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class=\"wp-block-heading\">\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebAI\u306e\u53f0\u982d<\/h3>\n\n\n\n<p>\u3053\u308c\u307e\u3067\u306e\u30c6\u30ad\u30b9\u30c8\u4e2d\u5fc3\u306eAI\u304b\u3089\u4e00\u6b69\u9032\u307f\u3001\u753b\u50cf\u30fb\u97f3\u58f0\u30fb\u52d5\u753b\u30fb\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u306a\u3069\u591a\u69d8\u306a\u60c5\u5831\u3092\u540c\u6642\u306b\u7406\u89e3\u30fb\u751f\u6210\u3067\u304d\u308b\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebAI\u3078\u306e\u79fb\u884c\u304c\u4e00\u5c64\u52a0\u901f\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u5efa\u8a2d\u73fe\u5834\u3067\u306f\u56f3\u9762\u30c7\u30fc\u30bf\u3068\u73fe\u5834\u5199\u771f\u3092\u7167\u5408\u3057\u3001\u9032\u6357\u5831\u544a\u3092\u81ea\u52d5\u3067\u4f5c\u6210\u3059\u308b\u4e8b\u4f8b\u304c\u5897\u52a0\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u5c0f\u58f2\u696d\u754c\u3067\u306f\u9867\u5ba2\u306e\u8cfc\u8cb7\u5c65\u6b74\u3068\u5e97\u8217\u5185\u306e\u30ab\u30e1\u30e9\u6620\u50cf\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u3088\u308a\u7cbe\u5ea6\u306e\u9ad8\u3044\u8ca9\u58f2\u4e88\u6e2c\u3092\u5b9f\u73fe\u3059\u308b\u30b1\u30fc\u30b9\u3082\u767b\u5834\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u3053\u3046\u3057\u305f\u6280\u8853\u306e\u9032\u5316\u306f\u3001\u696d\u52d9\u52b9\u7387\u5316\u3068\u9ad8\u5ea6\u306a\u610f\u601d\u6c7a\u5b9a\u652f\u63f4\u3092\u540c\u6642\u306b\u53ef\u80fd\u306b\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u696d\u754c\u3067\u306e\u6d3b\u7528\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">RAG\uff08Retrieval-Augmented Generation\uff09\u306e\u666e\u53ca<\/h3>\n\n\n\n<p>RAG\u306f\u5916\u90e8\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u793e\u5185\u6587\u66f8\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u691c\u7d22\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u751f\u6210AI\u306e\u56de\u7b54\u306b\u53cd\u6620\u3055\u305b\u308b\u6280\u8853\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>\u3053\u308c\u306b\u3088\u308a\u3001\u6700\u65b0\u304b\u3064\u793e\u5185\u56fa\u6709\u306e\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u9ad8\u7cbe\u5ea6\u306a\u56de\u7b54\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u696d\u52d9\u52b9\u7387\u5316\u306b\u5927\u304d\u304f\u8ca2\u732e\u3057\u3066\u3044\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p>\u7279\u306b\u30ca\u30ec\u30c3\u30b8\u691c\u7d22\u3084FAQ\u306e\u81ea\u52d5\u5fdc\u7b54\u3001\u6cd5\u4ee4\u89e3\u8aac\u306a\u3069\u306e\u5206\u91ce\u3067\u5c0e\u5165\u52b9\u679c\u304c\u9855\u8457\u3067\u3001\u696d\u52d9\u306e\u8cea\u3068\u30b9\u30d4\u30fc\u30c9\u5411\u4e0a\u306b\u5bc4\u4e0e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4eca\u5f8c\u3082RAG\u306e\u6d3b\u7528\u7bc4\u56f2\u306f\u5e83\u304c\u308a\u3001\u4f01\u696d\u306e\u60c5\u5831\u6d3b\u7528\u6226\u7565\u306b\u304a\u3044\u3066\u6b20\u304b\u305b\u306a\u3044\u6280\u8853\u3068\u3057\u3066\u3055\u3089\u306a\u308b\u767a\u5c55\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5b9f\u7528\u5316<\/h3>\n\n\n\n<p>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u5358\u306a\u308b\u6307\u793a\u5fdc\u7b54\u578b\u306e\u751f\u6210AI\u3092\u8d85\u3048\u3001\u4e0e\u3048\u3089\u308c\u305f\u76ee\u6a19\u306b\u5411\u3051\u3066\u81ea\u5f8b\u7684\u306b\u8a08\u753b\u3092\u7acb\u3066\u3001\u8907\u6570\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u9023\u7d9a\u3057\u3066\u5b9f\u884c\u3067\u304d\u308b\u70b9\u3067\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u3053\u308c\u3089\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u30a6\u30a7\u30d6\u691c\u7d22\u3084\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u64cd\u4f5c\u3001\u3055\u3089\u306b\u306f\u4ed6\u306eAI\u3084\u4eba\u9593\u3068\u306e\u9023\u643a\u3082\u81ea\u5f8b\u7684\u306b\u884c\u3044\u3001\u65c5\u884c\u306e\u8a08\u753b\u3084\u4e88\u7d04\u3001\u5e02\u5834\u8abf\u67fb\u30ec\u30dd\u30fc\u30c8\u306e\u4f5c\u6210\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406\u3068\u3044\u3063\u305f\u8907\u96d1\u306a\u30bf\u30b9\u30af\u3092\u52b9\u7387\u7684\u306b\u9042\u884c\u3057\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p>\u3053\u3046\u3057\u305f\u52d5\u304d\u306f\u3001\u5f93\u6765\u306eRPA\uff08\u696d\u52d9\u30d7\u30ed\u30bb\u30b9\u81ea\u52d5\u5316\uff09\u3092\u3055\u3089\u306b\u9ad8\u5ea6\u5316\u3057\u3001\u30d1\u30fc\u30bd\u30ca\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u304b\u3089\u4f01\u696d\u306e\u57fa\u5e79\u696d\u52d9\u307e\u3067\u5e45\u5e83\u3044\u5206\u91ce\u306b\u9769\u65b0\u3092\u3082\u305f\u3089\u3059\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5b9f\u969b\u306bGartner\u3082\u81ea\u5f8b\u578bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u4eca\u5f8c\u306e\u91cd\u8981\u306a\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3068\u3057\u3066\u4f4d\u7f6e\u3065\u3051\u3066\u304a\u308a\u3001\u4eca\u5f8c\u306e\u5e02\u5834\u5275\u51fa\u3068\u696d\u52d9\u52b9\u7387\u5316\u306e\u4e3b\u5f79\u306b\u306a\u308b\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">5. \u5229\u7528\u74b0\u5883\u3068\u7aef\u672b\u50be\u5411<\/h2>\n\n\n\n<p>\u5229\u7528\u7aef\u672b\u306f\u30ce\u30fc\u30c8PC\uff08Windows\uff09\u304c65.3\uff05\u3067\u6700\u591a\u3001\u30c7\u30b9\u30af\u30c8\u30c3\u30d7PC\uff08Windows\uff09\u304c36.8\uff05\u3068\u7d9a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>iPhone\uff0823.4\uff05\uff09\u3001Android\u30b9\u30de\u30db\uff0817.6\uff05\uff09\u306a\u3069\u30e2\u30d0\u30a4\u30eb\u7aef\u672b\u304b\u3089\u306e\u5229\u7528\u3082\u62e1\u5927\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebAI\u3084\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u6d3b\u7528\u304c\u9032\u3080\u306b\u3064\u308c\u3001\u97f3\u58f0\u5165\u529b\u30fb\u30ab\u30e1\u30e9\u5165\u529b\u306e\u5229\u7528\u304c\u5897\u3048\u3001\u30b9\u30de\u30fc\u30c8\u30c7\u30d0\u30a4\u30b9\u306e\u5b58\u5728\u611f\u306f\u3055\u3089\u306b\u9ad8\u307e\u308b\u3068\u898b\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">6. \u4eca\u5f8c\u306e\u5c55\u671b\u3068\u8ab2\u984c<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u666e\u53ca\u306e\u52a0\u901f\u3068AI\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306e\u62e1\u5927<\/h3>\n\n\n\n<p>\u751f\u6210AI\u5e02\u5834\u306f\u6025\u901f\u306b\u62e1\u5927\u3057\u3066\u304a\u308a\u3001LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebAI\u3001RAG\uff08Retrieval-Augmented Generation\uff09\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306a\u3069\u306e\u6280\u8853\u304c\u9023\u643a\u3059\u308b\u3053\u3068\u3067\u3001\u5f93\u6765\u306e\u5358\u306a\u308b\u696d\u52d9\u652f\u63f4\u30c4\u30fc\u30eb\u304b\u3089\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u696d\u52d9\u9042\u884c\u306e\u4e3b\u4f53\u3078\u3068\u9032\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u7279\u306bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u4f01\u696d\u5185\u306e\u8907\u6570\u30b7\u30b9\u30c6\u30e0\u3092\u6a2a\u65ad\u7684\u306b\u9023\u643a\u30fb\u64cd\u4f5c\u3067\u304d\u308b\u70b9\u304c\u7279\u5fb4\u3067\u3001\u5f93\u6765\u306eRPA\uff08\u30ed\u30dc\u30c6\u30a3\u30c3\u30af\u30fb\u30d7\u30ed\u30bb\u30b9\u30fb\u30aa\u30fc\u30c8\u30e1\u30fc\u30b7\u30e7\u30f3\uff09\u3092\u8d85\u3048\u308b\u65b0\u305f\u306a\u81ea\u52d5\u5316\u57fa\u76e4\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u696d\u52d9\u52b9\u7387\u5316\u3084\u751f\u7523\u6027\u5411\u4e0a\u306e\u307f\u306a\u3089\u305a\u3001\u8907\u96d1\u306a\u696d\u52d9\u30d7\u30ed\u30bb\u30b9\u306e\u81ea\u5f8b\u7684\u306a\u6700\u9069\u5316\u3082\u671f\u5f85\u3055\u308c\u3001\u5e02\u5834\u306e\u3055\u3089\u306a\u308b\u6210\u9577\u3068\u591a\u69d8\u306a\u6d3b\u7528\u304c\u52a0\u901f\u3059\u308b\u898b\u8fbc\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8ab2\u984c\u3068\u30ea\u30b9\u30af<\/h3>\n\n\n\n<p>\u751f\u6210AI\u306e\u6025\u901f\u306a\u666e\u53ca\u306b\u4f34\u3044\u3001\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u8ab2\u984c\u3068\u30ea\u30b9\u30af\u304c\u6d6e\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u3001LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306f\u4f9d\u7136\u3068\u3057\u3066\u300c\u5e7b\u899a\u300d\uff08Hallucination\uff09\u3068\u547c\u3070\u308c\u308b\u8aa4\u60c5\u5831\u751f\u6210\u306e\u30ea\u30b9\u30af\u3092\u62b1\u3048\u3066\u3044\u308b\u305f\u3081\u3001RAG\uff08Retrieval-Augmented 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href=\"https:\/\/www.soumu.go.jp\/johotsusintokei\/whitepaper\/ja\/r06\/html\/nd219100.html\">https:\/\/www.soumu.go.jp\/johotsusintokei\/whitepaper\/ja\/r06\/html\/nd219100.html<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">7. 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