{"id":6366,"date":"2025-01-21T18:36:55","date_gmt":"2025-01-21T09:36:55","guid":{"rendered":"https:\/\/www.sotatek.com\/jp\/?p=6366"},"modified":"2025-01-21T18:37:43","modified_gmt":"2025-01-21T09:37:43","slug":"rag-generative-ai-models","status":"publish","type":"post","link":"https:\/\/www.sotatek.com\/jp\/blogs\/rag-generative-ai-models\/","title":{"rendered":"RAG \u751f\u6210AI \u304c AI \u30e2\u30c7\u30eb\u306e\u672a\u6765\u3067\u3042\u308b\u7406\u7531: \u7c21\u5358\u306b\u8aac\u660e"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">RAG \u751f\u6210AI &#8211; \u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u306e\u767a\u5c55\u306f\u76ee\u899a\u307e\u3057\u304f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u6d3b\u7528\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u304c\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u3067\u5c0e\u5165\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u4f9d\u7136\u3068\u3057\u3066\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u3092\u62b1\u3048\u3066\u3044\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u8cea\u554f\u306b\u5bfe\u3057\u3066\u4e0d\u6b63\u78ba\u306a\u56de\u7b54\u3092\u63d0\u4f9b\u3057\u305f\u308a\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u5408\u308f\u306a\u3044\u60c5\u5831\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3042\u308b\u305f\u3081\u3001\u4fe1\u983c\u6027\u304c\u5b8c\u5168\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u3093\u306a\u4e2d\u3001\u65b0\u3057\u3044\u89e3\u6c7a\u7b56\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u304c RAG\uff08Retrieval-Augmented Generation\uff09 \u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">RAG \u306f\u3001AI \u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u308b\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u304a\u308a\u3001\u73fe\u5728\u591a\u304f\u306e\u5206\u91ce\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG \u306e\u57fa\u672c\u7684\u306a\u4ed5\u7d44\u307f\u3001\u5229\u70b9\u3001\u305d\u3057\u3066\u305d\u308c\u304c\u672a\u6765\u306e AI \u30e2\u30c7\u30eb\u306e\u4e2d\u6838\u3068\u306a\u308b\u7406\u7531\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/p>\n<h2><b>RAG \u3068\u306f\uff1f<\/b><\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-6368 size-full\" src=\"https:\/\/www.sotatek.com\/jp\/wp-content\/uploads\/2025\/01\/RAG-\u3068\u306f\uff1f-min-scaled.jpg\" alt=\"RAG \u751f\u6210AI - RAG \u3068\u306f\uff1f\" width=\"2048\" height=\"1290\" srcset=\"https:\/\/www.sotatek.com\/jp\/wp-content\/uploads\/2025\/01\/RAG-\u3068\u306f\uff1f-min-scaled.jpg 2048w, https:\/\/www.sotatek.com\/jp\/wp-content\/uploads\/2025\/01\/RAG-\u3068\u306f\uff1f-min-768x484.jpg 768w, https:\/\/www.sotatek.com\/jp\/wp-content\/uploads\/2025\/01\/RAG-\u3068\u306f\uff1f-min-1536x967.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">RAG \u306f\u300c\u60c5\u5831\u691c\u7d22\uff08Retrieval\uff09\u300d\u3068\u300c\u751f\u6210\uff08Generation\uff09\u300d\u306e2\u3064\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u304c\u5358\u72ec\u3067\u63d0\u4f9b\u3059\u308b\u60c5\u5831\u3088\u308a\u3082\u6b63\u78ba\u3067\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u9069\u3057\u305f\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">RAG \u306e\u57fa\u672c\u30d7\u30ed\u30bb\u30b9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\uff1a<\/span><\/p>\n<p><b>\u60c5\u5831\u691c\u7d22<\/b><\/p>\n<p><span style=\"font-weight: 400;\">\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u30a6\u30a7\u30d6\u30bd\u30fc\u30b9\u3001\u307e\u305f\u306f\u5c02\u7528\u306e\u77e5\u8b58\u30d9\u30fc\u30b9\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6700\u65b0\u306e\u60c5\u5831\u3084\u7279\u5b9a\u306e\u9818\u57df\u306b\u7279\u5316\u3057\u305f\u30c7\u30fc\u30bf\u3092\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><b>\u60c5\u5831\u306e\u7d71\u5408\u3068\u751f\u6210<\/b><\/p>\n<p><span style=\"font-weight: 400;\">\u691c\u7d22\u3057\u305f\u30c7\u30fc\u30bf\u3092 LLM \u306b\u7d44\u307f\u8fbc\u307f\u3001\u8cea\u554f\u306b\u57fa\u3065\u3044\u3066\u6587\u8108\u306b\u6cbf\u3063\u305f\u56de\u7b54\u3084\u51fa\u529b\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u3053\u306e\u7d71\u5408\u30d7\u30ed\u30bb\u30b9\u306b\u3088\u3063\u3066\u3001LLM \u306e\u51fa\u529b\u306e\u6b63\u78ba\u6027\u304c\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><b>RAG \u304c\u6ce8\u76ee\u3055\u308c\u308b\u7406\u7531<\/b><\/h2>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">RAG \u304c\u591a\u304f\u306e\u5206\u91ce\u3067\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u306f\u3001\u305d\u306e\u9769\u65b0\u7684\u306a\u80fd\u529b\u304c\u5f93\u6765\u306e AI \u30e2\u30c7\u30eb\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u304b\u3089\u3067\u3059\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\uff1a<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><b>\u6b63\u78ba\u6027\u306e\u5411\u4e0a<\/b><\/p>\n<p><span style=\"font-weight: 400;\">LLM \u306e\u307f\u3067\u306f\u63d0\u4f9b\u3067\u304d\u306a\u3044\u6700\u65b0\u304b\u3064\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u60c5\u5831\u3092\u5229\u7528\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u7279\u306b\u30c7\u30fc\u30bf\u306e\u9bae\u5ea6\u304c\u91cd\u8981\u306a\u5206\u91ce\u3067\u5f37\u307f\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><b>\u9069\u5fdc\u6027\u306e\u9ad8\u3055<\/b><\/p>\n<p><span style=\"font-weight: 400;\">\u5206\u91ce\u3084\u7528\u9014\u306b\u5fdc\u3058\u3066\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3055\u307e\u3056\u307e\u306a\u696d\u754c\u306b\u67d4\u8edf\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><b>\u591a\u69d8\u306a\u6d3b\u7528\u30b7\u30fc\u30f3<\/b><\/p>\n<p><span style=\"font-weight: 400;\">\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5206\u91ce\u3067 RAG \u304c\u52b9\u679c\u3092\u767a\u63ee\u3057\u307e\u3059\uff1a<\/span><b><\/b><\/p>\n<ul>\n<li aria-level=\"1\"><b>\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8: <\/b><span style=\"font-weight: 400;\">\u9867\u5ba2\u304b\u3089\u306e\u8907\u96d1\u306a\u8cea\u554f\u306b\u5bfe\u3057\u3066\u7684\u78ba\u3067\u81ea\u7136\u306a\u56de\u7b54\u3092\u63d0\u4f9b\u3059\u308b AI \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u69cb\u7bc9\u304c\u53ef\u80fd\u3067\u3059\u3002<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-level=\"1\"><b>\u30b3\u30f3\u30c6\u30f3\u30c4\u751f\u6210: <\/b><span style=\"font-weight: 400;\">\u30d6\u30ed\u30b0\u8a18\u4e8b\u3084\u5e83\u544a\u30b3\u30d4\u30fc\u3001SNS \u30b3\u30f3\u30c6\u30f3\u30c4\u306a\u3069\u3092\u52b9\u7387\u7684\u306b\u4f5c\u6210\u3067\u304d\u308b\u305f\u3081\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306e\u5206\u91ce\u3067\u7279\u306b\u6d3b\u8e8d\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-level=\"1\"><b>\u6559\u80b2\u3068\u7814\u7a76: <\/b><span style=\"font-weight: 400;\">\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3057\u3001\u8981\u70b9\u3092\u307e\u3068\u3081\u3066\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u7814\u7a76\u8005\u3084\u6559\u80b2\u8005\u306b\u3068\u3063\u3066\u6709\u76ca\u306a\u30c4\u30fc\u30eb\u3068\u306a\u308a\u307e\u3059\u3002<\/span><\/li>\n<\/ul>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u533b\u7642\u5206\u91ce: <\/b><span style=\"font-weight: 400;\">\u533b\u7642\u30c7\u30fc\u30bf\u3084\u8a3a\u7642\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u3092\u691c\u7d22\u3057\u3001\u60a3\u8005\u306e\u75c7\u72b6\u306b\u5fdc\u3058\u305f\u9069\u5207\u306a\u8a3a\u65ad\u3084\u6cbb\u7642\u30d7\u30e9\u30f3\u3092\u63d0\u6848\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2><b>RAG \u306e\u8ab2\u984c\u3068\u89e3\u6c7a\u7b56<\/b><\/h2>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">RAG \u306e\u672a\u6765\u306f\u660e\u308b\u3044\u3067\u3059\u304c\u3001\u5b8c\u5168\u306a\u6280\u8853\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8ab2\u984c\u304c\u5b58\u5728\u3057\u307e\u3059\uff1a<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><b>\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u306e\u8ca0\u8377<\/b><\/p>\n<p><span style=\"font-weight: 400;\">RAG \u306f\u30c7\u30fc\u30bf\u691c\u7d22\u3068\u751f\u6210\u306e2\u6bb5\u968e\u30d7\u30ed\u30bb\u30b9\u3092\u5fc5\u8981\u3068\u3059\u308b\u305f\u3081\u3001\u9ad8\u3044\u8a08\u7b97\u30b3\u30b9\u30c8\u304c\u767a\u751f\u3057\u307e\u3059\u3002\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30a4\u30f3\u30d5\u30e9\u3084\u5c02\u7528\u306e\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u306e\u8ab2\u984c\u3092\u7de9\u548c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><b>\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u4f9d\u5b58<\/b><\/p>\n<p><span style=\"font-weight: 400;\">RAG \u306e\u51fa\u529b\u306e\u8cea\u306f\u3001\u4f7f\u7528\u3055\u308c\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u6b63\u78ba\u6027\u3068\u54c1\u8cea\u306b\u4f9d\u5b58\u3057\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u78ba\u4fdd\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><b>\u502b\u7406\u7684\u61f8\u5ff5<\/b><\/p>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u5229\u7528\u306b\u304a\u3051\u308b\u8457\u4f5c\u6a29\u554f\u984c\u3084\u30d0\u30a4\u30a2\u30b9\u306e\u30ea\u30b9\u30af\u304c\u61f8\u5ff5\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u3089\u3092\u56de\u907f\u3059\u308b\u305f\u3081\u306b\u3001\u900f\u660e\u6027\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u51e6\u7406\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><b>\u591a\u6bb5\u968e\u63a8\u8ad6\u306e\u9650\u754c<\/b><\/p>\n<p><span style=\"font-weight: 400;\">\u8907\u96d1\u306a\u554f\u984c\u89e3\u6c7a\u3092\u5fc5\u8981\u3068\u3059\u308b\u5834\u5408\u3001\u73fe\u5728\u306e RAG \u30b7\u30b9\u30c6\u30e0\u3067\u306f\u5b8c\u5168\u306b\u5bfe\u5fdc\u3067\u304d\u306a\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u3055\u3089\u306a\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u9032\u5316\u304c\u5fc5\u8981\u3067\u3059\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><b>RAG \u304c\u3082\u305f\u3089\u3059\u672a\u6765<\/b><\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-6369 size-full\" src=\"https:\/\/www.sotatek.com\/jp\/wp-content\/uploads\/2025\/01\/RAG-\u304c\u3082\u305f\u3089\u3059\u672a\u6765-min-scaled.jpg\" alt=\"RAG \u751f\u6210AI - RAG \u304c\u3082\u305f\u3089\u3059\u672a\u6765\" width=\"2048\" height=\"1290\" srcset=\"https:\/\/www.sotatek.com\/jp\/wp-content\/uploads\/2025\/01\/RAG-\u304c\u3082\u305f\u3089\u3059\u672a\u6765-min-scaled.jpg 2048w, https:\/\/www.sotatek.com\/jp\/wp-content\/uploads\/2025\/01\/RAG-\u304c\u3082\u305f\u3089\u3059\u672a\u6765-min-768x484.jpg 768w, https:\/\/www.sotatek.com\/jp\/wp-content\/uploads\/2025\/01\/RAG-\u304c\u3082\u305f\u3089\u3059\u672a\u6765-min-1536x967.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">RAG\uff08<a href=\"https:\/\/en.wikipedia.org\/wiki\/Retrieval-augmented_generation\" target=\"_blank\" rel=\"noopener\">Retrieval-Augmented Generation<\/a>\uff09\u306f\u3001AI \u6280\u8853\u306e\u767a\u5c55\u306b\u304a\u3044\u3066\u6b21\u306a\u308b\u9769\u65b0\u306e\u67f1\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u7406\u7531\u306f\u3001\u5f93\u6765\u306e AI \u30e2\u30c7\u30eb\u304c\u62b1\u3048\u308b\u8ab2\u984c\u3092\u514b\u670d\u3057\u3001\u3088\u308a\u4fe1\u983c\u6027\u304c\u9ad8\u304f\u3001\u5fdc\u7528\u7bc4\u56f2\u304c\u5e83\u3044 AI \u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u3092\u53ef\u80fd\u306b\u3059\u308b\u304b\u3089\u3067\u3059\u3002\u4ee5\u4e0b\u3067\u306f\u3001RAG \u304c\u672a\u6765\u306b\u3082\u305f\u3089\u3059\u5909\u9769\u306b\u3064\u3044\u3066\u3001\u5177\u4f53\u7684\u306a\u8996\u70b9\u304b\u3089\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><b>\u60c5\u5831\u306e\u6b63\u78ba\u6027\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6027\u306e\u5411\u4e0a<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u5f93\u6765\u306e AI \u30e2\u30c7\u30eb\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u5b66\u7fd2\u3057\u3066\u3044\u308b\u3082\u306e\u306e\u3001\u305d\u306e\u60c5\u5831\u306f\u30e2\u30c7\u30eb\u304c\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u6642\u70b9\u3067\u306e\u3082\u306e\u306b\u9650\u5b9a\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u305f\u3081\u3001\u7279\u306b\u6642\u4e8b\u554f\u984c\u3084\u6700\u65b0\u60c5\u5831\u304c\u6c42\u3081\u3089\u308c\u308b\u5206\u91ce\u3067\u306f\u9650\u754c\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">RAG \u306e\u5c0e\u5165\u306b\u3088\u308a\u3001AI \u306f\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u6700\u65b0\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u305d\u308c\u3092\u56de\u7b54\u3084\u51fa\u529b\u306b\u53cd\u6620\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u4ed5\u7d44\u307f\u306f\u4ee5\u4e0b\u306e\u5206\u91ce\u3067\u7279\u306b\u5f79\u7acb\u3061\u307e\u3059\uff1a<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u30cb\u30e5\u30fc\u30b9\u5831\u9053: \u6700\u65b0\u60c5\u5831\u3092\u77ac\u6642\u306b\u53ce\u96c6\u3057\u3001\u6b63\u78ba\u3067\u7db2\u7f85\u7684\u306a\u8a18\u4e8b\u3092\u751f\u6210\u53ef\u80fd\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u91d1\u878d\u5e02\u5834: \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u5e02\u5834\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u6295\u8cc7\u5bb6\u306b\u8fc5\u901f\u306a\u52a9\u8a00\u3092\u63d0\u4f9b\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><b>\u5206\u91ce\u7279\u5316\u578b AI \u306e\u53ef\u80fd\u6027<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">RAG \u306f\u7279\u5b9a\u306e\u5206\u91ce\u3084\u696d\u754c\u306b\u6700\u9069\u5316\u3055\u308c\u305f AI \u3092\u69cb\u7bc9\u3059\u308b\u9375\u3068\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u5206\u91ce\u7279\u5316\u578b\u306e RAG \u306f\u3001\u533b\u7642\u3001\u6cd5\u5f8b\u3001\u6559\u80b2\u3001\u88fd\u9020\u696d\u306a\u3069\u3001\u5c02\u9580\u77e5\u8b58\u304c\u5fc5\u8981\u306a\u9818\u57df\u3067\u5f37\u529b\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u533b\u7642\u5206\u91ce\u3067\u306f\u60a3\u8005\u306e\u75c7\u72b6\u306b\u5fdc\u3058\u305f\u8a3a\u65ad\u6848\u3092\u63d0\u793a\u3057\u305f\u308a\u3001\u6cd5\u5f8b\u5206\u91ce\u3067\u306f\u8907\u96d1\u306a\u6761\u6587\u3084\u5224\u4f8b\u3092\u3082\u3068\u306b\u9069\u5207\u306a\u30a2\u30c9\u30d0\u30a4\u30b9\u3092\u63d0\u4f9b\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3055\u3089\u306b\u3001\u88fd\u9020\u696d\u3067\u306f\u300c\u30b9\u30de\u30fc\u30c8\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u300d\u306e\u5c0e\u5165\u3092\u4fc3\u9032\u3057\u3001\u751f\u7523\u5de5\u7a0b\u3092\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u52b9\u7387\u6027\u3068\u30b3\u30b9\u30c8\u524a\u6e1b\u304c\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3059\u308b\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><b>AI \u306e\u4fe1\u983c\u6027\u3068\u900f\u660e\u6027\u306e\u5f37\u5316<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u73fe\u5728\u306e AI \u30b7\u30b9\u30c6\u30e0\u306f\u300c\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u300d\u3068\u3057\u3066\u6279\u5224\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u3069\u306e\u3088\u3046\u306b\u3057\u3066\u51fa\u529b\u304c\u751f\u6210\u3055\u308c\u305f\u306e\u304b\u304c\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u4e0d\u660e\u78ba\u3067\u3042\u308b\u3053\u3068\u304c\u554f\u984c\u8996\u3055\u308c\u3066\u3044\u307e\u3059\u3002RAG \u306f\u3001\u60c5\u5831\u691c\u7d22\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u5206\u96e2\u3057\u3001\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u660e\u793a\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u900f\u660e\u6027\u306e\u9ad8\u3044 AI \u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u305f\u3068\u3048\u3070\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u610f\u601d\u6c7a\u5b9a\u652f\u63f4\u306b\u304a\u3044\u3066\u3001RAG \u3092\u6d3b\u7528\u3057\u305f AI \u306f\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u306e\u51fa\u6240\u3084\u6839\u62e0\u3092\u660e\u78ba\u306b\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f AI \u306e\u51fa\u529b\u3092\u3088\u308a\u4fe1\u983c\u3067\u304d\u308b\u3082\u306e\u3068\u3057\u3066\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><b>\u5275\u9020\u6027\u306e\u62e1\u5f35<\/b><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">RAG \u306f\u3001\u60c5\u5831\u691c\u7d22\u6a5f\u80fd\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u5f93\u6765\u4ee5\u4e0a\u306b\u8cea\u306e\u9ad8\u3044\u30b3\u30f3\u30c6\u30f3\u30c4\u751f\u6210\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u305f\u3068\u3048\u3070\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u5206\u91ce\u3067\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u6d3b\u7528\u304c\u9032\u3080\u3067\u3057\u3087\u3046\uff1a<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u5e83\u544a\u30b3\u30d4\u30fc: \u6d88\u8cbb\u8005\u306e\u597d\u307f\u306b\u57fa\u3065\u3044\u3066\u6700\u9069\u5316\u3055\u308c\u305f\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u751f\u6210\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30b9\u30c8\u30fc\u30ea\u30fc\u5236\u4f5c: \u30e6\u30fc\u30b6\u30fc\u306e\u9078\u629e\u306b\u5fdc\u3058\u3066\u3001\u52d5\u7684\u306b\u30b9\u30c8\u30fc\u30ea\u30fc\u3092\u5c55\u958b\u3059\u308b\u65b0\u3057\u3044\u30a8\u30f3\u30bf\u30fc\u30c6\u30a4\u30f3\u30e1\u30f3\u30c8\u306e\u5f62\u3092\u5b9f\u73fe\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3055\u3089\u306b\u3001\u6559\u80b2\u5206\u91ce\u3067\u306f\u3001\u500b\u5225\u5b66\u7fd2\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u6559\u6750\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u751f\u6210\u3057\u3001\u5b66\u7fd2\u8005\u4e00\u4eba\u3072\u3068\u308a\u306e\u9032\u6357\u3084\u7406\u89e3\u5ea6\u306b\u5fdc\u3058\u305f\u6307\u5c0e\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2>FAQ<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-6323 size-full\" src=\"https:\/\/www.sotatek.com\/jp\/wp-content\/uploads\/2025\/01\/\u3088\u304f\u3042\u308b\u8cea\u554f.jpg\" alt=\"RAG \u751f\u6210AI FAQ\n\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/www.sotatek.com\/jp\/wp-content\/uploads\/2025\/01\/\u3088\u304f\u3042\u308b\u8cea\u554f.jpg 1920w, https:\/\/www.sotatek.com\/jp\/wp-content\/uploads\/2025\/01\/\u3088\u304f\u3042\u308b\u8cea\u554f-768x432.jpg 768w, https:\/\/www.sotatek.com\/jp\/wp-content\/uploads\/2025\/01\/\u3088\u304f\u3042\u308b\u8cea\u554f-1536x864.jpg 1536w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<h3><strong>Q1: RAG \u3068\u306f\u4f55\u3067\u3059\u304b\uff1f<\/strong><\/h3>\n<p>\nA1: RAG\uff08Retrieval-Augmented Generation\uff09\u306f\u3001\u300c\u60c5\u5831\u691c\u7d22\uff08Retrieval\uff09\u300d\u3068\u300c\u751f\u6210\uff08Generation\uff09\u300d\u3092\u7d44\u307f\u5408\u308f\u305b\u305fAI\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u60c5\u5831\u3092\u53d6\u5f97\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u6d3b\u7528\u3057\u3066\u6b63\u78ba\u3067\u6587\u8108\u306b\u6cbf\u3063\u305f\u56de\u7b54\u3084\u51fa\u529b\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n<h3><strong>Q2: RAG \u306f\u5f93\u6765\u306eAI\u30e2\u30c7\u30eb\u3068\u3069\u3046\u9055\u3044\u307e\u3059\u304b\uff1f<\/strong><\/h3>\n<p>\nA2: \u5f93\u6765\u306eAI\u30e2\u30c7\u30eb\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642\u70b9\u306e\u30c7\u30fc\u30bf\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3059\u304c\u3001RAG\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u5916\u90e8\u60c5\u5831\u3092\u53d6\u5f97\u3057\u3066\u7d71\u5408\u3059\u308b\u305f\u3081\u3001\u6700\u65b0\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u6b63\u78ba\u306a\u56de\u7b54\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<h3><strong>Q3: RAG \u306e\u5229\u70b9\u306f\u4f55\u3067\u3059\u304b\uff1f<\/strong><\/h3>\n<p>\nA3: \u4e3b\u306a\u5229\u70b9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\uff1a<\/p>\n<ul>\n<li>\u6700\u65b0\u3067\u6b63\u78ba\u306a\u60c5\u5831\u63d0\u4f9b<\/li>\n<li>\u5206\u91ce\u7279\u5316\u578bAI\u306e\u69cb\u7bc9\u304c\u53ef\u80fd<\/li>\n<li>\u900f\u660e\u6027\u3068\u4fe1\u983c\u6027\u306e\u5411\u4e0a<\/li>\n<li>\u30b3\u30f3\u30c6\u30f3\u30c4\u751f\u6210\u306e\u8cea\u306e\u5411\u4e0a<\/li>\n<\/ul>\n<p><strong>Q4: RAG \u306f\u3069\u306e\u3088\u3046\u306a\u5206\u91ce\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u304b\uff1f<\/strong><br \/>\nA4: RAG \u751f\u6210AI \u306f\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u751f\u6210\u3001\u6559\u80b2\u3001\u533b\u7642\u3001\u88fd\u9020\u696d\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u3067\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u30c7\u30fc\u30bf\u306e\u9bae\u5ea6\u3084\u5c02\u9580\u77e5\u8b58\u304c\u91cd\u8981\u306a\u9818\u57df\u3067\u305d\u306e\u52b9\u679c\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2><b>\u7d50\u8ad6<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">RAG \u306f\u3001\u60c5\u5831\u691c\u7d22\u3068\u751f\u6210\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001AI \u30e2\u30c7\u30eb\u306b\u65b0\u305f\u306a\u53ef\u80fd\u6027\u3092\u63d0\u4f9b\u3059\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u305d\u306e\u5229\u4fbf\u6027\u3068\u6b63\u78ba\u6027\u306b\u3088\u308a\u3001\u3042\u3089\u3086\u308b\u696d\u754c\u3067\u306e\u6d3b\u7528\u304c\u9032\u3080\u3068\u8003\u3048\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u4eca\u5f8c\u306e AI \u30e2\u30c7\u30eb\u306e\u57fa\u76e4\u3068\u306a\u308b RAG \u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u9769\u65b0\u7684\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u751f\u307f\u51fa\u3059\u30c1\u30e3\u30f3\u30b9\u304c\u5e83\u304c\u308b\u3067\u3057\u3087\u3046\u3002<\/span><\/p>\n<p>RAG\u306e\u3088\u3046\u306a\u5148\u9032\u6280\u8853\u3092\u6d3b\u7528\u3057\u3066\u3001\u3088\u308a\u6b63\u78ba\u3067\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u304a\u63a2\u3057\u3067\u3059\u304b\uff1f\u682a\u5f0f\u4f1a\u793eSOTATEKJAPAN\u306f\u3001\u6700\u5148\u7aef\u306eAI\u6280\u8853\u3068\u5c02\u9580\u77e5\u8b58\u3092\u6d3b\u304b\u3057\u3001\u3042\u3089\u3086\u308b\u696d\u754c\u306e\u30cb\u30fc\u30ba\u306b\u5fdc\u3048\u308b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u305c\u3072\u3001\u79c1\u305f\u3061\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\uff01<br \/>\n\ud83d\udc49 \u8a73\u3057\u304f\u306f <a href=\"sotatek.com\">\u3053\u3061\u3089<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>RAG \u751f\u6210AI &#8211; \u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u306e\u767a\u5c55\u306f\u76ee\u899a\u307e\u3057\u304f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u6d3b\u7528\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u304c\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u3067\u5c0e\u5165\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u4f9d\u7136\u3068\u3057\u3066\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u3092\u62b1\u3048\u3066\u3044\u307e\u3059\u3002\u305f\u3068\u3048 [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":6367,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"rop_custom_images_group":[],"rop_custom_messages_group":[],"rop_publish_now":"initial","rop_publish_now_accounts":[],"rop_publish_now_history":[],"rop_publish_now_status":"pending","footnotes":""},"categories":[88],"tags":[],"whitepaper_technology":[],"whitepaper_industry":[],"class_list":["post-6366","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-machine-learning"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.sotatek.com\/jp\/wp-json\/wp\/v2\/posts\/6366","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.sotatek.com\/jp\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.sotatek.com\/jp\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.sotatek.com\/jp\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/www.sotatek.com\/jp\/wp-json\/wp\/v2\/comments?post=6366"}],"version-history":[{"count":3,"href":"https:\/\/www.sotatek.com\/jp\/wp-json\/wp\/v2\/posts\/6366\/revisions"}],"predecessor-version":[{"id":6372,"href":"https:\/\/www.sotatek.com\/jp\/wp-json\/wp\/v2\/posts\/6366\/revisions\/6372"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.sotatek.com\/jp\/wp-json\/wp\/v2\/media\/6367"}],"wp:attachment":[{"href":"https:\/\/www.sotatek.com\/jp\/wp-json\/wp\/v2\/media?parent=6366"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.sotatek.com\/jp\/wp-json\/wp\/v2\/categories?post=6366"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.sotatek.com\/jp\/wp-json\/wp\/v2\/tags?post=6366"},{"taxonomy":"whitepaper_technology","embeddable":true,"href":"https:\/\/www.sotatek.com\/jp\/wp-json\/wp\/v2\/whitepaper_technology?post=6366"},{"taxonomy":"whitepaper_industry","embeddable":true,"href":"https:\/\/www.sotatek.com\/jp\/wp-json\/wp\/v2\/whitepaper_industry?post=6366"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}