{"id":7093,"date":"2026-08-21T15:46:30","date_gmt":"2026-08-21T06:46:30","guid":{"rendered":"https:\/\/biz.moneyforward.com\/ai\/basic\/?p=7093"},"modified":"2026-08-21T15:48:46","modified_gmt":"2026-08-21T06:48:46","slug":"rag%e3%81%a8%e3%81%af%ef%bc%9f%e4%bb%95%e7%b5%84%e3%81%bf%e3%83%bb%e3%83%a1%e3%83%aa%e3%83%83%e3%83%88%e3%83%bb%e6%b4%bb%e7%94%a8%e6%96%b9%e6%b3%95%e3%82%92%e8%a7%a3%e8%aa%ac","status":"publish","type":"post","link":"https:\/\/biz.moneyforward.com\/ai\/basic\/7093\/","title":{"rendered":"RAG\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u30fb\u30e1\u30ea\u30c3\u30c8\u30fb\u6d3b\u7528\u65b9\u6cd5\u3092\u89e3\u8aac"},"content":{"rendered":"<div class=\"summary-box\">\n<div class=\"summary-box__title\"><span class=\"summary-box__title_tag\">Point<\/span>RAG\u3068\u306f\u4f55\u304c\u3067\u304d\u308b\u6280\u8853\uff1f<\/div>\n<p><strong>RAG\u3068\u306f\u3001LLM\u304c\u56de\u7b54\u3059\u308b\u524d\u306b\u5916\u90e8\u6587\u66f8\u3092\u691c\u7d22\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u3082\u3068\u306b\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u6280\u8853\u3067\u3059\u3002<\/strong><\/p>\n<ul>\n<li>\u793e\u5185\u6587\u66f8\u30fbFAQ\u3092\u6839\u62e0\u306b\u56de\u7b54\u3067\u304d\u308b<\/li>\n<li>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u6291\u5236\u3057\u3084\u3059\u3044<\/li>\n<li>\u53c2\u7167\u5143\u3092\u8868\u793a\u3057\u3066\u6839\u62e0\u3092\u78ba\u8a8d\u3067\u304d\u308b<\/li>\n<\/ul>\n<p>Q. RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u9055\u3044\u306f\uff1f<\/p>\n<p>A. RAG\u306f\u5916\u90e8\u6587\u66f8\u3092\u691c\u7d22\u3057\u3066\u56de\u7b54\u3059\u308b\u4ed5\u7d44\u307f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u30e2\u30c7\u30eb\u81ea\u4f53\u3092\u8ffd\u52a0\u5b66\u7fd2\u3057\u3066\u56de\u7b54\u50be\u5411\u3092\u8abf\u6574\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n<\/div>\n<p>ChatGPT\u306a\u3069\u306eLLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3092\u696d\u52d9\u3067\u4f7f\u3046\u969b\u3001\u300c\u56de\u7b54\u304c\u6b63\u3057\u3044\u304b\u5224\u65ad\u3057\u306b\u304f\u3044\u300d\u300c\u793e\u5185\u6587\u66f8\u306e\u5185\u5bb9\u3092\u53cd\u6620\u3067\u304d\u306a\u3044\u300d\u300c\u6700\u65b0\u60c5\u5831\u306b\u5f31\u3044\u300d\u3068\u611f\u3058\u308b\u62c5\u5f53\u8005\u306f\u5c11\u306a\u304f\u3042\u308a\u307e\u305b\u3093\u3002\u000bRAG\uff08Retrieval-Augmented Generation\uff0f\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u306f\u3001LLM\u304c\u56de\u7b54\u3092\u4f5c\u308b\u524d\u306b\u5916\u90e8\u30c7\u30fc\u30bf\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u3082\u3068\u306b\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u6280\u8853\u3067\u3059\u3002\u793e\u5185\u30de\u30cb\u30e5\u30a2\u30eb\u3001FAQ\u3001\u898f\u7a0b\u3001\u88fd\u54c1\u4ed5\u69d8\u66f8\u306a\u3069\u3092\u53c2\u7167\u3067\u304d\u308b\u305f\u3081\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u6291\u5236\u3084\u56de\u7b54\u6839\u62e0\u306e\u660e\u78ba\u5316\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u306e\u610f\u5473\u3001\u4ed5\u7d44\u307f\u3001\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u3001\u5c0e\u5165\u624b\u9806\u306a\u3069\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<div id=\"post-below-intro\"><\/div><h2>RAG\u3068\u306f\uff1f<\/h2>\n<p>RAG\u306f\u3001LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09 \u5358\u4f53\u3067\u306f\u7b54\u3048\u306b\u304f\u3044\u6700\u65b0\u60c5\u5831\u3084\u793e\u5185\u56fa\u6709\u60c5\u5831\u3092\u88dc\u3046\u305f\u3081\u306e\u6280\u8853\u3067\u3059\u3002\u307e\u305a\u306f\u3001RAG\u306e\u57fa\u672c\u7684\u306a\u610f\u5473\u3068\u3001\u306a\u305c\u4f01\u696d\u306eAI\u6d3b\u7528\u3067\u5fc5\u8981\u3068\u3055\u308c\u308b\u306e\u304b\u3092\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n<h3>RAG\u306f\u3001\u5916\u90e8\u60c5\u5831\u3092\u691c\u7d22\u3057\u3066\u304b\u3089\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u6280\u8853<\/h3>\n<p><span style=\"background-color: #ffff99;\"><strong>RAG\uff08Retrieval-Augmented Generation\uff09\u3068\u306f\u3001LLM\u304c\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u524d\u306b\u5916\u90e8\u306e\u6587\u66f8\u3084\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306a\u3069\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u30fb\u53d6\u5f97\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u53c2\u7167\u3057\u3066\u56de\u7b54\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u6280\u8853\u3067\u3059\u3002<\/strong><\/span><\/p>\n<p><span style=\"background-color: #ffff99;\"><strong>\u7c21\u5358\u306b\u3044\u3048\u3070\u3001LLM\u306b\u300c\u4f55\u3082\u898b\u305a\u306b\u7b54\u3048\u3055\u305b\u308b\u300d\u306e\u3067\u306f\u306a\u304f\u3001\u300c\u6307\u5b9a\u3057\u305f\u8cc7\u6599\u3092\u8abf\u3079\u305f\u3046\u3048\u3067\u7b54\u3048\u3055\u305b\u308b\u300d\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/strong><\/span>\u793e\u5185\u898f\u7a0b\u3084\u88fd\u54c1\u30de\u30cb\u30e5\u30a2\u30eb\u3092\u6839\u62e0\u306b\u3057\u3066\u56de\u7b54\u3067\u304d\u308b\u305f\u3081\u3001\u696d\u52d9\u5229\u7528\u306b\u5411\u3044\u305fAI\u6d3b\u7528\u65b9\u6cd5\u3068\u3044\u3048\u307e\u3059\u3002<\/p>\n<h3>LLM\u5358\u4f53\u3067\u306f\u3001\u6700\u65b0\u60c5\u5831\u3084\u793e\u5185\u56fa\u6709\u60c5\u5831\u306b\u5bfe\u5fdc\u3057\u306b\u304f\u3044<\/h3>\n<p>ChatGPT\u3084Gemini\u306a\u3069\u3067\u5229\u7528\u3055\u308c\u308bLLM\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u81ea\u7136\u306a\u6587\u7ae0\u3092\u751f\u6210\u3067\u304d\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u5b66\u7fd2\u6642\u70b9\u306b\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u6700\u65b0\u60c5\u5831\u3084\u3001\u81ea\u793e\u3060\u3051\u304c\u4fdd\u6709\u3059\u308b\u975e\u516c\u958b\u60c5\u5831\u306b\u306f\u57fa\u672c\u7684\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n<p>\u305f\u3068\u3048\u3070\u3001\u793e\u5185\u306e\u65c5\u8cbb\u898f\u7a0b\u306b\u3064\u3044\u3066\u8cea\u554f\u3057\u305f\u5834\u5408\u3001LLM\u5358\u4f53\u3067\u306f\u4e00\u822c\u8ad6\u3092\u3082\u3068\u306b\u56de\u7b54\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u5b9f\u969b\u306e\u793e\u5185\u898f\u7a0b\u3068\u7570\u306a\u308b\u5185\u5bb9\u3067\u3082\u3001\u81ea\u7136\u306a\u6587\u7ae0\u3067\u8fd4\u3063\u3066\u304f\u308b\u305f\u3081\u3001\u5229\u7528\u8005\u304c\u8aa4\u3063\u3066\u4fe1\u3058\u3066\u3057\u307e\u3046\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>LLM\u5358\u4f53\u306e\u4e3b\u306a\u8ab2\u984c\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<table>\n<colgroup>\n<col style=\"width: 27.0%;\" \/>\n<col style=\"width: 73.0%;\" \/> <\/colgroup>\n<tbody>\n<tr>\n<th style=\"text-align: center;\"><strong>\u8ab2\u984c<\/strong><\/th>\n<th style=\"text-align: center;\"><strong>\u5185\u5bb9<\/strong><\/th>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3<\/td>\n<td style=\"text-align: left;\">\u4e8b\u5b9f\u3068\u7570\u306a\u308b\u5185\u5bb9\u3092\u3082\u3063\u3068\u3082\u3089\u3057\u304f\u751f\u6210\u3059\u308b<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u60c5\u5831\u306e\u9bae\u5ea6\u4e0d\u8db3<\/td>\n<td style=\"text-align: left;\">\u5b66\u7fd2\u5f8c\u306b\u5909\u308f\u3063\u305f\u5236\u5ea6\u30fb\u6599\u91d1\u30fb\u793e\u5185\u30eb\u30fc\u30eb\u3092\u53cd\u6620\u3067\u304d\u306a\u3044<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u793e\u5185\u60c5\u5831\u3078\u306e\u975e\u5bfe\u5fdc<\/td>\n<td style=\"text-align: left;\">\u81ea\u793e\u306e\u898f\u7a0b\u3001FAQ\u3001\u9867\u5ba2\u5bfe\u5fdc\u5c65\u6b74\u306a\u3069\u3092\u53c2\u7167\u3067\u304d\u306a\u3044<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u6839\u62e0\u306e\u4e0d\u900f\u660e\u3055<\/td>\n<td style=\"text-align: left;\">\u56de\u7b54\u304c\u3069\u306e\u8cc7\u6599\u306b\u57fa\u3065\u304f\u306e\u304b\u78ba\u8a8d\u3057\u306b\u304f\u3044<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>RAG\u306f\u3001\u3053\u3046\u3057\u305f\u5f31\u70b9\u3092\u5916\u90e8\u30c7\u30fc\u30bf\u306e\u691c\u7d22\u306b\u3088\u3063\u3066\u88dc\u3044\u307e\u3059\u3002<\/p>\n<h3>RAG\u306f\u3001\u56de\u7b54\u306e\u6839\u62e0\u3092\u78ba\u8a8d\u3057\u3084\u3059\u3044<\/h3>\n<p>RAG\u3092\u5229\u7528\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u53c2\u7167\u5143\u3092\u8868\u793a\u3059\u308b\u6a5f\u80fd\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3067\u3001\u56de\u7b54\u3068\u3042\u308f\u305b\u3066\u6587\u66f8\u540d\u3084\u8a72\u5f53\u7b87\u6240\u3092\u63d0\u793a\u3067\u304d\u307e\u3059\u3002\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5229\u7528\u8005\u306f\u300cAI\u304c\u306a\u305c\u305d\u306e\u56de\u7b54\u3092\u3057\u305f\u306e\u304b\u300d\u3092\u78ba\u8a8d\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u305f\u3068\u3048\u3070\u3001<a href=\"https:\/\/biz.moneyforward.com\/payroll\/basic\/56065\/\" title=\"\u5c31\u696d\u898f\u5247\">\u5c31\u696d\u898f\u5247<\/a>\u306b\u95a2\u3059\u308b\u8cea\u554f\u306b\u5bfe\u3057\u3066\u3001AI\u304c\u56de\u7b54\u3060\u3051\u3067\u306a\u304f\u300c\u5c31\u696d\u898f\u5247 \u7b2c\u25cb\u6761\u300d\u3084\u300c\u793e\u5185FAQ\u306e\u8a72\u5f53\u30da\u30fc\u30b8\u300d\u3092\u793a\u305b\u3070\u3001\u4eba\u4e8b\u62c5\u5f53\u8005\u306f\u56de\u7b54\u306e\u59a5\u5f53\u6027\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u305f\u3060\u3057\u3001RAG\u3092\u4f7f\u3048\u3070\u5fc5\u305a\u6b63\u3057\u3044\u56de\u7b54\u306b\u306a\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u691c\u7d22\u5bfe\u8c61\u306e\u6587\u66f8\u304c\u53e4\u3044\u5834\u5408\u3084\u3001\u8cea\u554f\u306b\u5408\u3046\u60c5\u5831\u3092\u3046\u307e\u304f\u53d6\u5f97\u3067\u304d\u306a\u3044\u5834\u5408\u306f\u3001\u8aa4\u56de\u7b54\u304c\u8d77\u3053\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h2>RAG\u306e\u4ed5\u7d44\u307f\u306f\uff1f<\/h2>\n<p>RAG\u306f\u3001\u5927\u304d\u304f\u5206\u3051\u308b\u3068\u300c\u691c\u7d22\u300d\u3068\u300c\u751f\u6210\u300d\u306e2\u6bb5\u968e\u3067\u52d5\u304d\u307e\u3059\u3002<\/p>\n<h3><strong>\u691c\u7d22\u30d5\u30a7\u30fc\u30ba\u3067\u95a2\u9023\u6587\u66f8\u3092\u63a2<\/strong><strong>\u3059<\/strong><\/h3>\n<p>\u30e6\u30fc\u30b6\u30fc\u304c\u8cea\u554f\u3092\u5165\u529b\u3059\u308b\u3068\u3001RAG\u30b7\u30b9\u30c6\u30e0\u306f\u307e\u305a\u8cea\u554f\u306e\u610f\u5473\u306b\u8fd1\u3044\u6587\u66f8\u3092\u63a2\u3057\u307e\u3059\u3002\u3053\u306e\u3068\u304d\u4f7f\u308f\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u306e\u304c\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3067\u3059\u3002<\/p>\n<p>\u30d9\u30af\u30c8\u30eb\u3068\u306f\u3001\u6587\u7ae0\u306e\u610f\u5473\u3092\u6570\u5024\u306e\u5217\u3067\u8868\u3057\u305f\u3082\u306e\u3067\u3059\u3002\u610f\u5473\u304c\u8fd1\u3044\u6587\u7ae0\u540c\u58eb\u306f\u3001\u30d9\u30af\u30c8\u30eb\u4e0a\u3067\u3082\u8fd1\u3044\u4f4d\u7f6e\u306b\u914d\u7f6e\u3055\u308c\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u300c<a href=\"https:\/\/biz.moneyforward.com\/payroll\/basic\/2640\/\" title=\"\u4ea4\u901a\u8cbb\">\u4ea4\u901a\u8cbb<\/a>\u306e\u7cbe\u7b97\u65b9\u6cd5\u300d\u3068\u300c\u65c5\u8cbb\u7cbe\u7b97\u306e\u624b\u9806\u300d\u306f\u8868\u73fe\u304c\u9055\u3063\u3066\u3082\u610f\u5473\u304c\u8fd1\u3044\u305f\u3081\u3001\u95a2\u9023\u6587\u66f8\u3068\u3057\u3066\u691c\u7d22\u3055\u308c\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u691c\u7d22\u5bfe\u8c61\u3068\u306a\u308b\u6587\u66f8\u306f\u3001\u3042\u3089\u304b\u3058\u3081\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u767b\u9332\u3057\u3066\u304a\u304d\u307e\u3059\u3002\u793e\u5185\u30de\u30cb\u30e5\u30a2\u30eb\u3001FAQ\u3001\u8b70\u4e8b\u9332\u3001\u5951\u7d04\u66f8\u3072\u306a\u5f62\u3001\u88fd\u54c1\u4ed5\u69d8\u66f8\u306a\u3069\u3092\u767b\u9332\u3059\u308c\u3070\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u5408\u308f\u305b\u3066\u5fc5\u8981\u306a\u60c5\u5831\u3092\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3>\u30c1\u30e3\u30f3\u30af\u5316\u306b\u3088\u3063\u3066\u5fc5\u8981\u306a\u7b87\u6240\u3092\u53d6\u5f97\u3057\u3084\u3059\u304f\u3059\u308b<\/h3>\n<p>RAG\u3067\u306f\u3001\u9577\u3044\u6587\u66f8\u3092\u305d\u306e\u307e\u307e\u767b\u9332\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u9069\u5207\u306a\u5358\u4f4d\u306b\u5206\u5272\u3057\u3066\u767b\u9332\u3057\u307e\u3059\u3002\u3053\u306e\u4f5c\u696d\u3092\u30c1\u30e3\u30f3\u30af\u5316\u3068\u3044\u3044\u307e\u3059\u3002<\/p>\n<p>\u30c1\u30e3\u30f3\u30af\u5316\u3068\u306f\u3001\u6587\u66f8\u3092\u6bb5\u843d\u3001\u898b\u51fa\u3057\u3001\u9805\u76ee\u3001\u30da\u30fc\u30b8\u5358\u4f4d\u306a\u3069\u306b\u5206\u3051\u308b\u51e6\u7406\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u3001100\u30da\u30fc\u30b8\u306e\u5c31\u696d\u898f\u5247\u30921\u3064\u306e\u6587\u66f8\u3068\u3057\u3066\u767b\u9332\u3059\u308b\u3068\u3001\u8cea\u554f\u306b\u5bfe\u3057\u3066\u4e0d\u8981\u306a\u60c5\u5831\u307e\u3067\u53d6\u5f97\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001\u6761\u6587\u3084\u7ae0\u3054\u3068\u306b\u5206\u3051\u3066\u767b\u9332\u3059\u308c\u3070\u3001\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u7b87\u6240\u3092\u30d4\u30f3\u30dd\u30a4\u30f3\u30c8\u3067\u53d6\u5f97\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u30c1\u30e3\u30f3\u30af\u304c\u7d30\u304b\u3059\u304e\u308b\u3068\u524d\u5f8c\u306e\u6587\u8108\u304c\u5931\u308f\u308c\u307e\u3059\u3002\u9006\u306b\u5927\u304d\u3059\u304e\u308b\u3068\u3001\u95a2\u4fc2\u306e\u8584\u3044\u60c5\u5831\u307e\u3067\u56de\u7b54\u306b\u6df7\u3056\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001RAG\u306e\u7cbe\u5ea6\u3092\u4e0a\u3052\u308b\u306b\u306f\u3001\u6587\u66f8\u306e\u6027\u8cea\u306b\u5408\u308f\u305b\u305f\u30c1\u30e3\u30f3\u30af\u8a2d\u8a08\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<h3>\u751f\u6210\u30d5\u30a7\u30fc\u30ba\u3067\u53d6\u5f97\u60c5\u5831\u3092\u3082\u3068\u306b\u56de\u7b54\u3059\u308b<\/h3>\n<p>\u691c\u7d22\u30d5\u30a7\u30fc\u30ba\u3067\u95a2\u9023\u6587\u66f8\u3092\u53d6\u5f97\u3057\u305f\u5f8c\u3001RAG\u30b7\u30b9\u30c6\u30e0\u306f\u305d\u306e\u60c5\u5831\u3092\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3068\u4e00\u7dd2\u306bLLM\u3078\u6e21\u3057\u307e\u3059\u3002LLM\u306f\u3001\u53d6\u5f97\u3057\u305f\u60c5\u5831\u3092\u53c2\u7167\u3057\u306a\u304c\u3089\u81ea\u7136\u306a\u6587\u7ae0\u3067\u56de\u7b54\u3092\u4f5c\u308a\u307e\u3059\u3002<\/p>\n<p>\u57fa\u672c\u7684\u306a\u6d41\u308c\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<table>\n<colgroup>\n<col style=\"width: 13.6%;\" \/>\n<col style=\"width: 86.4%;\" \/> <\/colgroup>\n<tbody>\n<tr>\n<th style=\"text-align: left;\"><strong>\u624b\u9806<\/strong><\/th>\n<th style=\"text-align: left;\"><strong>\u51e6\u7406\u5185\u5bb9<\/strong><\/th>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">1<\/td>\n<td style=\"text-align: left;\">\u30e6\u30fc\u30b6\u30fc\u304c\u8cea\u554f\u3092\u5165\u529b\u3059\u308b<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">2<\/td>\n<td style=\"text-align: left;\">\u8cea\u554f\u6587\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3059\u308b<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">3<\/td>\n<td style=\"text-align: left;\">\u30d9\u30af\u30c8\u30ebDB\u304b\u3089\u95a2\u9023\u6587\u66f8\u3092\u691c\u7d22\u3059\u308b<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">4<\/td>\n<td style=\"text-align: left;\">\u53d6\u5f97\u3057\u305f\u6587\u66f8\u3068\u8cea\u554f\u3092LLM\u306b\u6e21\u3059<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">5<\/td>\n<td style=\"text-align: left;\">LLM\u304c\u53c2\u7167\u60c5\u5831\u3092\u3082\u3068\u306b\u56de\u7b54\u3092\u751f\u6210\u3059\u308b<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">6<\/td>\n<td style=\"text-align: left;\">\u56de\u7b54\u3068\u53c2\u7167\u5143\u3092\u30e6\u30fc\u30b6\u30fc\u306b\u8868\u793a\u3059\u308b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u3053\u306e\u6d41\u308c\u306b\u3088\u308a\u3001LLM\u306f\u4e00\u822c\u8ad6\u3060\u3051\u3067\u306a\u304f\u3001\u6307\u5b9a\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<h2><strong>RAG\u306e\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u30fb\u8cbb\u7528\u306f\uff1f<\/strong><\/h2>\n<p>RAG\u306f\u3001\u793e\u5185\u60c5\u5831\u3092\u6d3b\u7528\u3057\u305fAI\u56de\u7b54\u3092\u5b9f\u73fe\u3057\u3084\u3059\u3044\u6280\u8853\u3067\u3059\u3002\u4e00\u65b9\u3001\u691c\u7d22\u306b\u7528\u3044\u308b\u30c7\u30fc\u30bf\u306e\u6574\u7406\u3084\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u306e\u8a2d\u5b9a\u304c\u9069\u5207\u3067\u306a\u3044\u5834\u5408\u3001\u5341\u5206\u306a\u52b9\u679c\u3092\u5f97\u3089\u308c\u306a\u3044\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3><strong>\u3010\u30e1\u30ea\u30c3\u30c8\u3011<\/strong><strong>\u6700\u65b0\u60c5\u5831\u3084\u793e\u5185\u60c5\u5831\u3092\u56de\u7b54\u306b\u53cd\u6620\u3057\u3084\u3059\u3044<\/strong><\/h3>\n<p><span style=\"background-color: #ffff99;\"><strong>RAG\u306e\u5927\u304d\u306a\u30e1\u30ea\u30c3\u30c8\u306f\u3001LLM\u3092\u518d\u5b66\u7fd2\u3057\u306a\u304f\u3066\u3082\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u66f4\u65b0\u3059\u308c\u3070\u56de\u7b54\u306b\u53cd\u6620\u3057\u3084\u3059\u3044\u70b9\u3067\u3059\u3002<\/strong><\/span>\u793e\u5185\u30de\u30cb\u30e5\u30a2\u30eb\u3084FAQ\u3092\u66f4\u65b0\u3057\u305f\u5834\u5408\u3001\u305d\u306e\u30c7\u30fc\u30bf\u3092\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306b\u53cd\u6620\u3059\u308c\u3070\u3001AI\u56de\u7b54\u306e\u6839\u62e0\u3082\u66f4\u65b0\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4e3b\u306a\u30e1\u30ea\u30c3\u30c8\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<table>\n<colgroup>\n<col style=\"width: 31.9%;\" \/>\n<col style=\"width: 68.1%;\" \/> <\/colgroup>\n<tbody>\n<tr>\n<th style=\"text-align: center;\"><strong>\u30e1\u30ea\u30c3\u30c8<\/strong><\/th>\n<th style=\"text-align: center;\"><strong>\u5185\u5bb9<\/strong><\/th>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u6700\u65b0\u60c5\u5831\u3092\u53cd\u6620\u3057\u3084\u3059\u3044<\/td>\n<td style=\"text-align: left;\">\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u66f4\u65b0\u3059\u308b\u3053\u3068\u3067\u3001\u65b0\u3057\u3044\u60c5\u5831\u3092\u53c2\u7167\u3057\u3084\u3059\u3044<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u6291\u3048\u3084\u3059\u3044<\/td>\n<td style=\"text-align: left;\">\u53d6\u5f97\u3057\u305f\u6587\u66f8\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3092\u4f5c\u308b\u305f\u3081\u3001\u6839\u62e0\u306e\u306a\u3044\u56de\u7b54\u3092\u6e1b\u3089\u305b\u308b<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u51fa\u5178\u3092\u793a\u3057\u3084\u3059\u3044<\/td>\n<td style=\"text-align: left;\">\u56de\u7b54\u306e\u53c2\u7167\u5143\u3092\u8868\u793a\u3067\u304d\u3001\u78ba\u8a8d\u4f5c\u696d\u304c\u3057\u3084\u3059\u3044<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u65e2\u5b58\u6587\u66f8\u3092\u6d3b\u7528\u3067\u304d\u308b<\/td>\n<td style=\"text-align: left;\">\u30de\u30cb\u30e5\u30a2\u30eb\u3001FAQ\u3001\u898f\u7a0b\u3001\u8b70\u4e8b\u9332\u306a\u3069\u3092\u30ca\u30ec\u30c3\u30b8\u5316\u3067\u304d\u308b<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u518d\u5b66\u7fd2\u3088\u308a\u59cb\u3081\u3084\u3059\u3044<\/td>\n<td style=\"text-align: left;\">\u30e2\u30c7\u30eb\u306e\u8ffd\u52a0\u5b66\u7fd2\u3092\u884c\u308f\u305a\u306b\u3001\u65e2\u5b58\u6587\u66f8\u3092\u4f7f\u3063\u3066\u5c0f\u898f\u6a21\u306a\u691c\u8a3c\u3092\u59cb\u3081\u3084\u3059\u3044<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u305f\u3068\u3048\u3070\u3001\u7dcf\u52d9\u30fb\u7d4c\u7406\u30fb\u4eba\u4e8b\u90e8\u9580\u3067\u306f\u3001\u5f93\u696d\u54e1\u304b\u3089\u540c\u3058\u3088\u3046\u306a\u8cea\u554f\u304c\u7e70\u308a\u8fd4\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002RAG\u3092\u4f7f\u3048\u3070\u3001\u793e\u5185\u898f\u7a0b\u3084FAQ\u3092\u3082\u3068\u306b\u4e00\u6b21\u56de\u7b54\u3092\u4f5c\u308c\u308b\u305f\u3081\u3001\u62c5\u5f53\u8005\u306f\u78ba\u8a8d\u3084\u4f8b\u5916\u5bfe\u5fdc\u306b\u96c6\u4e2d\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3>\u3010\u30c7\u30e1\u30ea\u30c3\u30c8\u3011\u30c7\u30fc\u30bf\u54c1\u8cea\u306b\u56de\u7b54\u7cbe\u5ea6\u304c\u5de6\u53f3\u3055\u308c\u308b<\/h3>\n<p>RAG\u306f\u3001\u691c\u7d22\u5bfe\u8c61\u306e\u6587\u66f8\u3092\u6839\u62e0\u3068\u3057\u3066\u56de\u7b54\u3057\u307e\u3059\u3002<span style=\"background-color: #ffff99;\"><strong>\u767b\u9332\u3055\u308c\u3066\u3044\u308b\u6587\u66f8\u304c\u53e4\u3044\u3001\u4e0d\u6b63\u78ba\u3001\u91cd\u8907\u3057\u3066\u3044\u308b\u3001\u8868\u8a18\u3086\u308c\u304c\u591a\u3044\u3068\u3001\u56de\u7b54\u306e\u54c1\u8cea\u3082\u4e0b\u304c\u308a\u307e\u3059\u3002<\/strong><\/span><\/p>\n<p>\u6ce8\u610f\u3059\u3079\u304d\u306a\u306e\u306f\u3001\u53e4\u3044\u6587\u66f8\u304c\u6b8b\u3063\u3066\u3044\u308b\u30b1\u30fc\u30b9\u3067\u3059\u3002\u6539\u5b9a\u524d\u306e\u6599\u91d1\u8868\u3084\u65e7\u7248\u306e\u5c31\u696d\u898f\u5247\u304c\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306b\u6b8b\u3063\u3066\u3044\u308b\u3068\u3001RAG\u306f\u305d\u308c\u3092\u6b63\u3057\u3044\u60c5\u5831\u3068\u3057\u3066\u53c2\u7167\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u4e3b\u306a\u30c7\u30e1\u30ea\u30c3\u30c8\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<table>\n<colgroup>\n<col style=\"width: 28.5%;\" \/>\n<col style=\"width: 71.5%;\" \/> <\/colgroup>\n<tbody>\n<tr>\n<th style=\"text-align: center;\"><strong>\u30c7\u30e1\u30ea\u30c3\u30c8<\/strong><\/th>\n<th style=\"text-align: center;\"><strong>\u5185\u5bb9<\/strong><\/th>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u30c7\u30fc\u30bf\u6574\u5099\u304c\u5fc5\u8981<\/td>\n<td style=\"text-align: left;\">\u6587\u66f8\u306e\u6700\u65b0\u7248\u7ba1\u7406\u3001\u91cd\u8907\u524a\u9664\u3001\u8868\u8a18\u7d71\u4e00\u304c\u5fc5\u8981\u306b\u306a\u308b<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u5fdc\u7b54\u304c\u9045\u304f\u306a\u308b\u5834\u5408\u304c\u3042\u308b<\/td>\n<td style=\"text-align: left;\">\u691c\u7d22\u51e6\u7406\u304c\u52a0\u308f\u308b\u305f\u3081\u3001LLM\u5358\u4f53\u3088\u308a\u6642\u9593\u304c\u304b\u304b\u308b\u3053\u3068\u304c\u3042\u308b<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u6a29\u9650\u7ba1\u7406\u304c\u5fc5\u8981<\/td>\n<td style=\"text-align: left;\">\u7d66\u4e0e\u3001\u4eba\u4e8b\u8a55\u4fa1\u3001\u9867\u5ba2\u60c5\u5831\u306a\u3069\u306e\u95b2\u89a7\u7bc4\u56f2\u3092\u5236\u5fa1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u904b\u7528\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308b<\/td>\n<td style=\"text-align: left;\">API\u5229\u7528\u6599\u3001\u691c\u7d22\u57fa\u76e4\u3001\u30d9\u30af\u30c8\u30ebDB\u3001\u4fdd\u5b88\u4f5c\u696d\u306e\u8cbb\u7528\u304c\u767a\u751f\u3059\u308b<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u691c\u7d22\u7cbe\u5ea6\u306b\u9650\u754c\u304c\u3042\u308b<\/td>\n<td style=\"text-align: left;\">\u8cea\u554f\u306e\u8868\u73fe\u3084\u6587\u66f8\u69cb\u9020\u306b\u3088\u3063\u3066\u3001\u9069\u5207\u306a\u60c5\u5831\u3092\u53d6\u5f97\u3067\u304d\u306a\u3044\u5834\u5408\u304c\u3042\u308b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span style=\"background-color: #ffff99;\"><strong>RAG\u306f\u300c\u5c0e\u5165\u3059\u308c\u3070\u81ea\u52d5\u7684\u306b\u6b63\u78ba\u306b\u306a\u308b\u300d\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/strong><\/span>\u6587\u66f8\u7ba1\u7406\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u6539\u5584\u30b5\u30a4\u30af\u30eb\u3092\u542b\u3081\u3066\u904b\u7528\u8a2d\u8a08\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<h3>\u3010\u8cbb\u7528\u3011\u30c4\u30fc\u30eb\u30fb\u6587\u66f8\u91cf\u30fb\u5229\u7528\u56de\u6570\u306b\u3088\u3063\u3066\u5909\u308f\u308b<\/h3>\n<p>RAG\u306e\u8cbb\u7528\u306f\u3001\u5229\u7528\u3059\u308b\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3001\u767b\u9332\u3059\u308b\u6587\u66f8\u91cf\u3001\u691c\u7d22\u56de\u6570\u3001LLM\u306eAPI\u5229\u7528\u91cf\u3001\u904b\u7528\u652f\u63f4\u306e\u6709\u7121\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002\u5c0e\u5165\u691c\u8a0e\u6642\u306f\u3001\u5c11\u306a\u304f\u3068\u3082\u6b21\u306e\u8cbb\u7528\u3092\u5206\u3051\u3066\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<p>\u691c\u7d22\u57fa\u76e4\u306e\u516c\u5f0f\u6599\u91d1\u3092\u898b\u308b\u3068\u3001Google Cloud\u306eAgent Search\u306f\u3001\u6a19\u6e96\u7684\u306a\u691c\u7d22\u6a5f\u80fd\u304c1,000\u30af\u30a8\u30ea\u3042\u305f\u308a1.50\u7c73\u30c9\u30eb\u3001\u751f\u6210\u56de\u7b54\u3092\u542b\u3080Enterprise Edition\u304c1,000\u30af\u30a8\u30ea\u3042\u305f\u308a4\u7c73\u30c9\u30eb\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u67081\u4e07\u56de\u691c\u7d22\u3059\u308b\u5834\u5408\u3001\u691c\u7d22\u6a5f\u80fd\u90e8\u5206\u306f\u5358\u7d14\u8a08\u7b97\u3067\u670815\uff5e40\u7c73\u30c9\u30eb\u7a0b\u5ea6\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001LLM API\u306f\u3001\u5165\u529b\u3057\u305f\u6587\u66f8\u3084\u8cea\u554f\u3001\u751f\u6210\u3055\u308c\u305f\u56de\u7b54\u306e\u30c8\u30fc\u30af\u30f3\u6570\u306b\u5fdc\u3058\u3066\u8ab2\u91d1\u3055\u308c\u308b\u306e\u304c\u4e00\u822c\u7684\u3067\u3059\u3002\u4f7f\u7528\u3059\u308b\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u6599\u91d1\u5dee\u304c\u5927\u304d\u304f\u3001\u4f4e\u4fa1\u683c\u30e2\u30c7\u30eb\u3067\u306f100\u4e07\u5165\u529b\u30c8\u30fc\u30af\u30f3\u3042\u305f\u308a\u6570\u5341\u30bb\u30f3\u30c8\u7a0b\u5ea6\u304b\u3089\u3001\u9ad8\u6027\u80fd\u30e2\u30c7\u30eb\u3067\u306f\u6570\u5341\u7c73\u30c9\u30eb\u4ee5\u4e0a\u304b\u304b\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u305f\u3060\u3057\u3001\u3053\u308c\u3089\u306f\u691c\u7d22\u30fb\u751f\u6210\u30b5\u30fc\u30d3\u30b9\u306e\u5229\u7528\u6599\u306e\u307f\u3067\u3059\u3002\u5b9f\u969b\u306b\u306f\u3001\u6587\u66f8\u306e\u6574\u7406\u3084\u30c1\u30e3\u30f3\u30af\u5316\u3001\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3001\u6a29\u9650\u8a2d\u8a08\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3001\u4fdd\u5b88\u306a\u3069\u306e\u8cbb\u7528\u3082\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n<p>\u5177\u4f53\u7684\u306a\u8cbb\u7528\u9805\u76ee\u3084\u78ba\u8a8d\u5185\u5bb9\u306f\u3001\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<table>\n<colgroup>\n<col style=\"width: 26.9%;\" \/>\n<col style=\"width: 73.1%;\" \/> <\/colgroup>\n<tbody>\n<tr>\n<th style=\"text-align: center;\"><strong>\u8cbb\u7528\u9805\u76ee<\/strong><\/th>\n<th style=\"text-align: center;\"><strong>\u78ba\u8a8d\u5185\u5bb9<\/strong><\/th>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u691c\u7d22\u57fa\u76e4\u306e\u8cbb\u7528<\/td>\n<td style=\"text-align: left;\">Azure AI Search\u3001Amazon Kendra\u3001Google Cloud\u306a\u3069\u306e\u5229\u7528\u6599\u000b\u30b5\u30fc\u30d3\u30b9\u3084\u691c\u7d22\u56de\u6570\u306b\u3088\u3063\u3066\u6708\u6570\u5343\u5186\u304b\u3089\u6570\u4e07\u5186\u4ee5\u4e0a<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">LLM API\u8cbb\u7528<\/td>\n<td style=\"text-align: left;\">\u5165\u529b\u30fb\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u6570\u306b\u3088\u3063\u3066\u5909\u52d5<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u30c7\u30fc\u30bf\u6574\u5099\u8cbb\u7528<\/td>\n<td style=\"text-align: left;\">\u6587\u66f8\u6574\u7406\u3001\u30c1\u30e3\u30f3\u30af\u5316\u3001\u4e0d\u8981\u6587\u66f8\u524a\u9664<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u5fdc\u8cbb\u7528<\/td>\n<td style=\"text-align: left;\">\u6a29\u9650\u8a2d\u8a08\u3001\u30ed\u30b0\u7ba1\u7406\u3001\u76e3\u67fb\u5bfe\u5fdc<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u904b\u7528\u4fdd\u5b88\u8cbb\u7528<\/td>\n<td style=\"text-align: left;\">\u5b9a\u671f\u66f4\u65b0\u3001\u7cbe\u5ea6\u6539\u5584\u3001\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u65e2\u5b58\u306e\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3084\u30ce\u30fc\u30b3\u30fc\u30c9\u30c4\u30fc\u30eb\u3092\u5229\u7528\u3057\u3001\u5bfe\u8c61\u6587\u66f8\u3084\u5229\u7528\u8005\u3092\u9650\u5b9a\u3057\u305fPoC\u3067\u3042\u308c\u3070\u3001\u6708\u6570\u5343\u5186\u304b\u3089\u6570\u4e07\u5186\u7a0b\u5ea6\u3067\u8a66\u305b\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u65b9\u3001\u793e\u5185\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u9023\u643a\u3084\u90e8\u7f72\u5225\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u672c\u756a\u74b0\u5883\u306e\u69cb\u7bc9\u3092\u5916\u90e8\u3078\u4f9d\u983c\u3059\u308b\u5834\u5408\u306f\u3001\u521d\u671f\u8cbb\u7528\u304c\u6570\u5341\u4e07\u5186\u304b\u3089\u6570\u767e\u4e07\u5186\u4ee5\u4e0a\u306b\u306a\u308b\u53ef\u80fd\u6027\u3082\u3042\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u6599\u91d1\u306f\u30b5\u30fc\u30d3\u30b9\u3001\u5951\u7d04\u5730\u57df\u3001\u70ba\u66ff\u3001\u69cb\u7bc9\u7bc4\u56f2\u306b\u3088\u3063\u3066\u5909\u308f\u308b\u305f\u3081\u3001\u5177\u4f53\u7684\u306a\u898b\u7a4d\u3082\u308a\u306f\u5229\u7528\u6761\u4ef6\u3092\u6574\u7406\u3057\u305f\u3046\u3048\u3067\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>\u307e\u305a\u306f\u5bfe\u8c61\u696d\u52d9\u3092\u7d5e\u308a\u3001\u5c0f\u898f\u6a21\u306aPoC\u3067\u8cbb\u7528\u5bfe\u52b9\u679c\u3092\u691c\u8a3c\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<h2>RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u9055\u3044\u306f\uff1f<\/h2>\n<p>RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u3069\u3061\u3089\u3082LLM\u306e\u696d\u52d9\u6d3b\u7528\u3067\u4f7f\u308f\u308c\u308b\u624b\u6cd5\u3067\u3059\u304c\u3001\u76ee\u7684\u304c\u7570\u306a\u308a\u307e\u3059\u3002RAG\u306f\u5916\u90e8\u60c5\u5831\u3092\u53c2\u7167\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u30e2\u30c7\u30eb\u306e\u632f\u308b\u821e\u3044\u3092\u8ffd\u52a0\u5b66\u7fd2\u3067\u8abf\u6574\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n<h3>\u3010RAG\u3011\u6700\u65b0\u60c5\u5831\u3084\u793e\u5185\u6587\u66f8\u3092\u53c2\u7167\u3057\u305f\u3044\u5834\u5408\u5411\u304d<\/h3>\n<p><span style=\"background-color: #ffff99;\"><strong>RAG\u306f\u3001\u983b\u7e41\u306b\u66f4\u65b0\u3055\u308c\u308b\u60c5\u5831\u3084\u793e\u5185\u56fa\u6709\u306e\u6587\u66f8\u3092\u6271\u3046\u5834\u5408\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002<\/strong><\/span>\u5c31\u696d\u898f\u5247\u3001\u88fd\u54c1\u4ed5\u69d8\u3001\u793e\u5185FAQ\u3001\u30b5\u30dd\u30fc\u30c8\u5c65\u6b74\u3001\u5951\u7d04\u66f8\u3072\u306a\u5f62\u306a\u3069\u3001\u53c2\u7167\u5143\u304c\u660e\u78ba\u306a\u60c5\u5831\u3092\u56de\u7b54\u306b\u4f7f\u3044\u305f\u3044\u5834\u5408\u306b\u52b9\u679c\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n<p>\u305f\u3068\u3048\u3070\u3001\u4eba\u4e8b\u90e8\u9580\u3067\u300c\u80b2\u5150\u4f11\u696d\u306e\u7533\u8acb\u671f\u9650\u306f\u3044\u3064\u304b\u300d\u3068\u8cea\u554f\u3055\u308c\u305f\u5834\u5408\u3001RAG\u306a\u3089\u793e\u5185\u898f\u7a0b\u306e\u8a72\u5f53\u7b87\u6240\u3092\u691c\u7d22\u3057\u3001\u305d\u306e\u5185\u5bb9\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3067\u304d\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u53c2\u7167\u5143\u3092\u8868\u793a\u3067\u304d\u308b\u305f\u3081\u3001\u62c5\u5f53\u8005\u304c\u78ba\u8a8d\u3057\u3084\u3059\u3044\u70b9\u3082\u5f37\u307f\u3067\u3059\u3002<\/p>\n<h3>\u3010\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3011\u56de\u7b54\u30b9\u30bf\u30a4\u30eb\u3084\u5c02\u9580\u8868\u73fe\u3092\u8abf\u6574\u3057\u305f\u3044\u5834\u5408\u5411\u304d<\/h3>\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u65e2\u5b58\u306eLLM\u306b\u8ffd\u52a0\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3055\u305b\u3001\u7279\u5b9a\u306e\u56de\u7b54\u50be\u5411\u3084\u8868\u73fe\u3092\u8eab\u306b\u3064\u3051\u3055\u305b\u308b\u624b\u6cd5\u3067\u3059\u3002\u81ea\u793e\u306e\u30d6\u30e9\u30f3\u30c9\u30c8\u30fc\u30f3\u306b\u5408\u308f\u305b\u305f\u6587\u7ae0\u751f\u6210\u3001\u7279\u5b9a\u696d\u754c\u306e\u5c02\u9580\u7528\u8a9e\u306e\u4f7f\u3044\u65b9\u3001\u5b9a\u578b\u7684\u306a\u5206\u985e\u696d\u52d9\u306a\u3069\u306b\u4f7f\u308f\u308c\u307e\u3059\u3002<\/p>\n<p>\u305f\u3060\u3057\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u6700\u65b0\u60c5\u5831\u306e\u53cd\u6620\u306b\u5411\u3044\u3066\u3044\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002\u60c5\u5831\u304c\u5909\u308f\u308b\u305f\u3073\u306b\u518d\u5b66\u7fd2\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u3001\u6e96\u5099\u3059\u308b\u6559\u5e2b\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3082\u91cd\u8981\u3067\u3059\u3002<\/p>\n<h2>RAG\u306e\u6d3b\u7528\u4e8b\u4f8b\u306f\uff1f<\/h2>\n<p>RAG\u306f\u3001\u65e2\u5b58\u6587\u66f8\u304b\u3089\u6b63\u78ba\u306a\u60c5\u5831\u3092\u5f15\u304d\u51fa\u3057\u305f\u3044\u696d\u52d9\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u3001\u793e\u5185\u898f\u7a0b\u691c\u7d22\u3001\u30b5\u30dd\u30fc\u30c8FAQ\u3001\u30ca\u30ec\u30c3\u30b8\u5171\u6709\u306a\u3069\u3067\u306f\u5c0e\u5165\u52b9\u679c\u3092\u78ba\u8a8d\u3057\u3084\u3059\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<h3>\u30d0\u30c3\u30af\u30aa\u30d5\u30a3\u30b9\u3084\u9867\u5ba2\u5bfe\u5fdc\u3067\u6d3b\u7528\u3067\u304d\u308b<\/h3>\n<p>RAG\u306e\u6d3b\u7528\u4f8b\u306f\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u90e8\u9580\u3060\u3051\u306b\u9650\u3089\u308c\u307e\u305b\u3093\u3002\u3080\u3057\u308d\u3001\u6587\u66f8\u304c\u591a\u304f\u3001\u554f\u3044\u5408\u308f\u305b\u304c\u7e70\u308a\u8fd4\u3055\u308c\u308b\u30d0\u30c3\u30af\u30aa\u30d5\u30a3\u30b9\u9818\u57df\u3068\u306e\u76f8\u6027\u304c\u3088\u3044\u3067\u3059\u3002<\/p>\n<table>\n<colgroup>\n<col style=\"width: 26.3%;\" \/>\n<col style=\"width: 73.7%;\" \/> <\/colgroup>\n<tbody>\n<tr>\n<th style=\"text-align: center;\"><strong>\u6d3b\u7528\u5834\u9762<\/strong><\/th>\n<th style=\"text-align: center;\"><strong>\u4f7f\u3044\u65b9<\/strong><\/th>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u793e\u5185\u898f\u7a0b\u691c\u7d22<\/td>\n<td style=\"text-align: left;\">\u5c31\u696d\u898f\u5247\u3001\u65c5\u8cbb\u898f\u7a0b\u3001\u7a1f\u8b70\u898f\u7a0b\u304b\u3089\u8a72\u5f53\u7b87\u6240\u3092\u56de\u7b54\u3059\u308b<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u7d4c\u7406\u30fb\u4f1a\u8a08<\/td>\n<td style=\"text-align: left;\">\u7d4c\u8cbb\u7cbe\u7b97\u30eb\u30fc\u30eb\u3001<a href=\"https:\/\/biz.moneyforward.com\/invoice\/\" title=\"\u8acb\u6c42\u66f8\">\u8acb\u6c42\u66f8<\/a>\u51e6\u7406\u3001\u6708\u6b21\u7de0\u3081\u624b\u9806\u3092\u6848\u5185\u3059\u308b<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u4eba\u4e8b\u52b4\u52d9<\/td>\n<td style=\"text-align: left;\">\u4f11\u8077\u3001\u80b2\u4f11\u3001\u8a55\u4fa1\u5236\u5ea6\u3001\u52e4\u6020\u30eb\u30fc\u30eb\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u56de\u7b54\u3059\u308b<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8<\/td>\n<td style=\"text-align: left;\">FAQ\u3001\u88fd\u54c1\u4ed5\u69d8\u66f8\u3001\u904e\u53bb\u5bfe\u5fdc\u5c65\u6b74\u3092\u3082\u3068\u306b\u56de\u7b54\u6848\u3092\u4f5c\u308b<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u55b6\u696d\u652f\u63f4<\/td>\n<td style=\"text-align: left;\">\u63d0\u6848\u8cc7\u6599\u3001\u4fa1\u683c\u8868\u3001\u5c0e\u5165\u4e8b\u4f8b\u304b\u3089\u9867\u5ba2\u5411\u3051\u56de\u7b54\u3092\u4f5c\u308b<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u5951\u7d04\u7ba1\u7406<\/td>\n<td style=\"text-align: left;\">\u5951\u7d04\u66f8\u3072\u306a\u5f62\u3084\u904e\u53bb\u6761\u9805\u3092\u691c\u7d22\u3057\u3001\u78ba\u8a8d\u30dd\u30a4\u30f3\u30c8\u3092\u6574\u7406\u3059\u308b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u305f\u3068\u3048\u3070\u3001\u5f93\u696d\u54e1\u304b\u3089\u300c\u51fa\u5f35\u6642\u306e\u65e5\u5f53\u306f\u3044\u304f\u3089\u304b\u300d\u3068\u8cea\u554f\u3055\u308c\u305f\u5834\u5408\u3001RAG\u306f\u65c5\u8cbb\u898f\u7a0b\u306e\u8a72\u5f53\u7b87\u6240\u3092\u691c\u7d22\u3057\u3001\u56de\u7b54\u3068\u53c2\u7167\u5143\u3092\u63d0\u793a\u3067\u304d\u307e\u3059\u3002\u62c5\u5f53\u8005\u304c\u6bce\u56de\u30de\u30cb\u30e5\u30a2\u30eb\u3092\u63a2\u3059\u8ca0\u62c5\u3092\u6e1b\u3089\u305b\u308b\u70b9\u304c\u30e1\u30ea\u30c3\u30c8\u3067\u3059\u3002<\/p>\n<h2>RAG\u306e\u5c0e\u5165\u624b\u9806\u306f\uff1f<\/h2>\n<p>RAG\u5c0e\u5165\u3067\u306f\u3001\u307e\u305a\u306f\u554f\u3044\u5408\u308f\u305b\u304c\u591a\u304f\u3001\u6b63\u89e3\u3068\u306a\u308b\u6587\u66f8\u304c\u660e\u78ba\u306a\u696d\u52d9\u304b\u3089\u59cb\u3081\u308b\u306e\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u5c0e\u5165\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<h3>1. \u5bfe\u8c61\u696d\u52d9\u30921\u3064\u306b\u7d5e\u308b<\/h3>\n<p>\u6700\u521d\u306b\u3001RAG\u3067\u89e3\u6c7a\u3057\u305f\u3044\u696d\u52d9\u3092\u660e\u78ba\u306b\u3057\u307e\u3059\u3002\u304a\u3059\u3059\u3081\u306f\u3001\u793e\u5185FAQ\u3001\u7d4c\u8cbb\u7cbe\u7b97\u30eb\u30fc\u30eb\u3001\u52e4\u6020\u30eb\u30fc\u30eb\u3001\u88fd\u54c1\u30b5\u30dd\u30fc\u30c8\u306a\u3069\u3001\u8cea\u554f\u3068\u56de\u7b54\u306e\u5bfe\u5fdc\u95a2\u4fc2\u304c\u6bd4\u8f03\u7684\u306f\u3063\u304d\u308a\u3057\u3066\u3044\u308b\u696d\u52d9\u3067\u3059\u3002<\/p>\n<p>\u300cAI\u3067\u4f55\u3067\u3082\u7b54\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u3059\u308b\u300d\u3068\u3044\u3046\u76ee\u6a19\u306f\u5e83\u3059\u304e\u307e\u3059\u3002\u307e\u305a\u306f\u300c\u7d4c\u8cbb\u7cbe\u7b97\u306b\u95a2\u3059\u308b\u793e\u5185\u554f\u3044\u5408\u308f\u305b\u3092\u6e1b\u3089\u3059\u300d\u306a\u3069\u3001\u52b9\u679c\u3092\u6e2c\u5b9a\u3057\u3084\u3059\u3044\u30c6\u30fc\u30de\u306b\u7d5e\u308a\u307e\u3059\u3002<\/p>\n<h3>2. \u5bfe\u8c61\u6587\u66f8\u3092\u68da\u5378\u3057\u3059\u308b<\/h3>\n<p>RAG\u306b\u767b\u9332\u3059\u308b\u6587\u66f8\u3092\u6574\u7406\u3057\u307e\u3059\u3002\u6700\u65b0\u7248\u304b\u3069\u3046\u304b\u3001\u91cd\u8907\u304c\u306a\u3044\u304b\u3001\u516c\u958b\u3057\u3066\u3088\u3044\u60c5\u5831\u304b\u3001\u90e8\u7f72\u3054\u3068\u306e\u95b2\u89a7\u5236\u9650\u304c\u5fc5\u8981\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<p>\u53e4\u3044\u6587\u66f8\u304c\u6df7\u3056\u308b\u3068\u3001\u8aa4\u56de\u7b54\u306e\u539f\u56e0\u306b\u306a\u308a\u307e\u3059\u3002RAG\u306e\u7cbe\u5ea6\u306f\u30e2\u30c7\u30eb\u3060\u3051\u3067\u306a\u304f\u3001\u6295\u5165\u3059\u308b\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u306b\u5927\u304d\u304f\u5de6\u53f3\u3055\u308c\u307e\u3059\u3002<\/p>\n<h3>3. \u30c4\u30fc\u30eb\u3084\u57fa\u76e4\u3092\u9078\u5b9a\u3059\u308b<\/h3>\n<p>RAG\u306f\u3001\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3084SaaS\u578b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3001\u30ed\u30fc\u30b3\u30fc\u30c9\u30fb\u30ce\u30fc\u30b3\u30fc\u30c9\u30c4\u30fc\u30eb\u3067\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002Dify\u306e\u3088\u3046\u306b\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3092\u4f5c\u6210\u3067\u304d\u308b\u30c4\u30fc\u30eb\u3082\u3042\u308a\u307e\u3059\u3002\u4e00\u65b9\u3001\u4f01\u696d\u5411\u3051\u306b\u6a29\u9650\u7ba1\u7406\u3084\u76e3\u67fb\u30ed\u30b0\u3092\u91cd\u8996\u3059\u308b\u5834\u5408\u306f\u3001Azure\u3001AWS\u3001Google Cloud\u306a\u3069\u3082\u5019\u88dc\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u9078\u5b9a\u6642\u306f\u3001\u6a5f\u80fd\u306e\u591a\u3055\u3060\u3051\u3067\u306a\u304f\u3001\u793e\u5185\u306e\u904b\u7528\u4f53\u5236\u306b\u5408\u3046\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<h3>4. PoC\u3067\u56de\u7b54\u7cbe\u5ea6\u3068\u4f7f\u3044\u52dd\u624b\u3092\u691c\u8a3c\u3059\u308b<\/h3>\n<p>\u5c0f\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u8a66\u9a13\u904b\u7528\u3057\u3001\u8cea\u554f\u306b\u5bfe\u3057\u3066\u9069\u5207\u306a\u6587\u66f8\u3092\u691c\u7d22\u3067\u304d\u308b\u304b\u3001\u56de\u7b54\u304c\u6839\u62e0\u306b\u6cbf\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<p>\u691c\u8a3c\u6642\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u89b3\u70b9\u3067\u30c1\u30a7\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n<table>\n<colgroup>\n<col style=\"width: 19.2%;\" \/>\n<col style=\"width: 80.8%;\" \/> <\/colgroup>\n<\/table>\n<table>\n<thead>\n<tr>\n<th style=\"text-align: center;\"><b>\u8a55\u4fa1\u5bfe\u8c61<\/b><\/th>\n<th style=\"text-align: center;\"><b>\u6307\u6a19\u30fb\u78ba\u8a8d\u5185\u5bb9<\/b><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">\u691c\u7d22\u6027\u80fd<\/span><\/td>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">\u6b63\u89e3\u6587\u66f8\u304c\u4e0a\u4f4d\u4f55\u4ef6\u4ee5\u5185\u306b\u53d6\u5f97\u3055\u308c\u305f\u304b<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">\u56de\u7b54\u306e\u6839\u62e0\u6027<\/span><\/td>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">\u56de\u7b54\u5185\u5bb9\u304c\u53c2\u7167\u6587\u66f8\u306b\u3088\u3063\u3066\u88cf\u3065\u3051\u3089\u308c\u3066\u3044\u308b\u304b<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">\u56de\u7b54\u306e\u6b63\u78ba\u6027<\/span><\/td>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">\u6b63\u89e3\u4f8b\u3068\u6bd4\u8f03\u3057\u3066\u5185\u5bb9\u304c\u6b63\u3057\u3044\u304b<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">\u672a\u56de\u7b54\u5236\u5fa1<\/span><\/td>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">\u6839\u62e0\u304c\u306a\u3044\u3068\u304d\u306b\u300c\u308f\u304b\u3089\u306a\u3044\u300d\u3068\u56de\u7b54\u3067\u304d\u308b\u304b<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">\u6a29\u9650\u7ba1\u7406<\/span><\/td>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">\u898b\u305b\u3066\u306f\u3044\u3051\u306a\u3044\u60c5\u5831\u304c\u8868\u793a\u3055\u308c\u306a\u3044\u304b<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">\u51fa\u5178\u306e\u59a5\u5f53\u6027<\/span><\/td>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">\u8868\u793a\u3055\u308c\u305f\u51fa\u5178\u304c\u56de\u7b54\u5185\u5bb9\u3092\u5b9f\u969b\u306b\u652f\u3048\u3066\u3044\u308b\u304b<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">\u5fdc\u7b54\u6642\u9593<\/span><\/td>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">\u696d\u52d9\u4e0a\u8a31\u5bb9\u3067\u304d\u308b\u6642\u9593\u3067\u56de\u7b54\u3067\u304d\u308b\u304b<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">\u5229\u7528\u8005\u8a55\u4fa1<\/span><\/td>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">\u56de\u7b54\u304c\u5f79\u7acb\u3063\u305f\u304b\u3001\u62c5\u5f53\u8005\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u3092\u6e1b\u3089\u305b\u305f\u304b<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><strong>5. \u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u3082\u3068\u306b\u6539\u5584\u3059\u308b<\/strong><\/h3>\n<p>RAG\u306f\u3001\u521d\u56de\u69cb\u7bc9\u3067\u5b8c\u6210\u3059\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5229\u7528\u8005\u304b\u3089\u300c\u56de\u7b54\u304c\u9055\u3046\u300d\u300c\u53c2\u7167\u5143\u304c\u4e0d\u9069\u5207\u300d\u300c\u5fc5\u8981\u306a\u6587\u66f8\u304c\u51fa\u3066\u3053\u306a\u3044\u300d\u3068\u3044\u3063\u305f\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u96c6\u3081\u3001\u30c7\u30fc\u30bf\u3084\u30c1\u30e3\u30f3\u30af\u8a2d\u8a08\u3092\u6539\u5584\u3057\u307e\u3059\u3002<\/p>\n<p>\u56de\u7b54\u7cbe\u5ea6\u306e\u6539\u5584\u306b\u306f\u3001\u6587\u66f8\u306e\u6574\u7406\u3001\u4e0d\u8981\u30c7\u30fc\u30bf\u306e\u524a\u9664\u3001\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u306e\u8abf\u6574\u3001\u691c\u7d22\u65b9\u5f0f\u306e\u898b\u76f4\u3057\u306a\u3069\u304c\u5fc5\u8981\u3067\u3059\u3002\u904b\u7528\u6539\u5584\u3092\u524d\u63d0\u306b\u59cb\u3081\u308b\u3053\u3068\u304c\u3001RAG\u6d3b\u7528\u306e\u6210\u529f\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n<h2>RAG\u3067LLM\u306e\u5f31\u70b9\u3092\u88dc\u3044\u3001\u6b63\u78ba\u306a\u56de\u7b54\u3092\u5f97\u3088\u3046<\/h2>\n<p>RAG\u306f\u3001LLM\u304c\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u524d\u306b\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u3082\u3068\u306b\u56de\u7b54\u3059\u308b\u6280\u8853\u3067\u3059\u3002\u793e\u5185\u6587\u66f8\u3084FAQ\u3001\u898f\u7a0b\u3001\u88fd\u54c1\u4ed5\u69d8\u66f8\u306a\u3069\u3092\u6d3b\u7528\u3067\u304d\u308b\u305f\u3081\u3001\u6700\u65b0\u60c5\u5831\u3084\u793e\u5185\u56fa\u6709\u60c5\u5831\u306b\u5f31\u3044LLM\u306e\u8ab2\u984c\u3092\u88dc\u3044\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u305f\u3060\u3057\u3001RAG\u306f\u4e07\u80fd\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u53e4\u3044\u6587\u66f8\u3084\u8aa4\u3063\u305f\u30c7\u30fc\u30bf\u3092\u767b\u9332\u3059\u308c\u3070\u3001\u8aa4\u56de\u7b54\u306e\u539f\u56e0\u306b\u306a\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u6a5f\u5bc6\u60c5\u5831\u3092\u6271\u3046\u5834\u5408\u306f\u3001\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3084\u30ed\u30b0\u7ba1\u7406\u3082\u6b20\u304b\u305b\u307e\u305b\u3093\u3002<\/p>\n<p><span 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