{"id":4454,"date":"2025-03-07T14:02:17","date_gmt":"2025-03-07T05:02:17","guid":{"rendered":"https:\/\/www.sowelleber.jp\/beplanning\/?p=4454"},"modified":"2025-03-07T14:02:17","modified_gmt":"2025-03-07T05:02:17","slug":"%e7%94%9f%e6%88%90ai%e3%81%ae%e7%b2%be%e5%ba%a6%e3%82%92%e5%90%91%e4%b8%8a%e3%81%95%e3%81%9b%e3%82%8b%e3%80%8crag%e3%80%8d%e3%81%a8%e3%81%af%ef%bc%9f%e4%bb%95%e7%b5%84%e3%81%bf%e3%82%84%e6%b4%bb","status":"publish","type":"post","link":"https:\/\/www.sowelleber.jp\/beplanning\/content\/%e7%94%9f%e6%88%90ai%e3%81%ae%e7%b2%be%e5%ba%a6%e3%82%92%e5%90%91%e4%b8%8a%e3%81%95%e3%81%9b%e3%82%8b%e3%80%8crag%e3%80%8d%e3%81%a8%e3%81%af%ef%bc%9f%e4%bb%95%e7%b5%84%e3%81%bf%e3%82%84%e6%b4%bb\/","title":{"rendered":"\u751f\u6210AI\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u300cRAG\u300d\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u3084\u6d3b\u7528\u6cd5\u3092\u89e3\u8aac"},"content":{"rendered":"\n<p>ChatGPT\u3092\u7b46\u982d\u306b\u751f\u6210AI\u30b5\u30fc\u30d3\u30b9\u306f\u4e16\u754c\u7684\u306b\u5e83\u304c\u3063\u3066\u304d\u3066\u304a\u308a\u3001\u30d3\u30b8\u30cd\u30b9\u3067\u6d3b\u7528\u3055\u308c\u308b\u3053\u3068\u3082\u5897\u3048\u3066\u304d\u307e\u3057\u305f\u3002<br>\u591a\u304f\u306e\u30e1\u30ea\u30c3\u30c8\u3092\u3082\u305f\u3089\u3057\u3066\u3044\u308b\u4e00\u65b9\u3067\u3001\u56de\u7b54\u306e\u6b63\u78ba\u6027\u306b\u554f\u984c\u70b9\u304c\u3042\u308b\u3053\u3068\u3082\u308f\u304b\u3063\u3066\u304d\u3066\u3044\u307e\u3059\u3002<br>\u305d\u3093\u306a\u4e2d\u3001\u305d\u306e\u5f31\u70b9\u3092\u88dc\u3046\u624b\u6bb5\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u3001RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3067\u3059\u3002<br>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u305d\u3093\u306aRAG\u306e\u4ed5\u7d44\u307f\u3084\u6d3b\u7528\u6cd5\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"toc\"><li>\u76ee\u6b21<\/li><li><a href=\"#01\" title=\"RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306f\uff1f\">RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306f\uff1f<\/a><\/li><li><a href=\"#02\" title=\"RAG\u306e\u4ed5\u7d44\u307f\">RAG\u306e\u4ed5\u7d44\u307f<\/a><\/li><li><a href=\"#03\" title=\"RAG\u3092\u4f7f\u3046\u30e1\u30ea\u30c3\u30c8\">RAG\u3092\u4f7f\u3046\u30e1\u30ea\u30c3\u30c8<\/a><\/li><li><a href=\"#04\" title=\"RAG\u3092\u4f7f\u3046\u969b\u306e\u6ce8\u610f\u70b9\">RAG\u3092\u4f7f\u3046\u969b\u306e\u6ce8\u610f\u70b9<\/a><\/li><li><a href=\"#05\" title=\"RAG\u306e\u6d3b\u7528\u65b9\u6cd5\">RAG\u306e\u6d3b\u7528\u65b9\u6cd5<\/a><\/li><li><a href=\"#06\" title=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/a><\/li><\/ul>\n\n\n\n<h2 id=\"01\"><strong>RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306f\uff1f<\/strong><\/h2>\n\n\n\n<p>RAG\u3068\u306f\u300cRetrieval Augmented Generation\u300d\u306e\u7565\u3067\u3001\u65e5\u672c\u8a9e\u3067\u306f\u300c\u691c\u7d22\u62e1\u5f35\u751f\u6210\u300d\u3068\u8a33\u3055\u308c\u307e\u3059\u3002<br>\u751f\u6210AI\u306e\u4e00\u7a2e\u3067\u3042\u308bLLM\u306e\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u306b\u3001\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u691c\u7d22\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u51fa\u529b\u306e\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u6280\u8853\u3067\u3059\u3002<br>\u203bLLM\u306f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u7279\u5316\u3057\u305f\u751f\u6210AI\u306e\u4e00\u7a2e\u3067\u3001\u5b66\u7fd2\u3057\u305f\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3092\u5143\u306b\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u3084\u6587\u7ae0\u8981\u7d04\u3092\u884c\u3046\u6280\u8853\u306e\u3053\u3068\u3002<\/p>\n\n\n\n<h4>\u300c\u691c\u7d22\u6a5f\u80fd\u300d\u3068\u300c\u751f\u6210AI\u300d\u306e\u5f31\u70b9\u3092\u88dc\u3046\u6280\u8853<\/h4>\n\n\n\n<p>\u300c\u691c\u7d22\u6a5f\u80fd\u300d\u306f\u300c\u8cea\u554f\u8005\u304c\u691c\u7d22\u3057\u305f\u7528\u8a9e\u306b\u5408\u3046\u5185\u5bb9\u300d\u3092\u7f85\u5217\u3059\u308b\u3053\u3068\u3057\u304b\u3067\u304d\u306a\u3044\u305f\u3081\u3001\u305d\u306e\u4e2d\u304b\u3089\u77e5\u308a\u305f\u3044\u60c5\u5831\u3092\u63a2\u3057\u51fa\u3059\u306b\u306f\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002<br>\u300c\u751f\u6210AI\u300d\u306f\u5b66\u7fd2\u6e08\u307f\u306e\u60c5\u5831\u306b\u3064\u3044\u3066\u3057\u304b\u56de\u7b54\u3067\u304d\u306a\u3044\u3068\u3044\u3046\u5f31\u70b9\u304c\u3042\u308a\u307e\u3059\u3002<br>\u4f8b\u3048\u3070ChatGPT\u306e\u5834\u5408\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306b\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u60c5\u5831\u3092\u5b66\u7fd2\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u305d\u308c\u4ee5\u5916\u306e\u60c5\u5831\u306b\u95a2\u3059\u308b\u8cea\u554f\u306b\u5bfe\u3057\u3066\u865a\u507d\u306e\u56de\u7b54\u3092\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u3093\u306a\u300c\u691c\u7d22\u6a5f\u80fd\u300d\u3068\u300c\u751f\u6210AI\u300d\u306e\u5f31\u70b9\u3092\u88dc\u3046\u6280\u8853\u3068\u3057\u3066\u4eca\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308b\u306e\u304cRAG\u3067\u3059\u3002<br>RAG\u306f\u5916\u90e8\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u60c5\u5831\u3092\u63a2\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002<br>\u8cea\u554f\u5185\u5bb9\u3092\u52a0\u5473\u3057\u3066\u56de\u7b54\u3092\u63d0\u793a\u3057\u3066\u304f\u308c\u308b\u306e\u3067\u3001\u691c\u7d22\u7d50\u679c\u304b\u3089\u77e5\u308a\u305f\u3044\u60c5\u5831\u3092\u63a2\u3059\u624b\u9593\u304c\u7701\u3051\u307e\u3059\u3002<br>\u307e\u305f\u3001\u3042\u3089\u304b\u3058\u3081\u5b66\u7fd2\u3055\u305b\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3059\u308b\u3053\u3068\u3067\u3001\u610f\u56f3\u3057\u306a\u3044\u56de\u7b54\u3092\u9632\u3050\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<h2 id=\"02\"><strong>RAG\u306e\u4ed5\u7d44\u307f<\/strong><\/h2>\n\n\n\n<p>RAG\u306f\u5927\u304d\u304f\u5206\u3051\u3066\u691c\u7d22\u3001\u751f\u6210\u306e\uff12\u3064\u306e\u30d5\u30a7\u30fc\u30ba\u3067\u52d5\u4f5c\u3057\u307e\u3059\u3002<\/p>\n\n\n<div class=\"wp-block-image no-border-img\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"https:\/\/www.sowelleber.jp\/beplanning\/wp-content\/uploads\/zu.jpg\" alt=\"\" class=\"wp-image-4465\" width=\"750\" height=\"487\" srcset=\"https:\/\/www.sowelleber.jp\/beplanning\/wp-content\/uploads\/zu.jpg 1000w, https:\/\/www.sowelleber.jp\/beplanning\/wp-content\/uploads\/zu-300x195.jpg 300w, https:\/\/www.sowelleber.jp\/beplanning\/wp-content\/uploads\/zu-768x498.jpg 768w, https:\/\/www.sowelleber.jp\/beplanning\/wp-content\/uploads\/zu-304x197.jpg 304w, https:\/\/www.sowelleber.jp\/beplanning\/wp-content\/uploads\/zu-243x158.jpg 243w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/><\/figure><\/div>\n\n\n<h4>1.\u691c\u7d22\u30d5\u30a7\u30fc\u30ba<\/h4>\n\n\n\n<p>&nbsp;1)\u30e6\u30fc\u30b6\u30fc\u304cAI\u30c1\u30e3\u30c3\u30c8\u306a\u3069\u306b\u8cea\u554f\u3092\u5165\u529b<br>&nbsp;2)AI\u30c1\u30e3\u30c3\u30c8\u304c\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u691c\u7d22\u3057\u3001\u9069\u3057\u305f\u30c7\u30fc\u30bf\u3092\u53ce\u96c6<br>&nbsp;3)\u691c\u7d22\u7d50\u679c\u3092\u53d6\u5f97<\/p>\n\n\n\n<h4>2.\u751f\u6210\u30d5\u30a7\u30fc\u30ba<\/h4>\n\n\n\n<p>1)\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3068\u691c\u7d22\u30d5\u30a7\u30fc\u30ba\u3067\u53d6\u5f97\u3057\u305f\u7d50\u679c\u3092\u4f7f\u3044\u3001AI\u30c1\u30e3\u30c3\u30c8\u304cLLM\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5165\u529b\u3059\u308b<br>2)LLM\u304c\u56de\u7b54\u3092\u751f\u6210\u3057\u3001AI\u30c1\u30e3\u30c3\u30c8\u306b\u8fd4\u7b54<br>3)\u30c1\u30e3\u30c3\u30c8AI\u304cLLM\u304b\u3089\u5f97\u305f\u56de\u7b54\u3092\u30e6\u30fc\u30b6\u30fc\u306b\u51fa\u529b<\/p>\n\n\n\n<h3><strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306e\u9055\u3044<\/strong><\/h3>\n\n\n\n<p>RAG\u4ee5\u5916\u306b\u751f\u6210AI\u306e\u6027\u80fd\u3092\u5411\u4e0a\u3055\u305b\u308b\u65b9\u6cd5\u306b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u3042\u308a\u307e\u3059\u3002<br>RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u9055\u3044\u306f\u751f\u6210AI\u306b\u5b66\u7fd2\u3055\u305b\u308b\u304b\u3069\u3046\u304b\u3067\u3059\u3002<br>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u751f\u6210AI\u30e2\u30c7\u30eb\u306b\u65b0\u305f\u306a\u60c5\u5831\u3092\u8ffd\u52a0\u5b66\u7fd2\u3055\u305b\u3001AI\u304c\u6271\u3048\u308b\u60c5\u5831\u3092\u5897\u3084\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br>\u4e00\u65b9RAG\u306f\u751f\u6210AI\u306b\u5b66\u7fd2\u3055\u305b\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u751f\u6210AI\u304c\u60c5\u5831\u3092\u53c2\u7167\u3067\u304d\u308b\u3088\u3046\u306b\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u7528\u610f\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002<br>RAG\u306f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u66f4\u65b0\u3059\u308b\u3060\u3051\u3067\u3001\u65b0\u305f\u306a\u60c5\u5831\u304c\u53cd\u6620\u3067\u304d\u308b\u3068\u3053\u308d\u304c\u5229\u70b9\u3067\u3059\u3002<\/p>\n\n\n\n<h2 id=\"03\"><strong>RAG\u3092\u4f7f\u3046\u30e1\u30ea\u30c3\u30c8<\/strong><\/h2>\n\n\n\n<p>\u751f\u6210AI\u306e\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u308bRAG\u306f\u3001LLM\u5358\u4f53\u3067\u904b\u7528\u3059\u308b\u3068\u304d\u3068\u6bd4\u3079\u3066\u30e1\u30ea\u30c3\u30c8\u304c\u591a\u3005\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3>\u56de\u7b54\u306e\u6b63\u78ba\u6027<\/h3>\n\n\n\n<p>LLM\u306e\u307f\u3067\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3068\u3001\u60c5\u5831\u304c\u53e4\u304b\u3063\u305f\u308a\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u8d77\u3053\u3059\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3068\u306f\u3001\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u8aa4\u60c5\u5831\uff08\u4e8b\u5b9f\u306b\u306f\u7570\u306a\u308b\u5185\u5bb9\u3084\u6587\u8108\u3068\u306f\u7121\u95a2\u4fc2\u306a\u5185\u5bb9\uff09\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3067\u3059\u3002<br>RAG\u3092\u4f7f\u3046\u3053\u3068\u3067\u56de\u7b54\u5143\u3068\u306a\u308b\u60c5\u5831\u3092\u7ba1\u7406\u3067\u304d\u308b\u306e\u3067\u3001\u4fe1\u983c\u3067\u304d\u308b\u60c5\u5831\u306e\u307f\u3092\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u767b\u9332\u3059\u308c\u3070\u3001\u8aa4\u3063\u305f\u56de\u7b54\u3092\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u305b\u3093\u3002<br>\u307e\u305f\u3001\u56de\u7b54\u306e\u6839\u62e0\u3068\u306a\u308b\u60c5\u5831\u6e90\u304c\u660e\u78ba\u306a\u305f\u3081\u3001\u30d5\u30a1\u30af\u30c8\u30c1\u30a7\u30c3\u30af\u3082\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3>\u60c5\u5831\u66f4\u65b0\u304c\u5bb9\u6613<\/h3>\n\n\n\n<p>LLM\u306e\u77e5\u8b58\u3092\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3059\u308b\u306b\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u547c\u3070\u308c\u308b\u8ffd\u52a0\u5b66\u7fd2\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002<br>RAG\u306f\u3042\u3089\u304b\u3058\u3081\u767b\u9332\u3057\u305f\u6b63\u78ba\u306a\u5916\u90e8\u60c5\u5831\u3092\u691c\u7d22\u3055\u305b\u308b\u305f\u3081\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5fc5\u8981\u304c\u3042\u308a\u307e\u305b\u3093\u3002<br>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u304b\u304b\u308b\u624b\u9593\u3068\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u52b9\u7387\u7684\u306b\u6700\u65b0\u306e\u60c5\u5831\u3092\u53cd\u6620\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u5206\u91ce\u306b\u5fdc\u3058\u305f\u5c02\u9580\u6027\u304c\u9ad8\u3044\u60c5\u5831\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<h3>\u793e\u5185\u72ec\u81ea\u306e\u60c5\u5831\u306b\u3082\u6d3b\u7528\u3067\u304d\u308b<\/h3>\n\n\n\n<p>\u751f\u6210AI\u306f\u4e3b\u306b\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306b\u3042\u308b\u516c\u958b\u60c5\u5831\u3092\u5143\u306b\u56de\u7b54\u3092\u751f\u6210\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u300c\u975e\u516c\u958b\u306e\u60c5\u5831\u300d\u3092\u53d6\u308a\u6271\u3048\u306a\u3044\u3068\u3044\u3046\u7279\u5fb4\u304c\u3042\u308a\u307e\u3059\u3002<br>\u4e00\u65b9RAG\u306f\u3001\u4f01\u696d\u72ec\u81ea\u306e\u975e\u516c\u958b\u60c5\u5831\u306a\u3069\u81ea\u793e\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u3092\u30bb\u30c3\u30c8\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3001\u3088\u308a\u6d3b\u7528\u306e\u5e45\u304c\u5e83\u304c\u308a\u307e\u3059\u3002<br>\u4f8b\u3048\u3070\u3001\u793e\u5185\u898f\u5b9a\u3084\u9867\u5ba2\u60c5\u5831\u3092\u8a2d\u5b9a\u3057\u3066\u3001\u793e\u5185\u306e\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3084\u9867\u5ba2\u5206\u6790\u306a\u3069\u306b\u5229\u7528\u3067\u304d\u307e\u3059\u3002<br>\u4f01\u696d\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u305f\u56de\u7b54\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u696d\u52d9\u52b9\u7387\u5316\u3084\u751f\u7523\u6027\u5411\u4e0a\u306b\u5f79\u7acb\u3066\u3089\u308c\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 id=\"04\"><strong>RAG\u3092\u4f7f\u3046\u969b\u306e\u6ce8\u610f\u70b9<\/strong><\/h2>\n\n\n\n<p>\u3055\u307e\u3056\u307e\u306a\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308bRAG\u3067\u3059\u304c\u3001\u5229\u7528\u306b\u306f\u6ce8\u610f\u70b9\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3>\u56de\u7b54\u306b\u6642\u9593\u304c\u304b\u304b\u308b<\/h3>\n\n\n\n<p>RAG\u306f\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u60c5\u5831\u5143\u306e\u691c\u7d22\u3092\u884c\u3046\u5206\u3001\u751f\u6210AI\u306b\u6bd4\u3079\u3066\u56de\u7b54\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u50be\u5411\u306b\u3042\u308a\u307e\u3059\u3002<br>\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u60c5\u5831\u91cf\u304c\u591a\u304b\u3063\u305f\u308a\u3001\u540c\u6642\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u751f\u3058\u308b\u5834\u5408\u306f\u7279\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<br>\u5bfe\u7b56\u3068\u3057\u3066\u691c\u7d22\u30c7\u30fc\u30bf\u306e\u7d5e\u308a\u8fbc\u307f\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u6d3b\u7528\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u5897\u5f37\u306a\u3069\u306e\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3>\u56de\u7b54\u306e\u7cbe\u5ea6\u304c\u53c2\u7167\u5143\u30c7\u30fc\u30bf\u306b\u3088\u3063\u3066\u5de6\u53f3\u3055\u308c\u308b<\/h3>\n\n\n\n<p>RAG\u306b\u767b\u9332\u3057\u305f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u60c5\u5831\u304c\u4e0d\u6b63\u78ba\u3067\u3042\u3063\u305f\u308a\u3001\u53e4\u3044\u60c5\u5831\u306e\u5834\u5408\u3001\u51fa\u529b\u3055\u308c\u308b\u56de\u7b54\u7d50\u679c\u306f\u4e0d\u6b63\u78ba\u306a\u3082\u306e\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002<br>\u60c5\u5831\u306e\u30d5\u30a1\u30af\u30c8\u30c1\u30a7\u30c3\u30af\u3084\u5b9a\u671f\u7684\u306a\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3092\u884c\u3044\u3001\u5e38\u306b\u65b0\u3057\u3044\u60c5\u5831\u3092\u53c2\u7167\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3>\u5b9f\u88c5\u304c\u96e3\u3057\u3044<\/h3>\n\n\n\n<p>RAG\u306f\u300c\u751f\u6210\u300d\u3068\u300c\u691c\u7d22\u300d\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u9ad8\u5ea6\u306a\u30b7\u30b9\u30c6\u30e0\u3067\u3042\u308a\u3001\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u306f\u9ad8\u3044\u6280\u8853\u529b\u3068\u5c02\u9580\u77e5\u8b58\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<br>\u5177\u4f53\u7684\u306b\u306f\u3001\u9069\u5207\u306a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u9078\u5b9a\u3084\u60c5\u5831\u6574\u7406\u3001\u691c\u7d22\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u5b9f\u88c5\u3001\u751f\u6210AI\u3068\u306e\u9023\u643a\u3068\u3044\u3063\u305f\u5c02\u9580\u7684\u306a\u30b9\u30ad\u30eb\u304c\u5fc5\u8981\u306b\u306a\u3063\u3066\u304d\u307e\u3059\u3002<br>\u305d\u306e\u305f\u3081\u3001RAG\u3092\u5b9f\u88c5\u3059\u308b\u5834\u5408\u306f\u5c02\u9580\u30b9\u30ad\u30eb\u3092\u6301\u3064\u4eba\u6750\u3092\u78ba\u4fdd\u3057\u305f\u308a\u3001\u5916\u90e8\u306eRAG\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u5c0e\u5165\u3059\u308b\u306a\u3069\u3001\u81ea\u793e\u306b\u3068\u3063\u3066\u6700\u9069\u306a\u65b9\u6cd5\u3092\u6a21\u7d22\u3057\u306a\u304c\u3089\u9032\u3081\u3066\u3044\u304f\u3053\u3068\u3082\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h2 id=\"05\"><strong>RAG\u306e\u6d3b\u7528\u65b9\u6cd5<\/strong><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" src=\"https:\/\/www.sowelleber.jp\/beplanning\/wp-content\/uploads\/22960037-1024x691.jpg\" alt=\"\" class=\"wp-image-4456\" width=\"768\" height=\"518\" srcset=\"https:\/\/www.sowelleber.jp\/beplanning\/wp-content\/uploads\/22960037-1024x691.jpg 1024w, https:\/\/www.sowelleber.jp\/beplanning\/wp-content\/uploads\/22960037-300x203.jpg 300w, https:\/\/www.sowelleber.jp\/beplanning\/wp-content\/uploads\/22960037-768x518.jpg 768w, https:\/\/www.sowelleber.jp\/beplanning\/wp-content\/uploads\/22960037-1536x1037.jpg 1536w, https:\/\/www.sowelleber.jp\/beplanning\/wp-content\/uploads\/22960037-304x205.jpg 304w, https:\/\/www.sowelleber.jp\/beplanning\/wp-content\/uploads\/22960037-234x158.jpg 234w, https:\/\/www.sowelleber.jp\/beplanning\/wp-content\/uploads\/22960037.jpg 1600w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><\/figure><\/div>\n\n\n<h3>\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306e\u52b9\u7387\u5316<\/h3>\n\n\n\n<p>\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306e\u5206\u91ce\u3067\u306f\u3001\u5e02\u5834\u8abf\u67fb\u3084\u7af6\u5408\u5206\u6790\u306a\u3069\u5e45\u5e83\u304f\u6d3b\u7528\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002<br>\u9867\u5ba2\u30c7\u30fc\u30bf\u3084\u5e02\u5834\u8abf\u67fb\u3001\u30a2\u30f3\u30b1\u30fc\u30c8\u306a\u3069\u3092\u767b\u9332\u3059\u308b\u3068\u3001\u305d\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u305f\u5206\u6790\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br>RAG\u3092\u4f7f\u3046\u3053\u3068\u3067\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u5206\u6790\u3067\u304d\u3001\u30c7\u30fc\u30bf\u9593\u306e\u95a2\u9023\u6027\u3084\u50be\u5411\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u3092\u5bb9\u6613\u306b\u3057\u3066\u304f\u308c\u307e\u3059\u3002<br>\u6700\u65b0\u306e\u30c8\u30ec\u30f3\u30c9\u3084\u60c5\u5831\u3092\u53cd\u6620\u3057\u305f\u3001\u7cbe\u5ea6\u306e\u9ad8\u3044\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3>\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8<\/h3>\n\n\n\n<p>\u62c5\u5f53\u30aa\u30da\u30ec\u30fc\u30bf\u30fc\u304cFAQ\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u691c\u7d22\u3057\u305f\u60c5\u5831\u3092\u5143\u306b\u56de\u7b54\u3059\u308b\u3053\u3068\u3067\u3001\u6b63\u78ba\u3067\u4e00\u8cab\u6027\u306e\u3042\u308b\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<br>\u307e\u305f\u3001\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u3092\u81ea\u52d5\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u4eba\u304c\u5bfe\u5fdc\u3059\u308b\u5de5\u6570\u3092\u6291\u5236\u3057\u3001\u4eba\u4ef6\u8cbb\u306e\u524a\u6e1b\u306b\u3082\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3>\u55b6\u696d\u8cc7\u6599\u306a\u3069\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u4f5c\u6210<\/h3>\n\n\n\n<p>ChatGPT\u306a\u3069\u306e\u751f\u6210AI\u30b5\u30fc\u30d3\u30b9\u3067\u3082\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u304c\u3001\u81ea\u793e\u72ec\u81ea\u306e\u5f62\u5f0f\u3084\u6587\u4f53\u306b\u6cbf\u3063\u3066\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u751f\u6210\u3055\u305b\u308b\u306b\u306f\u8ffd\u52a0\u5b66\u7fd2\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<br>RAG\u3092\u4f7f\u3048\u3070\u3001\u53c2\u8003\u3068\u306a\u308b\u793e\u5185\u72ec\u81ea\u306e\u8cc7\u6599\u3092\u5143\u306b\u3001\u8cc7\u6599\u4f5c\u6210\u3084\u30e1\u30fc\u30eb\u6587\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 id=\"06\"><strong>\u307e\u3068\u3081<\/strong><\/h2>\n\n\n\n<p>RAG\u306f\u4eca\u307e\u3067\u306e\u691c\u7d22\u6a5f\u80fd\u3001\u751f\u6210AI\u306e\u5f31\u70b9\u3092\u88dc\u3048\u308b\u6280\u8853\u3068\u3057\u3066\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002<br>\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u751f\u6210AI\u306e\u5b9f\u7528\u6027\u3092\u5927\u304d\u304f\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3001\u4eca\u5f8c\u307e\u3059\u307e\u3059\u91cd\u8981\u306a\u6280\u8853\u3068\u306a\u3063\u3066\u3044\u304f\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u30bd\u30fc\u30a6\u30a7\u30eb\u30d0\u30fc\u3067\u306fSNS\u306e\u6295\u7a3f\u3092AI\u3092\u4f7f\u3063\u3066\u5206\u6790\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u6f5c\u5728\u7684\u30cb\u30fc\u30ba\u3084\u95a2\u5fc3\u3092\u62bd\u51fa\u30fb\u5206\u6790\u3067\u304d\u308b\u30c4\u30fc\u30eb\u300cHAKURAKU\u300d\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<br>\u307e\u305a\u306f\u5fa1\u793e\u306e\u72b6\u6cc1\u3084\u76ee\u7684\u3092\u304a\u4f3a\u3044\u3057\u306a\u304c\u3089\u6700\u9069\u306a\u3054\u63d0\u6848\u304c\u3067\u304d\u308c\u3070\u3068\u601d\u3044\u307e\u3059\u306e\u3067\u3001\u3054\u8208\u5473\u304c\u3042\u308b\u65b9\u306f\u305c\u3072\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<div class=\"wp-container-1 is-horizontal is-content-justification-center wp-block-buttons\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-background\" href=\"https:\/\/hakuraku.one\/\" style=\"background-color:#3a3a3a\" target=\"_blank\" rel=\"noreferrer noopener\">HAKURAKU\u306b\u3064\u3044\u3066\u554f\u3044\u5408\u308f\u305b\u308b<\/a><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>ChatGPT\u3092\u7b46\u982d\u306b\u751f\u6210AI\u30b5\u30fc\u30d3\u30b9\u306f\u4e16\u754c\u7684\u306b\u5e83\u304c\u3063\u3066\u304d\u3066\u304a\u308a\u3001\u30d3\u30b8\u30cd\u30b9\u3067\u6d3b\u7528\u3055\u308c\u308b\u3053\u3068\u3082\u5897\u3048\u3066\u304d\u307e\u3057\u305f\u3002\u591a\u304f\u306e\u30e1\u30ea\u30c3\u30c8\u3092\u3082\u305f\u3089\u3057\u3066\u3044\u308b\u4e00\u65b9\u3067\u3001\u56de\u7b54\u306e\u6b63\u78ba\u6027\u306b\u554f\u984c\u70b9\u304c\u3042\u308b\u3053\u3068\u3082\u308f\u304b\u3063\u3066\u304d\u3066\u3044\u307e\u3059\u3002\u305d\u3093\u306a\u4e2d\u3001\u305d\u306e\u5f31\u70b9\u3092\u88dc [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":4463,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[10],"tags":[17,20,19],"jetpack_featured_media_url":"https:\/\/www.sowelleber.jp\/beplanning\/wp-content\/uploads\/title-13.jpg","_links":{"self":[{"href":"https:\/\/www.sowelleber.jp\/beplanning\/wp-json\/wp\/v2\/posts\/4454"}],"collection":[{"href":"https:\/\/www.sowelleber.jp\/beplanning\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.sowelleber.jp\/beplanning\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.sowelleber.jp\/beplanning\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.sowelleber.jp\/beplanning\/wp-json\/wp\/v2\/comments?post=4454"}],"version-history":[{"count":8,"href":"https:\/\/www.sowelleber.jp\/beplanning\/wp-json\/wp\/v2\/posts\/4454\/revisions"}],"predecessor-version":[{"id":4466,"href":"https:\/\/www.sowelleber.jp\/beplanning\/wp-json\/wp\/v2\/posts\/4454\/revisions\/4466"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.sowelleber.jp\/beplanning\/wp-json\/wp\/v2\/media\/4463"}],"wp:attachment":[{"href":"https:\/\/www.sowelleber.jp\/beplanning\/wp-json\/wp\/v2\/media?parent=4454"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.sowelleber.jp\/beplanning\/wp-json\/wp\/v2\/categories?post=4454"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.sowelleber.jp\/beplanning\/wp-json\/wp\/v2\/tags?post=4454"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}