{"id":16568,"date":"2026-10-27T05:46:58","date_gmt":"2026-10-26T20:46:58","guid":{"rendered":"https:\/\/debono.co.jp\/media\/?p=16568"},"modified":"2026-10-27T05:46:58","modified_gmt":"2026-10-26T20:46:58","slug":"nltk-3104-kankoku-11ken","status":"publish","type":"post","link":"https:\/\/debono.co.jp\/media\/nltk-3104-kankoku-11ken\/","title":{"rendered":"NLTK\u304c\u52e7\u544a11\u4ef6\u3092\u4e00\u5ea6\u306b\u516c\u958b\uff5c\u4fee\u6b63\u7248\u306f5\u65e5\u524d\u306e3.10.4"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">2026\u5e7410\u670826\u65e5\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e Python \u30e9\u30a4\u30d6\u30e9\u30ea NLTK \u306e\u958b\u767a\u30c1\u30fc\u30e0\u306f\u3001\u30ea\u30dd\u30b8\u30c8\u30ea\u3067\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u52e7\u544a11\u4ef6\u3092\u516c\u958b\u3057\u307e\u3057\u305f\u3002\u65e5\u672c\u6642\u9593\u306e16\u664259\u5206\u304b\u308923\u664217\u5206\u307e\u3067\u306e\u7d046\u6642\u9593\u306b\u3001\u6df1\u523b\u5ea6\u304c\u9ad8\u306e6\u4ef6\u3068\u4e2d\u306e5\u4ef6\u304c\u9806\u306b\u516c\u8868\u3055\u308c\u3066\u3044\u307e\u3059\u300211\u4ef6\u3059\u3079\u3066\u306e\u4fee\u6b63\u7248\u306f\u30015\u65e5\u524d\u306e10\u670821\u65e5\u306b\u914d\u5e03\u3055\u308c\u305f 3.10.4 \u3067\u3059\u3002\u5bfe\u8c61\u306f<span class=\"swl-marker\" style=\"background:linear-gradient(transparent 60%,#fff3a3 60%)\">3.10.3 \u4ee5\u524d\u306e NLTK \u3067\u300111\u4ef6\u3068\u3082 3.10.4 \u3067\u4fee\u6b63<\/span>\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u5185\u8a33\u306f\u3001\u7d30\u5de5\u3057\u305f\u5165\u529b\u3067\u51e6\u7406\u306b\u6642\u9593\u304c\u304b\u304b\u308a\u7d9a\u3051\u308b\u8a08\u7b97\u91cf\u306e\u653b\u6483\u304c6\u4ef6\u3001\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u66f8\u304d\u3092\u5236\u9650\u3059\u308b\u4ed5\u7d44\u307f\u3092\u8d8a\u3048\u308b\u554f\u984c\u304c4\u4ef6\u3001\u5916\u90e8\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u8d77\u52d5\u306e\u554f\u984c\u304c1\u4ef6\u3067\u3059\u3002<\/p>\n\n<!-- \u25bc \u30ab\u30e1\u5148\u751f\uff06\u30ab\u30e1\u5b50 \u306f\u3058\u3081\u306b\u30c8\u30fc\u30af -->\n<div class=\"sb-intro-card\"><br \/>\n<div class=\"speech-bubble sb-left sb-sensei\"><div class=\"sb-character\"><span class=\"sb-avatar sb-avatar--full\"><img decoding=\"async\" src=\"http:\/\/debono.co.jp\/media\/wp-content\/uploads\/2026\/05\/kame-sensei-v4.png\" alt=\"\u30ab\u30e1\u5148\u751f\" loading=\"lazy\"><\/span><span class=\"sb-name\">\u30ab\u30e1\u5148\u751f<\/span><\/div><div class=\"sb-balloon\"><p>\u6587\u7ae0\u3092\u5358\u8a9e\u3084\u6587\u306b\u5206\u3051\u308b\u5b9a\u756a\u306e Python \u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u3001\u52e7\u544a\u304c11\u4ef6\u307e\u3068\u3081\u3066\u51fa\u305f\u3002\u76f4\u3057\u305f\u7248\u306f\u5148\u306b\u914d\u3089\u308c\u3066\u3044\u3066\u3001\u4e2d\u8eab\u304c\u5f8c\u304b\u3089\u516c\u8868\u3055\u308c\u305f\u9806\u756a\u3060\u3002<\/p><\/div><\/div><br \/>\n<div class=\"speech-bubble sb-right sb-kameko\"><div class=\"sb-character\"><span class=\"sb-avatar sb-avatar--full\"><img decoding=\"async\" src=\"http:\/\/debono.co.jp\/media\/wp-content\/uploads\/2026\/05\/kame-ko-v3-up.png\" alt=\"\u30ab\u30e1\u5b50\" loading=\"lazy\"><\/span><span class=\"sb-name\">\u30ab\u30e1\u5b50<\/span><\/div><div class=\"sb-balloon\"><p>11\u4ef6\u3082\u3042\u308b\u3068\u3001\u5168\u90e8\u304c\u5371\u306a\u3044\u6b20\u9665\u306a\u3093\u3067\u3059\u304b\u3002<\/p><\/div><\/div><br \/>\n<div class=\"speech-bubble sb-left sb-sensei\"><div class=\"sb-character\"><span class=\"sb-avatar sb-avatar--full\"><img decoding=\"async\" src=\"http:\/\/debono.co.jp\/media\/wp-content\/uploads\/2026\/05\/kame-sensei-v4.png\" alt=\"\u30ab\u30e1\u5148\u751f\" loading=\"lazy\"><\/span><span class=\"sb-name\">\u30ab\u30e1\u5148\u751f<\/span><\/div><div class=\"sb-balloon\"><p>\u534a\u5206\u4ee5\u4e0a\u306f\u3001\u60aa\u610f\u306e\u3042\u308b\u9577\u3044\u6587\u7ae0\u3084\u6587\u6cd5\u3092\u6e21\u3059\u3068\u8a08\u7b97\u306b\u4f55\u5341\u79d2\u3082\u304b\u304b\u308b\u7a2e\u985e\u3060\u3002\u6b8b\u308a\u306f\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u81ea\u5206\u3067\u6c7a\u3081\u305f\u30d5\u30a1\u30a4\u30eb\u306e\u7f6e\u304d\u5834\u306e\u5236\u9650\u3092\u8d8a\u3048\u3066\u3057\u307e\u3046\u554f\u984c\u3068\u3001\u56f3\u3092\u63cf\u304f\u5916\u90e8\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u8d77\u52d5\u3059\u308b\u3068\u304d\u306e\u554f\u984c\u3060\u3063\u305f\u3002<\/p><\/div><\/div><br \/>\n<div class=\"speech-bubble sb-right sb-kameko\"><div class=\"sb-character\"><span class=\"sb-avatar sb-avatar--full\"><img decoding=\"async\" src=\"http:\/\/debono.co.jp\/media\/wp-content\/uploads\/2026\/05\/kame-ko-v3-up.png\" alt=\"\u30ab\u30e1\u5b50\" loading=\"lazy\"><\/span><span class=\"sb-name\">\u30ab\u30e1\u5b50<\/span><\/div><div class=\"sb-balloon\"><p>\u5916\u304b\u3089\u53d7\u3051\u53d6\u3063\u305f\u6587\u7ae0\u3092 NLTK \u306b\u901a\u3057\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3067\u3001\u95a2\u4fc2\u306e\u6df1\u3055\u304c\u5909\u308f\u308b\u3093\u3067\u3059\u306d\u3002<\/p><\/div><\/div><br \/>\n<\/div>\n\n<!-- \u25b2 \u30ab\u30e1\u5148\u751f\uff06\u30ab\u30e1\u5b50 \u306f\u3058\u3081\u306b\u30c8\u30fc\u30af -->\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl\"><div class=\"cap_box_ttl\"><span>\u3053\u306e\u8a18\u4e8b\u306e\u30dd\u30a4\u30f3\u30c8<\/span><\/div><div class=\"cap_box_content\">\n\n<ul class=\"is-style-check_list wp-block-list\"><li>NLTK \u306e\u958b\u767a\u30c1\u30fc\u30e0\u304c10\u670826\u65e5\u306b\u52e7\u544a11\u4ef6\uff08\u9ad86\u4ef6\u30fb\u4e2d5\u4ef6\uff09\u3092\u516c\u958b\u3057\u305f\u3002\u4fee\u6b63\u7248 3.10.4 \u306f10\u670821\u65e5\u306b PyPI \u3067\u914d\u5e03\u6e08\u307f\u3067\u3001\u52e7\u544a\u306f\u914d\u5e03\u306e5\u65e5\u5f8c\u306b\u51fa\u305f<\/li><li>\u5bfe\u8c61\u306f 3.10.3 \u4ee5\u524d\u3002\u5916\u90e8\u304b\u3089\u53d7\u3051\u53d6\u3063\u305f\u6587\u7ae0\u30fb\u6728\u69cb\u9020\u30fb\u6587\u6cd5\u30fb\u30b3\u30fc\u30d1\u30b9\uff08\u8a00\u8a9e\u30c7\u30fc\u30bf\u306e\u96c6\u307e\u308a\uff09\u30fb\u30e2\u30c7\u30eb\u306e\u30d1\u30b9\u3092 NLTK \u306b\u6e21\u3059\u30a6\u30a7\u30d6\u30b5\u30fc\u30d3\u30b9\u3084AI\u306e\u524d\u51e6\u7406\u304c\u3001\u52e7\u544a\u306e\u6319\u3052\u308b\u6761\u4ef6\u306b\u5f53\u305f\u308b<\/li><li>11\u4ef6\u3068\u3082 CVE \u306e\u756a\u53f7\u306f\u4ed8\u3044\u3066\u3044\u306a\u3044\u3002\u60aa\u7528\u306e\u6709\u7121\u306f\u52e7\u544a\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3002\u4e3b\u8981\u306a\u30e1\u30c7\u30a3\u30a2\u306e\u5831\u9053\u306f\u78ba\u8a8d\u3067\u304d\u3066\u3044\u306a\u3044<\/li><\/ul>\n\n<\/div><\/div>\n\n\n<h2 class=\"wp-block-heading\">10\u670826\u65e5\u306b\u516c\u958b\u3055\u308c\u305f\u52e7\u544a11\u4ef6\u3068\u3001\u4fee\u6b63\u7248 3.10.4<\/h2>\n\n\n<p class=\"wp-block-paragraph\">\u52e7\u544a\u306f\u3001NLTK \u306e\u30ea\u30dd\u30b8\u30c8\u30ea\uff08nltk\/nltk\uff09\u306e\u300c\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u52e7\u544a\u300d\u3068\u3057\u3066\u516c\u958b\u3055\u308c\u307e\u3057\u305f\u30021\u4ef6\u76ee\u306f\u5354\u5b9a\u4e16\u754c\u6642\uff08UTC\uff09\u306e10\u670826\u65e57\u664259\u5206\u3001\u6700\u5f8c\u306e11\u4ef6\u76ee\u306f\u540c\u3058\u65e5\u306e14\u664217\u5206\u3067\u3059\u3002\u65e5\u672c\u6642\u9593\u3067\u306f16\u664259\u5206\u304b\u308923\u664217\u5206\u306b\u3042\u305f\u308a\u307e\u3059\u300211\u4ef6\u306e\u300c\u4fee\u6b63\u3055\u308c\u305f\u7248\u300d\u306e\u6b04\u306f\u3001<strong>\u3059\u3079\u3066 3.10.4<\/strong>\u3067\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">\u6df1\u523b\u5ea6\u306f<strong>\u9ad8\u304c6\u4ef6\u3001\u4e2d\u304c5\u4ef6<\/strong>\u3067\u3001\u7dca\u6025\u3068\u4f4e\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u8106\u5f31\u6027\u306e\u6df1\u523b\u3055\u309210\u70b9\u6e80\u70b9\u3067\u8868\u3059 CVSS \u306e\u5024\u306f\u3001\u9ad8\u306e6\u4ef6\u304c 7.5 \u304b\u3089 7.8\u3001\u4e2d\u306e5\u4ef6\u304c 5.3 \u304b\u3089 6.8 \u3067\u3059\u30021\u4ef6\u3060\u3051 CVSS \u306e\u7b2c4\u7248\u3067 6.3 \u3068\u8a55\u4fa1\u3055\u308c\u3001\u6b8b\u308b10\u4ef6\u306f\u7b2c3\u7248\u3067\u8a55\u4fa1\u3055\u308c\u3066\u3044\u307e\u3059\u300210\u670827\u65e5\u6642\u70b9\u3067\u3001<strong>11\u4ef6\u306e\u3044\u305a\u308c\u306b\u3082 CVE \u306e\u756a\u53f7\u306f\u4ed8\u3044\u3066\u3044\u307e\u305b\u3093<\/strong>\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">NLTK \u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u52e7\u544a\u306f\u3001\u3053\u308c\u3067\u5408\u8a0849\u4ef6\u306b\u306a\u308a\u307e\u3057\u305f\u30021\u65e5\u306b\u516c\u958b\u3055\u308c\u305f\u4ef6\u6570\u3068\u3057\u3066\u306f\u30018\u67087\u65e5\u306e10\u4ef6\u3092\u4e0a\u56de\u308a\u6700\u591a\u3067\u3059\u3002\u4fee\u6b63\u7248\u306e 3.10.4 \u306f\u3001\u4eca\u56de\u306e11\u4ef6\u306b\u52a0\u3048\u3066\u30018\u670812\u65e5\u30689\u670829\u65e5\u306b\u516c\u958b\u3055\u308c\u305f\u52e7\u544a\u54041\u4ef6\u306e\u4fee\u6b63\u7248\u3067\u3082\u3042\u308a\u307e\u3059\u30023.10.4 \u3092\u4fee\u6b63\u7248\u3068\u3059\u308b\u52e7\u544a\u306f\u3001\u5408\u308f\u305b\u306613\u4ef6\u3067\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">NLTK \u306f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u6559\u6750\u3068\u524d\u51e6\u7406\u3067\u4f7f\u308f\u308c\u3066\u304d\u305f Python \u30e9\u30a4\u30d6\u30e9\u30ea<\/h2>\n\n\n<p class=\"wp-block-paragraph\">NLTK\uff08Natural Language Toolkit\uff09\u306f\u3001\u6587\u7ae0\u3092\u5358\u8a9e\u3084\u6587\u306b\u5206\u3051\u308b\u51e6\u7406\u3001\u54c1\u8a5e\u306e\u4ed8\u4e0e\u3001\u69cb\u6587\u306e\u89e3\u6790\u3001\u30b3\u30fc\u30d1\u30b9\u306e\u8aad\u307f\u8fbc\u307f\u306a\u3069\u3092\u307e\u3068\u3081\u305f Python \u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u30ea\u30dd\u30b8\u30c8\u30ea\u306f2009\u5e74\u306b GitHub \u3067\u4f5c\u3089\u308c\u3001\u30b9\u30bf\u30fc\u306f\u7d0414,800\u3067\u3059\u3002\u30e9\u30a4\u30bb\u30f3\u30b9\u306f Apache 2.0 \u3067\u30013.10.4 \u304c\u52d5\u304f Python \u306f 3.10 \u4ee5\u964d\u3067\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">\u5927\u5b66\u306e\u8b1b\u7fa9\u3084\u5165\u9580\u66f8\u306e\u6559\u6750\u3068\u3057\u3066\u9577\u304f\u4f7f\u308f\u308c\u3066\u304d\u305f\u307b\u304b\u3001AI\u306e\u958b\u767a\u3067\u3082\u3001\u5b66\u7fd2\u7528\u306e\u6587\u7ae0\u306e\u524d\u51e6\u7406\u3084\u8a55\u4fa1\u306e\u6307\u6a19\u306e\u8a08\u7b97\u3067\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff08RAG\u3001\u793e\u5185\u6587\u66f8\u3092\u691c\u7d22\u3057\u3066\u751f\u6210AI\u306e\u56de\u7b54\u306b\u4f7f\u3046\u4ed5\u7d44\u307f\uff09\u3067\u306f\u3001\u6587\u66f8\u3092\u6587\u306e\u5358\u4f4d\u3067\u533a\u5207\u308b\u51e6\u7406\u306b NLTK \u3092\u4f7f\u3046\u69cb\u6210\u3082\u3042\u308a\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u4f7f\u3044\u65b9\u3067\u306f\u3001\u5229\u7528\u8005\u3084\u5916\u90e8\u304b\u3089\u96c6\u3081\u305f\u6587\u7ae0\u304c\u305d\u306e\u307e\u307e NLTK \u306b\u6e21\u308a\u307e\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">NLTK \u306b\u306f\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u672c\u4f53\u3068\u306f\u5225\u306b\u3001\u8f9e\u66f8\u3084\u30b3\u30fc\u30d1\u30b9\u306a\u3069\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3066\u7f6e\u304f\u300c\u30c7\u30fc\u30bf\u9818\u57df\u300d\u304c\u3042\u308a\u307e\u3059\u3002\u958b\u767a\u30c1\u30fc\u30e0\u306f2026\u5e74\u306b\u5165\u3063\u3066\u304b\u3089\u3001\u3053\u306e\u30c7\u30fc\u30bf\u9818\u57df\u306e\u5916\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u66f8\u304d\u3055\u305b\u306a\u3044\u4ed5\u7d44\u307f pathsec\uff08\u30d1\u30b9\u30bb\u30c3\u30af\uff09\u3092\u8db3\u3057\u307e\u3057\u305f\u3002\u4eca\u56de\u306e11\u4ef6\u306e\u3046\u30614\u4ef6\u306f\u3001<strong>\u3053\u306e pathsec \u306e\u5236\u9650\u3092\u8d8a\u3048\u308b\u554f\u984c<\/strong>\u3067\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">10\u670820\u65e5\u304b\u308926\u65e5\u307e\u3067\u306e\u7d4c\u7def\uff1a\u914d\u5e03\u304c\u5148\u3001\u52e7\u544a\u304c\u5f8c<\/h2>\n\n\n<p class=\"wp-block-paragraph\">\u4fee\u6b63\u7248\u306e\u914d\u5e03\u304b\u3089\u52e7\u544a\u306e\u516c\u958b\u307e\u3067\u306e\u6d41\u308c\u306f\u3001\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002\u6642\u523b\u306f\u5354\u5b9a\u4e16\u754c\u6642\uff08UTC\uff09\u3068\u65e5\u672c\u6642\u9593\u306e\u4e21\u65b9\u3067\u8a18\u3057\u307e\u3059\u3002<\/p>\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table><thead><tr><th>\u65e5\u6642\uff08UTC\uff09<\/th><th>\u65e5\u672c\u6642\u9593<\/th><th>\u51fa\u6765\u4e8b<\/th><\/tr><\/thead><tbody><tr><td>10\u670820\u65e5 04:15<\/td><td>10\u670820\u65e5 13:15<\/td><td>3.10.4 \u306e\u5019\u88dc\u7248\uff08rc1\uff09\u306e\u30bf\u30b0\u3092\u4f5c\u6210<\/td><\/tr><tr><td>10\u670821\u65e5 11:30<\/td><td>10\u670821\u65e5 20:30<\/td><td>GitHub \u3067 3.10.4 \u3092\u516c\u958b<\/td><\/tr><tr><td>10\u670821\u65e5 11:34<\/td><td>10\u670821\u65e5 20:34<\/td><td>PyPI \u306b 3.10.4 \u3092\u767b\u9332<\/td><\/tr><tr><td>10\u670826\u65e5 07:35\u301c07:40<\/td><td>10\u670826\u65e5 16:35\u301c16:40<\/td><td>9\u670829\u65e5\u30688\u670812\u65e5\u306e\u52e7\u544a\u54041\u4ef6\u3092\u66f4\u65b0<\/td><\/tr><tr><td>10\u670826\u65e5 07:59<\/td><td>10\u670826\u65e5 16:59<\/td><td>\u52e7\u544a1\u4ef6\u76ee\uff08\u4e2d\u30fbBllip \u306e\u69cb\u6587\u89e3\u6790\u5668\u306e\u30e2\u30c7\u30eb\u306e\u30d1\u30b9\uff09\u3092\u516c\u958b<\/td><\/tr><tr><td>10\u670826\u65e5 09:47\u301c10:07<\/td><td>10\u670826\u65e5 18:47\u301c19:07<\/td><td>\u52e7\u544a6\u4ef6\uff08\u9ad84\u4ef6\u30fb\u4e2d2\u4ef6\uff09\u3092\u7d0420\u5206\u3067\u9806\u306b\u516c\u958b<\/td><\/tr><tr><td>10\u670826\u65e5 14:11\u301c14:17<\/td><td>10\u670826\u65e5 23:11\u301c23:17<\/td><td>\u52e7\u544a4\u4ef6\uff08\u9ad82\u4ef6\u30fb\u4e2d2\u4ef6\uff09\u3092\u7d045\u5206\u3067\u9806\u306b\u516c\u958b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n<p class=\"wp-block-paragraph\">\u52e7\u544a\u306f3\u3064\u306e\u6642\u9593\u5e2f\u306b\u5206\u304b\u308c\u3066\u516c\u958b\u3055\u308c\u307e\u3057\u305f\u30022\u56de\u76ee\u306e6\u4ef6\u306f\u7d0420\u5206\u30013\u56de\u76ee\u306e4\u4ef6\u306f\u7d045\u5206\u306e\u3042\u3044\u3060\u306b\u3001\u6570\u5206\u304a\u304d\u306b\u51fa\u3066\u3044\u307e\u3059\u300211\u4ef6\u306e\u516c\u958b\u306e\u76f4\u524d\u306b\u306f\u30019\u670829\u65e5\u30688\u670812\u65e5\u306b\u516c\u958b\u6e08\u307f\u3060\u3063\u305f\u52e7\u544a2\u4ef6\u306e\u8a18\u8f09\u304c\u66f4\u65b0\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">\u4fee\u6b63\u7248\u306e\u914d\u5e03\u304b\u3089\u52e7\u544a\u306e\u516c\u958b\u307e\u3067\u306f\u3001<strong>5\u65e5<\/strong>\u7a7a\u3044\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u9593\u3001\u4fee\u6b63\u306e\u4e2d\u8eab\u306f\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8\u3068\u5909\u66f4\u306e\u8a18\u9332\u3067\u8aad\u3081\u308b\u72b6\u614b\u3067\u3057\u305f\u304c\u3001\u3069\u306e\u6b20\u9665\u304c\u3069\u306e\u7248\u3067\u76f4\u3063\u305f\u304b\u3092\u793a\u3059\u52e7\u544a\u306f\u51fa\u3066\u3044\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u52e7\u544a\u306e\u516c\u958b\u3067\u3001\u8106\u5f31\u6027\u306e\u60c5\u5831\u3092\u96c6\u3081\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u4f9d\u5b58\u90e8\u54c1\u306e\u691c\u67fb\u306e\u9053\u5177\u304c\u3001<span class=\"swl-marker\" style=\"background:linear-gradient(transparent 60%,#cfe9ff 60%)\">3.10.3 \u4ee5\u524d\u3092\u300c\u4fee\u6b63\u306e\u5fc5\u8981\u306a\u7248\u300d\u3068\u3057\u3066\u6271\u3048\u308b\u72b6\u614b<\/span>\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">11\u4ef6\u306e\u5185\u8a33\uff1a\u9ad86\u4ef6\u30fb\u4e2d5\u4ef6\u3001\u8a08\u7b97\u91cf\u306e\u653b\u6483\u304c6\u4ef6<\/h2>\n\n\n<p class=\"wp-block-paragraph\">11\u4ef6\u3092\u3001\u6df1\u523b\u5ea6\u3068\u5bfe\u8c61\u306e\u7248\u3001\u6b20\u9665\u306e\u7a2e\u985e\u3067\u4e26\u3079\u308b\u3068\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u52e7\u544a\u306e\u984c\u540d\u306f\u82f1\u8a9e\u306e\u305f\u3081\u3001\u5185\u5bb9\u3092\u65e5\u672c\u8a9e\u3067\u77ed\u304f\u8a18\u3057\u307e\u3059\u3002<\/p>\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table><thead><tr><th>\u52e7\u544a<\/th><th>\u6df1\u523b\u5ea6\uff08CVSS\uff09<\/th><th>\u5bfe\u8c61\u306e\u7248<\/th><th>\u5185\u5bb9<\/th><\/tr><\/thead><tbody><tr><td>GHSA-v8f3-6phw-6mh9<\/td><td>\u9ad8\uff087.5\uff09<\/td><td>3.10.3 \u4ee5\u524d<\/td><td>CoNLL \u5f62\u5f0f\u306e\u30b3\u30fc\u30d1\u30b9\u306e\u610f\u5473\u5f79\u5272\u306e\u8aad\u307f\u8fbc\u307f\u3067\u4e8c\u6b21\u6642\u9593\u306e\u51e6\u7406<\/td><\/tr><tr><td>GHSA-r53h-rw34-8h97<\/td><td>\u9ad8\uff087.5\uff09<\/td><td>3.10.3 \u4ee5\u524d<\/td><td>\u69cb\u6587\u6728\u3092\u30c1\u30e7\u30e0\u30b9\u30ad\u30fc\u6a19\u6e96\u5f62\u306b\u5909\u3048\u308b\u51e6\u7406\u3067\u4e8c\u6b21\u6642\u9593\u306e\u51e6\u7406<\/td><\/tr><tr><td>GHSA-89p3-fcch-88ph<\/td><td>\u9ad8\uff087.5\uff09<\/td><td>3.10.3 \u4ee5\u524d<\/td><td>CCG\uff08\u7d44\u5408\u305b\u7bc4\u7587\u6587\u6cd5\uff09\u306e\u8f9e\u66f8\u306e\u89e3\u6790\u3067\u4e8c\u6b21\u6642\u9593\u306e\u51e6\u7406<\/td><\/tr><tr><td>GHSA-8fx7-8jr8-84rv<\/td><td>\u9ad8\uff087.5\uff09<\/td><td>3.10.3 \u4ee5\u524d<\/td><td>\u6bb5\u968e\u5b9f\u884c\u578b\u306e\u518d\u5e30\u4e0b\u964d\u69cb\u6587\u89e3\u6790\u5668\u306b\u6642\u9593\u306e\u4e0a\u9650\u304c\u306a\u3044<\/td><\/tr><tr><td>GHSA-ffr9-mgrr-wcvr<\/td><td>\u4e2d\uff085.3\uff09<\/td><td>3.2.5 \u4ee5\u4e0a 3.10.3 \u4ee5\u4e0b<\/td><td>Treebank \u65b9\u5f0f\u306e\u5358\u8a9e\u5206\u5272\u306e\u4f4d\u7f6e\u8a08\u7b97\u3067\u4e8c\u6b21\u6642\u9593\u306e\u51e6\u7406<\/td><\/tr><tr><td>GHSA-gpwc-27cw-rh9r<\/td><td>\u4e2d\uff085.3\uff09<\/td><td>3.6 \u4ee5\u4e0a 3.10.3 \u4ee5\u4e0b<\/td><td>\u97f3\u7bc0\u306e\u5206\u5272\u3067\u4e8c\u6b21\u6642\u9593\u306e\u51e6\u7406<\/td><\/tr><tr><td>GHSA-7mxv-7h3q-9324<\/td><td>\u9ad8\uff087.8\uff09<\/td><td>3.10.3 \u4ee5\u524d<\/td><td>Graphviz \u306e\u4f5c\u56f3\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4fe1\u983c\u78ba\u8a8d\u306a\u3057\u306b\u8d77\u52d5<\/td><\/tr><tr><td>GHSA-qg35-44qx-7vrr<\/td><td>\u9ad8\uff087.5\uff09<\/td><td>3.10.0 \u4ee5\u4e0a 3.10.3 \u4ee5\u4e0b<\/td><td>YCOE \u30b3\u30fc\u30d1\u30b9\u306e\u8aad\u307f\u8fbc\u307f\u3067\u30b7\u30f3\u30dc\u30ea\u30c3\u30af\u30ea\u30f3\u30af\u304b\u3089\u9818\u57df\u5916\u3092\u8aad\u3080<\/td><\/tr><tr><td>GHSA-fg9w-wfp5-j933<\/td><td>\u4e2d\uff086.8\uff09<\/td><td>3.10.0 \u4ee5\u4e0a 3.10.3 \u4ee5\u4e0b<\/td><td>Bllip \u306e\u69cb\u6587\u89e3\u6790\u5668\u304c\u30e2\u30c7\u30eb\u306e\u30d1\u30b9\u3092\u691c\u67fb\u305b\u305a\u6e21\u3059<\/td><\/tr><tr><td>GHSA-xmfg-f9cm-w86q<\/td><td>\u4e2d\uff086.5\uff09<\/td><td>3.9.4 \u4ee5\u4e0a 3.10.3 \u4ee5\u4e0b<\/td><td>chat80 \u306e SQLite \u7167\u4f1a\u304c\u30b7\u30f3\u30dc\u30ea\u30c3\u30af\u30ea\u30f3\u30af\u3067\u9818\u57df\u5916\u3092\u8aad\u3080<\/td><\/tr><tr><td>GHSA-59f9-gqg8-mqpj<\/td><td>\u4e2d\uff08\u7b2c4\u7248 6.3\uff09<\/td><td>3.10.3 \u4ee5\u524d<\/td><td>\u6700\u5927\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u5206\u985e\u5668\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u4fdd\u5b58\u3068\u8aad\u307f\u8fbc\u307f\u306e\u30d1\u30b9\u8d70\u67fb<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n<p class=\"wp-block-paragraph\">\u7a2e\u985e\u3054\u3068\u306b\u6570\u3048\u308b\u3068\u3001<strong>\u8a08\u7b97\u91cf\u306e\u653b\u6483\u304c6\u4ef6<\/strong>\u3001\u30c7\u30fc\u30bf\u9818\u57df\u306e\u5236\u9650\u3092\u8d8a\u3048\u308b\u554f\u984c\u304c4\u4ef6\u3001\u5916\u90e8\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u8d77\u52d5\u304c1\u4ef6\u3067\u3059\u3002\u6b20\u9665\u306e\u5206\u985e\uff08CWE\uff09\u3067\u306f\u3001\u8a08\u7b97\u91cf\u306e6\u4ef6\u3059\u3079\u3066\u306b\u3001\u8cc7\u6e90\u306e\u7121\u5236\u9650\u306a\u6d88\u8cbb\u3092\u8868\u3059 CWE-400 \u3068\u3001\u52b9\u7387\u306e\u60aa\u3044\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u8868\u3059 CWE-407 \u304c\u4ed8\u3044\u3066\u3044\u307e\u3059\u3002\u5236\u9650\u3092\u8d8a\u3048\u308b4\u4ef6\u306b\u306f\u30d1\u30b9\u306e\u8d70\u67fb\uff08CWE-22\uff09\u3084\u30ea\u30f3\u30af\u306e\u305f\u3069\u308a\uff08CWE-59\uff09\u304c\u3001\u5916\u90e8\u30d7\u30ed\u30b0\u30e9\u30e0\u306e1\u4ef6\u306b\u306f\u691c\u7d22\u30d1\u30b9\u306e\u554f\u984c\uff08CWE-426\u30fbCWE-427\uff09\u304c\u4ed8\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">\u5bfe\u8c61\u306e\u7248\u306e\u4e0b\u9650\u306f\u3001\u52e7\u544a\u3054\u3068\u306b\u9055\u3044\u307e\u3059\u3002\u534a\u6570\u4ee5\u4e0a\u306f\u4e0b\u9650\u3092\u300c3.10.3 \u4ee5\u524d\u300d\u3068\u3060\u3051\u66f8\u304d\u3001\u3069\u306e\u7248\u3067\u5165\u3063\u305f\u304b\u3092\u8abf\u3079\u3066\u3044\u307e\u305b\u3093\u3002Treebank \u65b9\u5f0f\u306e\u5358\u8a9e\u5206\u5272\u306e\u4ef6\u306f<strong>3.2.5 \u304b\u3089<\/strong>\u3001\u97f3\u7bc0\u306e\u5206\u5272\u306e\u4ef6\u306f 3.6 \u304b\u3089\u7d9a\u3044\u3066\u3044\u307e\u3057\u305f\u3002\u53cd\u5bfe\u306b\u3001pathsec \u306e\u5236\u9650\u3092\u8d8a\u3048\u308b\u4ef6\u306e\u3046\u30613\u4ef6\u306f\u3001\u305d\u306e\u5236\u9650\u304c\u5165\u3063\u305f 3.9.4 \u307e\u305f\u306f 3.10.0 \u4ee5\u964d\u3060\u3051\u304c\u5bfe\u8c61\u3067\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u6b21\u6642\u9593\u306e\u51e6\u7406\u3067 CPU \u3092\u4f7f\u3044\u7d9a\u3051\u308b6\u4ef6<\/h2>\n\n\n<p class=\"wp-block-paragraph\">\u8a08\u7b97\u91cf\u306e\u653b\u6483\u306e6\u4ef6\u306f\u3001\u5165\u529b\u304c\u5927\u304d\u304f\u306a\u308b\u306b\u3064\u308c\u3066\u3001\u51e6\u7406\u6642\u9593\u304c\u5165\u529b\u306e\u5927\u304d\u3055\u306e2\u4e57\u4ee5\u4e0a\u3067\u5897\u3048\u308b\u7b87\u6240\u3092\u7a81\u304f\u3082\u306e\u3067\u3059\u3002\u52e7\u544a\u306b\u3088\u308b\u3068\u3001\u3069\u308c\u30821\u3064\u306e CPU \u30b3\u30a2\u3092\u9577\u6642\u9593\u4f7f\u3044\u7d9a\u3051\u3055\u305b\u308b\u554f\u984c\u3067\u3001\u60c5\u5831\u306e\u6f0f\u3048\u3044\u3084\u6539\u3056\u3093\u306b\u306f\u3064\u306a\u304c\u308a\u307e\u305b\u3093\u3002\u5f71\u97ff\u306f<strong>\u53ef\u7528\u6027\uff08\u30b5\u30fc\u30d3\u30b9\u304c\u4f7f\u3048\u308b\u72b6\u614b\uff09\u306e\u4f4e\u4e0b<\/strong>\u306b\u9650\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">\u52e7\u544a\u306f\u3001\u5831\u544a\u8005\u304c\u6e2c\u3063\u305f\u6642\u9593\u3092\u8a18\u3057\u3066\u3044\u307e\u3059\u3002CoNLL \u5f62\u5f0f\u306e\u30b3\u30fc\u30d1\u30b9\u306e\u4ef6\u3067\u306f\u3001\u7d04620\u30ad\u30ed\u30d0\u30a4\u30c8\u306e\u7d30\u5de5\u3057\u305f\u30b3\u30fc\u30d1\u30b9\u3067\u7d0410\u79d2\u3001\u6570\u30e1\u30ac\u30d0\u30a4\u30c8\u3067\u6570\u5206\u306b\u9054\u3057\u305f\u3068\u3055\u308c\u307e\u3059\u3002\u69cb\u6587\u6728\u306e\u5909\u63db\u306e\u4ef6\u306f\u7d041.5\u30e1\u30ac\u30d0\u30a4\u30c8\u306e\u5165\u529b\u3067\u7d0414\u79d2\u3001CCG \u306e\u8f9e\u66f8\u306e\u4ef6\u306f\u6570\u30e1\u30ac\u30d0\u30a4\u30c8\u3067\u6570\u5341\u79d2\u3067\u3059\u3002Treebank \u65b9\u5f0f\u306e\u5358\u8a9e\u5206\u5272\u306e\u4ef6\u306f25\u4e076\u5343\u5b57\u3067\u7d046.6\u79d2\u3001\u97f3\u7bc0\u306e\u5206\u5272\u306e\u4ef6\u306f6\u4e074\u5343\u5b57\u306e1\u8a9e\u3067\u7d041.8\u79d2\u3067\u3057\u305f\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">\u6bb5\u968e\u5b9f\u884c\u578b\u306e\u69cb\u6587\u89e3\u6790\u5668\u306e\u4ef6\u306f\u3001\u6027\u8cea\u304c\u9055\u3044\u307e\u3059\u3002\u7d30\u5de5\u3057\u305f\u6587\u6cd5\u3068\u77ed\u3044\u5165\u529b\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u3001<strong>\u51e6\u7406\u304c\u7d42\u308f\u3089\u306a\u304f\u306a\u308b<\/strong>\u3068\u3055\u308c\u307e\u3059\u3002\u52e7\u544a\u306b\u3088\u308b\u3068\u3001\u57fa\u306b\u306a\u308b\u69cb\u6587\u89e3\u6790\u5668\u306b\u306f\u4ee5\u524d\u306e\u4fee\u6b63\u3067\u51e6\u7406\u6642\u9593\u306e\u4e0a\u9650\u304c\u5165\u308a\u307e\u3057\u305f\u304c\u3001\u6bb5\u968e\u5b9f\u884c\u578b\u306f\u305d\u306e\u4e0a\u9650\u3092\u5f15\u304d\u7d99\u3044\u3067\u3044\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u52e7\u544a\u306f\u3001\u3053\u306e\u89e3\u6790\u5668\u304c\u4e3b\u306b\u753b\u9762\u3067\u306e\u5b66\u7fd2\u3084\u78ba\u8a8d\u306b\u4f7f\u3046\u90e8\u54c1\u3067\u3001\u5b9f\u969b\u306b\u5916\u90e8\u306b\u51fa\u3066\u3044\u308b\u7bc4\u56f2\u306f\u57fa\u306e\u89e3\u6790\u5668\u3088\u308a\u72ed\u3044\u3068\u3082\u66f8\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">\u8a08\u7b97\u91cf\u306e6\u4ef6\u304c\u5f71\u97ff\u3059\u308b\u6761\u4ef6\uff1a\u5916\u304b\u3089\u53d7\u3051\u53d6\u3063\u305f\u6587\u7ae0\u30fb\u6728\u30fb\u6587\u6cd5<\/h2>\n\n\n<p class=\"wp-block-paragraph\">6\u4ef6\u306e\u52e7\u544a\u304c\u6319\u3052\u308b\u6761\u4ef6\u306f\u3001\u3069\u308c\u3082\u3001<span class=\"swl-marker\" style=\"background:linear-gradient(transparent 60%,#fff3a3 60%)\">\u5229\u7528\u8005\u3084\u5916\u90e8\u304b\u3089\u53d7\u3051\u53d6\u3063\u305f\u30c7\u30fc\u30bf\u3092\u3001\u8a72\u5f53\u3059\u308b\u51e6\u7406\u306b\u305d\u306e\u307e\u307e\u6e21\u3057\u3066\u3044\u308b\u3053\u3068<\/span>\u3067\u3059\u3002\u5358\u8a9e\u5206\u5272\u3068\u97f3\u7bc0\u306e\u5206\u5272\u306e2\u4ef6\u306f\u3001\u6587\u7ae0\u305d\u306e\u3082\u306e\u304c\u5165\u53e3\u3067\u3059\u3002\u69cb\u6587\u6728\u306e\u5909\u63db\u3068 CoNLL \u5f62\u5f0f\u306e\u8aad\u307f\u8fbc\u307f\u306e2\u4ef6\u306f\u3001\u5916\u90e8\u304b\u3089\u53d7\u3051\u53d6\u3063\u305f\u69cb\u6587\u6728\u3084\u30b3\u30fc\u30d1\u30b9\u304c\u5165\u53e3\u306b\u306a\u308a\u307e\u3059\u3002CCG \u306e\u8f9e\u66f8\u306e\u4ef6\u3068\u6bb5\u968e\u5b9f\u884c\u578b\u306e\u89e3\u6790\u5668\u306e\u4ef6\u306f\u3001\u5916\u90e8\u304b\u3089\u53d7\u3051\u53d6\u3063\u305f\u6587\u6cd5\u3084\u8f9e\u66f8\u3092\u8aad\u307e\u305b\u308b\u5834\u5408\u306b\u9650\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u8d8a\u3057\u306b\u6587\u7ae0\u3092\u53d7\u3051\u4ed8\u3051\u308b\u30a6\u30a7\u30d6\u30b5\u30fc\u30d3\u30b9\u3067\u3001\u6587\u7ae0\u306e\u9577\u3055\u306b\u4e0a\u9650\u304c\u306a\u3044\u307e\u307e\u51e6\u7406\u306b\u56de\u3057\u3066\u3044\u308c\u3070\u3001\u8981\u6c421\u4ef6\u3067 CPU \u306e\u30b3\u30a21\u3064\u3092\u6570\u79d2\u304b\u3089\u6570\u5206\u3075\u3055\u304c\u308c\u307e\u3059\u3002\u8907\u6570\u306e\u52e7\u544a\u306f\u3001\u540c\u6642\u306b\u8907\u6570\u306e\u8981\u6c42\u304c\u6765\u308c\u3070\u51e6\u7406\u3092\u53d7\u3051\u6301\u3064\u4f5c\u696d\u8005\u304c\u3059\u3079\u3066\u57cb\u307e\u308a\u3001\u30b5\u30fc\u30d3\u30b9\u5168\u4f53\u304c\u6b62\u307e\u308a\u3046\u308b\u3068\u66f8\u3044\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3046\u3061\u5358\u8a9e\u5206\u5272\u3068\u97f3\u7bc0\u306e\u5206\u5272\u306e2\u4ef6\u306f\u3001\u3053\u306e\u70b9\u30921\u4ef6\u3042\u305f\u308a\u306e\u6642\u9593\u304b\u3089\u63a8\u5b9a\u3057\u305f\u3082\u306e\u3067\u3001\u5b9f\u969b\u306e\u904b\u7528\u74b0\u5883\u3067\u306f\u8a66\u3057\u3066\u3044\u306a\u3044\u3068\u660e\u8a18\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">NLTK \u306b\u306f\u3001\u6b63\u898f\u8868\u73fe\u306e\u7167\u5408\u306b\u6642\u9593\u306e\u4e0a\u9650\u3092\u8a2d\u3051\u308b\u4ed5\u7d44\u307f\u304c\u3059\u3067\u306b\u3042\u308a\u307e\u3059\u3002\u8a08\u7b97\u91cf\u306e\u52e7\u544a\u306e\u591a\u304f\u306f\u3001\u8a72\u5f53\u3059\u308b\u51e6\u7406\u304c\u6b63\u898f\u8868\u73fe\u3067\u306f\u306a\u304f\u3001Python \u306e\u7d20\u306e\u7e70\u308a\u8fd4\u3057\u51e6\u7406\u3067\u6642\u9593\u3092\u4f7f\u3046\u305f\u3081\u3001<strong>\u305d\u306e\u4e0a\u9650\u304c\u52b9\u304b\u306a\u3044<\/strong>\u3068\u66f8\u3044\u3066\u3044\u307e\u3059\u3002pathsec \u3082\u3001\u30d5\u30a1\u30a4\u30eb\u306e\u5834\u6240\u3092\u5236\u9650\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3001\u51e6\u7406\u306b\u304b\u304b\u308b\u6642\u9593\u306f\u5236\u9650\u3057\u307e\u305b\u3093\u3002<\/p>\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/debono.co.jp\/media\/wp-content\/uploads\/2026\/10\/snyk-agent-scan-mcp-skill-kensa_eyecatch-2-300x173.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/debono.co.jp\/media\/snyk-agent-scan-mcp-skill-kensa\/\">MCP\u30b5\u30fc\u30d0\u30fc\u3084\u30b9\u30ad\u30eb\u306b\u6f5c\u3080\u4e0d\u6b63\u306a\u6307\u793a\u3092\u30c4\u30fc\u30eb\u300cSnyk Agent Scan\u300d\u306f\u3069\u3046\u898b\u629c\u304f\u306e\u304b<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">Snyk Agent Scan\u306f\u3001\u7aef\u672b\u306b\u5165\u3063\u305fAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u63a5\u7d9a\u5148\u3084\u624b\u9806\u66f8\u3092\u6d17\u3044\u51fa\u3057\u3001\u4e0d\u6b63\u306a\u6307\u793a\u3084\u5371\u967a\u306a\u6a29\u9650\u3092\u8abf\u3079\u308b\u30c4\u30fc\u30eb\u3067\u3059\u3002\u691c\u67fb\u3067\u4f55\u304c\u793e\u5916\u3078\u9001\u3089\u308c\u308b\u304b\u3001\u524d\u8eab\u304b\u3089\u306e\u7d4c\u7def\u3001\u5c0e\u5165\u524d\u306b\u6c7a\u3081\u308b\u3079\u304d\u70b9\u3092\u4e00\u6b21\u60c5\u5831\u3067\u6574\u7406\u3057\u307e\u3059\u3002<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n<h2 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u9818\u57df\u306e\u5236\u9650 pathsec\uff1a3.9.4 \u3067\u5165\u308a\u30013.10 \u7cfb\u3067\u65e2\u5b9a\u3067\u6709\u52b9\u306b<\/h2>\n\n\n<p class=\"wp-block-paragraph\">pathsec \u306f\u3001NLTK \u304c\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u304f\u3068\u304d\u3001<strong>\u8a31\u53ef\u3057\u305f\u30c7\u30fc\u30bf\u9818\u57df\u306e\u4e2d\u3060\u3051<\/strong>\u306b\u8aad\u307f\u66f8\u304d\u3092\u9650\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002\u52e7\u544a\u306e\u8a18\u8f09\u306b\u3088\u308b\u3068\u30013.9.4\uff08PyPI \u3078\u306e\u767b\u9332\u306f3\u670824\u65e5\uff09\u3067\u5165\u308a\u30013.9.4 \u3067\u306f\u65e2\u5b9a\u3067\u7121\u52b9\u3067\u3057\u305f\u30028\u67087\u65e5\u306e\u52e7\u544a\u306e1\u4ef6\u306f\u3001\u3053\u306e<strong>\u65e2\u5b9a\u3067\u7121\u52b9\u3060\u3063\u305f\u8a2d\u5b9a<\/strong>\u305d\u306e\u3082\u306e\u3092\u6b20\u9665\u3068\u3057\u3066\u6271\u3044\u30013.10.0 \u3067\u65e2\u5b9a\u304c\u6709\u52b9\u306b\u6539\u3081\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">3.10 \u7cfb\u3067\u306f\u3001\u5916\u90e8\u306e\u30c4\u30fc\u30eb\u306b\u6e21\u3059\u30d5\u30a1\u30a4\u30eb\u306e\u30d1\u30b9\u3092\u691c\u67fb\u3059\u308b\u95a2\u6570\u3084\u3001\u5916\u90e8\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4fe1\u983c\u3067\u304d\u308b\u5834\u6240\u304b\u3089\u3060\u3051\u8d77\u52d5\u3059\u308b\u4ed5\u7d44\u307f\u3082 pathsec \u306b\u52a0\u308f\u308a\u307e\u3057\u305f\u3002\u4eca\u56de\u306e11\u4ef6\u306e\u3046\u30615\u4ef6\u306f\u3001<strong>\u3053\u306e\u65b0\u3057\u3044\u95a2\u6240\u3092\u901a\u3063\u3066\u3044\u306a\u3044\u7b87\u6240<\/strong>\u304c\u6b8b\u3063\u3066\u3044\u305f\u3068\u3044\u3046\u6307\u6458\u3067\u3059\u3002\u307b\u304b\u306e\u30c4\u30fc\u30eb\u306e\u547c\u3073\u51fa\u3057\u53e3\u306b\u306f\u691c\u67fb\u304c\u5165\u3063\u3066\u3044\u308b\u306e\u306b\u3001\u305d\u306e\u7b87\u6240\u3060\u3051\u304c\u691c\u67fb\u3092\u901a\u3089\u305a\u306b\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u3044\u305f\u308a\u3001\u5916\u90e8\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u8d77\u52d5\u3057\u305f\u308a\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u305f\u3081\u3001pathsec \u306e\u5236\u9650\u3092\u8d8a\u3048\u308b\u4ef6\u306f\u3001pathsec \u304c\u50cd\u304f\u7248\u3060\u3051\u3092\u5bfe\u8c61\u306b\u3057\u3066\u3044\u307e\u3059\u3002Bllip \u306e\u69cb\u6587\u89e3\u6790\u5668\u306e\u4ef6\u3068 YCOE \u30b3\u30fc\u30d1\u30b9\u306e\u4ef6\u306f 3.10.0 \u4ee5\u964d\u3001chat80 \u306e\u4ef6\u306f 3.9.4 \u4ee5\u964d\u3067\u3059\u3002\u52e7\u544a\u306e1\u4ef6\u306f\u3001pathsec \u304c\u5165\u308b\u524d\u306e\u7248\u306b\u306f\u300c\u8d8a\u3048\u3089\u308c\u308b\u5883\u754c\u304c\u305d\u3082\u305d\u3082\u306a\u3044\u300d\u3068\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">pathsec \u306e\u5236\u9650\u3092\u8d8a\u3048\u308b4\u4ef6\u306e\u4e2d\u8eab<\/h2>\n\n\n<p class=\"wp-block-paragraph\">Bllip \u306e\u69cb\u6587\u89e3\u6790\u5668\u306e\u4ef6\uff08\u4e2d\u30016.8\uff09\u306f\u3001\u69cb\u6587\u89e3\u6790\u5668\u306b\u6e21\u3059\u30e2\u30c7\u30eb\u306e\u30d1\u30b9\u304c\u3001\u691c\u67fb\u3055\u308c\u306a\u3044\u307e\u307e C \u8a00\u8a9e\u3067\u66f8\u304b\u308c\u305f\u62e1\u5f35\u90e8\u54c1\u306b\u6e21\u3063\u3066\u3044\u305f\u554f\u984c\u3067\u3059\u3002\u5916\u90e8\u306e\u5165\u529b\u3067\u30d1\u30b9\u3092\u6c7a\u3081\u3089\u308c\u308b\u30a2\u30d7\u30ea\u3067\u306f\u3001\u30d7\u30ed\u30bb\u30b9\u304c\u8aad\u3081\u308b\u30d5\u30a1\u30a4\u30eb\u306a\u3089\u3001\u30c7\u30fc\u30bf\u9818\u57df\u306e\u5916\u306e\u3082\u306e\u3067\u3082\u958b\u3044\u3066\u8aad\u307f\u8fbc\u307e\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u3053\u306e\u69cb\u6587\u89e3\u6790\u5668\u306f\u5225\u9014\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u8ffd\u52a0\u306e\u90e8\u54c1\u304c\u5fc5\u8981\u3067\u3001\u52e7\u544a\u306e\u6761\u4ef6\u306f\u3001\u305d\u306e\u90e8\u54c1\u3092\u5165\u308c\u305f\u3046\u3048\u3067\u5916\u90e8\u306e\u5165\u529b\u3092\u30e2\u30c7\u30eb\u306e\u30d1\u30b9\u306b\u4f7f\u3063\u3066\u3044\u308b\u5834\u5408\u3067\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5927\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u5206\u985e\u5668\u306e\u4ef6\uff08\u4e2d\uff09\u306f\u3001\u5b66\u7fd2\u3057\u305f\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u4fdd\u5b58\u30fb\u8aad\u307f\u8fbc\u307f\u3059\u308b\u95a2\u6570\u304c\u3001\u6307\u5b9a\u3055\u308c\u305f\u30d5\u30a9\u30eb\u30c0\u3092\u691c\u67fb\u305b\u305a\u306b\u4f7f\u3063\u3066\u3044\u305f\u554f\u984c\u3067\u3059\u3002\u30c7\u30fc\u30bf\u9818\u57df\u306e\u5916\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u3080\u5074\u3068\u3001\u66f8\u304d\u8fbc\u3080\u5074\u306e\u4e21\u65b9\u306b\u53ca\u3073\u307e\u3059\u3002\u52e7\u544a\u306e\u8a18\u8f09\u3067\u306f\u3001\u8aad\u307f\u8fbc\u307f\u5074\u306e\u4fee\u6b63\u306f 3.9.4 \u4ee5\u964d\u306b\u3059\u3067\u306b\u5165\u3063\u3066\u304a\u308a\u3001\u4fdd\u5b58\u5074\u306e\u4fee\u6b63\u304c 3.10.4 \u3067\u5165\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">\u6b8b\u308b2\u4ef6\u306f\u3001<strong>\u30b7\u30f3\u30dc\u30ea\u30c3\u30af\u30ea\u30f3\u30af<\/strong>\uff08\u5225\u306e\u5834\u6240\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u6307\u3059\u76ee\u5370\u306e\u30d5\u30a1\u30a4\u30eb\uff09\u3092\u4f7f\u3046\u3082\u306e\u3067\u3059\u3002chat80 \u306e\u4ef6\uff08\u4e2d\u30016.5\uff09\u3067\u306f\u3001\u30c7\u30fc\u30bf\u9818\u57df\u306e\u4e2d\u306b\u7f6e\u304b\u308c\u305f\u30ea\u30f3\u30af\u3092\u305f\u3069\u3063\u3066\u3001\u9818\u57df\u306e\u5916\u306b\u3042\u308b SQLite \u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u7167\u4f1a\u3067\u304d\u307e\u3057\u305f\u3002YCOE \u30b3\u30fc\u30d1\u30b9\u306e\u4ef6\uff08\u9ad8\u30017.5\uff09\u3067\u306f\u3001\u30b3\u30fc\u30d1\u30b9\u306e\u4e2d\u306e\u30d5\u30a9\u30eb\u30c0\u306e\u30ea\u30f3\u30af\u304b\u3089\u3001\u305d\u306e\u30b3\u30fc\u30d1\u30b9\u306e\u5916\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u3081\u307e\u3057\u305f\u3002\u305f\u3060\u3057\u8aad\u3081\u308b\u306e\u306f\u30c7\u30fc\u30bf\u9818\u57df\u5168\u4f53\u306e\u5185\u5074\u306b\u9650\u3089\u308c\u3001\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u306e\u3069\u3053\u3067\u3082\u8aad\u3081\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">chat80 \u3068 YCOE \u30b3\u30fc\u30d1\u30b9\u306e2\u4ef6\u306f\u3001\u653b\u6483\u3059\u308b\u5074\u304c<span class=\"swl-marker\" style=\"background:linear-gradient(transparent 60%,#fff3a3 60%)\">\u30a2\u30d7\u30ea\u304c\u30c7\u30fc\u30bf\u9818\u57df\u3068\u3057\u3066\u4fe1\u983c\u3059\u308b\u30d5\u30a9\u30eb\u30c0\u306b\u3001\u30d5\u30a1\u30a4\u30eb\u3092\u7f6e\u3051\u308b\u3053\u3068<\/span>\u3092\u524d\u63d0\u306b\u3057\u3066\u3044\u307e\u3059\u3002<strong>\u8907\u6570\u306e\u5229\u7528\u8005\u3067\u5171\u6709\u3059\u308b\u30b3\u30fc\u30d1\u30b9\u306e\u7f6e\u304d\u5834<\/strong>\u3084\u3001\u5916\u90e8\u304b\u3089\u53d6\u308a\u8fbc\u3093\u3060\u30b3\u30fc\u30d1\u30b9\u304c\u3053\u308c\u306b\u5f53\u305f\u308b\u3068\u52e7\u544a\u306f\u66f8\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">chat80 \u306e\u4ef6\u3067\u8aad\u3081\u308b\u306e\u306f\u3001\u30d7\u30ed\u30bb\u30b9\u306e\u6a29\u9650\u3067\u8aad\u3081\u308b SQLite \u5f62\u5f0f\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u9650\u3089\u308c\u307e\u3059\u3002\u305d\u308c\u4ee5\u5916\u306e\u5f62\u5f0f\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u6307\u3057\u305f\u5834\u5408\u306f\u3001\u30a8\u30e9\u30fc\u306b\u306a\u308b\u3060\u3051\u3067\u4e2d\u8eab\u306f\u6f0f\u308c\u307e\u305b\u3093\u3002\u52e7\u544a\u306f\u3001\u66f8\u304d\u8fbc\u307f\u306e\u7167\u4f1a\u3092\u6e21\u3057\u305f\u5834\u5408\u306b\u3001\u9818\u57df\u5916\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u6a2a\u306b\u4f5c\u696d\u7528\u306e\u30d5\u30a1\u30a4\u30eb\u304c\u3067\u304d\u3046\u308b\u3053\u3068\u306b\u3082\u89e6\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u8d77\u3053\u308a\u3046\u308b\u526f\u4f5c\u7528\u306e\u6307\u6458\u3067\u3001\u4efb\u610f\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u66f8\u304d\u63db\u3048\u3089\u308c\u308b\u3053\u3068\u3092\u793a\u3057\u305f\u3082\u306e\u3067\u306f\u306a\u3044\u3068\u660e\u8a18\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">YCOE \u30b3\u30fc\u30d1\u30b9\u306e\u4ef6\u3067\u52e7\u544a\u306f\u3001\u8907\u6570\u306e\u5229\u7528\u8005\u304c\u4f7f\u3046\u74b0\u5883\u3084\u3001\u30b3\u30fc\u30d1\u30b9\u3092\u81ea\u52d5\u3067\u53d6\u308a\u8fbc\u3080\u74b0\u5883\u3067\u306f\u3001\u5171\u6709\u306e\u30c7\u30fc\u30bf\u9818\u57df\u306b\u3042\u308b\u5225\u306e\u30b3\u30fc\u30d1\u30b9\u3068\u3001<strong>\u30b7\u30b9\u30c6\u30e0\u306e\u4e00\u6642\u30d5\u30a9\u30eb\u30c0<\/strong>\u304c\u8aad\u3081\u308b\u7bc4\u56f2\u306b\u5165\u308b\u3068\u66f8\u3044\u3066\u3044\u307e\u3059\u3002\u5bfe\u8c61\u306e\u7248\u3067\u306f\u3001\u4e00\u6642\u30d5\u30a9\u30eb\u30c0\u304c\u65e2\u5b9a\u3067\u30c7\u30fc\u30bf\u9818\u57df\u306b\u542b\u307e\u308c\u3066\u3044\u305f\u305f\u3081\u3067\u3059\u30023.10.4 \u306e\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8\u306f\u3001\u4e00\u6642\u30d5\u30a9\u30eb\u30c0\u3092\u30c7\u30fc\u30bf\u9818\u57df\u3068\u3057\u3066\u6271\u308f\u306a\u3044\u3053\u3068\u3092\u660e\u8a18\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">Graphviz \u306e\u8d77\u52d5\u306e1\u4ef6\uff1a8\u6708\u306e\u4fee\u6b63\u304c\u6b8b\u3057\u305f\u7d4c\u8def<\/h2>\n\n\n<p class=\"wp-block-paragraph\">\u5916\u90e8\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u8d77\u52d5\u306e\u4ef6\uff08GHSA-7mxv-7h3q-9324\u3001\u9ad8\u30017.8\uff09\u306f\u3001\u4f9d\u5b58\u69cb\u9020\u306e\u56f3\u3092\u753b\u50cf\u306b\u3059\u308b\u95a2\u6570 dot2img \u304c\u3001\u4f5c\u56f3\u30bd\u30d5\u30c8 Graphviz \u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u8d77\u52d5\u3059\u308b\u3068\u304d\u306e\u554f\u984c\u3067\u3059\u3002\u3053\u306e\u95a2\u6570\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5834\u6240\u3092\u540d\u524d\u3067\u63a2\u3057\u305f\u3046\u3048\u3067\u3001pathsec \u306e\u300c\u4fe1\u983c\u6e08\u307f\u5b9f\u884c\u300d\u306e\u4ed5\u7d44\u307f\u3092\u901a\u3055\u305a\u306b\u8d77\u52d5\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u3053\u306e\u4ed5\u7d44\u307f\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3068\u305d\u306e\u30d5\u30a9\u30eb\u30c0\u304c\u4ed6\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u304b\u3089\u66f8\u304d\u63db\u3048\u3089\u308c\u306a\u3044\u304b\u3092\u78ba\u304b\u3081\u3001\u5b50\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u6e21\u3059\u74b0\u5883\u5909\u6570\u3092\u6574\u7406\u3059\u308b\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">\u52e7\u544a\u304c\u6319\u3052\u308b\u6761\u4ef6\u306f\u3001UNIX \u7cfb\uff08POSIX\uff09\u306e\u7aef\u672b\u3067\u3001\u653b\u6483\u3059\u308b\u5074\u304c\u540c\u3058\u7aef\u672b\u306e\u6a29\u9650\u306e\u4f4e\u3044\u5229\u7528\u8005\u3068\u3057\u3066\u3001\u88ab\u5bb3\u8005\u306e\u691c\u7d22\u30d1\u30b9\u4e0a\u306b\u3042\u308b<strong>\u4ed6\u4eba\u3082\u66f8\u304d\u8fbc\u3081\u308b\u30d5\u30a9\u30eb\u30c0<\/strong>\u306b\u30d5\u30a1\u30a4\u30eb\u3092\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002\u52e7\u544a\u306f\u3001\u30d1\u30c3\u30b1\u30fc\u30b8\u7ba1\u7406\u306e Homebrew \u306e\u30d5\u30a9\u30eb\u30c0\u304c\u3001\u540c\u3058\u30b0\u30eb\u30fc\u30d7\u306e\u5229\u7528\u8005\u304b\u3089\u66f8\u304d\u8fbc\u3081\u308b\u8a2d\u5b9a\u306b\u306a\u3063\u3066\u3044\u308b\u4f8b\u3092\u6319\u3052\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u72b6\u614b\u3067\u88ab\u5bb3\u8005\u304c\u56f3\u3092\u63cf\u304f\u3068\u3001\u7f6e\u304b\u308c\u305f\u507d\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u88ab\u5bb3\u8005\u306e\u6a29\u9650\u3067\u52d5\u304d\u307e\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">\u52e7\u544a\u306b\u3088\u308b\u3068\u3001Jupyter \u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3067\u306f\u3001\u4f9d\u5b58\u69cb\u9020\u306e\u7d50\u679c\u3092\u8868\u793a\u3059\u308b\u3060\u3051\u3067\u56f3\u306e\u4f5c\u6210\u304c\u81ea\u52d5\u3067\u547c\u3070\u308c\u307e\u3059\u3002NLTK \u3078\u306e\u5165\u529b\u3092\u64cd\u308b\u5fc5\u8981\u306f\u306a\u3044\u3068\u3082\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002CVSS \u306e\u8a55\u4fa1\u306f\u3001\u653b\u6483\u3059\u308b\u5074\u304c\u7aef\u672b\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u524d\u63d0\u3068\u3059\u308b\u300c\u30ed\u30fc\u30ab\u30eb\u300d\u3067\u3059\u3002\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5411\u3053\u3046\u304b\u3089\u76f4\u63a5\u7a81\u3051\u308b\u6b20\u9665\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">8\u670811\u65e5\u306e\u52e7\u544a GHSA-6hwm-xvph-95vm \u3068\u306e\u95a2\u4fc2<\/h2>\n\n\n<p class=\"wp-block-paragraph\">Graphviz \u306e\u8d77\u52d5\u3092\u3081\u3050\u3063\u3066\u306f\u30018\u670811\u65e5\u306b\u3082\u52e7\u544a GHSA-6hwm-xvph-95vm\uff08CVE-2026-78680\u3001\u9ad8\uff09\u304c\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002\u3053\u306e\u52e7\u544a\u306f\u3001\u540c\u3058 dot2img \u3092\u542b\u30802\u304b\u6240\u304c\u4f5c\u56f3\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u7d20\u306e\u540d\u524d\u3067\u8d77\u52d5\u3057\u3066\u304a\u308a\u3001Windows \u3067\u306f\u4f5c\u696d\u4e2d\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u3042\u308b\u540c\u3058\u540d\u524d\u306e\u30d5\u30a1\u30a4\u30eb\u304c\u52d5\u3044\u3066\u3057\u307e\u3046\u3068\u6307\u6458\u3057\u307e\u3057\u305f\u3002\u5bfe\u8c61\u306f 3.10.2 \u4ee5\u524d\u3001\u4fee\u6b63\u7248\u306f 3.10.3 \u3067\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">8\u6708\u306e\u52e7\u544a\u306f\u3001\u4fee\u6b63\u306e\u7bc4\u56f2\u3082\u66f8\u3044\u3066\u3044\u307e\u3057\u305f\u3002\u4f5c\u696d\u4e2d\u306e\u30d5\u30a9\u30eb\u30c0\u3084\u76f8\u5bfe\u7684\u306a\u5834\u6240\u306b\u7f6e\u304b\u308c\u305f\u30d5\u30a1\u30a4\u30eb\u306f\u62d2\u3080\u3088\u3046\u306b\u3057\u305f\u4e00\u65b9\u3001\u691c\u7d22\u30d1\u30b9\u306b\u5165\u3063\u3066\u3044\u308b\u4ed6\u4eba\u3082\u66f8\u304d\u8fbc\u3081\u308b\u7d76\u5bfe\u7684\u306a\u5834\u6240\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u3064\u3044\u3066\u306f\u3001<strong>\u5bfe\u8c61\u306e\u5916<\/strong>\u3068\u5224\u65ad\u3057\u3066\u3044\u307e\u3059\u3002\u7406\u7531\u306f\u3001\u691c\u7d22\u30d1\u30b9\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u66f8\u304d\u8fbc\u3081\u308b\u653b\u6483\u8005\u306f\u3001NLTK \u3068\u95a2\u4fc2\u306a\u304f\u305d\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4e57\u3063\u53d6\u308c\u308b\u304b\u3089\u3068\u3044\u3046\u3082\u306e\u3067\u3057\u305f\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">10\u670826\u65e5\u306e\u52e7\u544a\u306f\u3001\u3061\u3087\u3046\u3069\u3053\u306e\u5bfe\u8c61\u5916\u3068\u3055\u308c\u305f\u7d4c\u8def\u3092\u6271\u3063\u3066\u3044\u307e\u3059\u3002\u52e7\u544a\u306f\u30018\u6708\u306e\u4fee\u6b63\u3067\u4fe1\u983c\u6e08\u307f\u5b9f\u884c\u306e\u4ed5\u7d44\u307f\u306b\u4e57\u3063\u305f\u306e\u306f\u96a3\u306e\u5225\u306e\u547c\u3073\u51fa\u3057\u53e3\u3060\u3051\u3067\u3001dot2img \u306f\u4fee\u6b63\u306e\u4e00\u90e8\u3057\u304b\u53d7\u3051\u3066\u3044\u306a\u304b\u3063\u305f\u3068\u66f8\u304d\u307e\u3057\u305f\u30023.10.4 \u306e\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8\u306f\u3001\u8d77\u52d5\u3059\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3068\u305d\u306e\u30d5\u30a9\u30eb\u30c0\u3001\u6e21\u3059\u30e2\u30c7\u30eb\u3084\u30c7\u30fc\u30bf\u306e\u30d5\u30a1\u30a4\u30eb\u304c<span class=\"swl-marker\" style=\"background:linear-gradient(transparent 60%,#fff3a3 60%)\">\u4ed6\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u304b\u3089\u66f8\u304d\u8fbc\u3081\u306a\u3044\u3053\u3068\u3092\u8d77\u52d5\u306e\u6761\u4ef6\u306b\u3057\u305f<\/span>\u3068\u660e\u8a18\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">\u52e7\u544a\u306e\u672c\u6587\u306b\u306f9\u670828\u65e5\u6642\u70b9\u306e\u300c\u672a\u4fee\u6b63\u300d\u306e\u8a18\u9332\u304c\u6b8b\u308b<\/h2>\n\n\n<p class=\"wp-block-paragraph\">11\u4ef6\u306e\u52e7\u544a\u306e\u591a\u304f\u306f\u3001\u672b\u5c3e\u306b\u300c\u4fee\u6b63\u306e\u72b6\u6cc1\uff082026-09-28\uff09\u300d\u3068\u3044\u3046\u7bc0\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u30029\u670828\u65e5\u6642\u70b9\u306e\u8a18\u9332\u3067\u3001\u3069\u306e\u4fee\u6b63\u304c\u3069\u306e\u5909\u66f4\u306e\u63d0\u6848\u306b\u5165\u308a\u3001\u958b\u767a\u7528\u306e\u679d\u306b\u53d6\u308a\u8fbc\u307e\u308c\u305f\u304b\u3069\u3046\u304b\u304c\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u6642\u70b9\u3067\u306f\u3001\u8a08\u7b97\u91cf\u306e\u653b\u6483\u306e\u5927\u534a\u3084 Graphviz \u306e\u4ef6\u3001\u30b7\u30f3\u30dc\u30ea\u30c3\u30af\u30ea\u30f3\u30af\u306e2\u4ef6\u304c\u300c\u4f5c\u696d\u4e2d\u300d\u3068\u3055\u308c\u3001\u3059\u3079\u3066\u306b<strong>\u300c\u30ea\u30ea\u30fc\u30b9\u306f\u307e\u3060\u306a\u3044\u300d<\/strong>\u3068\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">\u5831\u544a\u8005\u304c\u66f8\u3044\u305f\u672c\u6587\u306e\u300c\u5f71\u97ff\u3092\u53d7\u3051\u308b\u7248\u300d\u306e\u7bc0\u306b\u3082\u3001\u300c\u4fee\u6b63\u306e\u72b6\u6cc1\uff1a\u672a\u4fee\u6b63\u300d\u300c\u6700\u65b0\u306e\u78ba\u8a8d\u7248\uff1a3.10.3\u300d\u3068\u3044\u3046\u8a18\u8f09\u304c\u6b8b\u3063\u3066\u3044\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001\u5404\u52e7\u544a\u306e\u300c\u4fee\u6b63\u3055\u308c\u305f\u7248\u300d\u306e\u6b04\u306f 3.10.4 \u3067\u3059\u30023.10.4 \u306e\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8\u306b\u306f\u30019\u670828\u65e5\u6642\u70b9\u3067\u4f5c\u696d\u4e2d\u3068\u3055\u308c\u305f\u5909\u66f4\u306e\u591a\u304f\u304c\u3001\u52e7\u544a\u306e\u756a\u53f7\u4ed8\u304d\u3067\u4e26\u3093\u3067\u3044\u307e\u3059\u3002CoNLL \u5f62\u5f0f\u306e\u8aad\u307f\u8fbc\u307f\u3001CCG \u306e\u8f9e\u66f8\u3001\u69cb\u6587\u6728\u306e\u5909\u63db\u3001chat80 \u306e\u7167\u4f1a\u3001Bllip \u306e\u69cb\u6587\u89e3\u6790\u5668\u306e\u4ef6\u306a\u3069\u3067\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">\u52e7\u544a\u306e\u672c\u6587\u306b\u306f\u3001\u5831\u544a\u3092\u53d7\u3051\u3066\u975e\u516c\u958b\u3067\u4fee\u6b63\u3092\u9032\u3081\u3066\u3044\u305f\u6642\u671f\u306e\u8a18\u9332\u304c\u3001\u305d\u306e\u307e\u307e\u6b8b\u3063\u3066\u3044\u307e\u3059\u3002\u52e7\u544a\u3092\u8aad\u3080\u3068\u304d\u306f\u3001<span class=\"swl-marker\" style=\"background:linear-gradient(transparent 60%,#cfe9ff 60%)\">\u672c\u6587\u306e\u300c\u672a\u4fee\u6b63\u300d\u3067\u306f\u306a\u304f\u3001\u300c\u4fee\u6b63\u3055\u308c\u305f\u7248\u300d\u306e\u6b04\u304c\u73fe\u5728\u306e\u72b6\u614b<\/span>\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u52e7\u544a\u306e\u4e2d\u306b\u306f\u691c\u8a3c\u7528\u306e\u4f8b\u3084\u653b\u6483\u306e\u6d41\u308c\u306e\u8aac\u660e\u3082\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u305d\u306e\u4e2d\u8eab\u306f\u6271\u3044\u307e\u305b\u3093\u3002<\/p>\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/debono.co.jp\/media\/wp-content\/uploads\/2026\/10\/deepseek-harness-kigyo_eyecatch-1-300x173.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/debono.co.jp\/media\/deepseek-harness-kigyo\/\">\u30e2\u30c7\u30eb\u63d0\u4f9b\u5143\u306eAI\u57fa\u76e4\u3092\u4f7f\u3046\u4f01\u696d\u304c\u77e5\u3063\u3066\u304a\u304d\u305f\u3044OSS\u300cDeepSeek Harness\u300d\u306e\u78ba\u8a8d\u70b9<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">DeepSeek Harness\u306f\u3001\u30e2\u30c7\u30eb\u63d0\u4f9b\u5143\u306eDeepSeek AI\u304c\u516c\u958b\u3057\u3066\u3044\u308bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u57fa\u76e4\u3067\u3059\u3002\u3059\u3079\u3066\u304c\u30d7\u30e9\u30b0\u30a4\u30f3\u3068\u3044\u3046\u8a2d\u8a08\u3001\u5b9f\u884c\u306e\u56f2\u3044\u3068\u627f\u8a8d\u3001\u5916\u90e8\u3078\u51fa\u308b\u901a\u4fe1\u3001\u30d7\u30e9\u30b0\u30a4\u30f3\u306e\u51fa\u3069\u3053\u308d\u3092\u3001\u4e00\u6b21\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u6574\u7406\u3057\u307e\u3059\u3002<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n<h2 class=\"wp-block-heading\">\u5831\u544a\u8005\uff1a11\u4ef6\u306e\u3046\u306110\u4ef6\u306f\u540c\u3058\u7814\u7a76\u8005<\/h2>\n\n\n<p class=\"wp-block-paragraph\">11\u4ef6\u306e\u3046\u306110\u4ef6\u306f\u3001GitHub \u306e2\u3064\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\uff08manus-pi \u3068 manus-use\uff09\u306e\u540d\u524d\u3067\u5831\u544a\u8005\u3068\u3057\u3066\u8a18\u9332\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u672c\u6587\u306e\u7f72\u540d\u306f\u3044\u305a\u308c\u3082\u300czx\u300d\u3067\u30019\u670829\u65e5\u306e\u52e7\u544a\u3067\u306f\u300czx\uff08Jace\uff09\u300d\u3068\u540d\u4e57\u3063\u3066\u3044\u307e\u3059\u30023.10.4 \u306e\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8\u306e\u8b1d\u8f9e\u306b\u3082 Jace \u306e\u540d\u524d\u304c\u3042\u308a\u307e\u3059\u30029\u670829\u65e5\u306b\u516c\u958b\u3055\u308c\u305f\u5916\u90e8\u306e\u5206\u985e\u5668 Weka \u306e\u4ef6\u3082\u3001\u540c\u3058\u5831\u544a\u8005\u306b\u3088\u308b\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">\u6b8b\u308b1\u4ef6\u3001\u6700\u5927\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u5206\u985e\u5668\u306e\u4ef6\u306f\u3001\u5225\u306e\u5831\u544a\u8005\uff08F0DH1L\uff09\u306b\u3088\u308b\u3082\u306e\u3067\u3059\u3002\u5831\u544a\u8005\u306f\u52e7\u544a\u306e\u4e2d\u3067\u3001\u3053\u306e\u6b20\u9665\u306f\u3082\u3068\u3082\u3068\u8106\u5f31\u6027\u306e\u5831\u5968\u91d1\u306e\u4ed5\u7d44\u307f Huntr \u3092\u901a\u3058\u3066\u5831\u544a\u3057\u3001\u53d7\u7406\u3055\u308c\u3066750\u30c9\u30eb\u306e\u5831\u5968\u91d1\u3092\u53d7\u3051\u53d6\u3063\u305f\u3068\u66f8\u3044\u3066\u3044\u307e\u3059\u3002Huntr \u304c\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u5831\u5968\u91d1\u306e\u53d7\u4ed8\u3092\u7d42\u3048\u305f\u305f\u3081\u3001GitHub \u3067\u5831\u544a\u3057\u76f4\u3057\u305f\u3068\u3044\u3046\u7d4c\u7def\u3067\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">\u5831\u544a\u8005\u306f\u3001Huntr \u306e\u6642\u70b9\u3067 CVE \u306e\u756a\u53f7\u304c\u4e88\u7d04\u3055\u308c\u305f\u3068\u66f8\u304d\u3001\u305d\u306e\u756a\u53f7\u3092\u5f15\u304d\u7d99\u3050\u3088\u3046\u6c42\u3081\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u52e7\u544a\u306e CVE \u306e\u6b04\u306f\u7a7a\u306e\u307e\u307e\u3067\u3001<strong>\u756a\u53f7\u304c\u5b9f\u969b\u306b\u5272\u308a\u5f53\u3066\u3089\u308c\u308b\u304b\u306f\u793a\u3055\u308c\u3066\u3044\u307e\u305b\u3093<\/strong>\u3002\u307b\u304b\u306e10\u4ef6\u306b\u3082 CVE \u306e\u756a\u53f7\u306f\u4ed8\u3044\u3066\u304a\u3089\u305a\u3001\u52e7\u544a\u306e\u6587\u9762\u304b\u3089\u306f\u3001\u756a\u53f7\u3092\u7533\u8acb\u3057\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3082\u5206\u304b\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">2026\u5e74\u306e\u52e7\u544a\u306f48\u4ef6\uff1a3\u6708\u30fb6\u6708\u30fb8\u6708\u30fb9\u6708\u30fb10\u6708<\/h2>\n\n\n<p class=\"wp-block-paragraph\">NLTK \u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u52e7\u544a\u306f\u30012021\u5e7412\u6708\u306e1\u4ef6\u3092\u9664\u304f\u3068\u3001\u3059\u3079\u30662026\u5e74\u306b\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3059\u300210\u670826\u65e5\u307e\u3067\u306e2026\u5e74\u5206\u306f<span class=\"swl-marker\" style=\"background:linear-gradient(transparent 60%,#fff3a3 60%)\">48\u4ef6<\/span>\u3067\u3001\u6df1\u523b\u5ea6\u306e\u5185\u8a33\u306f\u7dca\u60253\u4ef6\u3001\u9ad829\u4ef6\u3001\u4e2d15\u4ef6\u3001\u4f4e1\u4ef6\u3067\u3059\u30023\u670818\u65e5\u306b4\u4ef6\u30016\u670811\u65e5\u306b5\u4ef6\u304c\u51fa\u305f\u5f8c\u30018\u67087\u65e5\u30fb11\u65e5\u30fb12\u65e5\u306e3\u65e5\u9593\u306727\u4ef6\u304c\u516c\u958b\u3055\u308c\u307e\u3057\u305f\u30029\u670829\u65e5\u306b1\u4ef6\u3001\u305d\u3057\u306610\u670826\u65e5\u306e11\u4ef6\u304c\u7d9a\u304d\u307e\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">8\u6708\u306e27\u4ef6\u306b\u306f\u3001\u7dca\u6025\u306e3\u4ef6\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3057\u305f\u3002\u30e2\u30c7\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u306b\u4f7f\u3046\u76f4\u5217\u5316\u306e\u5f62\u5f0f\uff08pickle\uff09\u304b\u3089\u4efb\u610f\u306e\u30b3\u30fc\u30c9\u304c\u52d5\u304f2\u4ef6\u3068\u3001Java \u3092\u4f7f\u3046 Stanford \u306e\u89e3\u6790\u5668\u306e\u547c\u3073\u51fa\u3057\u3067\u8d77\u52d5\u306e\u5f15\u6570\u3092\u5dee\u3057\u8fbc\u3081\u308b1\u4ef6\u3067\u3001\u4fee\u6b63\u306f 3.10.0 \u3068 3.10.3 \u3067\u3059\u30026\u6708\u30688\u6708\u306e\u52e7\u544a\u306b\u306f\u3001\u30c7\u30fc\u30bf\u9818\u57df\u306e\u5916\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u3081\u308b\u554f\u984c\u3001\u30b7\u30f3\u30dc\u30ea\u30c3\u30af\u30ea\u30f3\u30af\u3067\u5236\u9650\u3092\u8d8a\u3048\u308b\u554f\u984c\u3001\u8a08\u7b97\u91cf\u306e\u653b\u6483\u304c\u591a\u304f\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u306e11\u4ef6\u306f\u3001\u540c\u3058\u7a2e\u985e\u306e\u554f\u984c\u306e\u7d9a\u304d\u306b\u3042\u305f\u308a\u307e\u3059\u30028\u6708\u306e\u52e7\u544a\u3067\u76f4\u3055\u308c\u305f\u7b87\u6240\u306e\u96a3\u306e\u547c\u3073\u51fa\u3057\u53e3\u3084\u3001\u4fee\u6b63\u306e\u5bfe\u8c61\u304b\u3089\u5916\u308c\u3066\u3044\u305f\u7b87\u6240\u304c\u3001\u6539\u3081\u3066\u5831\u544a\u3055\u308c\u307e\u3057\u305f\u30023.10.4 \u306e\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8\u306f\u5192\u982d\u3067\u3001\u30d5\u30a1\u30a4\u30eb\u306e\u30d1\u30b9\u30fb\u5c55\u958b\u30fb\u53d6\u5f97\u30fb\u5916\u90e8\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u8d77\u52d5\u306e\u3059\u3079\u3066\u30921\u3064\u306e\u5236\u9650\u306e\u4ed5\u7d44\u307f\u306b\u901a\u3059\u3088\u3046\u306b\u3057\u305f\u3068\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">\u5f71\u97ff\u3092\u53d7\u3051\u308b\u7248\u3068\u4f7f\u3044\u65b9<\/h2>\n\n\n<p class=\"wp-block-paragraph\">\u5bfe\u8c61\u306e\u7248\u306f\u300111\u4ef6\u3068\u3082 <strong>3.10.3 \u4ee5\u524d<\/strong>\u3067\u3059\u3002PyPI \u306e\u8a18\u9332\u3067\u306f\u30013.10.3 \u306f8\u670812\u65e5\u30013.10.4 \u306f10\u670821\u65e5\u306b\u767b\u9332\u3055\u308c\u307e\u3057\u305f\u30023.10.4 \u3092\u5165\u308c\u308b\u524d\u306e\u74b0\u5883\u306f\u3001\u3059\u3079\u306611\u4ef6\u306e\u3044\u305a\u308c\u304b\u306e\u5bfe\u8c61\u306e\u7248\u306b\u5165\u308a\u307e\u3059\u30023.10.4 \u304c\u52d5\u304f Python \u306f 3.10 \u4ee5\u964d\u3067\u3001\u3053\u308c\u306f 3.9.4 \u4ee5\u964d\u306e\u7248\u3068\u540c\u3058\u3067\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">\u3069\u306e\u4ef6\u304c\u5f71\u97ff\u3059\u308b\u304b\u306f\u3001NLTK \u306e\u4f7f\u3044\u65b9\u3067\u5909\u308f\u308a\u307e\u3059\u3002\u52e7\u544a\u306e\u6761\u4ef6\u3092\u4f7f\u3044\u65b9\u3067\u307e\u3068\u3081\u308b\u3068\u3001\u5916\u90e8\u304b\u3089\u53d7\u3051\u53d6\u3063\u305f\u6587\u7ae0\u3092\u5358\u8a9e\u3084\u97f3\u7bc0\u306b\u5206\u3051\u308b\u30b5\u30fc\u30d3\u30b9\u306f\u3001\u8a08\u7b97\u91cf\u306e2\u4ef6\u306e\u6761\u4ef6\u306b\u5f53\u305f\u308a\u307e\u3059\u3002\u5916\u90e8\u304b\u3089\u53d7\u3051\u53d6\u3063\u305f\u69cb\u6587\u6728\u30fb\u30b3\u30fc\u30d1\u30b9\u30fb\u6587\u6cd5\u3092\u8aad\u307f\u8fbc\u3080\u51e6\u7406\u306f\u3001\u8a08\u7b97\u91cf\u306e\u6b8b\u308b4\u4ef6\u306e\u6761\u4ef6\u3067\u3059\u3002\u5916\u90e8\u306e\u5165\u529b\u3067\u30e2\u30c7\u30eb\u3084\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u30d1\u30b9\u3092\u6c7a\u3081\u308b\u51e6\u7406\u306f\u3001Bllip \u306e\u69cb\u6587\u89e3\u6790\u5668\u3068\u6700\u5927\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u5206\u985e\u5668\u306e\u4ef6\u306b\u5f53\u305f\u308a\u307e\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u9818\u57df\u3092\u8907\u6570\u306e\u5229\u7528\u8005\u3067\u5171\u6709\u3057\u3066\u3044\u308b\u74b0\u5883\u3084\u3001\u5916\u90e8\u306e\u30b3\u30fc\u30d1\u30b9\u3092\u53d6\u308a\u8fbc\u3093\u3067\u3044\u308b\u74b0\u5883\u306f\u3001\u30b7\u30f3\u30dc\u30ea\u30c3\u30af\u30ea\u30f3\u30af\u306e2\u4ef6\u306e\u6761\u4ef6\u306b\u5f53\u305f\u308a\u307e\u3059\u3002\u8907\u6570\u306e\u5229\u7528\u8005\u304c\u540c\u3058 UNIX \u7cfb\u306e\u7aef\u672b\u3092\u4f7f\u3044\u3001Graphviz \u3067\u56f3\u3092\u63cf\u304f\u74b0\u5883\u306f\u3001\u5916\u90e8\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u8d77\u52d5\u306e\u4ef6\u306e\u6761\u4ef6\u3067\u3059\u3002\u4e00\u65b9\u3067\u3001\u6c7a\u307e\u3063\u305f\u6587\u66f8\u3060\u3051\u3092\u793e\u5185\u3067\u51e6\u7406\u3059\u308b\u4f7f\u3044\u65b9\u3067\u306f\u3001\u52e7\u544a\u306e\u6319\u3052\u308b\u6761\u4ef6\u306b\u5f53\u305f\u308b\u4ef6\u306f\u9650\u3089\u308c\u307e\u3059\u3002AI\u306e\u524d\u51e6\u7406\u3067 NLTK \u3092\u4f7f\u3046\u5834\u5408\u3082\u3001<span class=\"swl-marker\" style=\"background:linear-gradient(transparent 60%,#fff3a3 60%)\">\u5916\u90e8\u304b\u3089\u96c6\u3081\u305f\u6587\u7ae0\u3092\u3069\u306e\u51e6\u7406\u306b\u6e21\u3057\u3066\u3044\u308b\u304b<\/span>\u3067\u5bfe\u8c61\u304c\u5909\u308f\u308a\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">\u73fe\u6642\u70b9\u3067\u5206\u304b\u3063\u3066\u3044\u306a\u3044\u3053\u3068<\/h2>\n\n\n<p class=\"wp-block-paragraph\">10\u670827\u65e5\u6642\u70b9\u3067\u3001\u52e7\u544a\u3068\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8\u304b\u3089\u306f\u6b21\u306e\u70b9\u304c\u5206\u304b\u308a\u307e\u305b\u3093\u3002\u307e\u305a\u3001<strong>\u5b9f\u969b\u306b\u60aa\u7528\u3055\u308c\u305f\u304b\u3069\u3046\u304b<\/strong>\u3067\u3059\u300211\u4ef6\u306e\u52e7\u544a\u306f\u3001\u60aa\u7528\u306e\u6709\u7121\u306b\u89e6\u308c\u3066\u3044\u307e\u305b\u3093\u3002\u8a08\u7b97\u91cf\u306e\u653b\u6483\u304c\u540c\u6642\u306e\u8981\u6c42\u3067\u30b5\u30fc\u30d3\u30b9\u3092\u6b62\u3081\u3046\u308b\u3068\u3044\u3046\u8a18\u8ff0\u3082\u3001\u5831\u544a\u8005\u306e\u63a8\u5b9a\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">\u6b21\u306b\u3001CVE \u306e\u756a\u53f7\u3067\u3059\u300211\u4ef6\u3068\u3082 CVE \u306e\u6b04\u306f\u7a7a\u3067\u3001\u6700\u5927\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u5206\u985e\u5668\u306e\u4ef6\u3067\u5831\u544a\u8005\u304c\u5f15\u304d\u7d99\u304e\u3092\u6c42\u3081\u305f\u756a\u53f7\u3082\u53cd\u6620\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002\u5bfe\u8c61\u306e\u7248\u306e\u4e0b\u9650\u3082\u3001\u534a\u6570\u4ee5\u4e0a\u306e\u52e7\u544a\u3067\u8abf\u3079\u3089\u308c\u3066\u304a\u3089\u305a\u3001\u3069\u306e\u7248\u304b\u3089\u554f\u984c\u304c\u3042\u3063\u305f\u304b\u306f\u5206\u304b\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u3001NLTK \u306e\u5229\u7528\u8005\u306e\u3046\u3061\u3001\u5916\u90e8\u306e\u5165\u529b\u3092\u8a72\u5f53\u3059\u308b\u51e6\u7406\u306b\u6e21\u3057\u3066\u3044\u308b\u74b0\u5883\u304c\u3069\u308c\u3060\u3051\u3042\u308b\u304b\u3082\u5206\u304b\u3063\u3066\u3044\u307e\u305b\u3093\u3002\u52e7\u544a\u306e\u672c\u6587\u3084\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8\u306b\u306f\u3001\u307e\u3060\u516c\u958b\u3055\u308c\u3066\u3044\u306a\u3044\u5225\u306e\u52e7\u544a\u306e\u756a\u53f7\u3082\u3044\u304f\u3064\u304b\u51fa\u3066\u304d\u307e\u3059\u3002\u305d\u308c\u3089\u304c\u4eca\u5f8c\u516c\u958b\u3055\u308c\u308b\u304b\u30013.10.4 \u3067\u76f4\u3063\u3066\u3044\u308b\u304b\u306f\u793a\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002\u4e3b\u8981\u306a\u30e1\u30c7\u30a3\u30a2\u304c\u4eca\u56de\u306e11\u4ef6\u3092\u5831\u3058\u305f\u8a18\u4e8b\u3082\u3001\u540c\u3058\u6642\u70b9\u3067\u306f\u78ba\u8a8d\u3067\u304d\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">\u958b\u767a\u30c1\u30fc\u30e0\u304c\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8\u3067\u793a\u3057\u305f\u3053\u3068<\/h2>\n\n\n<p class=\"wp-block-paragraph\">11\u4ef6\u306e\u52e7\u544a\u304c\u793a\u3059\u4fee\u6b63\u7248\u306f 3.10.4 \u3067\u3001\u958b\u767a\u30c1\u30fc\u30e0\u306f\u66f4\u65b0\u3092\u4fee\u6b63\u306e\u624b\u6bb5\u3068\u3057\u3066\u3044\u307e\u3059\u300211\u4ef6\u306e\u4e2d\u3067\u30013.10.3 \u4ee5\u524d\u306e\u7248\u306b\u5411\u3051\u305f\u500b\u5225\u306e\u4fee\u6b63\u306f\u793a\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u30023.10.4 \u306e\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8\u306b\u306f\u3001\u300c\u6c17\u3065\u304f\u304b\u3082\u3057\u308c\u306a\u3044\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u5909\u66f4\u300d\u3068\u3044\u3046\u898b\u51fa\u3057\u3067\u3001\u5229\u7528\u8005\u306e\u52d5\u4f5c\u304c\u5909\u308f\u308a\u3046\u308b\u70b9\u304c\u4e26\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8\u306b\u3088\u308b\u3068\u3001\u5236\u9650\u306b\u89e6\u308c\u305f\u51e6\u7406\u306f\u3059\u3079\u3066\u300cSecurity 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