u3089\u305a\u3001\u8cea\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u3069\u306e\u3088\u3046\u306b\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u3079\u304d\u304b\u3092\u793a\u3059\u307b\u307c\u5b8c\u74a7\u306a\u4f8b\u3092\u30de\u30b7\u30f3\u306b\u63d0\u4f9b\u3057\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u9ad8\u54c1\u8cea\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u306f\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002<\/p>\n

\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u4f5c\u696d\u306e\u3069\u306e\u6bb5\u968e\u306b\u3082\u3001\u671b\u307e\u3057\u3044\u8cbb\u7528\u5bfe\u52b9\u679c\u306e\u9054\u6210\u3092\u59a8\u3052\u308b\u3088\u304f\u3042\u308b\u9593\u9055\u3044\u304c\u5b58\u5728\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306b\u3001\u3053\u308c\u3089\u306e\u9593\u9055\u3044\u3084\u305d\u308c\u3092\u907f\u3051\u308b\u65b9\u6cd5\u3001 \u305d\u3057\u3066\u3001\u512a\u308c\u305f\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u6a5f\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u5f79\u7acb\u3064\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u307e\u3068\u3081\u307e\u3057\u305f\u3002<\/p>\n<\/div>

\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u4f5c\u6210<\/h4><\/div>

\u3069\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3082\u3001\u660e\u78ba\u306a\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u3092\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u958b\u59cb\u6642\u306b\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30d7\u30ed\u30bb\u30b9\u304b\u3089\u4f55\u3092\u6c42\u3081\u3066\u3044\u308b\u306e\u304b\u3092\u5177\u4f53\u7684\u306b\u8aac\u660e\u3057\u3001\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u306b\u660e\u78ba\u306a\u6307\u793a\u3092\u4e0e\u3048\u308b\u305f\u3081\u306e\u5305\u62ec\u7684\u306a\u6587\u66f8\u3092\u4f5c\u6210\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u306e\u4f5c\u6210\u306f\u4e3b\u306b\u3001\u300c\u5206\u985e\u30b7\u30b9\u30c6\u30e0\u300d\u3068\u300c\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u300d\u306e\u4e8c\u70b9\u3092\u4e2d\u5fc3\u3068\u3057\u3066\u884c\u308f\u308c\u307e\u3059\u3002<\/p>\n

\u5206\u985e\u30b7\u30b9\u30c6\u30e0\u3092\u78ba\u7acb\u3059\u308b\u969b\u306f\u3001\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u304c\u30de\u30af\u30ed\u30ec\u30d9\u30eb\u3068\u30df\u30af\u30ed\u30ec\u30d9\u30eb\u306e\u4e21\u65b9\u3067\u3001\u30b7\u30b9\u30c6\u30e0\u5185\u306e\u5168\u3066\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u610f\u5473\u3092\u6b63\u78ba\u306b\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u5404\u30ab\u30c6\u30b4\u30ea\u30fc\u304a\u3088\u3073\u30b5\u30d6\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u542b\u307e\u308c\u308b\u3082\u306e\u3092\u78ba\u5b9f\u306b\u7406\u89e3\u3057\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002\u4f8b\u3048\u3070\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u30db\u30c6\u30eb\u306f\u4f01\u696d\u3068\u3057\u3066\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u4ed8\u4e0e\u3055\u308c\u307e\u3059\u304c\u3001\u65c5\u884c\u696d\u754c\u306a\u3069\u3067\u306f\u3057\u3070\u3057\u3070\u3001\u5834\u6240\u3068\u3057\u3066\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u4ed8\u3051\u307e\u3059\u3002\u307e\u305f\u3001\u7279\u5225\u306a\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u8981\u6c42\u3059\u308b\u5834\u5408\u306f\u3001\u8a73\u3057\u304f\u8aac\u660e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u65e5\u4ed8\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u300c8\u670817\u65e5\u300d\u306e\u3088\u3046\u306a\u30d5\u30ec\u30fc\u30ba\u3060\u3051\u306b\u30ab\u30c6\u30b4\u30ea\u30fc\u3092\u5236\u9650\u3059\u308b\u306e\u304b\u3001\u300c\u660e\u65e5\u300d\u3084\u300c17\u65e5\u300d\u3082\u542b\u3081\u308b\u306e\u304b\u3092\u660e\u78ba\u306b\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u591a\u304f\u3092\u53ef\u80fd\u306a\u9650\u308a\u4e8b\u524d\u306b\u30ab\u30d0\u30fc\u3059\u308b\u306e\u304c\u76ee\u6a19\u3067\u3059\u304c\u3001\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u304c\u65b0\u3057\u3044\u30b1\u30fc\u30b9\u306b\u906d\u9047\u3059\u308b\u306b\u3064\u308c\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u901a\u3058\u3066\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u304c\u62e1\u5f35\u3057\u7d9a\u3051\u308b\u306e\u306f\u3084\u3080\u3092\u5f97\u307e\u305b\u3093\u3002<\/p>\n

\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u306e\u5f8c\u534a\u3067\u306f\u3001\u3069\u306e\u3088\u3046\u306b\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u884c\u3046\u306e\u304b\u306b\u3064\u3044\u3066\u305d\u306e\u65b9\u6cd5\u3092\u5168\u3066\u8a18\u8f09\u3057\u307e\u3059\u3002\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u304c\u52b9\u679c\u7684\u306b\u6a5f\u80fd\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u5206\u985e\u30b7\u30b9\u30c6\u30e0\u304c\u3044\u304f\u3064\u306e\u968e\u5c64\u306b\u308f\u305f\u308b\u304b\u3060\u3051\u3067\u306a\u304f\u3001\u53e5\u8aad\u70b9\u3084\u30cb\u30c3\u30af\u30cd\u30fc\u30e0\u3001\u8a18\u53f7\u3001\u30b9\u30da\u30eb\u30df\u30b9\u3001\u5168\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u5f53\u3066\u306f\u307e\u3089\u306a\u3044\u30b8\u30e3\u30f3\u30af\u30c7\u30fc\u30bf\u306a\u3069\u3001\u906d\u9047\u3057\u3046\u308b\u69d8\u3005\u306a\u554f\u984c\u3078\u306e\u5bfe\u51e6\u6cd5\u3092\u7406\u89e3\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u751f\u306e\u30c6\u30ad\u30b9\u30c8\u30b5\u30f3\u30d7\u30eb\u5185\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u5bc6\u5ea6\u306b\u3064\u3044\u3066\u3042\u3089\u304b\u3058\u3081\u30a4\u30e1\u30fc\u30b8\u3092\u4f1d\u3048\u3066\u304a\u304f\u3053\u3068\u3082\u91cd\u8981\u3067\u3059\u3002<\/p>\n<\/div>

\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3068\u54c1\u8cea\u7ba1\u7406<\/h4><\/div>

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