{"id":22107,"date":"2024-08-11T12:00:00","date_gmt":"2024-08-11T03:00:00","guid":{"rendered":"https:\/\/xrcloud.jp\/blog\/?post_type=articles&#038;p=22107"},"modified":"2026-01-15T01:27:14","modified_gmt":"2026-01-14T16:27:14","slug":"rag%ef%bc%88%e3%83%a9%e3%82%b0%ef%bc%89%e3%81%a8%e3%81%af%ef%bc%9f%e3%83%a1%e3%83%aa%e3%83%83%e3%83%88%e3%82%84%e6%b3%a8%e6%84%8f%e7%82%b9%e3%81%ab%e3%81%a4%e3%81%84%e3%81%a6%e3%82%8f%e3%81%8b","status":"publish","type":"articles","link":"https:\/\/xrcloud.jp\/blog\/articles\/business\/22107\/","title":{"rendered":"RAG\uff08\u30e9\u30b0\uff09\u3068\u306f\uff1f\u30e1\u30ea\u30c3\u30c8\u3084\u6ce8\u610f\u70b9\u306b\u3064\u3044\u3066\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">RAG\uff08\u30e9\u30b0\uff09\u306f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406\u3084\u30c7\u30fc\u30bf\u5206\u6790\u306e\u5206\u91ce\u3067\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3b\u306b\u3001\u8d64\u3001\u9ec4\u3001\u7dd1\u306e\u4e09\u8272\u3092\u7528\u3044\u3066\u72b6\u6cc1\u3092\u8996\u899a\u5316\u3057\u3001\u8fc5\u901f\u304b\u3064\u52b9\u679c\u7684\u306a\u610f\u601d\u6c7a\u5b9a\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u306e\u5b9a\u7fa9\u3084\u7528\u9014\u304b\u3089\u3001\u305d\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u6ce8\u610f\u70b9\u3001\u3055\u3089\u306b\u306f\u5177\u4f53\u7684\u306a\u6d3b\u7528\u4e8b\u4f8b\u307e\u3067\u3092\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p 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class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h1 class=\"wp-block-heading\">|RAG\u3068\u306f\uff1f<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u3068\u306f\u3001\u60c5\u5831\u3092\u8996\u899a\u7684\u306b\u6574\u7406\u3057\u3001\u5224\u65ad\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u306e\u30b7\u30f3\u30d7\u30eb\u304b\u3064\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u306e\u57fa\u672c\u6982\u5ff5\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001\u3069\u306e\u3088\u3046\u306b\u6d3b\u7528\u3067\u304d\u308b\u304b\u304c\u898b\u3048\u3066\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><mark style=\"background-color:#f1f1f1\" class=\"has-inline-color\">RAG\u306e\u5b9a\u7fa9<\/mark><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\uff08Red, Amber, Green\uff09\u306f\u3001\u30c7\u30fc\u30bf\u306e\u72b6\u614b\u3084\u9032\u6357\u72b6\u6cc1\u3092\u8996\u899a\u7684\u306b\u793a\u3059\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5177\u4f53\u7684\u306b\u306f\u3001\u8d64\u306f\u554f\u984c\u304c\u3042\u308b\u72b6\u614b\u3001\u9ec4\u306f\u6ce8\u610f\u304c\u5fc5\u8981\u306a\u72b6\u614b\u3001\u7dd1\u306f\u9806\u8abf\u306a\u72b6\u614b\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u306b\u3088\u308a\u3001\u8907\u96d1\u306a\u60c5\u5831\u3082\u4e00\u76ee\u3067\u628a\u63e1\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u52b9\u7387\u7684\u306a\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u306b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406\u3084\u30d3\u30b8\u30cd\u30b9\u306e\u610f\u601d\u6c7a\u5b9a\u306e\u5834\u9762\u3067\u591a\u7528\u3055\u308c\u3001\u305d\u306e\u7c21\u6f54\u3055\u3068\u5206\u304b\u308a\u3084\u3059\u3055\u304c\u8a55\u4fa1\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><mark style=\"background-color:#f1f1f1\" class=\"has-inline-color\">\u4e3b\u306a\u7528\u9014\u3068\u5229\u7528\u30b7\u30fc\u30f3<\/mark><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u306f\u591a\u5c90\u306b\u308f\u305f\u308b\u7528\u9014\u3067\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u3048\u3070\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u9032\u6357\u7ba1\u7406\u306b\u304a\u3044\u3066\u3001\u30bf\u30b9\u30af\u306e\u72b6\u6cc1\u3092RAG\u3067\u8868\u793a\u3059\u308b\u3053\u3068\u3067\u3001\u95a2\u4fc2\u8005\u306f\u76f4\u611f\u7684\u306b\u73fe\u72b6\u3092\u628a\u63e1\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u5206\u6790\u3084\u30ea\u30b9\u30af\u7ba1\u7406\u306b\u3082\u5fdc\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3068\u3048\u3070\u3001\u4f01\u696d\u306e\u8ca1\u52d9\u72b6\u6cc1\u3084\u5e02\u5834\u306e\u52d5\u5411\u3092RAG\u3067\u8868\u73fe\u3057\u3001\u8fc5\u901f\u306a\u610f\u601d\u6c7a\u5b9a\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u306b\u3088\u308a\u3001\u7d44\u7e54\u5168\u4f53\u3067\u306e\u60c5\u5831\u5171\u6709\u304c\u30b9\u30e0\u30fc\u30ba\u306b\u306a\u308a\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6210\u529f\u7387\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h1 class=\"wp-block-heading\">|RAG\u306e\u30e1\u30ea\u30c3\u30c8<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u3055\u307e\u3056\u307e\u306a\u5074\u9762\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u304b\u3089\u306f\u3001RAG\u306e\u30e1\u30ea\u30c3\u30c8\u306b\u3064\u3044\u3066\u898b\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><mark style=\"background-color:#f1f1f1\" class=\"has-inline-color\">\u52b9\u679c\u7684\u306a\u610f\u601d\u6c7a\u5b9a\u652f\u63f4<\/mark><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u306e\u6700\u5927\u306e\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u610f\u601d\u6c7a\u5b9a\u306e\u8fc5\u901f\u5316\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8272\u3092\u4f7f\u3063\u3066\u60c5\u5831\u3092\u8996\u899a\u7684\u306b\u793a\u3059\u305f\u3081\u3001\u610f\u601d\u6c7a\u5b9a\u8005\u306f\u72b6\u6cc1\u3092\u77ac\u6642\u306b\u628a\u63e1\u3057\u3001\u9069\u5207\u306a\u5224\u65ad\u3092\u4e0b\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u306b\u3088\u308a\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u30b9\u30d4\u30fc\u30c9\u611f\u304c\u5897\u3057\u3001\u7af6\u4e89\u529b\u306e\u5411\u4e0a\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3068\u3048\u3070\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u9032\u884c\u72b6\u6cc1\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u8ffd\u8de1\u3057\u3001\u554f\u984c\u304c\u767a\u751f\u3057\u305f\u5834\u5408\u306b\u306f\u5373\u5ea7\u306b\u5bfe\u5fdc\u7b56\u3092\u8b1b\u3058\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u3088\u3046\u306b\u3001RAG\u306f\u52b9\u679c\u7684\u306a\u610f\u601d\u6c7a\u5b9a\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u7d44\u7e54\u306e\u6210\u679c\u3092\u6700\u5927\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><mark style=\"background-color:#f0f0f0\" class=\"has-inline-color\">\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u3068\u7406\u89e3\u4fc3\u9032<\/mark><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u306f\u3001\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u3092\u901a\u3058\u3066\u60c5\u5831\u306e\u7406\u89e3\u3092\u4fc3\u9032\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u3092\u7c21\u6f54\u306b\u8868\u73fe\u3067\u304d\u308b\u305f\u3081\u3001\u95a2\u4fc2\u8005\u9593\u3067\u306e\u60c5\u5831\u5171\u6709\u304c\u30b9\u30e0\u30fc\u30ba\u306b\u884c\u308f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u306b\u3001\u975e\u5c02\u9580\u5bb6\u306b\u3068\u3063\u3066\u3082\u30c7\u30fc\u30bf\u304c\u7406\u89e3\u3057\u3084\u3059\u304f\u306a\u308b\u305f\u3081\u3001\u30c1\u30fc\u30e0\u5168\u4f53\u3067\u306e\u5408\u610f\u5f62\u6210\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3068\u3048\u3070\u3001\u55b6\u696d\u30c1\u30fc\u30e0\u304c\u9867\u5ba2\u306e\u8cfc\u8cb7\u52d5\u5411\u3092RAG\u3067\u793a\u3059\u3053\u3068\u3067\u3001\u8ca9\u58f2\u6226\u7565\u306e\u6539\u5584\u70b9\u3092\u5373\u5ea7\u306b\u898b\u3064\u3051\u51fa\u3057\u3001\u8fc5\u901f\u306a\u5bfe\u5fdc\u3092\u56f3\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><mark style=\"background-color:#f1f1f1\" class=\"has-inline-color\">\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406\u306e\u52b9\u7387\u5316<\/mark><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406\u306b\u304a\u3051\u308bRAG\u306e\u5229\u7528\u306f\u3001\u52b9\u7387\u7684\u306a\u9032\u6357\u7ba1\u7406\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5404\u30bf\u30b9\u30af\u306e\u72b6\u6cc1\u3092\u8272\u3067\u793a\u3059\u3053\u3068\u3067\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u5168\u4f53\u50cf\u3092\u628a\u63e1\u3057\u3084\u3059\u304f\u306a\u308a\u3001\u30ea\u30bd\u30fc\u30b9\u306e\u6700\u9069\u914d\u7f6e\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u306f\u3001RAG\u3092\u6d3b\u7528\u3057\u3066\u30bf\u30b9\u30af\u306e\u512a\u5148\u9806\u4f4d\u3092\u660e\u78ba\u5316\u3057\u3001\u30c1\u30fc\u30e0\u30e1\u30f3\u30d0\u30fc\u306b\u5bfe\u3057\u3066\u52b9\u679c\u7684\u306a\u6307\u793a\u3092\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d50\u679c\u3068\u3057\u3066\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6210\u529f\u7387\u304c\u9ad8\u307e\u308a\u3001\u7d0d\u671f\u5185\u3067\u306e\u9054\u6210\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h1 class=\"wp-block-heading\">|RAG\u306e\u6ce8\u610f\u70b9<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u306e\u5c0e\u5165\u306b\u306f\u614e\u91cd\u306a\u8a08\u753b\u3068\u5b9f\u884c\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6ce8\u610f\u70b9\u3092\u7406\u89e3\u3057\u3001\u6210\u529f\u3078\u5c0e\u304f\u305f\u3081\u306e\u624b\u7acb\u3066\u3092\u8003\u3048\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><mark style=\"background-color:#f0f0f0\" class=\"has-inline-color\">\u5c0e\u5165\u6642\u306e\u8ab2\u984c<\/mark><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u3092\u5c0e\u5165\u3059\u308b\u969b\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305a\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u8a2d\u5b9a\u3084\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304c\u5fc5\u8981\u3068\u306a\u308a\u3001\u521d\u671f\u5c0e\u5165\u306b\u306f\u6642\u9593\u3068\u52b4\u529b\u304c\u304b\u304b\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u7d44\u7e54\u5168\u4f53\u3067\u306e\u5c0e\u5165\u306b\u306f\u3001\u95a2\u4fc2\u8005\u306e\u7406\u89e3\u3068\u5354\u529b\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0e\u5165\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3044\u3066\u3001\u30c1\u30fc\u30e0\u30e1\u30f3\u30d0\u30fc\u306e\u610f\u8b58\u6539\u9769\u3084\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u3001RAG\u3092\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u30c7\u30fc\u30bf\u306e\u9069\u5207\u306a\u53ce\u96c6\u3068\u5206\u6790\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001\u3053\u308c\u3089\u306e\u6e96\u5099\u304c\u6574\u3063\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u4e8b\u524d\u306b\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><mark style=\"background-color:#f1f1f1\" class=\"has-inline-color\">\u30c7\u30fc\u30bf\u306e\u4fe1\u983c\u6027\u3068\u7cbe\u5ea6<\/mark><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u306e\u6709\u52b9\u6027\u306f\u3001\u30c7\u30fc\u30bf\u306e\u4fe1\u983c\u6027\u3068\u7cbe\u5ea6\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u6b63\u78ba\u306a\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066RAG\u3092\u4f5c\u6210\u3059\u308b\u3068\u3001\u8aa4\u3063\u305f\u5224\u65ad\u3092\u4e0b\u3059\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u306e\u305f\u3081\u3001\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3092\u4fdd\u3064\u305f\u3081\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u6574\u5099\u3057\u3001\u5b9a\u671f\u7684\u306a\u30c7\u30fc\u30bf\u30c1\u30a7\u30c3\u30af\u3092\u884c\u3046\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u5143\u3084\u5206\u6790\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3082\u3001\u614e\u91cd\u306a\u691c\u8a0e\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9ad8\u54c1\u8cea\u306a\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001RAG\u306e\u4fe1\u983c\u6027\u304c\u5411\u4e0a\u3057\u3001\u3088\u308a\u6b63\u78ba\u306a\u610f\u601d\u6c7a\u5b9a\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><mark style=\"background-color:#f0f0f0\" class=\"has-inline-color\">\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u306e\u5411\u4e0a<\/mark><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u306e\u52b9\u679c\u3092\u6700\u5927\u5316\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u306e\u5411\u4e0a\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5177\u4f53\u7684\u306b\u306f\u3001\u30b7\u30f3\u30d7\u30eb\u3067\u4f7f\u3044\u3084\u3059\u3044\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u63d0\u4f9b\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u76f4\u611f\u7684\u306b\u64cd\u4f5c\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u7a4d\u6975\u7684\u306b\u53d6\u308a\u5165\u308c\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u6539\u5584\u3092\u56f3\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306fRAG\u3092\u3088\u308a\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u6210\u679c\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h1 class=\"wp-block-heading\">|RAG\u306e\u6d3b\u7528\u4e8b\u4f8b<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u306f\u591a\u304f\u306e\u4f01\u696d\u3084\u696d\u754c\u3067\u6d3b\u7528\u3055\u308c\u3001\u3055\u307e\u3056\u307e\u306a\u6210\u529f\u3092\u53ce\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u3067\u306f\u3001\u4f01\u696d\u3067\u306e\u5177\u4f53\u7684\u306a\u6210\u529f\u4e8b\u4f8b\u3068\u3001\u696d\u754c\u5225\u306e\u6d3b\u7528\u6cd5\u3092\u5177\u4f53\u7684\u306a\u4e8b\u4f8b\u3092\u4ea4\u3048\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><mark style=\"background-color:#f1f1f1\" class=\"has-inline-color\">\u4f01\u696d\u3067\u306e\u6210\u529f\u4e8b\u4f8b<\/mark><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u696d\u52d9\u52b9\u7387\u306e\u5411\u4e0a\u3084\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406\u306e\u6539\u5584\u306b\u6210\u529f\u3057\u3066\u3044\u308b\u4f01\u696d\u306e\u4e8b\u4f8b\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5927\u624b\u88fd\u9020\u696d\u306b\u304a\u3051\u308bRAG\u306e\u5c0e\u5165<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u624b\u88fd\u9020\u696d\u306eX\u793e\u306f\u3001\u88fd\u54c1\u958b\u767a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u9032\u6357\u3092\u7ba1\u7406\u3059\u308b\u305f\u3081\u306bRAG\u3092\u5c0e\u5165\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u4f01\u696d\u3067\u306f\u3001\u65b0\u88fd\u54c1\u306e\u958b\u767a\u304c\u8907\u6570\u306e\u90e8\u9580\u306b\u307e\u305f\u304c\u3063\u3066\u884c\u308f\u308c\u3066\u304a\u308a\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406\u306e\u8907\u96d1\u3055\u304c\u8ab2\u984c\u3068\u306a\u3063\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3057\u304b\u3057\u3001RAG\u306e\u5c0e\u5165\u306b\u3088\u308a\u3001\u5404\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u9032\u6357\u72b6\u6cc1\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u53ef\u8996\u5316\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u4f8b\u3048\u3070\u3001\u7dd1\u306e\u30b9\u30c6\u30fc\u30bf\u30b9\u306f\u9806\u8abf\u306a\u30bf\u30b9\u30af\u3092\u793a\u3057\u3001\u8d64\u306f\u7dca\u6025\u306e\u6ce8\u610f\u304c\u5fc5\u8981\u306a\u30bf\u30b9\u30af\u3092\u793a\u3059\u305f\u3081\u3001\u7ba1\u7406\u8005\u306f\u5373\u5ea7\u306b\u5bfe\u5fdc\u3092\u691c\u8a0e\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u9045\u5ef6\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u5834\u5408\u3001RAG\u306e\u9ec4\u8272\u306e\u30b9\u30c6\u30fc\u30bf\u30b9\u304c\u8b66\u544a\u3092\u767a\u3057\u3001\u7ba1\u7406\u8005\u306f\u65e9\u671f\u306b\u554f\u984c\u3092\u767a\u898b\u3057\u3001\u5bfe\u5fdc\u7b56\u3092\u8b1b\u3058\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u7d50\u679c\u3068\u3057\u3066\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u9045\u5ef6\u7387\u306f30%\u6e1b\u5c11\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">IT\u4f01\u696d\u306b\u304a\u3051\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406\u306e\u6539\u5584<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">IT\u4f01\u696d\u306eY\u793e\u306f\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406\u306bRAG\u3092\u5c0e\u5165\u3057\u3001\u30c1\u30fc\u30e0\u306e\u751f\u7523\u6027\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u306b\u3088\u308a\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30ea\u30bd\u30fc\u30b9\u914d\u5206\u304c\u52b9\u679c\u7684\u306b\u884c\u308f\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u9069\u5207\u306a\u4eba\u6750\u3068\u6642\u9593\u304c\u6b63\u3057\u3044\u30bf\u30b9\u30af\u306b\u914d\u5206\u3055\u308c\u307e\u3057\u305f\u3002\u305f\u3068\u3048\u3070\u3001\u8d64\u3044\u30b9\u30c6\u30fc\u30bf\u30b9\u306e\u30bf\u30b9\u30af\u306b\u8ffd\u52a0\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u6295\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u554f\u984c\u306e\u89e3\u6c7a\u304c\u8fc5\u901f\u5316\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p 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