{"id":7447,"date":"2026-09-28T18:32:42","date_gmt":"2026-09-28T09:32:42","guid":{"rendered":"https:\/\/biz.moneyforward.com\/ai\/basic\/?p=7447"},"modified":"2026-09-28T18:32:42","modified_gmt":"2026-09-28T09:32:42","slug":"rag%e3%81%ae%e4%bb%95%e7%b5%84%e3%81%bf%e3%81%a8%e3%81%af%ef%bc%9f%e5%87%a6%e7%90%86%e3%81%ae%e6%b5%81%e3%82%8c%e3%81%a8%e3%83%95%e3%82%a1%e3%82%a4%e3%83%b3%e3%83%81%e3%83%a5%e3%83%bc%e3%83%8b","status":"publish","type":"post","link":"https:\/\/biz.moneyforward.com\/ai\/basic\/7447\/","title":{"rendered":"RAG\u306e\u4ed5\u7d44\u307f\u3068\u306f\uff1f\u51e6\u7406\u306e\u6d41\u308c\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306e\u9055\u3044\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac"},"content":{"rendered":"<div class=\"summary-box\">\n<div class=\"summary-box__title\"><span class=\"summary-box__title_tag\">Point<\/span>RAG\u306e\u4ed5\u7d44\u307f\u3068\u306f\u4f55\u304b\uff1f<\/div>\n<p><strong>RAG\u306f\u3001\u793e\u5185\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u691c\u7d22\u3057\u305f\u7d50\u679c\u3092\u3082\u3068\u306bAI\u304c\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u300c\u691c\u7d22\u62e1\u5f35\u751f\u6210\u300d\u306e\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/strong><\/p>\n<ul>\n<li>\u691c\u7d22\u30fb\u4ef2\u4ecb\u30fb\u751f\u6210\u306e3\u8981\u7d20\u3067\u69cb\u6210\u3055\u308c\u308b<\/li>\n<li>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3088\u308a\u60c5\u5831\u66f4\u65b0\u304c\u5bb9\u6613<\/li>\n<li>SaaS\u306a\u3089\u5c02\u9580\u7684\u306a\u958b\u767a\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082\u5c0e\u5165\u3057\u3084\u3059\u3044<\/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\u30c7\u30fc\u30bf\u5dee\u3057\u66ff\u3048\u3067\u5373\u66f4\u65b0\u3067\u304d\u308b\u306e\u306b\u5bfe\u3057\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u30e2\u30c7\u30eb\u306e\u518d\u5b66\u7fd2\u304c\u5fc5\u8981\u3067\u30b3\u30b9\u30c8\u3068\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n<p>\u751f\u6210AI\u306b\u793e\u5185\u898f\u7a0b\u3084\u696d\u52d9\u30de\u30cb\u30e5\u30a2\u30eb\u3092\u8aad\u307e\u305b\u305f\u3044\u5834\u5408\u3001\u3069\u306e\u3088\u3046\u306a\u4ed5\u7d44\u307f\u304c\u5fc5\u8981\u304b\u8ff7\u3046\u62c5\u5f53\u8005\u306f\u5c11\u306a\u304f\u306a\u3044\u3067\u3057\u3087\u3046\u3002<span style=\"background-color: #ffff99;\"><strong>RAG\uff08Retrieval-Augmented Generation\uff0f\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u306f\u3001AI\u304c\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u524d\u306b\u793e\u5185\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u691c\u7d22\u3057\u3001\u305d\u306e\u7d50\u679c\u3092\u3082\u3068\u306b\u56de\u7b54\u3092\u4f5c\u308b\u6280\u8853\u3067\u3059\u3002<\/strong><\/span>\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u306e\u4ed5\u7d44\u307f\u3084\u51e6\u7406\u306e\u6d41\u308c\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306e\u9055\u3044\u3001\u5c0e\u5165\u30e1\u30ea\u30c3\u30c8\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3092\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n<div id=\"post-below-intro\"><\/div><h2>RAG\u3068\u306f\u3069\u3093\u306a\u4ed5\u7d44\u307f\uff1f<\/h2>\n<p>RAG\u306f\u3001\u751f\u6210AI\u304c\u56de\u7b54\u3092\u4f5c\u308b\u524d\u306b\u793e\u5185\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\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\u4ed5\u7d44\u307f\u3067\u3059\u3002\u901a\u5e38\u306eAI\u30e2\u30c7\u30eb\u304c\u6301\u3064\u77e5\u8b58\u3060\u3051\u306b\u983c\u3089\u305a\u3001\u5916\u90e8\u306e\u30c7\u30fc\u30bf\u3092\u90fd\u5ea6\u53c2\u7167\u3059\u308b\u70b9\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n<h3>\u300c\u6559\u79d1\u66f8\u6301\u3061\u8fbc\u307f\u53ef\u306e\u8a66\u9a13\u300d\u3067\u8003\u3048\u308b\u3068\u308f\u304b\u308a\u3084\u3059\u3044<\/h3>\n<p>RAG\u306e\u4ed5\u7d44\u307f\u306f\u300c\u6559\u79d1\u66f8\u6301\u3061\u8fbc\u307f\u53ef\u306e\u8a66\u9a13\u300d\u306b\u305f\u3068\u3048\u308b\u3068\u3064\u304b\u307f\u3084\u3059\u3044\u3067\u3057\u3087\u3046\u3002LLM\u5358\u4f53\u3067\u306f\u3001\u57fa\u672c\u7684\u306b\u5b66\u7fd2\u6e08\u307f\u306e\u77e5\u8b58\u3068\u5165\u529b\u3055\u308c\u305f\u60c5\u5831\u3092\u3082\u3068\u306b\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u3044\u308f\u3070\u300c\u624b\u5143\u306b\u3042\u308b\u77e5\u8b58\u3060\u3051\u3092\u4f7f\u3063\u3066\u7b54\u3048\u308b\u8a66\u9a13\u300d\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3059\u3002<\/p>\n<p>\u4e00\u65b9\u3001RAG\u3067\u306f\u3001\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u524d\u306b\u5916\u90e8\u306e\u60c5\u5831\u6e90\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u305d\u306e\u5185\u5bb9\u3092\u53c2\u8003\u8cc7\u6599\u3068\u3057\u3066LLM\u306b\u6e21\u3057\u307e\u3059\u3002\u300c\u6559\u79d1\u66f8\u3092\u53c2\u7167\u3057\u306a\u304c\u3089\u7b54\u6848\u3092\u66f8\u304f\u300d\u3088\u3046\u306a\u4ed5\u7d44\u307f\u3068\u8003\u3048\u308b\u3068\u308f\u304b\u308a\u3084\u3059\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<h3>\u691c\u7d22\u30fb\u4ef2\u4ecb\u30fb\u751f\u6210\u306e3\u8981\u7d20\u3067\u69cb\u6210\u3055\u308c\u308b<\/h3>\n<p><span style=\"background-color: #ffff99;\"><strong>RAG\u306e\u57fa\u672c\u7684\u306a\u69cb\u6210\u3068\u3057\u3066\u3001\u691c\u7d22\u57fa\u76e4\u30fb\u51e6\u7406\u3092\u4ef2\u4ecb\u3059\u308b\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u5c64\u30fb\u751f\u6210AI\uff08LLM\uff09\u306e3\u3064\u306b\u6574\u7406\u3067\u304d\u307e\u3059\u3002<\/strong><\/span>\u3053\u306e\u69cb\u6210\u306b\u3088\u308a\u3001AI\u304c\u6839\u62e0\u306e\u306a\u3044\u56de\u7b54\u3092\u4f5c\u3063\u3066\u3057\u307e\u3046\u30ea\u30b9\u30af\u3092\u6291\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<table>\n<colgroup>\n<col style=\"width: 40.3%;\">\n<col style=\"width: 59.7%;\">\n<\/colgroup>\n<tr>\n<th style=\"text-align: center;\"><strong>\u8981\u7d20<\/strong><\/th>\n<th style=\"text-align: center;\"><strong>\u5f79\u5272<\/strong><\/th>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u691c\u7d22\u7528\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff08\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304c\u57fa\u672c\uff09<\/td>\n<td style=\"text-align: left;\">\u793e\u5185\u6587\u66f8\u3092\u683c\u7d0d\u3057\u3001\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u63a2\u3057\u51fa\u3059<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30bf<\/td>\n<td style=\"text-align: left;\">\u8cea\u554f\u306e\u53d7\u4ed8\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u306e\u691c\u7d22\u6307\u793a\u3001LLM\u3078\u306e\u56de\u7b54\u751f\u6210\u6307\u793a\u3092\u4ef2\u4ecb\u3059\u308b<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u751f\u6210AI\uff08LLM\uff09<\/td>\n<td style=\"text-align: left;\">\u691c\u7d22\u7d50\u679c\u3068\u8cea\u554f\u3092\u3082\u3068\u306b\u3001\u81ea\u7136\u306a\u6587\u7ae0\u3067\u56de\u7b54\u3092\u4f5c\u6210\u3059\u308b<\/td>\n<\/tr>\n<\/table>\n<p>LLM\u5358\u4f53\u3067\u306f\u3001\u4e8b\u5b9f\u3068\u7570\u306a\u308b\u60c5\u5831\u3092\u3082\u3063\u3068\u3082\u3089\u3057\u304f\u751f\u6210\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002RAG\u3067\u306f\u691c\u7d22\u3067\u5f97\u305f\u6839\u62e0\u30c7\u30fc\u30bf\u3092LLM\u306b\u6e21\u3059\u305f\u3081\u3001\u56de\u7b54\u306e\u88cf\u4ed8\u3051\u3092\u6301\u305f\u305b\u3084\u3059\u304f\u306a\u308b\u70b9\u304c\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002<\/p>\n<h2>RAG\u306e\u51e6\u7406\u306e\u6d41\u308c\u306f\uff1f<\/h2>\n<p><span style=\"background-color: #ffff99;\"><strong>RAG\u306e\u57fa\u672c\u7684\u306a\u6d41\u308c\u306f\u3001\u4e8b\u524d\u306e\u30c7\u30fc\u30bf\u767b\u9332\u3068\u3001\u8cea\u554f\u6642\u306e\u691c\u7d22\u30fb\u751f\u6210\u306b\u5206\u3051\u3066\u7406\u89e3\u3059\u308b\u3068\u308f\u304b\u308a\u3084\u3059\u3044\u3067\u3057\u3087\u3046\u3002<\/strong><\/span>\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u306a\u304f\u3066\u3082\u5168\u4f53\u50cf\u3092\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u3001\u5404\u30b9\u30c6\u30c3\u30d7\u3092\u9806\u756a\u306b\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3>\u30b9\u30c6\u30c3\u30d71\uff1a\u6587\u66f8\u3092\u30c1\u30e3\u30f3\u30af\u5316\u30fb\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3066\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u767b\u9332\u3059\u308b<\/h3>\n<p>\u307e\u305a\u3001RAG\u306b\u53c2\u7167\u3055\u305b\u305f\u3044\u793e\u5185\u6587\u66f8\u3092\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002\u3053\u306e\u5de5\u7a0b\u3067\u884c\u308f\u308c\u308b\u306e\u304c\u300c\u30c1\u30e3\u30f3\u30af\u5316\u300d\u3068\u300c\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\uff08\u30d9\u30af\u30c8\u30eb\u5316\uff09\u300d\u3068\u3044\u3046\u51e6\u7406\u3067\u3059\u3002<\/p>\n<p>\u30c1\u30e3\u30f3\u30af\u5316\u306f\u6587\u66f8\u3092\u6570\u767e\u6587\u5b57\u7a0b\u5ea6\u306e\u6bb5\u843d\u306b\u5206\u5272\u3059\u308b\u4f5c\u696d\u3001\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u306f\u5404\u6bb5\u843d\u306e\u610f\u5473\u3092\u6570\u5024\u306e\u4e26\u3073\uff08\u30d9\u30af\u30c8\u30eb\uff09\u306b\u5909\u63db\u3057\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u683c\u7d0d\u3059\u308b\u4f5c\u696d\u3092\u6307\u3057\u307e\u3059\u3002SaaS\u3084\u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u51e6\u7406\u3092\u81ea\u52d5\u5316\u3057\u3066\u3044\u308b\u3082\u306e\u3082\u3042\u308a\u3001\u5229\u7528\u8005\u304c\u500b\u5225\u306b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u5b9f\u88c5\u305b\u305a\u306b\u6587\u66f8\u3092\u767b\u9332\u3067\u304d\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070100\u30da\u30fc\u30b8\u306e\u5c31\u696d\u898f\u5247\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3068\u3001\u300c\u6709\u7d66\u4f11\u6687\u306e\u4ed8\u4e0e\u65e5\u6570\u300d\u300c\u80b2\u5150\u4f11\u696d\u306e\u7533\u8acb\u65b9\u6cd5\u300d\u306a\u3069\u3001\u30c6\u30fc\u30de\u3054\u3068\u306e\u5c0f\u3055\u306a\u30d6\u30ed\u30c3\u30af\u3078\u81ea\u52d5\u3067\u5206\u5272\u3055\u308c\u308b\u30a4\u30e1\u30fc\u30b8\u3067\u3059\u3002<\/p>\n<h3>\u30b9\u30c6\u30c3\u30d72\uff1a\u8cea\u554f\u306b\u8fd1\u3044\u60c5\u5831\u3092\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u691c\u7d22\u3059\u308b<\/h3>\n<p>\u30e6\u30fc\u30b6\u30fc\u304c\u300c\u6709\u7d66\u4f11\u6687\u306f\u5165\u793e\u4f55\u304b\u6708\u76ee\u304b\u3089\u53d6\u308c\u307e\u3059\u304b\uff1f\u300d\u3068\u8cea\u554f\u3059\u308b\u3068\u3001\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u304c\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3084\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u304b\u3089\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n<p>RAG\u3067\u306f\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u304c\u3088\u304f\u4f7f\u308f\u308c\u307e\u3059\u3002\u8cea\u554f\u3068\u6587\u66f8\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3066\u610f\u5473\u306e\u8fd1\u3055\u3092\u6bd4\u8f03\u3059\u308b\u305f\u3081\u3001\u300c\u5e74\u6b21\u6709\u7d66\u4f11\u6687\u300d\u300c\u6709\u4f11\u300d\u300c\u5e74\u4f11\u300d\u306e\u3088\u3046\u306b\u8868\u73fe\u304c\u7570\u306a\u3063\u3066\u3044\u3066\u3082\u3001\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u691c\u7d22\u3057\u3084\u3059\u3044\u70b9\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n<p>\u4e00\u65b9\u3001RAG\u306e\u691c\u7d22\u65b9\u6cd5\u306f\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3060\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3084\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3068\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u306a\u3069\u304c\u4f7f\u308f\u308c\u308b\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<div class=\"linkcard\"><div class=\"lkc-internal-wrap\"><a class=\"lkc-link no_icon\" href=\"https:\/\/biz.moneyforward.com\/ai\/basic\/2243\/\" data-lkc-id=\"332\"><div class=\"lkc-card\"><div class=\"lkc-info\"><div class=\"lkc-favicon\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.google.com\/s2\/favicons?domain=https:\/\/biz.moneyforward.com\/ai\/basic\" alt=\"\" width=\"16\" height=\"16\" \/><\/div><div class=\"lkc-domain\">AI\u306e\u57fa\u790e\u77e5\u8b58<\/div><\/div><div class=\"lkc-content\"><div class=\"lkc-title\">\u5f62\u614b\u7d20\u89e3\u6790\u3068\u306f\uff1f\u4f01\u696d\u3067\u5f79\u7acb\u3064\u4ed5\u7d44\u307f\u3084\u3084\u308a\u65b9\u3001\u4f01\u696d\u3067\u306e\u6d3b\u7528\u4e8b\u4f8b\u3092\u89e3\u8aac<\/div><div class=\"lkc-excerpt\">\u4f01\u696d\u6d3b\u52d5\u3067\u767a\u751f\u3059\u308b\u3001\u9867\u5ba2\u306e\u58f0\u3001\u554f\u3044\u5408\u308f\u305b\u3001\u793e\u5185\u30a2\u30f3\u30b1\u30fc\u30c8\u306a\u3069\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306f\u3001\u9069\u5207\u306a\u5206\u6790\u306b\u3088\u3063\u3066\u696d\u52d9\u52b9\u7387\u5316\u3084\u9867\u5ba2\u7406\u89e3\u306b\u76f4\u7d50\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u6709\u52b9\u6d3b\u7528\u3059\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u306a\u306e\u304c\u3001\u5f62\u614b\u7d20\u89e3\u6790\u3068\u3044\u3046\u6280\u8853\u3067\u3059\u3002\u5f62\u614b\u7d20\u89e3\u6790\u3068\u306f\u3001\u610f\u5473\u3092\u6301\u3064\u6700\u5c0f\u5358\u4f4d\u306e\u8a00\u8449\u306b\u6587\u7ae0\u3092\u5206\u89e3\u3057\u3001\u6a5f\u68b0\u304c\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u6280\u8853\u3067\u3042\u308a\u3001\u3068\u304f\u306b\u65e5\u672c\u8a9e\u306e\u5206\u6790\u306b\u304a\u3044\u3066\u306f\u6b20\u304b\u305b\u307e\u305b\u3093\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u5f62\u614b\u7d20\u89e3\u6790\u306e\u57fa\u672c\u7684\u306a\u4ed5\u7d44\u307f\u304b\u3089\u3001\u4f01\u696d\u304c\u5b9f\u969b\u306b\u3069\u306e\u3088\u3046\u306b\u6d3b\u7528\u3057\u3001\u7d4c\u55b6\u3084\u696d\u52d9\u6539\u5584\u306b\u7d50\u3073\u3064\u3051\u3089\u308c\u308b\u304b\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\u5f62\u614b\u7d20\u89e3\u6790\u3068\u306f\uff1f\u5f62...<\/div><\/div><div class=\"clear\"><\/div><\/div><\/a><\/div><\/div>\n<h3>\u30b9\u30c6\u30c3\u30d73\uff1a\u691c\u7d22\u7d50\u679c\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u7d44\u307f\u8fbc\u307f\u56de\u7b54\u3092\u751f\u6210\u3059\u308b<\/h3>\n<p>\u691c\u7d22\u3067\u898b\u3064\u304b\u3063\u305f\u95a2\u9023\u30c1\u30e3\u30f3\u30af\u3068\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u304c\u30bb\u30c3\u30c8\u3067\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u3057\u3066LLM\u306b\u6e21\u3055\u308c\u307e\u3059\u3002LLM\u306f\u6e21\u3055\u308c\u305f\u60c5\u5831\u3092\u6839\u62e0\u306b\u3001\u81ea\u7136\u306a\u65e5\u672c\u8a9e\u3067\u56de\u7b54\u6587\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<p>\u56de\u7b54\u306e\u969b\u306b\u53c2\u7167\u5143\u306e\u6587\u66f8\u540d\u3084\u30da\u30fc\u30b8\u756a\u53f7\u3092\u8868\u793a\u3067\u304d\u308b\u4ed5\u7d44\u307f\u3092\u5099\u3048\u308b\u30b5\u30fc\u30d3\u30b9\u3082\u3042\u308a\u3001\u6839\u62e0\u3092\u78ba\u8a8d\u3057\u3084\u3059\u3044\u70b9\u3082\u5b9f\u52d9\u4e0a\u306e\u5229\u70b9\u3067\u3059\u3002\u51e6\u7406\u306e\u6d41\u308c\u3092\u6574\u7406\u3059\u308b\u3068\u3001\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<table>\n<colgroup>\n<col style=\"width: 13.7%;\">\n<col style=\"width: 57.2%;\">\n<col style=\"width: 29.1%;\">\n<\/colgroup>\n<tr>\n<th style=\"text-align: center;\"><strong>\u30b9\u30c6\u30c3\u30d7<\/strong><\/th>\n<th style=\"text-align: center;\"><strong>\u51e6\u7406\u5185\u5bb9<\/strong><\/th>\n<th style=\"text-align: center;\"><strong>\u30a4\u30e1\u30fc\u30b8<\/strong><\/th>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">1. \u30c7\u30fc\u30bf\u767b\u9332<\/td>\n<td style=\"text-align: left;\">\u6587\u66f8\u3092\u30c1\u30e3\u30f3\u30af\u5316\u30fb\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u3057\u3066\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u683c\u7d0d<\/td>\n<td style=\"text-align: left;\">\u672c\u68da\u306b\u8cc7\u6599\u3092\u6574\u7406\u3057\u3066\u4e26\u3079\u308b<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">2. \u691c\u7d22<\/td>\n<td style=\"text-align: left;\">\u8cea\u554f\u306e\u610f\u5473\u306b\u8fd1\u3044\u30c1\u30e3\u30f3\u30af\u3092\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u53d6\u5f97<\/td>\n<td style=\"text-align: left;\">\u672c\u68da\u304b\u3089\u8a72\u5f53\u30da\u30fc\u30b8\u3092\u63a2\u3059<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">3. \u751f\u6210<\/td>\n<td style=\"text-align: left;\">\u691c\u7d22\u7d50\u679c\u3068\u8cea\u554f\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u542b\u3081\u3066LLM\u304c\u56de\u7b54\u3092\u51fa\u529b<\/td>\n<td style=\"text-align: left;\">\u8a72\u5f53\u30da\u30fc\u30b8\u3092\u898b\u306a\u304c\u3089\u7b54\u6848\u3092\u66f8\u304f<\/td>\n<\/tr>\n<\/table>\n<h2>RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u9055\u3044\u306f\uff1f<\/h2>\n<p><span style=\"background-color: #ffff99;\"><strong>RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08\u8ffd\u52a0\u5b66\u7fd2\uff09\u306e\u4e3b\u306a\u9055\u3044\u306f\u3001\u60c5\u5831\u306e\u66f4\u65b0\u3057\u3084\u3059\u3055\u3068\u5c0e\u5165\u30b3\u30b9\u30c8\u3067\u3059\u3002<\/strong><\/span>\u4e21\u8005\u3092\u6df7\u540c\u3059\u308b\u30b1\u30fc\u30b9\u3082\u898b\u3089\u308c\u307e\u3059\u304c\u3001\u793e\u5185\u6587\u66f8\u306e\u691c\u7d22\u3092\u4e3b\u76ee\u7684\u3068\u3059\u308b\u306a\u3089\u3001RAG\u306e\u65b9\u304c\u66f4\u65b0\u30fb\u904b\u7528\u306e\u9762\u3067\u6271\u3044\u3084\u3059\u3044\u30b1\u30fc\u30b9\u304c\u591a\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<table>\n<colgroup>\n<col style=\"width: 13.2%;\">\n<col style=\"width: 45.9%;\">\n<col style=\"width: 40.8%;\">\n<\/colgroup>\n<tr>\n<th style=\"text-align: center;\"><strong>\u6bd4\u8f03\u9805\u76ee<\/strong><\/th>\n<th style=\"text-align: center;\"><strong>RAG<\/strong><\/th>\n<th style=\"text-align: center;\"><strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong><\/th>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u60c5\u5831\u306e\u66f4\u65b0<\/td>\n<td style=\"text-align: left;\">\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3084\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u66f4\u65b0\u3059\u308b<\/td>\n<td style=\"text-align: left;\">\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u8ffd\u52a0\u5b66\u7fd2\u3059\u308b<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u5c0e\u5165\u30b3\u30b9\u30c8<\/td>\n<td style=\"text-align: left;\">\u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9\u3067\u7c21\u7565\u5316\u3067\u304d\u308b<\/td>\n<td style=\"text-align: left;\">\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u4f5c\u6210\u30fb\u8a55\u4fa1\u306a\u3069\u304c\u5fc5\u8981<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u5c02\u9580\u77e5\u8b58<\/td>\n<td style=\"text-align: left;\">\u30ce\u30fc\u30b3\u30fc\u30c9\u30c4\u30fc\u30eb\u3067\u5bfe\u5fdc\u3067\u304d\u308b\u5834\u5408\u304c\u591a\u3044<\/td>\n<td style=\"text-align: left;\">ML\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u591a\u3044<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u5f97\u610f\u306a\u7528\u9014<\/td>\n<td style=\"text-align: left;\">\u793e\u5185FAQ\u30fb\u30de\u30cb\u30e5\u30a2\u30eb\u691c\u7d22<\/td>\n<td style=\"text-align: left;\">\u6587\u4f53\u30fb\u53e3\u8abf\u306e\u7d71\u4e00\u3001\u5c02\u9580\u9818\u57df\u306e\u7528\u8a9e\u5b66\u7fd2<\/td>\n<\/tr>\n<\/table>\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306b\u8ffd\u52a0\u30c7\u30fc\u30bf\u3092\u4e0e\u3048\u3066\u8a13\u7df4\u3057\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3084\u51fa\u529b\u5f62\u5f0f\u3001\u6587\u4f53\u306a\u3069\u306b\u9069\u5fdc\u3055\u305b\u308b\u624b\u6cd5\u3067\u3059\u3002\u5c31\u696d\u898f\u5247\u304c\u6539\u5b9a\u3055\u308c\u308b\u305f\u3073\u306b\u518d\u5b66\u7fd2\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u3001\u4f5c\u696d\u6642\u9593\u3084\u8a08\u7b97\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308a\u307e\u3059\u3002<\/p>\n<p>\u4e00\u65b9\u3001<span style=\"background-color: #ffff99;\"><strong>RAG\u306f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5185\u306e\u6587\u66f8\u3092\u5dee\u3057\u66ff\u3048\u308b\u3060\u3051\u3067\u6700\u65b0\u60c5\u5831\u3092\u53cd\u6620\u3067\u304d\u307e\u3059\u3002<\/strong><\/span>\u4f8b\u3048\u3070\u3001\u80b2\u5150\u30fb\u4ecb\u8b77\u4f11\u696d\u6cd5\u306f\u4ee4\u548c6\u5e74\u306e\u6539\u6b63\u306b\u3088\u308a\u4ee4\u548c7\u5e74\uff082025\u5e74\uff094\u6708\u306810\u6708\u306b\u6bb5\u968e\u7684\u306a\u65bd\u884c\u304c\u884c\u308f\u308c\u307e\u3057\u305f\u3002\u3053\u3046\u3057\u305f\u6cd5\u6539\u6b63\u304c\u3042\u3063\u305f\u5834\u5408\u3067\u3082\u3001RAG\u3067\u3042\u308c\u3070\u6539\u5b9a\u5f8c\u306e\u898f\u7a0b\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u76f4\u3059\u3060\u3051\u3067\u3001AI\u306e\u56de\u7b54\u5185\u5bb9\u3092\u66f4\u65b0\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u53c2\u8003\uff1a<a href=\"https:\/\/www.mhlw.go.jp\/stf\/seisakunitsuite\/bunya\/0000130583.html\" target=\"_blank\" rel=\"noopener\">\u80b2\u5150\u30fb\u4ecb\u8b77\u4f11\u696d\u6cd5\u306b\u3064\u3044\u3066\uff5c\u539a\u751f\u52b4\u50cd\u7701<\/a><\/p>\n<h2>RAG\u3092\u5c0e\u5165\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u306f\uff1f<\/h2>\n<p>RAG\u5c0e\u5165\u306e\u4e3b\u306a\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u6291\u5236\u3068\u793e\u5185\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u306e\u8ca0\u62c5\u8efd\u6e1b\u3067\u3059\u3002\u793e\u5185\u56fa\u6709\u306e\u30eb\u30fc\u30eb\u306b\u57fa\u3065\u3044\u305f\u56de\u7b54\u3092\u8fd4\u305b\u308b\u4ed5\u7d44\u307f\u3067\u3042\u308b\u305f\u3081\u3001\u30d0\u30c3\u30af\u30aa\u30d5\u30a3\u30b9\u696d\u52d9\u3068\u306e\u76f8\u6027\u304c\u3088\u3044\u3068\u3044\u3048\u307e\u3059\u3002<\/p>\n<h3>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u6291\u3048\u3089\u308c\u308b<\/h3>\n<p>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3068\u306f\u3001AI\u304c\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304b\u306a\u3044\u8aa4\u3063\u305f\u60c5\u5831\u3092\u3082\u3063\u3068\u3082\u3089\u3057\u304f\u751f\u6210\u3057\u3066\u3057\u307e\u3046\u73fe\u8c61\u3092\u6307\u3057\u307e\u3059\u3002LLM\u5358\u4f53\u306b\u300c\u5f53\u793e\u306e\u4ea4\u901a\u8cbb\u7cbe\u7b97\u30eb\u30fc\u30eb\u3092\u6559\u3048\u3066\u300d\u3068\u805e\u304f\u3068\u3001\u4e00\u822c\u7684\u306a\u60c5\u5831\u3092\u305d\u308c\u3089\u3057\u304f\u56de\u7b54\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>RAG\u3067\u306f\u3001\u81ea\u793e\u306e\u7d4c\u8cbb\u898f\u7a0b\u304b\u3089\u8a72\u5f53\u7b87\u6240\u3092\u691c\u7d22\u3057\u305f\u3046\u3048\u3067\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u3001\u300c\u5f53\u793e\u3067\u306f\u65b0\u5e79\u7dda\u306e\u5229\u7528\u306f\u4e8b\u524d\u7533\u8acb\u304c\u5fc5\u8981\u300d\u3068\u3044\u3063\u305f\u81ea\u793e\u56fa\u6709\u306e\u30eb\u30fc\u30eb\u3092\u53cd\u6620\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u6839\u62e0\u306e\u306a\u3044\u56de\u7b54\u304c\u751f\u6210\u3055\u308c\u308b\u30ea\u30b9\u30af\u3092\u6291\u3048\u3089\u308c\u308b\u70b9\u304c\u3001RAG\u304c\u9078\u3070\u308c\u308b\u7406\u7531\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n<h3>\u793e\u5185\u554f\u3044\u5408\u308f\u305b\u3078\u306e\u5bfe\u5fdc\u8ca0\u62c5\u3092\u8efd\u6e1b\u3067\u304d\u308b<\/h3>\n<p>\u300c\u6176\u5f14\u898b\u821e\u91d1\u306e\u7533\u8acb\u65b9\u6cd5\u306f\uff1f\u300d\u300c\u51fa\u5f35\u624b\u5f53\u306e\u4e0a\u9650\u984d\u306f\uff1f\u300d\u3068\u3044\u3063\u305f\u554f\u3044\u5408\u308f\u305b\u304c\u65e5\u5e38\u7684\u306b\u5c4a\u304f\u7dcf\u52d9\u30fb\u4eba\u4e8b\u90e8\u9580\u306f\u5c11\u306a\u304f\u306a\u3044\u3067\u3057\u3087\u3046\u3002RAG\u3067\u5c31\u696d\u898f\u5247\u3084\u793e\u5185FAQ\u3092\u691c\u7d22\u5bfe\u8c61\u306b\u8a2d\u5b9a\u3057\u3066\u304a\u3051\u3070\u3001\u5f93\u696d\u54e1\u304c\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u8cea\u554f\u3059\u308b\u3060\u3051\u3067\u56de\u7b54\u3092\u5f97\u3089\u308c\u308b\u4ed5\u7d44\u307f\u3092\u4f5c\u308c\u307e\u3059\u3002<\/p>\n<p>\u62c5\u5f53\u8005\u304c\u540c\u3058\u5185\u5bb9\u306e\u8aac\u660e\u3092\u7e70\u308a\u8fd4\u3059\u5834\u9762\u3092\u6e1b\u3089\u305b\u308b\u305f\u3081\u3001\u63a1\u7528\u696d\u52d9\u3084\u5236\u5ea6\u8a2d\u8a08\u306a\u3069\u3001\u4ed6\u306e\u696d\u52d9\u306b\u6642\u9593\u3092\u632f\u308a\u5411\u3051\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<h2>RAG\u306e\u56de\u7b54\u7cbe\u5ea6\u3092\u4e0a\u3052\u308b\u30b3\u30c4\u306f\uff1f<\/h2>\n<p><span style=\"background-color: #ffff99;\"><strong>RAG\u306e\u56de\u7b54\u7cbe\u5ea6\u306f\u3001\u6295\u5165\u3059\u308b\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u306b\u5927\u304d\u304f\u5de6\u53f3\u3055\u308c\u307e\u3059\u3002<\/strong><\/span>\u6587\u66f8\u3092\u305d\u306e\u307e\u307e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3060\u3051\u3067\u306f\u3001\u691c\u7d22\u7d50\u679c\u304c\u3061\u3050\u306f\u3050\u306b\u306a\u308a\u3084\u3059\u3044\u70b9\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<h3>\u4e0d\u8981\u306a\u6539\u884c\u3084\u30ce\u30a4\u30ba\u30c7\u30fc\u30bf\u3092\u4e8b\u524d\u306b\u9664\u53bb\u3059\u308b<\/h3>\n<p>PDF\u304b\u3089\u6587\u7ae0\u3092\u62bd\u51fa\u3059\u308b\u3068\u3001\u610f\u56f3\u3057\u306a\u3044\u4f4d\u7f6e\u3067\u6539\u884c\u304c\u5165\u3063\u305f\u308a\u3001\u30d8\u30c3\u30c0\u30fc\u3084\u30d5\u30c3\u30bf\u30fc\u3001\u30da\u30fc\u30b8\u756a\u53f7\u304c\u672c\u6587\u306b\u7d1b\u308c\u8fbc\u3093\u3060\u308a\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u30ce\u30a4\u30ba\u304c\u30c1\u30e3\u30f3\u30af\u306b\u6df7\u5165\u3059\u308b\u3068\u3001\u691c\u7d22\u7cbe\u5ea6\u304c\u843d\u3061\u308b\u539f\u56e0\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u5bfe\u7b56\u3068\u3057\u3066\u3001\u30c7\u30fc\u30bf\u6295\u5165\u524d\u306b\u6b21\u306e\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u4f5c\u696d\u3092\u884c\u3046\u3068\u3088\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<div class=\"summary-box\">\n<ol>\n<li>PDF\u3092\u30c6\u30ad\u30b9\u30c8\u5909\u63db\u3057\u305f\u5f8c\u3001\u4e0d\u8981\u306a\u6539\u884c\u30b3\u30fc\u30c9\u3092\u524a\u9664\u3059\u308b<\/li>\n<li>\u30d8\u30c3\u30c0\u30fc\u30fb\u30d5\u30c3\u30bf\u30fc\u30fb\u30da\u30fc\u30b8\u756a\u53f7\u306a\u3069\u7e70\u308a\u8fd4\u3057\u8981\u7d20\u3092\u9664\u53bb\u3059\u308b<\/li>\n<li>\u76ee\u6b21\u3084\u7d22\u5f15\u30da\u30fc\u30b8\u306a\u3069\u3001\u672c\u6587\u4ee5\u5916\u306e\u90e8\u5206\u3092\u53d6\u308a\u9664\u304f<\/li>\n<li>\u53e4\u3044\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u6587\u66f8\u304c\u6df7\u5728\u3057\u3066\u3044\u306a\u3044\u304b\u78ba\u8a8d\u3057\u3001\u6700\u65b0\u7248\u306e\u307f\u3092\u6b8b\u3059<\/li>\n<\/ol>\n<\/div>\n<p>\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u306b\u4f7f\u3048\u308b\u30c4\u30fc\u30eb\u3068\u3057\u3066\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u30a8\u30c7\u30a3\u30bf\u306e\u6b63\u898f\u8868\u73fe\u7f6e\u63db\u3084\u3001Excel\u306e<strong>CLEAN\u95a2\u6570<\/strong>\u30fb<strong>TRIM\u95a2\u6570<\/strong>\u304c\u624b\u8efd\u3067\u3059\u3002<\/p>\n<h3>\u8868\u30c7\u30fc\u30bf\u306f\u69cb\u9020\u3092\u4fdd\u3063\u305f\u307e\u307e\u5909\u63db\u3059\u308b<\/h3>\n<p>Excel\u306e\u8868\u3092\u305d\u306e\u307e\u307e\u30c6\u30ad\u30b9\u30c8\u5316\u3059\u308b\u3068\u3001\u884c\u3068\u5217\u306e\u5bfe\u5fdc\u95a2\u4fc2\u304c\u5d29\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u7d66\u4e0e\u30c6\u30fc\u30d6\u30eb\u306e\u60c5\u5831\u304c\u3001\u30c6\u30ad\u30b9\u30c8\u5909\u63db\u5f8c\u306b\u7b49\u7d1a\u3068\u91d1\u984d\u304c\u5165\u308a\u6df7\u3058\u3063\u305f\u4e00\u5217\u3068\u3057\u3066\u4e26\u3093\u3067\u3057\u307e\u3046\u3068\u3001AI\u304c\u6b63\u3057\u304f\u8aad\u307f\u53d6\u308c\u307e\u305b\u3093\u3002<\/p>\n<p>\u8868\u30c7\u30fc\u30bf\u3092\u6271\u3046\u5834\u5408\u306f\u3001\u6b21\u306e\u30dd\u30a4\u30f3\u30c8\u3092\u62bc\u3055\u3048\u3066\u304a\u304f\u3068\u3088\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<div class=\"summary-box\">\n<ul>\n<li>CSV\u5f62\u5f0f\u3084Markdown\u5f62\u5f0f\u306a\u3069\u3001\u884c\u5217\u306e\u69cb\u9020\u3092\u7dad\u6301\u3067\u304d\u308b\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u66f8\u304d\u51fa\u3059<\/li>\n<li>\u30bb\u30eb\u7d50\u5408\u304c\u3042\u308b\u8868\u306f\u7d50\u5408\u3092\u89e3\u9664\u3057\u3066\u304b\u3089\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3059\u308b<\/li>\n<li>1\u30b7\u30fc\u30c8\u306b\u8907\u6570\u306e\u8868\u304c\u3042\u308b\u5834\u5408\u306f\u30c6\u30fc\u30de\u3054\u3068\u306b\u5206\u5272\u3059\u308b<\/li>\n<\/ul>\n<\/div>\n<p>\u30c7\u30fc\u30bf\u6574\u5099\u306f\u5730\u9053\u306a\u4f5c\u696d\u3067\u3059\u304c\u3001\u3053\u3053\u306b\u624b\u9593\u3092\u304b\u3051\u308b\u304b\u3069\u3046\u304b\u3067RAG\u306e\u56de\u7b54\u54c1\u8cea\u306f\u5909\u308f\u308a\u307e\u3059\u3002\u5c0e\u5165\u521d\u671f\u306b\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u306e\u6642\u9593\u3092\u78ba\u4fdd\u3057\u3066\u304a\u304f\u3068\u3001\u305d\u306e\u5f8c\u306e\u904b\u7528\u304c\u30b9\u30e0\u30fc\u30ba\u306b\u306a\u308a\u3084\u3059\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<h2>RAG\u5c0e\u5165\u6642\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u306f\uff1f<\/h2>\n<p><span style=\"background-color: #ffff99;\"><strong>RAG\u3092\u5b89\u5168\u306b\u904b\u7528\u3059\u308b\u306b\u306f\u3001\u95b2\u89a7\u6a29\u9650\u306e\u8a2d\u8a08\u3068\u60c5\u5831\u6f0f\u6d29\u9632\u6b62\u306e\u4ed5\u7d44\u307f\u3065\u304f\u308a\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002<\/strong><\/span>\u4eba\u4e8b\u8a55\u4fa1\u30b7\u30fc\u30c8\u3084\u7d66\u4e0e\u898f\u7a0b\u3068\u3044\u3063\u305f\u6a5f\u5bc6\u6587\u66f8\u3092\u6271\u3046\u5834\u5408\u3001\u5168\u793e\u54e1\u304c\u81ea\u7531\u306b\u95b2\u89a7\u3067\u304d\u308b\u72b6\u614b\u306f\u907f\u3051\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>\u30d5\u30a9\u30eb\u30c0\u5358\u4f4d\u3067\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3092\u8a2d\u8a08\u3059\u308b<\/h3>\n<p>RAG\u5bfe\u5fdc\u306eSaaS\u3084\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u591a\u304f\u306f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u30d5\u30a9\u30eb\u30c0\uff08\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\uff09\u5358\u4f4d\u3067\u5206\u5272\u3057\u3001\u95b2\u89a7\u6a29\u9650\u3092\u8a2d\u5b9a\u3059\u308b\u6a5f\u80fd\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002\u904b\u7528\u4f8b\u3068\u3057\u3066\u3001\u6b21\u306e\u3088\u3046\u306a\u30d5\u30a9\u30eb\u30c0\u69cb\u6210\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<table>\n<colgroup>\n<col style=\"width: 24.0%;\">\n<col style=\"width: 52.1%;\">\n<col style=\"width: 24.0%;\">\n<\/colgroup>\n<tr>\n<th style=\"text-align: center;\"><strong>\u30d5\u30a9\u30eb\u30c0\u540d<\/strong><\/th>\n<th style=\"text-align: center;\"><strong>\u683c\u7d0d\u30c7\u30fc\u30bf<\/strong><\/th>\n<th style=\"text-align: center;\"><strong>\u95b2\u89a7\u6a29\u9650<\/strong><\/th>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u5168\u793e\u5171\u901a<\/td>\n<td style=\"text-align: left;\">\u5c31\u696d\u898f\u5247\u30fb\u798f\u5229\u539a\u751f\u6848\u5185<\/td>\n<td style=\"text-align: left;\">\u5168\u793e\u54e1<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u4eba\u4e8b\u90e8\u5c02\u7528<\/td>\n<td style=\"text-align: left;\">\u7d66\u4e0e\u898f\u7a0b\u30fb\u4eba\u4e8b\u8a55\u4fa1\u30b7\u30fc\u30c8<\/td>\n<td style=\"text-align: left;\">\u4eba\u4e8b\u90e8\u306e\u307f<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u7d4c\u7406\u90e8\u5c02\u7528<\/td>\n<td style=\"text-align: left;\">\u52d8\u5b9a\u79d1\u76ee\u8868\u30fb\u6c7a\u7b97\u8cc7\u6599<\/td>\n<td style=\"text-align: left;\">\u7d4c\u7406\u90e8\u306e\u307f<\/td>\n<\/tr>\n<\/table>\n<p>\u8cea\u554f\u8005\u306e\u6240\u5c5e\u90e8\u7f72\u306b\u5fdc\u3058\u3066\u53c2\u7167\u5148\u30d5\u30a9\u30eb\u30c0\u304c\u5207\u308a\u66ff\u308f\u308b\u8a2d\u8a08\u306b\u3057\u3066\u304a\u3051\u3070\u3001\u4e00\u822c\u793e\u54e1\u304c\u4eba\u4e8b\u90e8\u5c02\u7528\u30d5\u30a9\u30eb\u30c0\u306e\u60c5\u5831\u3092\u691c\u7d22\u5bfe\u8c61\u306b\u542b\u3081\u305a\u306b\u6e08\u307f\u307e\u3059\u3002<\/p>\n<h3>\u9589\u57df\u7db2\u74b0\u5883\u3067\u904b\u7528\u3059\u308b\u9078\u629e\u80a2\u3082\u3042\u308b<\/h3>\n<p>\u793e\u5916\u306e\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u306b\u30c7\u30fc\u30bf\u3092\u9001\u308b\u3053\u3068\u306b\u62b5\u6297\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u9589\u57df\u7db2\uff08\u30af\u30ed\u30fc\u30ba\u30c9\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09\u74b0\u5883\u3067RAG\u3092\u69cb\u7bc9\u3059\u308b\u9078\u629e\u80a2\u3082\u3042\u308a\u307e\u3059\u3002\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306a\u3069\u306e\u4ed5\u7d44\u307f\u3092\u4f7f\u3044\u3001\u81ea\u793e\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5185\u3067\u751f\u6210AI\u30b5\u30fc\u30d3\u30b9\u306b\u63a5\u7d9a\u3059\u308b\u69cb\u6210\u3067\u3059\u3002<\/p>\n<p>Azure OpenAI Service\u306e\u3088\u3046\u306b\u3001\u9589\u57df\u7db2\u63a5\u7d9a\u306b\u5bfe\u5fdc\u3057\u305f\u69cb\u6210\u3092\u63d0\u4f9b\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u3082\u3042\u308a\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8981\u4ef6\u304c\u53b3\u3057\u3044\u696d\u7a2e\u3067\u3082\u5c0e\u5165\u3092\u691c\u8a0e\u3057\u3084\u3059\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u53c2\u8003\uff1a<a href=\"https:\/\/biz.kddi.com\/service\/ms-azure\/open-ai\/\" target=\"_blank\" rel=\"noopener\">Azure OpenAI Service\uff5cKDDI\u682a\u5f0f\u4f1a\u793e<\/a><\/p>\n<h2>RAG\u5c0e\u5165\u306fSaaS\u3068\u81ea\u793e\u958b\u767a\u3069\u3061\u3089\u3092\u9078\u3076\uff1f<\/h2>\n<p>RAG\u306e\u5c0e\u5165\u65b9\u6cd5\u306f\u3001\u5927\u304d\u304f\u300cSaaS\uff08\u65e2\u88fd\u306e\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\uff09\u306e\u5229\u7528\u300d\u3068\u300c\u81ea\u793e\u3067\u30bc\u30ed\u304b\u3089\u958b\u767a\u3059\u308b\u30b9\u30af\u30e9\u30c3\u30c1\u958b\u767a\u300d\u306e2\u3064\u306b\u5206\u304b\u308c\u307e\u3059\u3002\u793e\u5185\u306bML\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u3044\u306a\u3044\u5834\u5408\u306f\u3001\u307e\u305aSaaS\u304b\u3089\u8a66\u3059\u30b1\u30fc\u30b9\u304c\u591a\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<table>\n<colgroup>\n<col style=\"width: 19.9%;\">\n<col style=\"width: 35.8%;\">\n<col style=\"width: 44.3%;\">\n<\/colgroup>\n<tr>\n<th style=\"text-align: center;\"><strong>\u6bd4\u8f03\u9805\u76ee<\/strong><\/th>\n<th style=\"text-align: center;\"><strong>SaaS<\/strong><\/th>\n<th style=\"text-align: center;\"><strong>\u30b9\u30af\u30e9\u30c3\u30c1\u958b\u767a<\/strong><\/th>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u5c0e\u5165\u30b9\u30d4\u30fc\u30c9<\/td>\n<td style=\"text-align: left;\">\u6bd4\u8f03\u7684\u77ed\u671f\u9593\u3067\u5229\u7528\u958b\u59cb\u3057\u3084\u3059\u3044<\/td>\n<td style=\"text-align: left;\">\u8981\u4ef6\u5b9a\u7fa9\u304b\u3089\u958b\u767a\u307e\u3067\u6642\u9593\u304c\u304b\u304b\u308b<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027<\/td>\n<td style=\"text-align: left;\">\u30b5\u30fc\u30d3\u30b9\u4ed5\u69d8\u306e\u7bc4\u56f2\u5185<\/td>\n<td style=\"text-align: left;\">\u81ea\u7531\u306b\u8a2d\u8a08\u3067\u304d\u308b<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u904b\u7528\u8ca0\u62c5<\/td>\n<td style=\"text-align: left;\">\u30d9\u30f3\u30c0\u30fc\u304c\u4fdd\u5b88\u3092\u62c5\u3046\u5834\u5408\u304c\u591a\u3044<\/td>\n<td style=\"text-align: left;\">\u81ea\u793e\u3067\u4fdd\u5b88\u30fb\u76e3\u8996\u304c\u5fc5\u8981<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u5411\u3044\u3066\u3044\u308b\u30b1\u30fc\u30b9<\/td>\n<td style=\"text-align: left;\">\u793e\u5185\u6587\u66f8\u4e2d\u5fc3\u306eFAQ\u5bfe\u5fdc<\/td>\n<td style=\"text-align: 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