{"id":17013,"date":"2020-09-04T05:43:00","date_gmt":"2020-09-04T05:43:00","guid":{"rendered":"https:\/\/megagon.ai\/?p=17013"},"modified":"2025-11-28T08:07:02","modified_gmt":"2025-11-28T08:07:02","slug":"ginza-version-4-0","status":"publish","type":"post","link":"https:\/\/megagon.ai\/jp\/ginza-version-4-0\/","title":{"rendered":"GiNZA version 4.0: \u591a\u8a00\u8a9e\u4f9d\u5b58\u69cb\u9020\u89e3\u6790\u6280\u8853\u3078\u306e\u6587\u7bc0API\u306e\u7d71\u5408"},"content":{"rendered":"\t\t
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Universal Dependencies\u306e\u3082\u3068\u3067\u65e5\u672c\u8a9e\u6587\u6cd5\u306b\u6839\u3056\u3057\u305f\u76f4\u611f\u7684\u306a\u7d71\u8a9e\u89e3\u6790\u3092\u53ef\u80fd\u306b\u3057\u305f\u3044\u3002GiNZA\u304c\u76ee\u6307\u3057\u3066\u304d\u305f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u30b4\u30fc\u30eb\u306b\u307e\u305f\u4e00\u6b69\u8fd1\u3065\u304d\u307e\u3057\u305f\u30022020\u5e748\u670816\u65e5\u306b\u30ea\u30ea\u30fc\u30b9\u3057\u305f\u300cGiNZA version 4.0<\/a>\u300d\u3067\u3059\u304c\u3001\u65e5\u672c\u8a9e\u306e\u516c\u5f0f\u30b5\u30dd\u30fc\u30c8\u304c\u59cb\u307e\u3063\u305fspaCy version 2.3<\/a>\u3092\u571f\u53f0\u3068\u3057\u3001\u6a5f\u80fd\u3068\u6027\u80fd\u3092\u9685\u3005\u307e\u3067\u30d6\u30e9\u30c3\u30b7\u30e5\u30a2\u30c3\u30d7\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u307e\u3067\u4ee5\u4e0a\u306b\u65e5\u672c\u8a9e\u306e\u5206\u6790\u304c\u5bb9\u6613\u306b\u306a\u3063\u305fGiNZA v4\u306e\u6587\u7bc0API\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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GiNZA\u3067\u51fa\u6765\u308b\u3053\u3068<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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NLP\uff08\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff09\u6280\u8853\u306f\u4eba\u304c\u65e5\u5e38\u7684\u306b\u4f7f\u3046\u8a00\u8449\u3092\u6a5f\u68b0\u7684\u306b\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u4e00\u9023\u306e\u89e3\u6790\u51e6\u7406\u306b\u7528\u3044\u308b\u6280\u8853\u306e\u7dcf\u79f0\u3067\u3059\u3002\u3053\u306e\u300c\u4e00\u9023\u306e\u89e3\u6790\u51e6\u7406\u300d\u3068\u3044\u3046\u90e8\u5206\u304c\u975e\u5e38\u306b\u91cd\u8981\u3067\u3001\u4f8b\u3048\u3070\u65e5\u672c\u8a9e\u306e\u66f8\u304d\u8a00\u8449\u306e\u6587\u3067\u3042\u308c\u3070\u3001\u6700\u521d\u306b\u5358\u8a9e\u3092\u533a\u5207\u3063\u3066\u304b\u3089\u305d\u308c\u3089\u3092\u6587\u7bc0\u306b\u307e\u3068\u3081\u3066\u4fc2\u308a\u53d7\u3051\u95a2\u4fc2\u3092\u89e3\u91c8\u3059\u308b\u3001\u3068\u3044\u3046\u6d41\u308c\u306b\u306a\u308a\u307e\u3059\u3002\u82f1\u8a9e\u306e\u6587\u306e\u5834\u5408\u3001\u5358\u8a9e\u306f\u307b\u307c\u30b9\u30da\u30fc\u30b9\u3067\u533a\u5207\u3089\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u201dNew York\u201d\u306e\u3088\u3046\u306a\u8907\u5408\u8a9e\u3092\u307e\u3068\u3081\u305f\u308a\u3001\u201ddon\u2019t\u201d\u3092\u201ddo\u201d\u3068\u201dnot\u201d\u306b\u5206\u3051\u3066\u89e3\u91c8\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u305f\u3081\u3001\u6700\u521d\u306b\u30c8\u30fc\u30af\u30ca\u30a4\u30ba\u51e6\u7406\u3092\u884c\u3063\u3066\u304b\u3089\u540d\u8a5e\u53e5\u30fb\u52d5\u8a5e\u53e5\u306a\u3069\u306e\u57fa\u672c\u53e5\u306e\u8a8d\u8b58\u3068\u53e5\u306e\u9593\u306e\u4f9d\u5b58\u95a2\u4fc2\u306e\u89e3\u91c8\u3092\u884c\u3046\u6d41\u308c\u306b\u306a\u308a\u307e\u3059\u3002\u307e\u305f\u8a00\u8a9e\u3092\u554f\u308f\u305a\u4eba\u540d\u30fb\u5730\u540d\u306a\u3069\u306e\u56fa\u6709\u540d\u8a5e\u306f\u8907\u5408\u8a9e\u3067\u8868\u73fe\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u305f\u3081\u3001\u305d\u308c\u3089\u306e\u5358\u8a9e\u3092\u307e\u3068\u3081\u4e0a\u3052\u3066\u5206\u985e\u3092\u4e0e\u3048\u308b\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\u51e6\u7406\u3082\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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GiNZA\u306f\u591a\u8a00\u8a9eNLP\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bspaCy<\/a>\u3092\u5229\u7528\u3057\u3066\u3001\u65e5\u672c\u8a9e\u306e\u89e3\u6790\u306b\u5fc5\u8981\u306a\u4e00\u9023\u306e\u51e6\u7406\u306e\u6d41\u308c\uff08\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\uff09\u3092\u5b9f\u88c5\u3057\u3066\u3044\u307e\u3059\u3002spaCy\u306f\u4e3b\u306b\u897f\u6d0b\u8a00\u8a9e\u3092\u5ff5\u982d\u306b\u8a2d\u8a08\u30fb\u958b\u767a\u3055\u308c\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u305f\u3081\u3001\u65e5\u672c\u8a9e\u306e\u5f62\u614b\u7d20\u89e3\u6790\u51e6\u7406\u306f\u6a19\u6e96\u3067\u306f\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u307e\u305b\u3093\u3002spaCy\u306f\u65e5\u672c\u8a9e\u30e2\u30c7\u30eb\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u969b\u306b\u5f62\u614b\u7d20\u89e3\u6790\u5668\u306eSudachiPy\u3092\u540c\u6642\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002GiNZA\u3082\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u5148\u982d\u3067SudachiPy\u3092\u5229\u7528\u3057\u3066\u30c8\u30fc\u30af\u30f3\u5316 ( \u5358\u8a9e\u533a\u5207\u308a ) \u3068\u54c1\u8a5e\u4ed8\u4e0e\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>

\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u6b21\u306e\u30b9\u30c6\u30fc\u30b8\u3067\u306fspaCy\u6a19\u6e96\u306eCNN\u4f9d\u5b58\u69cb\u9020\u89e3\u6790\u5668\u3067\u30c8\u30fc\u30af\u30f3\u9593\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092\u6c7a\u5b9a\u3057\u3001\u6587\u306e\u4e2d\u5fc3\u3068\u306a\u308b\u30c8\u30fc\u30af\u30f3\u3092root\u3068\u3057\u3066\u3001\u4e3b\u8a9e ( nsubj ) \u3084\u76ee\u7684\u8a9e ( obj\u30fbiobj ) \u306e\u30c8\u30fc\u30af\u30f3\u3068\u306e\u95a2\u4fc2\u3092\u6709\u5411\u30b0\u30e9\u30d5\u3068\u3057\u3066\u51fa\u529b\u3057\u307e\u3059\u3002\u3053\u306e\u6709\u5411\u30b0\u30e9\u30d5\u3092NLP\u7528\u8a9e\u3067\u69cb\u6587\u6728\u3068\u547c\u3073\u307e\u3059\u3002\u3055\u3089\u306b\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u6b21\u306e\u30b9\u30c6\u30fc\u30b8\u3067\u306fCNN\u56fa\u6709\u8868\u73fe\u8a8d\u5b9a\u5668\u304c\u5165\u529b\u3055\u308c\u305f\u69cb\u6587\u6728\u304b\u3089\u56fa\u6709\u8868\u73fe\u533a\u9593\u3092\u8a8d\u5b9a\u3057\u5206\u985e\u3092\u4ed8\u4e0e\u3057\u307e\u3059\u3002\u3053\u3053\u307e\u3067\u306e\u6d41\u308c\u306fspaCy\u306e\u516c\u5f0f\u65e5\u672c\u8a9e\u30e2\u30c7\u30eb<\/a>\u3068GiNZA\u3067\u307b\u307c\u540c\u3058\u3067\u3059\u3002<\/p>

GiNZA\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u672b\u5c3e\u306b\u306fCompoundSplitter\u3068BunsetuRecognizer\u306e2\u3064\u306e\u72ec\u81ea\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304c\u8ffd\u52a0\u3055\u308c\u3066\u3044\u307e\u3059\u3002CompoundSplitter\u3067\u306f\u8a2d\u5b9a\u306b\u3088\u308a\u30c8\u30fc\u30af\u30f3\u30922\u6bb5\u968e\u306b\u7d30\u5206\u5316\u3057\u3066\u51fa\u529b\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u672b\u5c3e\u306eBunsetuRecognizer\u306f\u3001\u6587\u7bc0\u306e\u30d8\u30c3\u30c9\u3068\u306a\u308b\u30c8\u30fc\u30af\u30f3\u3092\u30de\u30fc\u30ad\u30f3\u30b0\u3059\u308b\u7279\u5225\u306a\u4f9d\u5b58\u95a2\u4fc2\u30e9\u30d9\u30eb\u3092\u691c\u77e5\u3057\u3066\u3001\u69cb\u6587\u6728\u304b\u3089\u6587\u7bc0\u304a\u3088\u3073\u305d\u306e\u4e3b\u8f9e\u306e\u533a\u9593\u3092\u9ad8\u3044\u7cbe\u5ea6\u3067\u8a8d\u5b9a\u3057\u307e\u3059\u3002\u3053\u306e\u6587\u7bc0\u8a8d\u5b9a\u51e6\u7406\u7d50\u679c\u3092\u53d6\u5f97\u3059\u308bAPI\u306b\u3064\u3044\u3066\u6b21\u306e\u7bc0\u3067\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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GiNZA\u306e\u6587\u7bc0API<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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GiNZA v4\u3067ginza\u30d1\u30c3\u30b1\u30fc\u30b8\u306b\u6587\u7bc0\u3092\u51e6\u7406\u5358\u4f4d\u3068\u3059\u308bAPI\u304c\u591a\u6570\u8ffd\u52a0\u3055\u308c\u307e\u3057\u305f( import ginza \u3067\u5229\u7528\u53ef\u80fd)\u3002\u6587\u7bc0API\u306e\u4e00\u89a7\u306f\u3053\u3061\u3089<\/a>\u3067\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u3053\u3053\u3067\u306f\u305d\u306e\u3046\u3061\u4ee3\u8868\u7684\u306a\u3082\u306e\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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ginza.bunsetu_spans(doc_or_span)<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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\u5f15\u6570\u3067\u4e0e\u3048\u3089\u308c\u305fDoc\u307e\u305f\u306f\u6587\u306eSpan\u306b\u542b\u307e\u308c\u308b\u6587\u7bc0\u533a\u9593\u3092Span\u306e\u30ea\u30b9\u30c8\u3068\u3057\u3066\u8fd4\u3057\u307e\u3059\u3002\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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\n\t\t\t\t\n\t\t\t\t\t# Sample code\r\nimport spacy\r\nimport ginza\r\nnlp = spacy.load(\"ja_ginza\")\r\ndoc = nlp(\"\u9280\u5ea7\u3067\u30e9\u30f3\u30c1\u3092\u3054\u4e00\u7dd2\u3057\u307e\u3057\u3087\u3046\u3002\")\r\nprint(ginza.bunsetu_spans(doc)))\r\n\r\n>> [\u9280\u5ea7\u3067, \u30e9\u30f3\u30c1\u3092, \u3054\u4e00\u7dd2\u3057\u307e\u3057\u3087\u3046\u3002]<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7015c6e elementor-widget elementor-widget-heading\" data-id=\"7015c6e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">ginza.bunsetu_phrase_spans(doc_or_span)<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-13e6b37 elementor-widget elementor-widget-text-editor\" data-id=\"13e6b37\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u6587\u7bc0\u306e\u4e3b\u8f9e\u533a\u9593\u3092Span\u306e\u30ea\u30b9\u30c8\u3092\u8fd4\u3057\u307e\u3059\u3002\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ad26938 elementor-widget elementor-widget-code-highlight\" data-id=\"ad26938\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-default copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>print(ginza.bunsetu_phrase_spans(doc))\r\n\r\n>> [\u9280\u5ea7, \u30e9\u30f3\u30c1, \u3054\u4e00\u7dd2]<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e13671a elementor-widget elementor-widget-text-editor\" data-id=\"e13671a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>bunsetu_phrase_spans()\u304c\u8fd4\u3059Span\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306elabel\u30d5\u30a3\u30fc\u30eb\u30c9\u306b\u306f\u53e5\u306e\u533a\u5206\u304c\u4ed8\u4e0e\u3055\u308c\u3066\u3044\u307e\u3059\u3002\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3502231 elementor-widget elementor-widget-code-highlight\" data-id=\"3502231\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-default copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>for phrase in ginza.bunsetu_phrase_spans(doc):\r\n  print(phrase, phrase.label_)\r\n\r\n>> \u9280\u5ea7 NP\r\n>> \u30e9\u30f3\u30c1 NP\r\n>> \u3054\u4e00\u7dd2 VP<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-89c8918 elementor-widget elementor-widget-heading\" data-id=\"89c8918\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">ginza.bunsetu(token)<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4916511 elementor-widget elementor-widget-text-editor\" data-id=\"4916511\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5f15\u6570\u3067\u6d17\u3048\u3089\u308c\u305f\u30c8\u30fc\u30af\u30f3\u304c\u5c5e\u3059\u308b\u6587\u7bc0\u3092\u8fd4\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u306f\u6587\u7bc0\u306b\u542b\u307e\u308c\u308b\u30c8\u30fc\u30af\u30f3\u306eorth_\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u201d+\u201d\u3067\u7d50\u5408\u3057\u305f\u6587\u5b57\u5217\u3092\u8fd4\u3057\u307e\u3059\u3002\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e6975f7 elementor-widget elementor-widget-code-highlight\" data-id=\"e6975f7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-default copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>sentence = list(doc.sents)[0]\r\nprint(ginza.bunsetu(sentence.root))\r\n\r\n>>> \u3054+\u4e00\u7dd2+\u3057+\u307e\u3057\u3087\u3046+\u3002<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9edde5b elementor-widget elementor-widget-text-editor\" data-id=\"9edde5b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u6587\u7bc0\u306b\u542b\u307e\u308c\u308b\u30c8\u30fc\u30af\u30f3\u306elemma_\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u7d50\u5408\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u7b2c2\u5f15\u6570\u3092\u4e0e\u3048\u307e\u3059\u3002\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b75345b elementor-widget elementor-widget-code-highlight\" data-id=\"b75345b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-default copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>print(ginza.bunsetu(sentence.root, ginza.lemma_))\r\n\r\n>>> \u3054+\u4e00\u7dd2+\u3059\u308b+\u307e\u3059+\u3002<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-558dc24 elementor-widget elementor-widget-text-editor\" data-id=\"558dc24\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u6587\u7bc0\u3092\u69cb\u6210\u3059\u308b\u30c8\u30fc\u30af\u30f3\u306e\u30ea\u30b9\u30c8\u3092\u53d6\u5f97\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u5f15\u6570join_func\u3092\u4e0e\u3048\u307e\u3059\u3002\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4db79f2 elementor-widget elementor-widget-code-highlight\" data-id=\"4db79f2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-default copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>print(ginza.bunsetu(sentence.root, join_func=lambda tokens: tokens))\r\n\r\n>>> [\u3054, \u4e00\u7dd2, \u3057, \u307e\u3057\u3087\u3046, \u3002]<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0b4ad78 elementor-widget elementor-widget-heading\" data-id=\"0b4ad78\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">ginza.phrase(token)<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-44adff1 elementor-widget elementor-widget-text-editor\" data-id=\"44adff1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5f15\u6570\u3067\u6d17\u3048\u3089\u308c\u305f\u30c8\u30fc\u30af\u30f3\u304c\u5c5e\u3059\u308b\u6587\u7bc0\u306e\u4e3b\u8f9e\u533a\u9593\u3092\u8fd4\u3057\u307e\u3059\u3002\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3dfa2fc elementor-widget elementor-widget-code-highlight\" data-id=\"3dfa2fc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-default copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>print(ginza.phrase(sentence.root))\r\n\r\n>>> \u3054+\u4e00\u7dd2<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e1ba8bb elementor-widget elementor-widget-text-editor\" data-id=\"e1ba8bb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u305d\u306e\u4ed6\u3001\u5f15\u6570\u306e\u4e0e\u3048\u65b9\u306fginza.bunsetu()\u3068\u540c\u3058\u3067\u3059\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8b412f0 elementor-widget elementor-widget-heading\" data-id=\"8b412f0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">ginza.sub_phrases(token, phrase_func)<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0854413 elementor-widget elementor-widget-text-editor\" data-id=\"0854413\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u30c8\u30fc\u30af\u30f3\u304c\u5c5e\u3059\u308b\u6587\u7bc0\u3092\u4fc2\u308a\u5148\u3068\u3059\u308b\u6587\u7bc0\u3092\u4f9d\u5b58\u95a2\u4fc2\u30e9\u30d9\u30eb\u3068\u5171\u306b\u8fd4\u3057\u307e\u3059\u3002phrase_func\u306b\u306fginza.bunsetu\u307e\u305f\u306fginza.phrase\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8024cc6 elementor-widget elementor-widget-code-highlight\" data-id=\"8024cc6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-default copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>for sentence in doc.sents:\r\n  for relation, bunsetu in ginza.sub_phrases(sentence.root, ginza.bunsetu):\r\n    print(relation, bunsetu)\r\n  print(\"root\", ginza.bunsetu(sentence.root))\r\n\r\n>> obl \u9280\u5ea7+\u3067\r\n>> obj \u30e9\u30f3\u30c1+\u3092\r\n>> root \u3054+\u4e00\u7dd2+\u3057+\u307e\u3057\u3087\u3046+\u3002<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9262925 elementor-widget elementor-widget-heading\" data-id=\"9262925\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u6587\u7bc0API\u306e\u8a2d\u8a08\u7406\u5ff5<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fcaca3b elementor-widget elementor-widget-text-editor\" data-id=\"fcaca3b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u6587\u7bc0API\u3067\u306f\u95a2\u6570\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u6982\u5ff5\u3067\u3042\u308b<a href=\"https:\/\/ja.wikipedia.org\/wiki\/%E3%82%AB%E3%83%AA%E3%83%BC%E5%8C%96\">\u30ab\u30ea\u30fc\u5316<\/a> ( curring ) \u3068\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u6982\u5ff5\u3067\u3042\u308b<a href=\"https:\/\/ja.wikipedia.org\/wiki\/%E3%83%9D%E3%83%AA%E3%83%A2%E3%83%BC%E3%83%95%E3%82%A3%E3%82%BA%E3%83%A0\">\u591a\u614b\u6027<\/a> ( poly-morphism ) \u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u7c21\u6f54\u3067\u898b\u305f\u76ee\u306b\u3082\u76f4\u611f\u7684\u306a\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u53ef\u80fd\u306b\u3057\u3066\u3044\u307e\u3059\u3002\u4ee5\u4e0b\u8aac\u660e\u3092\u7c21\u6f54\u306b\u3059\u308b\u305f\u3081\u306b\u6b21\u306eimport\u3092\u884c\u3063\u3066\u3044\u308b\u60f3\u5b9a\u3068\u3057\u307e\u3059\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-18e8ee8 elementor-widget elementor-widget-code-highlight\" data-id=\"18e8ee8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-default copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>from ginza import lemma_, bunsetu, sub_phrases<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a39cf3 elementor-widget elementor-widget-text-editor\" data-id=\"3a39cf3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u524d\u8ff0\u306e bunsetu() \u306b\u3064\u3044\u3066\u3001\u6b21\u306e2\u3064\u306e\u547c\u3073\u51fa\u3057\u65b9\u306f\u5b8c\u5168\u306b\u540c\u3058\u7d50\u679c\u3068\u306a\u308a\u307e\u3059\u3002<\/p><ul><li>bunsetu(token, lemma_)<\/li><li>bunsetu(lemma_)(token)<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0942086 elementor-widget elementor-widget-text-editor\" data-id=\"0942086\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5f8c\u8005\u306f\u524d\u8005\u3092\u30ab\u30ea\u30fc\u5316\u3057\u305f\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3067\u3001\u524d\u8005\u306e\u7b2c\u4e00\u5f15\u6570token\u3060\u3051\u3092\u4e0e\u3048\u3066\u3044\u306a\u3044\u72b6\u614b\u306e\u95a2\u6570\u3092\u751f\u6210\u3057\u3066\u8fd4\u3057\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u5f8c\u8005\u306f\u95a2\u6570\u3092\u623b\u308a\u5024\u306b\u8fd4\u3059\u95a2\u6570\u3067\u3001\u5b9f\u969b\u306b\u51e6\u7406\u7d50\u679c\u3092\u53d7\u3051\u53d6\u308b\u306b\u306f\u8ffd\u52a0\u306e\u5f15\u6570(token)\u3092\u623b\u308a\u5024\u306e\u95a2\u6570\u306b\u4e0e\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30ab\u30ea\u30fc\u5316\u306f\u4e00\u898b\u307e\u3069\u308d\u3063\u3053\u3057\u3044\u3060\u3051\u306e\u3088\u3046\u306b\u898b\u3048\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u3057\u304b\u3057\u3001\u3053\u308c\u306b\u3088\u308a\u6b21\u306e\u3088\u3046\u306a\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30b9\u30bf\u30a4\u30eb\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9d8cc9a elementor-widget elementor-widget-code-highlight\" data-id=\"9d8cc9a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-default copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>sub_phrases(token, bunsetu(lemma_))<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-00b28b5 elementor-widget elementor-widget-text-editor\" data-id=\"00b28b5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u3053\u306e sub_phrases() \u306e\u7b2c\u4e8c\u5f15\u6570\u306f bunsetu() \u306e\u30ab\u30ea\u30fc\u5316\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u3001\u30b5\u30d6\u30d5\u30ec\u30fc\u30ba\u306e\u53d6\u5f97\u65b9\u6cd5\u306e\u5b9a\u7fa9\u3068\u3057\u3066\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p><p>\u3068\u3053\u308d\u3067\u3001\u4e0a\u3067\u793a\u3057\u305fbunsetu()\u306e\u5f15\u6570\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066\u3001Python\u306b\u6163\u308c\u305f\u65b9\u306b\u306f\u9055\u548c\u611f\u304c\u3042\u3063\u305f\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002Python\u306f\u8fd1\u5e74\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3067<a href=\"https:\/\/docs.python.org\/ja\/3\/library\/typing.html\">\u578b\u30d2\u30f3\u30c8<\/a>\u306e\u4ed8\u4e0e\u304c\u53ef\u80fd\u306a\u308a\u307e\u3057\u305f\u304c\u3001\u52d5\u7684\u578b\u4ed8\u3051\u8a00\u8a9e\u3067\u3042\u308b\u305f\u3081\u591a\u614b\u6027\u306e\u3088\u3046\u306a\u9ad8\u5ea6\u306a\u578b\u4ed8\u3051\u6a5f\u80fd\u306f\u6a19\u6e96\u3067\u306f\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002\u3057\u304b\u3057\u3001\u7b2c\u4e00\u5f15\u6570\u306b\u9650\u5b9a\u3057\u305f\u578b\u30c7\u30a3\u30b9\u30d1\u30c3\u30c1\u30f3\u30b0\u3092\u63d0\u4f9b\u3059\u308b<a href=\"https:\/\/docs.python.org\/ja\/3\/library\/functools.html#functools.singledispatch\">singledipatch<\/a>\u304cPython\u6a19\u6e96\u30d1\u30c3\u30b1\u30fc\u30b8\u306b\u5b58\u5728\u3057\u307e\u3059\u3002GiNZA v4\u306e\u6587\u7bc0API\u306e\u3044\u304f\u3064\u304b\u306f\u3053\u306esingledispatch\u3092\u7528\u3044\u3066\uff08\u64ec\u4f3c\u7684\u306a\uff09\u30ab\u30ea\u30fc\u5316\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p><p>\u6b21\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306fbunsetu()\u306e\u4e3b\u8981\u306a\u5b9f\u88c5\u3068\u306a\u308btraverse()\u3067\uff08\u7591\u4f3c\u7684\u306b\uff09\u30ab\u30ea\u30fc\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002 @singledispatch \u3067\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3055\u308c\u305ftravers()\u306f\u623b\u308a\u5024\u3068\u3057\u3066\u30c8\u30fc\u30af\u30f3\u3092\u5f15\u6570\u3068\u3059\u308b\u95a2\u6570\u3092\u8fd4\u3057\u307e\u3059\u3002\u5bfe\u3057\u3066 @traverse.register(Token) \u3067\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3055\u308c\u305f_traverse()\u306ftraverse()\u306e\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3068\u3057\u3066\u89e3\u91c8\u3055\u308c\u3066\u3001traverse()\u304c\u547c\u3073\u51fa\u3055\u308c\u305f\u969b\u306b\u7b2c\u4e00\u5f15\u6570\u304cToken\u30af\u30e9\u30b9\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3067\u3042\u3063\u305f\u5834\u5408\u306b_traverse()\u306b\u51e6\u7406\u304cdispatch\u3055\u308c\u307e\u3059\u3002\u306a\u304a\u3001singledispatch\u3067register\u3092\u884c\u3046\u95a2\u6570\u306e\u7b2c\u4e00\u5f15\u6570\u306e\u578b\u306f\u30af\u30e9\u30b9\u3067\u3042\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u9006\u306b @singledispatch \u3067\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3059\u308b\u57fa\u672c\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u306e\u578b\u6307\u5b9a\u306f\u5fc5\u9808\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9e2f6fd elementor-widget elementor-widget-code-highlight\" data-id=\"9e2f6fd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-default copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>@singledispatch\r\ndef traverse(\r\n        traverse_func: Callable[[Token], Iterable[Token]],\r\n        element_func: Callable[[Token], T] = lambda token: token,\r\n        condition_func: Callable[[Token], bool] = lambda token: True,\r\n        join_func: Callable[[Iterable[T]], U] = lambda lst: lst,\r\n) -> Callable[[Union[Token, Span]], U]:\r\n    return lambda token: join_func([\r\n        element_func(t) for t in traverse_func(token) if condition_func(t)\r\n    ])\r\n\r\n# overload: ex. traverse(token, children, lemma_)\r\n@traverse.register(Token)\r\ndef _traverse(\r\n        token: Token,\r\n        traverse_func: Callable[[Token], Iterable[Token]],\r\n        element_func: Callable[[Token], T] = lambda token: token,\r\n        condition_func: Callable[[Token], bool] = lambda token: True,\r\n        join_func: Callable[[Iterable[T]], U] = lambda lst: lst,\r\n) -> U:\r\n    return traverse(traverse_func, element_func, condition_func, join_func)(token)<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7519208 elementor-widget elementor-widget-heading\" data-id=\"7519208\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u6587\u7bc0\u8a8d\u5b9a\u7cbe\u5ea6\u306e\u8a55\u4fa1<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-57b0c92 elementor-widget elementor-widget-text-editor\" data-id=\"57b0c92\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>GiNZA v4\u306e\u6587\u7bc0\u4e3b\u8f9e\u8a8d\u5b9a\u7cbe\u5ea6\u3092\u8a55\u4fa1\u3057\u305f\u7d50\u679c\u3092\u6b21\u306e\u8868\u306b\u307e\u3068\u3081\u307e\u3057\u305f\u3002GiNZA\u306f\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u3057\u3066UD_Japanese-BCCWJ v2.6\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u3053\u306e\u30b3\u30fc\u30d1\u30b9\u306f\u4e00\u822c\u516c\u958b\u3055\u308c\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u8ab0\u3067\u3082\u5229\u7528\u53ef\u80fd\u306aUD_Japanese-GSD v2.6\u3092\u7528\u3044\u3066\u7cbe\u5ea6\u8a55\u4fa1\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002GiNZA v4\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u4f9d\u5b58\u95a2\u4fc2\u30e9\u30d9\u30eb\u306f\u6587\u7bc0\u4e3b\u8f9e\u9593\u3067\u3042\u308b\u5834\u5408\u306b\u201d_bunsetu\u201d\u306esuffix\u3092\u3064\u3051\u308b\u62e1\u5f35\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u89e3\u6790\u7d50\u679c\u306e\u4f9d\u5b58\u95a2\u4fc2\u30e9\u30d9\u30eb\u304b\u3089\u6587\u7bc0\u4e3b\u8f9e\u3092\u540c\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u5b9f\u9a13\u7d50\u679c\u304b\u3089\u6587\u7bc0\u4e3b\u8f9e\u306e\u95a2\u4fc2\u306b\u3064\u3044\u3066\u3001\u5168\u4f53\u306796%\u7a0b\u5ea6\u306e\u7cbe\u5ea6\u3067\u540c\u5b9a\u3067\u304d\u3066\u3044\u307e\u3059\u3002\u3055\u3089\u306b\u3001SudachiPy\u306e\u5f62\u614b\u7d20\u89e3\u6790\u7d50\u679c\u3084spaCy\u306e\u4f9d\u5b58\u69cb\u9020\u89e3\u6790\u7d50\u679c\u304c\u6b63\u3057\u3044\u5834\u5408\u306f\u3001\u307b\u307c\u30d1\u30fc\u30d5\u30a7\u30af\u30c8\u306b\u6587\u7bc0\u306e\u4e3b\u8f9e\u3092\u540c\u5b9a\u3067\u304d\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-037cac5 elementor-widget elementor-widget-image\" data-id=\"037cac5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"236\" src=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/11\/20200904_GiNZA-version-4.0-\u591a\u8a00\u8a9e\u4f9d\u5b58\u69cb\u9020\u89e3\u6790\u6280\u8853\u3078\u306e\u6587\u7bc0API\u306e\u7d71\u5408_02.png\" class=\"attachment-large size-large wp-image-17020\" alt=\"\" srcset=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/11\/20200904_GiNZA-version-4.0-\u591a\u8a00\u8a9e\u4f9d\u5b58\u69cb\u9020\u89e3\u6790\u6280\u8853\u3078\u306e\u6587\u7bc0API\u306e\u7d71\u5408_02.png 952w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/11\/20200904_GiNZA-version-4.0-\u591a\u8a00\u8a9e\u4f9d\u5b58\u69cb\u9020\u89e3\u6790\u6280\u8853\u3078\u306e\u6587\u7bc0API\u306e\u7d71\u5408_02-300x89.png 300w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/11\/20200904_GiNZA-version-4.0-\u591a\u8a00\u8a9e\u4f9d\u5b58\u69cb\u9020\u89e3\u6790\u6280\u8853\u3078\u306e\u6587\u7bc0API\u306e\u7d71\u5408_02-768x227.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-19f4b43 elementor-widget elementor-widget-heading\" data-id=\"19f4b43\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">GiNZA\u306e\u30a2\u30c9\u30d0\u30f3\u30c6\u30fc\u30b8<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b55859 elementor-widget elementor-widget-text-editor\" data-id=\"7b55859\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u6700\u7d42\u7684\u306b\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305fspacy v2.3\u306e\u65e5\u672c\u8a9e\u30e2\u30c7\u30eb\u306fSudachiPy\u3092\u30c8\u30fc\u30af\u30f3\u5316\u306b\u4f7f\u7528\u3059\u308b\u306a\u3069GiNZA\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u306e\u5171\u901a\u70b9\u304c\u591a\u304f\u3042\u308a\u307e\u3059\u3002spaCy\u65e5\u672c\u8a9e\u30e2\u30c7\u30eb\u306f\u5b66\u7fd2\u3092\u30b7\u30f3\u30d7\u30eb\u306b\u3059\u308b\u305f\u3081\u306bSudachiPy\u3092\u6700\u3082\u77ed\u3044\u5358\u4f4d\u3067\u5358\u8a9e\u3092\u533a\u5207\u308b\u30e2\u30fc\u30c9A\u3067\u4f7f\u7528\u3057\u3066\u3044\u308b\u306e\u306b\u5bfe\u3057\u3066\u3001GiNZA\u306f\u6700\u3082\u9577\u3044\u30e2\u30fc\u30c9C\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3088\u308a\u5177\u4f53\u7684\u306a\u610f\u5473\u3092\u6271\u3048\u308b\u3088\u3046\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u307e\u305fGiNZA\u304c\u4f7f\u7528\u3059\u308b\u5b66\u7fd2\u30c7\u30fc\u30bf ( UD_Japanese-BCCWJ ) \u306fspaCy\u65e5\u672c\u8a9e\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf(UD_Japanese-GSD)\u3088\u308a\u6570\u500d\u5927\u304d\u3044\u3053\u3068\u3082\u3001\u89e3\u6790\u7cbe\u5ea6\u306b\u304a\u3044\u3066GiNZA\u306b\u30a2\u30c9\u30d0\u30f3\u30c6\u30fc\u30b8\u3092\u4e0e\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7c683f3 elementor-widget elementor-widget-heading\" data-id=\"7c683f3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">spaCy\u516c\u5f0f\u65e5\u672c\u8a9e\u30e2\u30c7\u30eb\u516c\u958b\u307e\u3067\u306e\u9053\u306e\u308a<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e9506bb elementor-widget elementor-widget-text-editor\" data-id=\"e9506bb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>spaCy\u306f\u8907\u6570\u8a00\u8a9e\u306e\u89e3\u6790\u3092\u5358\u4e00\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u5b9f\u884c\u3067\u304d\u308b\u3053\u3068\u3067\u8fd1\u5e74\u6b27\u7c73\u8a00\u8a9e\u3092\u4e2d\u5fc3\u306b\u5229\u7528\u8005\u304c\u5897\u3048\u3066\u3044\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u304c\u3001\u5b9f\u306f\u521d\u671f\u30d0\u30fc\u30b8\u30e7\u30f3\u304b\u3089\u65e5\u672c\u8a9e\u30e2\u30c7\u30eb\u306e\u5229\u7528\u306f\u53ef\u80fd\u3067\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u5f93\u6765\u306e\u65e5\u672c\u8a9e\u30e2\u30c7\u30eb\u3067\u63d0\u4f9b\u3055\u308c\u308b\u6a5f\u80fd\u306f\u30c8\u30fc\u30af\u30f3\u5316\u306b\u9650\u5b9a\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002\u65e5\u672c\u8a9e\u306b\u304a\u3044\u3066\u306f\u5546\u7528\u5229\u7528\u53ef\u80fd\u306a\u30aa\u30fc\u30d7\u30f3\u30e9\u30a4\u30bb\u30f3\u30b9\u3092\u6301\u3064\u69cb\u6587\u60c5\u5831\u3064\u304d\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8( Treebank ) \u304c\u5b58\u5728\u3057\u306a\u304b\u3063\u305f\u3053\u3068\u304c\u4e3b\u305f\u308b\u539f\u56e0\u3067\u3057\u305f\u3002<\/p><p>2019\u5e74\u6625\u306bMegagon Labs\u3068\u56fd\u7acb\u56fd\u8a9e\u7814\u7a76\u6240\u304c\u5546\u7528\u5229\u7528\u53ef\u80fd\u306aMIT\u30e9\u30a4\u30bb\u30f3\u30b9\u306e\u3082\u3068\u3067GiNZA\u3092\u30ea\u30ea\u30fc\u30b9\u3059\u308b\u3068\u4e00\u6c17\u306b\u53cd\u97ff\u304c\u5e83\u307e\u308a\u3001\u3053\u306e\u6280\u8853\u5206\u91ce\u306e\u30cb\u30fc\u30ba\u304c\u9855\u5728\u5316\u3057\u307e\u3057\u305f\u3002\u540c\u6642\u671f\u306b\u3001GiNZA\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001\u305d\u306e\u904e\u7a0b\u3067\u5f97\u305f\u30ce\u30a6\u30cf\u30a6\u3092\u6d3b\u304b\u3057\u3001spaCy\u306b\u65e5\u672c\u8a9e\u4f9d\u5b58\u69cb\u9020\u89e3\u6790\u30e2\u30c7\u30eb\u3092\u7d71\u5408\u3059\u308b\u305f\u3081\u306e\u8ab2\u984c\u3092\u63d0\u793a\u3057\u50cd\u304d\u304b\u3051\u3092\u958b\u59cb\u3057\u307e\u3057\u305f\u30022019\u5e74\u79cb\u306b\u306fUniversal Dependencies\u65e5\u672c\u8a9e\u30ef\u30fc\u30ad\u30f3\u30b0\u30b0\u30eb\u30fc\u30d7\u304c\u4e3b\u5c0e\u3057\u3066UD_Japanese-GSD \u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u304b\u3089Non-commercial\u6761\u9805\u304c\u524a\u9664\u3055\u308c\u3001spaCy\u306e\u4f9d\u5b58\u69cb\u9020\u89e3\u6790\u5668\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u3057\u3066UD_Japanese-GSD\u3092\u5229\u7528\u3059\u308b\u305f\u3081\u306e\u524d\u63d0\u6761\u4ef6\u304c\u6574\u3044\u307e\u3057\u305f\u304c\u3001\u7523\u696d\u5fdc\u7528\u306b\u304a\u3044\u3066\u3082\u91cd\u8981\u306a\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u3092\u884c\u3046\u305f\u3081\u306b\u306f\u3001UD_Japanese-GSD\u306b\u5bfe\u3057\u3066\u305d\u306e\u6b63\u89e3\u60c5\u5831\u3092\u4ed8\u4e0e\u3059\u308b\u4f5c\u696d\u304c\u5fc5\u8981\u3067\u3057\u305f\u3002<\/p><p>\u305d\u3053\u3067\u3001Megagon Labs\u306fUD Japanese\u30ef\u30fc\u30ad\u30f3\u30b0\u30b0\u30eb\u30fc\u30d7\u306b\u53c2\u753b\u3057\u3001UD v2.6\u306e\u69cb\u7bc9\u306b\u4e26\u884c\u3057\u3066\u6b63\u89e3\u56fa\u6709\u8868\u73fe\u30e9\u30d9\u30eb\u306e\u4ed8\u4e0e\u4f5c\u696d\u3092\u884c\u3044\u30012020\u5e745\u6708\u306bUD_Japanese-GSD v2.6-NE\u306e\u30ea\u30ea\u30fc\u30b9\u3092\u884c\u3044\u307e\u3057\u305f\u3002\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u516c\u958b\u306b\u3088\u308a\u3001\u4eca\u5f8c\u306e\u65e5\u672c\u8a9eNLP\u306e\u3055\u3089\u306a\u308b\u767a\u5c55\u306b\u5bc4\u4e0e\u3067\u304d\u308b\u3053\u3068\u3092\u5f37\u304f\u9858\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c5d8b0 elementor-widget elementor-widget-heading\" data-id=\"2c5d8b0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u304a\u308f\u308a\u306b<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bd279d6 elementor-widget elementor-widget-text-editor\" data-id=\"bd279d6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>GiNZA version 4.0\u306f\u3001\u9ad8\u7cbe\u5ea6\u306a\u30e2\u30c7\u30eb\u3068\u3068\u3082\u306b\u65e5\u672c\u8a9e\u306e\u30c6\u30ad\u30b9\u30c8\u306e\u5206\u6790\u306e\u73fe\u5834\u3067\u3059\u3050\u306b\u5f79\u7acb\u3064\u6a5f\u80fd\u3092\u591a\u6570\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002Python 3.6\u4ee5\u4e0a\u3092\u5c0e\u5165\u6e08\u307f\u3067\u3042\u308c\u3070 `pip install -U ginza` \u3092\u5b9f\u884c\u3059\u308c\u3070\u4eca\u3059\u3050\u5206\u6790\u6a5f\u80fd\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002Universal Dependencies\u306b\u3088\u308b\u65e5\u672c\u8a9e\u306e\u89e3\u6790\u3084NLP\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u3054\u8208\u5473\u306e\u3042\u308b\u65b9\u306f\u662f\u975e<a href=\"https:\/\/megagonlabs.github.io\/ginza\/\">GiNZA\u306e\u516c\u958b\u30da\u30fc\u30b8<\/a>\u306b\u3082\u30a2\u30af\u30bb\u30b9\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b6695ca elementor-widget elementor-widget-text-editor\" data-id=\"b6695ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\uff08\u7b46\u8005\uff1a<a href=\"https:\/\/megagon.ai\/jp\/our-team\/hiroshi-matsuda\/\">\u677e\u7530 \u5bdb<\/a> \/\u00a0<a href=\"https:\/\/megagon.ai\/jp\/\">Megagon Labs \u6771\u4eac\u30aa\u30d5\u30a3\u30b9<\/a>\uff09<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9a4c544 elementor-widget elementor-widget-text-editor\" data-id=\"9a4c544\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>References: <\/p><ul><li><a href=\"https:\/\/www.recruit.co.jp\/newsroom\/2020\/0817_18783.html\">\u30ea\u30af\u30eb\u30fc\u30c8\u306eAI\u7814\u7a76\u6a5f\u95a2\u304c\u3001\u9ad8\u901f\u30fb\u9ad8\u7cbe\u5ea6\u306a\u65e5\u672c\u8a9e\u306e\u89e3\u6790\u3092\u5b9f\u73fe\u3059\u308b\u65e5\u672c\u8a9e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30e9\u30a4\u30d6\u30e9\u30ea\u300cGiNZA version 4.0\u300d\u3092\u516c\u958b | Recruit \u2013 \u30ea\u30af\u30eb\u30fc\u30c8\u30b0\u30eb\u30fc\u30d7<\/a><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Universal Dependencies\u306e\u3082\u3068\u3067\u65e5\u672c\u8a9e\u6587\u6cd5\u306b\u6839\u3056\u3057\u305f\u76f4\u611f\u7684\u306a\u7d71\u8a9e\u89e3\u6790\u3092\u53ef\u80fd\u306b\u3057\u305f\u3044\u3002GiNZA\u304c\u76ee\u6307\u3057\u3066\u304d\u305f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u30b4\u30fc\u30eb\u306b\u307e\u305f\u4e00\u6b69\u8fd1\u3065\u304d\u307e\u3057\u305f\u30022020\u5e748\u670816\u65e5\u306b\u30ea\u30ea\u30fc\u30b9\u3057\u305f\u300cGiNZA version 4.0\u300d\u3067\u3059\u304c\u3001\u65e5\u672c\u8a9e\u306e\u516c\u5f0f\u30b5\u30dd\u30fc\u30c8\u304c\u59cb\u307e\u3063\u305fspaCy version 2.3\u3092\u571f\u53f0\u3068\u3057\u3001\u6a5f\u80fd\u3068\u6027\u80fd\u3092\u9685\u3005\u307e\u3067\u30d6\u30e9\u30c3\u30b7\u30e5\u30a2\u30c3\u30d7\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u307e\u3067\u4ee5\u4e0a\u306b\u65e5\u672c\u8a9e\u306e\u5206\u6790\u304c\u5bb9\u6613\u306b\u306a\u3063\u305fGiNZA v4\u306e\u6587\u7bc0API\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002 GiNZA\u3067\u51fa\u6765\u308b\u3053\u3068 NLP\uff08\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff09\u6280\u8853\u306f\u4eba\u304c\u65e5\u5e38\u7684\u306b\u4f7f\u3046\u8a00\u8449\u3092\u6a5f\u68b0\u7684\u306b\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u4e00\u9023\u306e\u89e3\u6790\u51e6\u7406\u306b\u7528\u3044\u308b\u6280\u8853\u306e\u7dcf\u79f0\u3067\u3059\u3002\u3053\u306e\u300c\u4e00\u9023\u306e\u89e3\u6790\u51e6\u7406\u300d\u3068\u3044\u3046\u90e8\u5206\u304c\u975e\u5e38\u306b\u91cd\u8981\u3067\u3001\u4f8b\u3048\u3070\u65e5\u672c\u8a9e\u306e\u66f8\u304d\u8a00\u8449\u306e\u6587\u3067\u3042\u308c\u3070\u3001\u6700\u521d\u306b\u5358\u8a9e\u3092\u533a\u5207\u3063\u3066\u304b\u3089\u305d\u308c\u3089\u3092\u6587\u7bc0\u306b\u307e\u3068\u3081\u3066\u4fc2\u308a\u53d7\u3051\u95a2\u4fc2\u3092\u89e3\u91c8\u3059\u308b\u3001\u3068\u3044\u3046\u6d41\u308c\u306b\u306a\u308a\u307e\u3059\u3002\u82f1\u8a9e\u306e\u6587\u306e\u5834\u5408\u3001\u5358\u8a9e\u306f\u307b\u307c\u30b9\u30da\u30fc\u30b9\u3067\u533a\u5207\u3089\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u201dNew York\u201d\u306e\u3088\u3046\u306a\u8907\u5408\u8a9e\u3092\u307e\u3068\u3081\u305f\u308a\u3001\u201ddon\u2019t\u201d\u3092\u201ddo\u201d\u3068\u201dnot\u201d\u306b\u5206\u3051\u3066\u89e3\u91c8\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u305f\u3081\u3001\u6700\u521d\u306b\u30c8\u30fc\u30af\u30ca\u30a4\u30ba\u51e6\u7406\u3092\u884c\u3063\u3066\u304b\u3089\u540d\u8a5e\u53e5\u30fb\u52d5\u8a5e\u53e5\u306a\u3069\u306e\u57fa\u672c\u53e5\u306e\u8a8d\u8b58\u3068\u53e5\u306e\u9593\u306e\u4f9d\u5b58\u95a2\u4fc2\u306e\u89e3\u91c8\u3092\u884c\u3046\u6d41\u308c\u306b\u306a\u308a\u307e\u3059\u3002\u307e\u305f\u8a00\u8a9e\u3092\u554f\u308f\u305a\u4eba\u540d\u30fb\u5730\u540d\u306a\u3069\u306e\u56fa\u6709\u540d\u8a5e\u306f\u8907\u5408\u8a9e\u3067\u8868\u73fe\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u305f\u3081\u3001\u305d\u308c\u3089\u306e\u5358\u8a9e\u3092\u307e\u3068\u3081\u4e0a\u3052\u3066\u5206\u985e\u3092\u4e0e\u3048\u308b\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\u51e6\u7406\u3082\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002 GiNZA\u306f\u591a\u8a00\u8a9eNLP\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bspaCy\u3092\u5229\u7528\u3057\u3066\u3001\u65e5\u672c\u8a9e\u306e\u89e3\u6790\u306b\u5fc5\u8981\u306a\u4e00\u9023\u306e\u51e6\u7406\u306e\u6d41\u308c\uff08\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\uff09\u3092\u5b9f\u88c5\u3057\u3066\u3044\u307e\u3059\u3002spaCy\u306f\u4e3b\u306b\u897f\u6d0b\u8a00\u8a9e\u3092\u5ff5\u982d\u306b\u8a2d\u8a08\u30fb\u958b\u767a\u3055\u308c\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u305f\u3081\u3001\u65e5\u672c\u8a9e\u306e\u5f62\u614b\u7d20\u89e3\u6790\u51e6\u7406\u306f\u6a19\u6e96\u3067\u306f\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u307e\u305b\u3093\u3002spaCy\u306f\u65e5\u672c\u8a9e\u30e2\u30c7\u30eb\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u969b\u306b\u5f62\u614b\u7d20\u89e3\u6790\u5668\u306eSudachiPy\u3092\u540c\u6642\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002GiNZA\u3082\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u5148\u982d\u3067SudachiPy\u3092\u5229\u7528\u3057\u3066\u30c8\u30fc\u30af\u30f3\u5316 ( \u5358\u8a9e\u533a\u5207\u308a ) \u3068\u54c1\u8a5e\u4ed8\u4e0e\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002 \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u6b21\u306e\u30b9\u30c6\u30fc\u30b8\u3067\u306fspaCy\u6a19\u6e96\u306eCNN\u4f9d\u5b58\u69cb\u9020\u89e3\u6790\u5668\u3067\u30c8\u30fc\u30af\u30f3\u9593\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092\u6c7a\u5b9a\u3057\u3001\u6587\u306e\u4e2d\u5fc3\u3068\u306a\u308b\u30c8\u30fc\u30af\u30f3\u3092root\u3068\u3057\u3066\u3001\u4e3b\u8a9e ( nsubj ) \u3084\u76ee\u7684\u8a9e ( obj\u30fbiobj ) \u306e\u30c8\u30fc\u30af\u30f3\u3068\u306e\u95a2\u4fc2\u3092\u6709\u5411\u30b0\u30e9\u30d5\u3068\u3057\u3066\u51fa\u529b\u3057\u307e\u3059\u3002\u3053\u306e\u6709\u5411\u30b0\u30e9\u30d5\u3092NLP\u7528\u8a9e\u3067\u69cb\u6587\u6728\u3068\u547c\u3073\u307e\u3059\u3002\u3055\u3089\u306b\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u6b21\u306e\u30b9\u30c6\u30fc\u30b8\u3067\u306fCNN\u56fa\u6709\u8868\u73fe\u8a8d\u5b9a\u5668\u304c\u5165\u529b\u3055\u308c\u305f\u69cb\u6587\u6728\u304b\u3089\u56fa\u6709\u8868\u73fe\u533a\u9593\u3092\u8a8d\u5b9a\u3057\u5206\u985e\u3092\u4ed8\u4e0e\u3057\u307e\u3059\u3002\u3053\u3053\u307e\u3067\u306e\u6d41\u308c\u306fspaCy\u306e\u516c\u5f0f\u65e5\u672c\u8a9e\u30e2\u30c7\u30eb\u3068GiNZA\u3067\u307b\u307c\u540c\u3058\u3067\u3059\u3002 GiNZA\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u672b\u5c3e\u306b\u306fCompoundSplitter\u3068BunsetuRecognizer\u306e2\u3064\u306e\u72ec\u81ea\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304c\u8ffd\u52a0\u3055\u308c\u3066\u3044\u307e\u3059\u3002CompoundSplitter\u3067\u306f\u8a2d\u5b9a\u306b\u3088\u308a\u30c8\u30fc\u30af\u30f3\u30922\u6bb5\u968e\u306b\u7d30\u5206\u5316\u3057\u3066\u51fa\u529b\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u672b\u5c3e\u306eBunsetuRecognizer\u306f\u3001\u6587\u7bc0\u306e\u30d8\u30c3\u30c9\u3068\u306a\u308b\u30c8\u30fc\u30af\u30f3\u3092\u30de\u30fc\u30ad\u30f3\u30b0\u3059\u308b\u7279\u5225\u306a\u4f9d\u5b58\u95a2\u4fc2\u30e9\u30d9\u30eb\u3092\u691c\u77e5\u3057\u3066\u3001\u69cb\u6587\u6728\u304b\u3089\u6587\u7bc0\u304a\u3088\u3073\u305d\u306e\u4e3b\u8f9e\u306e\u533a\u9593\u3092\u9ad8\u3044\u7cbe\u5ea6\u3067\u8a8d\u5b9a\u3057\u307e\u3059\u3002\u3053\u306e\u6587\u7bc0\u8a8d\u5b9a\u51e6\u7406\u7d50\u679c\u3092\u53d6\u5f97\u3059\u308bAPI\u306b\u3064\u3044\u3066\u6b21\u306e\u7bc0\u3067\u8aac\u660e\u3057\u307e\u3059\u3002 GiNZA\u306e\u6587\u7bc0API GiNZA v4\u3067ginza\u30d1\u30c3\u30b1\u30fc\u30b8\u306b\u6587\u7bc0\u3092\u51e6\u7406\u5358\u4f4d\u3068\u3059\u308bAPI\u304c\u591a\u6570\u8ffd\u52a0\u3055\u308c\u307e\u3057\u305f( import ginza \u3067\u5229\u7528\u53ef\u80fd)\u3002\u6587\u7bc0API\u306e\u4e00\u89a7\u306f\u3053\u3061\u3089\u3067\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u3053\u3053\u3067\u306f\u305d\u306e\u3046\u3061\u4ee3\u8868\u7684\u306a\u3082\u306e\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002 ginza.bunsetu_spans(doc_or_span) \u5f15\u6570\u3067\u4e0e\u3048\u3089\u308c\u305fDoc\u307e\u305f\u306f\u6587\u306eSpan\u306b\u542b\u307e\u308c\u308b\u6587\u7bc0\u533a\u9593\u3092Span\u306e\u30ea\u30b9\u30c8\u3068\u3057\u3066\u8fd4\u3057\u307e\u3059\u3002\uff1a # Sample code import spacy import ginza nlp = spacy.load(&#8220;ja_ginza&#8221;) doc = nlp(&#8220;\u9280\u5ea7\u3067\u30e9\u30f3\u30c1\u3092\u3054\u4e00\u7dd2\u3057\u307e\u3057\u3087\u3046\u3002&#8221;) print(ginza.bunsetu_spans(doc))) >> [\u9280\u5ea7\u3067, \u30e9\u30f3\u30c1\u3092, \u3054\u4e00\u7dd2\u3057\u307e\u3057\u3087\u3046\u3002] ginza.bunsetu_phrase_spans(doc_or_span) \u6587\u7bc0\u306e\u4e3b\u8f9e\u533a\u9593\u3092Span\u306e\u30ea\u30b9\u30c8\u3092\u8fd4\u3057\u307e\u3059\u3002\uff1a print(ginza.bunsetu_phrase_spans(doc)) >> [&hellip;]<\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[235],"tags":[],"class_list":["post-17013","post","type-post","status-publish","format-standard","hentry","category-blog-jp"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>GiNZA version 4.0: \u591a\u8a00\u8a9e\u4f9d\u5b58\u69cb\u9020\u89e3\u6790\u6280\u8853\u3078\u306e\u6587\u7bc0API\u306e\u7d71\u5408 - Megagon<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/megagon.ai\/jp\/ginza-version-4-0\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"GiNZA version 4.0: \u591a\u8a00\u8a9e\u4f9d\u5b58\u69cb\u9020\u89e3\u6790\u6280\u8853\u3078\u306e\u6587\u7bc0API\u306e\u7d71\u5408 - Megagon\" \/>\n<meta property=\"og:description\" content=\"Universal Dependencies\u306e\u3082\u3068\u3067\u65e5\u672c\u8a9e\u6587\u6cd5\u306b\u6839\u3056\u3057\u305f\u76f4\u611f\u7684\u306a\u7d71\u8a9e\u89e3\u6790\u3092\u53ef\u80fd\u306b\u3057\u305f\u3044\u3002GiNZA\u304c\u76ee\u6307\u3057\u3066\u304d\u305f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u30b4\u30fc\u30eb\u306b\u307e\u305f\u4e00\u6b69\u8fd1\u3065\u304d\u307e\u3057\u305f\u30022020\u5e748\u670816\u65e5\u306b\u30ea\u30ea\u30fc\u30b9\u3057\u305f\u300cGiNZA version 4.0\u300d\u3067\u3059\u304c\u3001\u65e5\u672c\u8a9e\u306e\u516c\u5f0f\u30b5\u30dd\u30fc\u30c8\u304c\u59cb\u307e\u3063\u305fspaCy version 2.3\u3092\u571f\u53f0\u3068\u3057\u3001\u6a5f\u80fd\u3068\u6027\u80fd\u3092\u9685\u3005\u307e\u3067\u30d6\u30e9\u30c3\u30b7\u30e5\u30a2\u30c3\u30d7\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u307e\u3067\u4ee5\u4e0a\u306b\u65e5\u672c\u8a9e\u306e\u5206\u6790\u304c\u5bb9\u6613\u306b\u306a\u3063\u305fGiNZA v4\u306e\u6587\u7bc0API\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002 GiNZA\u3067\u51fa\u6765\u308b\u3053\u3068 NLP\uff08\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff09\u6280\u8853\u306f\u4eba\u304c\u65e5\u5e38\u7684\u306b\u4f7f\u3046\u8a00\u8449\u3092\u6a5f\u68b0\u7684\u306b\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u4e00\u9023\u306e\u89e3\u6790\u51e6\u7406\u306b\u7528\u3044\u308b\u6280\u8853\u306e\u7dcf\u79f0\u3067\u3059\u3002\u3053\u306e\u300c\u4e00\u9023\u306e\u89e3\u6790\u51e6\u7406\u300d\u3068\u3044\u3046\u90e8\u5206\u304c\u975e\u5e38\u306b\u91cd\u8981\u3067\u3001\u4f8b\u3048\u3070\u65e5\u672c\u8a9e\u306e\u66f8\u304d\u8a00\u8449\u306e\u6587\u3067\u3042\u308c\u3070\u3001\u6700\u521d\u306b\u5358\u8a9e\u3092\u533a\u5207\u3063\u3066\u304b\u3089\u305d\u308c\u3089\u3092\u6587\u7bc0\u306b\u307e\u3068\u3081\u3066\u4fc2\u308a\u53d7\u3051\u95a2\u4fc2\u3092\u89e3\u91c8\u3059\u308b\u3001\u3068\u3044\u3046\u6d41\u308c\u306b\u306a\u308a\u307e\u3059\u3002\u82f1\u8a9e\u306e\u6587\u306e\u5834\u5408\u3001\u5358\u8a9e\u306f\u307b\u307c\u30b9\u30da\u30fc\u30b9\u3067\u533a\u5207\u3089\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u201dNew York\u201d\u306e\u3088\u3046\u306a\u8907\u5408\u8a9e\u3092\u307e\u3068\u3081\u305f\u308a\u3001\u201ddon\u2019t\u201d\u3092\u201ddo\u201d\u3068\u201dnot\u201d\u306b\u5206\u3051\u3066\u89e3\u91c8\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u305f\u3081\u3001\u6700\u521d\u306b\u30c8\u30fc\u30af\u30ca\u30a4\u30ba\u51e6\u7406\u3092\u884c\u3063\u3066\u304b\u3089\u540d\u8a5e\u53e5\u30fb\u52d5\u8a5e\u53e5\u306a\u3069\u306e\u57fa\u672c\u53e5\u306e\u8a8d\u8b58\u3068\u53e5\u306e\u9593\u306e\u4f9d\u5b58\u95a2\u4fc2\u306e\u89e3\u91c8\u3092\u884c\u3046\u6d41\u308c\u306b\u306a\u308a\u307e\u3059\u3002\u307e\u305f\u8a00\u8a9e\u3092\u554f\u308f\u305a\u4eba\u540d\u30fb\u5730\u540d\u306a\u3069\u306e\u56fa\u6709\u540d\u8a5e\u306f\u8907\u5408\u8a9e\u3067\u8868\u73fe\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u305f\u3081\u3001\u305d\u308c\u3089\u306e\u5358\u8a9e\u3092\u307e\u3068\u3081\u4e0a\u3052\u3066\u5206\u985e\u3092\u4e0e\u3048\u308b\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\u51e6\u7406\u3082\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002 GiNZA\u306f\u591a\u8a00\u8a9eNLP\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bspaCy\u3092\u5229\u7528\u3057\u3066\u3001\u65e5\u672c\u8a9e\u306e\u89e3\u6790\u306b\u5fc5\u8981\u306a\u4e00\u9023\u306e\u51e6\u7406\u306e\u6d41\u308c\uff08\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\uff09\u3092\u5b9f\u88c5\u3057\u3066\u3044\u307e\u3059\u3002spaCy\u306f\u4e3b\u306b\u897f\u6d0b\u8a00\u8a9e\u3092\u5ff5\u982d\u306b\u8a2d\u8a08\u30fb\u958b\u767a\u3055\u308c\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u305f\u3081\u3001\u65e5\u672c\u8a9e\u306e\u5f62\u614b\u7d20\u89e3\u6790\u51e6\u7406\u306f\u6a19\u6e96\u3067\u306f\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u307e\u305b\u3093\u3002spaCy\u306f\u65e5\u672c\u8a9e\u30e2\u30c7\u30eb\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u969b\u306b\u5f62\u614b\u7d20\u89e3\u6790\u5668\u306eSudachiPy\u3092\u540c\u6642\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002GiNZA\u3082\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u5148\u982d\u3067SudachiPy\u3092\u5229\u7528\u3057\u3066\u30c8\u30fc\u30af\u30f3\u5316 ( \u5358\u8a9e\u533a\u5207\u308a ) \u3068\u54c1\u8a5e\u4ed8\u4e0e\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002 \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u6b21\u306e\u30b9\u30c6\u30fc\u30b8\u3067\u306fspaCy\u6a19\u6e96\u306eCNN\u4f9d\u5b58\u69cb\u9020\u89e3\u6790\u5668\u3067\u30c8\u30fc\u30af\u30f3\u9593\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092\u6c7a\u5b9a\u3057\u3001\u6587\u306e\u4e2d\u5fc3\u3068\u306a\u308b\u30c8\u30fc\u30af\u30f3\u3092root\u3068\u3057\u3066\u3001\u4e3b\u8a9e ( nsubj ) \u3084\u76ee\u7684\u8a9e ( obj\u30fbiobj ) \u306e\u30c8\u30fc\u30af\u30f3\u3068\u306e\u95a2\u4fc2\u3092\u6709\u5411\u30b0\u30e9\u30d5\u3068\u3057\u3066\u51fa\u529b\u3057\u307e\u3059\u3002\u3053\u306e\u6709\u5411\u30b0\u30e9\u30d5\u3092NLP\u7528\u8a9e\u3067\u69cb\u6587\u6728\u3068\u547c\u3073\u307e\u3059\u3002\u3055\u3089\u306b\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u6b21\u306e\u30b9\u30c6\u30fc\u30b8\u3067\u306fCNN\u56fa\u6709\u8868\u73fe\u8a8d\u5b9a\u5668\u304c\u5165\u529b\u3055\u308c\u305f\u69cb\u6587\u6728\u304b\u3089\u56fa\u6709\u8868\u73fe\u533a\u9593\u3092\u8a8d\u5b9a\u3057\u5206\u985e\u3092\u4ed8\u4e0e\u3057\u307e\u3059\u3002\u3053\u3053\u307e\u3067\u306e\u6d41\u308c\u306fspaCy\u306e\u516c\u5f0f\u65e5\u672c\u8a9e\u30e2\u30c7\u30eb\u3068GiNZA\u3067\u307b\u307c\u540c\u3058\u3067\u3059\u3002 GiNZA\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u672b\u5c3e\u306b\u306fCompoundSplitter\u3068BunsetuRecognizer\u306e2\u3064\u306e\u72ec\u81ea\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304c\u8ffd\u52a0\u3055\u308c\u3066\u3044\u307e\u3059\u3002CompoundSplitter\u3067\u306f\u8a2d\u5b9a\u306b\u3088\u308a\u30c8\u30fc\u30af\u30f3\u30922\u6bb5\u968e\u306b\u7d30\u5206\u5316\u3057\u3066\u51fa\u529b\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u672b\u5c3e\u306eBunsetuRecognizer\u306f\u3001\u6587\u7bc0\u306e\u30d8\u30c3\u30c9\u3068\u306a\u308b\u30c8\u30fc\u30af\u30f3\u3092\u30de\u30fc\u30ad\u30f3\u30b0\u3059\u308b\u7279\u5225\u306a\u4f9d\u5b58\u95a2\u4fc2\u30e9\u30d9\u30eb\u3092\u691c\u77e5\u3057\u3066\u3001\u69cb\u6587\u6728\u304b\u3089\u6587\u7bc0\u304a\u3088\u3073\u305d\u306e\u4e3b\u8f9e\u306e\u533a\u9593\u3092\u9ad8\u3044\u7cbe\u5ea6\u3067\u8a8d\u5b9a\u3057\u307e\u3059\u3002\u3053\u306e\u6587\u7bc0\u8a8d\u5b9a\u51e6\u7406\u7d50\u679c\u3092\u53d6\u5f97\u3059\u308bAPI\u306b\u3064\u3044\u3066\u6b21\u306e\u7bc0\u3067\u8aac\u660e\u3057\u307e\u3059\u3002 GiNZA\u306e\u6587\u7bc0API GiNZA v4\u3067ginza\u30d1\u30c3\u30b1\u30fc\u30b8\u306b\u6587\u7bc0\u3092\u51e6\u7406\u5358\u4f4d\u3068\u3059\u308bAPI\u304c\u591a\u6570\u8ffd\u52a0\u3055\u308c\u307e\u3057\u305f( import ginza \u3067\u5229\u7528\u53ef\u80fd)\u3002\u6587\u7bc0API\u306e\u4e00\u89a7\u306f\u3053\u3061\u3089\u3067\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u3053\u3053\u3067\u306f\u305d\u306e\u3046\u3061\u4ee3\u8868\u7684\u306a\u3082\u306e\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002 ginza.bunsetu_spans(doc_or_span) \u5f15\u6570\u3067\u4e0e\u3048\u3089\u308c\u305fDoc\u307e\u305f\u306f\u6587\u306eSpan\u306b\u542b\u307e\u308c\u308b\u6587\u7bc0\u533a\u9593\u3092Span\u306e\u30ea\u30b9\u30c8\u3068\u3057\u3066\u8fd4\u3057\u307e\u3059\u3002\uff1a # Sample code import spacy import ginza nlp = spacy.load(&quot;ja_ginza&quot;) doc = nlp(&quot;\u9280\u5ea7\u3067\u30e9\u30f3\u30c1\u3092\u3054\u4e00\u7dd2\u3057\u307e\u3057\u3087\u3046\u3002&quot;) print(ginza.bunsetu_spans(doc))) &gt;&gt; [\u9280\u5ea7\u3067, \u30e9\u30f3\u30c1\u3092, \u3054\u4e00\u7dd2\u3057\u307e\u3057\u3087\u3046\u3002] ginza.bunsetu_phrase_spans(doc_or_span) \u6587\u7bc0\u306e\u4e3b\u8f9e\u533a\u9593\u3092Span\u306e\u30ea\u30b9\u30c8\u3092\u8fd4\u3057\u307e\u3059\u3002\uff1a print(ginza.bunsetu_phrase_spans(doc)) &gt;&gt; [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/megagon.ai\/jp\/ginza-version-4-0\/\" \/>\n<meta property=\"og:site_name\" content=\"Megagon\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/megagonlabs\/\" \/>\n<meta property=\"article:published_time\" content=\"2020-09-04T05:43:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-11-28T08:07:02+00:00\" \/>\n<meta name=\"author\" content=\"Tomoko Sakata\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Tomoko Sakata\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"18 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/megagon.ai\\\/jp\\\/ginza-version-4-0\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/megagon.ai\\\/jp\\\/ginza-version-4-0\\\/\"},\"author\":{\"name\":\"Tomoko Sakata\",\"@id\":\"https:\\\/\\\/megagon.ai\\\/jp\\\/#\\\/schema\\\/person\\\/001673764c26fde6c0deb51ad26bd5b6\",\"url\":\"https:\\\/\\\/megagon.ai\\\/jp\\\/author\\\/tomoko-sakata\\\/\"},\"headline\":\"GiNZA version 4.0: \u591a\u8a00\u8a9e\u4f9d\u5b58\u69cb\u9020\u89e3\u6790\u6280\u8853\u3078\u306e\u6587\u7bc0API\u306e\u7d71\u5408\",\"datePublished\":\"2020-09-04T05:43:00+00:00\",\"dateModified\":\"2025-11-28T08:07:02+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/megagon.ai\\\/jp\\\/ginza-version-4-0\\\/\"},\"wordCount\":222,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/megagon.ai\\\/jp\\\/#organization\"},\"articleSection\":[\"Blog\"],\"inLanguage\":\"ja-JP\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/megagon.ai\\\/jp\\\/ginza-version-4-0\\\/\",\"url\":\"https:\\\/\\\/megagon.ai\\\/jp\\\/ginza-version-4-0\\\/\",\"name\":\"GiNZA version 4.0: \u591a\u8a00\u8a9e\u4f9d\u5b58\u69cb\u9020\u89e3\u6790\u6280\u8853\u3078\u306e\u6587\u7bc0API\u306e\u7d71\u5408 - 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Megagon","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/megagon.ai\/jp\/ginza-version-4-0\/","og_locale":"ja_JP","og_type":"article","og_title":"GiNZA version 4.0: \u591a\u8a00\u8a9e\u4f9d\u5b58\u69cb\u9020\u89e3\u6790\u6280\u8853\u3078\u306e\u6587\u7bc0API\u306e\u7d71\u5408 - Megagon","og_description":"Universal Dependencies\u306e\u3082\u3068\u3067\u65e5\u672c\u8a9e\u6587\u6cd5\u306b\u6839\u3056\u3057\u305f\u76f4\u611f\u7684\u306a\u7d71\u8a9e\u89e3\u6790\u3092\u53ef\u80fd\u306b\u3057\u305f\u3044\u3002GiNZA\u304c\u76ee\u6307\u3057\u3066\u304d\u305f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u30b4\u30fc\u30eb\u306b\u307e\u305f\u4e00\u6b69\u8fd1\u3065\u304d\u307e\u3057\u305f\u30022020\u5e748\u670816\u65e5\u306b\u30ea\u30ea\u30fc\u30b9\u3057\u305f\u300cGiNZA version 4.0\u300d\u3067\u3059\u304c\u3001\u65e5\u672c\u8a9e\u306e\u516c\u5f0f\u30b5\u30dd\u30fc\u30c8\u304c\u59cb\u307e\u3063\u305fspaCy version 2.3\u3092\u571f\u53f0\u3068\u3057\u3001\u6a5f\u80fd\u3068\u6027\u80fd\u3092\u9685\u3005\u307e\u3067\u30d6\u30e9\u30c3\u30b7\u30e5\u30a2\u30c3\u30d7\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u307e\u3067\u4ee5\u4e0a\u306b\u65e5\u672c\u8a9e\u306e\u5206\u6790\u304c\u5bb9\u6613\u306b\u306a\u3063\u305fGiNZA v4\u306e\u6587\u7bc0API\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002 GiNZA\u3067\u51fa\u6765\u308b\u3053\u3068 NLP\uff08\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff09\u6280\u8853\u306f\u4eba\u304c\u65e5\u5e38\u7684\u306b\u4f7f\u3046\u8a00\u8449\u3092\u6a5f\u68b0\u7684\u306b\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u4e00\u9023\u306e\u89e3\u6790\u51e6\u7406\u306b\u7528\u3044\u308b\u6280\u8853\u306e\u7dcf\u79f0\u3067\u3059\u3002\u3053\u306e\u300c\u4e00\u9023\u306e\u89e3\u6790\u51e6\u7406\u300d\u3068\u3044\u3046\u90e8\u5206\u304c\u975e\u5e38\u306b\u91cd\u8981\u3067\u3001\u4f8b\u3048\u3070\u65e5\u672c\u8a9e\u306e\u66f8\u304d\u8a00\u8449\u306e\u6587\u3067\u3042\u308c\u3070\u3001\u6700\u521d\u306b\u5358\u8a9e\u3092\u533a\u5207\u3063\u3066\u304b\u3089\u305d\u308c\u3089\u3092\u6587\u7bc0\u306b\u307e\u3068\u3081\u3066\u4fc2\u308a\u53d7\u3051\u95a2\u4fc2\u3092\u89e3\u91c8\u3059\u308b\u3001\u3068\u3044\u3046\u6d41\u308c\u306b\u306a\u308a\u307e\u3059\u3002\u82f1\u8a9e\u306e\u6587\u306e\u5834\u5408\u3001\u5358\u8a9e\u306f\u307b\u307c\u30b9\u30da\u30fc\u30b9\u3067\u533a\u5207\u3089\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u201dNew York\u201d\u306e\u3088\u3046\u306a\u8907\u5408\u8a9e\u3092\u307e\u3068\u3081\u305f\u308a\u3001\u201ddon\u2019t\u201d\u3092\u201ddo\u201d\u3068\u201dnot\u201d\u306b\u5206\u3051\u3066\u89e3\u91c8\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u305f\u3081\u3001\u6700\u521d\u306b\u30c8\u30fc\u30af\u30ca\u30a4\u30ba\u51e6\u7406\u3092\u884c\u3063\u3066\u304b\u3089\u540d\u8a5e\u53e5\u30fb\u52d5\u8a5e\u53e5\u306a\u3069\u306e\u57fa\u672c\u53e5\u306e\u8a8d\u8b58\u3068\u53e5\u306e\u9593\u306e\u4f9d\u5b58\u95a2\u4fc2\u306e\u89e3\u91c8\u3092\u884c\u3046\u6d41\u308c\u306b\u306a\u308a\u307e\u3059\u3002\u307e\u305f\u8a00\u8a9e\u3092\u554f\u308f\u305a\u4eba\u540d\u30fb\u5730\u540d\u306a\u3069\u306e\u56fa\u6709\u540d\u8a5e\u306f\u8907\u5408\u8a9e\u3067\u8868\u73fe\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u305f\u3081\u3001\u305d\u308c\u3089\u306e\u5358\u8a9e\u3092\u307e\u3068\u3081\u4e0a\u3052\u3066\u5206\u985e\u3092\u4e0e\u3048\u308b\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\u51e6\u7406\u3082\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002 GiNZA\u306f\u591a\u8a00\u8a9eNLP\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bspaCy\u3092\u5229\u7528\u3057\u3066\u3001\u65e5\u672c\u8a9e\u306e\u89e3\u6790\u306b\u5fc5\u8981\u306a\u4e00\u9023\u306e\u51e6\u7406\u306e\u6d41\u308c\uff08\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\uff09\u3092\u5b9f\u88c5\u3057\u3066\u3044\u307e\u3059\u3002spaCy\u306f\u4e3b\u306b\u897f\u6d0b\u8a00\u8a9e\u3092\u5ff5\u982d\u306b\u8a2d\u8a08\u30fb\u958b\u767a\u3055\u308c\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u305f\u3081\u3001\u65e5\u672c\u8a9e\u306e\u5f62\u614b\u7d20\u89e3\u6790\u51e6\u7406\u306f\u6a19\u6e96\u3067\u306f\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u307e\u305b\u3093\u3002spaCy\u306f\u65e5\u672c\u8a9e\u30e2\u30c7\u30eb\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u969b\u306b\u5f62\u614b\u7d20\u89e3\u6790\u5668\u306eSudachiPy\u3092\u540c\u6642\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002GiNZA\u3082\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u5148\u982d\u3067SudachiPy\u3092\u5229\u7528\u3057\u3066\u30c8\u30fc\u30af\u30f3\u5316 ( \u5358\u8a9e\u533a\u5207\u308a ) \u3068\u54c1\u8a5e\u4ed8\u4e0e\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002 \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u6b21\u306e\u30b9\u30c6\u30fc\u30b8\u3067\u306fspaCy\u6a19\u6e96\u306eCNN\u4f9d\u5b58\u69cb\u9020\u89e3\u6790\u5668\u3067\u30c8\u30fc\u30af\u30f3\u9593\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092\u6c7a\u5b9a\u3057\u3001\u6587\u306e\u4e2d\u5fc3\u3068\u306a\u308b\u30c8\u30fc\u30af\u30f3\u3092root\u3068\u3057\u3066\u3001\u4e3b\u8a9e ( nsubj ) \u3084\u76ee\u7684\u8a9e ( obj\u30fbiobj ) \u306e\u30c8\u30fc\u30af\u30f3\u3068\u306e\u95a2\u4fc2\u3092\u6709\u5411\u30b0\u30e9\u30d5\u3068\u3057\u3066\u51fa\u529b\u3057\u307e\u3059\u3002\u3053\u306e\u6709\u5411\u30b0\u30e9\u30d5\u3092NLP\u7528\u8a9e\u3067\u69cb\u6587\u6728\u3068\u547c\u3073\u307e\u3059\u3002\u3055\u3089\u306b\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u6b21\u306e\u30b9\u30c6\u30fc\u30b8\u3067\u306fCNN\u56fa\u6709\u8868\u73fe\u8a8d\u5b9a\u5668\u304c\u5165\u529b\u3055\u308c\u305f\u69cb\u6587\u6728\u304b\u3089\u56fa\u6709\u8868\u73fe\u533a\u9593\u3092\u8a8d\u5b9a\u3057\u5206\u985e\u3092\u4ed8\u4e0e\u3057\u307e\u3059\u3002\u3053\u3053\u307e\u3067\u306e\u6d41\u308c\u306fspaCy\u306e\u516c\u5f0f\u65e5\u672c\u8a9e\u30e2\u30c7\u30eb\u3068GiNZA\u3067\u307b\u307c\u540c\u3058\u3067\u3059\u3002 GiNZA\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u672b\u5c3e\u306b\u306fCompoundSplitter\u3068BunsetuRecognizer\u306e2\u3064\u306e\u72ec\u81ea\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304c\u8ffd\u52a0\u3055\u308c\u3066\u3044\u307e\u3059\u3002CompoundSplitter\u3067\u306f\u8a2d\u5b9a\u306b\u3088\u308a\u30c8\u30fc\u30af\u30f3\u30922\u6bb5\u968e\u306b\u7d30\u5206\u5316\u3057\u3066\u51fa\u529b\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u672b\u5c3e\u306eBunsetuRecognizer\u306f\u3001\u6587\u7bc0\u306e\u30d8\u30c3\u30c9\u3068\u306a\u308b\u30c8\u30fc\u30af\u30f3\u3092\u30de\u30fc\u30ad\u30f3\u30b0\u3059\u308b\u7279\u5225\u306a\u4f9d\u5b58\u95a2\u4fc2\u30e9\u30d9\u30eb\u3092\u691c\u77e5\u3057\u3066\u3001\u69cb\u6587\u6728\u304b\u3089\u6587\u7bc0\u304a\u3088\u3073\u305d\u306e\u4e3b\u8f9e\u306e\u533a\u9593\u3092\u9ad8\u3044\u7cbe\u5ea6\u3067\u8a8d\u5b9a\u3057\u307e\u3059\u3002\u3053\u306e\u6587\u7bc0\u8a8d\u5b9a\u51e6\u7406\u7d50\u679c\u3092\u53d6\u5f97\u3059\u308bAPI\u306b\u3064\u3044\u3066\u6b21\u306e\u7bc0\u3067\u8aac\u660e\u3057\u307e\u3059\u3002 GiNZA\u306e\u6587\u7bc0API GiNZA v4\u3067ginza\u30d1\u30c3\u30b1\u30fc\u30b8\u306b\u6587\u7bc0\u3092\u51e6\u7406\u5358\u4f4d\u3068\u3059\u308bAPI\u304c\u591a\u6570\u8ffd\u52a0\u3055\u308c\u307e\u3057\u305f( import ginza \u3067\u5229\u7528\u53ef\u80fd)\u3002\u6587\u7bc0API\u306e\u4e00\u89a7\u306f\u3053\u3061\u3089\u3067\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u3053\u3053\u3067\u306f\u305d\u306e\u3046\u3061\u4ee3\u8868\u7684\u306a\u3082\u306e\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002 ginza.bunsetu_spans(doc_or_span) \u5f15\u6570\u3067\u4e0e\u3048\u3089\u308c\u305fDoc\u307e\u305f\u306f\u6587\u306eSpan\u306b\u542b\u307e\u308c\u308b\u6587\u7bc0\u533a\u9593\u3092Span\u306e\u30ea\u30b9\u30c8\u3068\u3057\u3066\u8fd4\u3057\u307e\u3059\u3002\uff1a # Sample code import spacy import ginza nlp = spacy.load(\"ja_ginza\") doc = nlp(\"\u9280\u5ea7\u3067\u30e9\u30f3\u30c1\u3092\u3054\u4e00\u7dd2\u3057\u307e\u3057\u3087\u3046\u3002\") print(ginza.bunsetu_spans(doc))) >> [\u9280\u5ea7\u3067, \u30e9\u30f3\u30c1\u3092, \u3054\u4e00\u7dd2\u3057\u307e\u3057\u3087\u3046\u3002] ginza.bunsetu_phrase_spans(doc_or_span) \u6587\u7bc0\u306e\u4e3b\u8f9e\u533a\u9593\u3092Span\u306e\u30ea\u30b9\u30c8\u3092\u8fd4\u3057\u307e\u3059\u3002\uff1a print(ginza.bunsetu_phrase_spans(doc)) >> [&hellip;]","og_url":"https:\/\/megagon.ai\/jp\/ginza-version-4-0\/","og_site_name":"Megagon","article_publisher":"https:\/\/www.facebook.com\/megagonlabs\/","article_published_time":"2020-09-04T05:43:00+00:00","article_modified_time":"2025-11-28T08:07:02+00:00","author":"Tomoko Sakata","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Tomoko Sakata","Est. reading time":"18 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/megagon.ai\/jp\/ginza-version-4-0\/#article","isPartOf":{"@id":"https:\/\/megagon.ai\/jp\/ginza-version-4-0\/"},"author":{"name":"Tomoko 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Megagon","isPartOf":{"@id":"https:\/\/megagon.ai\/jp\/#website"},"datePublished":"2020-09-04T05:43:00+00:00","dateModified":"2025-11-28T08:07:02+00:00","breadcrumb":{"@id":"https:\/\/megagon.ai\/jp\/ginza-version-4-0\/#breadcrumb"},"inLanguage":"ja-JP","potentialAction":[{"@type":"ReadAction","target":["https:\/\/megagon.ai\/jp\/ginza-version-4-0\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/megagon.ai\/jp\/ginza-version-4-0\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/megagon.ai\/jp\/"},{"@type":"ListItem","position":2,"name":"GiNZA version 4.0: \u591a\u8a00\u8a9e\u4f9d\u5b58\u69cb\u9020\u89e3\u6790\u6280\u8853\u3078\u306e\u6587\u7bc0API\u306e\u7d71\u5408"}]},{"@type":"WebSite","@id":"https:\/\/megagon.ai\/jp\/#website","url":"https:\/\/megagon.ai\/jp\/","name":"Megagon 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Megagon Labs shares its findings with the broader community through open-source tools, datasets, publications, workshops, and an invited speaker series.","sameAs":["https:\/\/github.com\/megagonlabs","https:\/\/twitter.com\/megagonlabs","https:\/\/www.linkedin.com\/company\/megagon-labs\/","https:\/\/www.facebook.com\/megagonlabs\/"],"address":{"@type":"PostalAddress","streetAddress":"444 Castro Street","addressLocality":"Mountain View","addressRegion":"CA","postalCode":"94041","addressCountry":"US"},"contactPoint":{"@type":"ContactPoint","email":"contactus@megagon.ai","contactType":"general inquiries"},"parentOrganization":{"@type":"Organization","name":"Recruit Holdings","url":"https:\/\/recruit-holdings.com\/en\/"}},{"@type":"Person","@id":"https:\/\/megagon.ai\/jp\/#\/schema\/person\/001673764c26fde6c0deb51ad26bd5b6","name":"Tomoko Sakata","image":{"@type":"ImageObject","inLanguage":"ja-JP","@id":"https:\/\/secure.gravatar.com\/avatar\/0fa6532b7c4da001a0e354b8f9b4e7b2c32ecbf2a7d63c56f358614dea79b147?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/0fa6532b7c4da001a0e354b8f9b4e7b2c32ecbf2a7d63c56f358614dea79b147?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/0fa6532b7c4da001a0e354b8f9b4e7b2c32ecbf2a7d63c56f358614dea79b147?s=96&d=mm&r=g","caption":"Tomoko Sakata"},"url":"https:\/\/megagon.ai\/jp\/author\/tomoko-sakata\/"}]}},"_links":{"self":[{"href":"https:\/\/megagon.ai\/jp\/wp-json\/wp\/v2\/posts\/17013","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/megagon.ai\/jp\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/megagon.ai\/jp\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/megagon.ai\/jp\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/megagon.ai\/jp\/wp-json\/wp\/v2\/comments?post=17013"}],"version-history":[{"count":14,"href":"https:\/\/megagon.ai\/jp\/wp-json\/wp\/v2\/posts\/17013\/revisions"}],"predecessor-version":[{"id":17039,"href":"https:\/\/megagon.ai\/jp\/wp-json\/wp\/v2\/posts\/17013\/revisions\/17039"}],"wp:attachment":[{"href":"https:\/\/megagon.ai\/jp\/wp-json\/wp\/v2\/media?parent=17013"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/megagon.ai\/jp\/wp-json\/wp\/v2\/categories?post=17013"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/megagon.ai\/jp\/wp-json\/wp\/v2\/tags?post=17013"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}