- \n
RAG\uff08Retrieval-Augmented Generation\uff09\u306f\u3001\u60c5\u5831\u691c\u7d22\u6280\u8853\u3068\u751f\u6210AI\u30e2\u30c7\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u5fdc\u7b54\u306e\u7cbe\u5ea6\u3068\u95a2\u9023\u6027\u3092\u9ad8\u3081\u308b\u3002.<\/p><\/li>\n\n\n\n
RAG\u306f\u3001\u5916\u90e8\u306e\u77e5\u8b58\u3092\u7d71\u5408\u3057\u3001\u5fdc\u7b54\u7cbe\u5ea6\u3068\u30e6\u30fc\u30b6\u30fc\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u95a2\u9023\u3059\u308b\u30b3\u30b9\u30c8\u3068\u6642\u9593\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3057\u307e\u3059\u3002.<\/p><\/li>\n\n\n\n
RAG\u306e\u4eca\u5f8c\u306e\u30c8\u30ec\u30f3\u30c9\u306b\u306f\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u8fbc\u307f\u3001\u3088\u308a\u30ea\u30c3\u30c1\u306a\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u306e\u5b9f\u73fe\u3001\u9ad8\u5ea6\u306aAI\u6a5f\u80fd\u306e\u30d3\u30b8\u30cd\u30b9\u3078\u306e\u5229\u7528\u3057\u3084\u3059\u3055\u306a\u3069\u304c\u3042\u308b\u3002.<\/p><\/li>\n<\/ul>\n\n\n\n
\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3\uff08RAG\uff09\u3092\u7406\u89e3\u3059\u308b<\/h2>\n\n\n\n
Retrieval-Augmented Generation\uff08RAG\uff09\u306e\u4e2d\u6838\u306b\u306f\u3001\u691c\u7d22\u30d9\u30fc\u30b9\u306e\u624b\u6cd5\u3068\u751f\u6210AI\u30e2\u30c7\u30eb\u306e\u878d\u5408\u304c\u3042\u308a\u3001\u5f37\u529b\u304b\u3064\u9069\u5fdc\u6027\u306e\u9ad8\u3044\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u308a\u51fa\u3057\u3066\u3044\u308b\u3002RAG\u306f\u3001\u3053\u306e2\u3064\u306e\u65b9\u6cd5\u8ad6\u3092\u540c\u5316\u3055\u305b\u3001\u305d\u308c\u305e\u308c\u306e\u9577\u6240\u3092\u5f15\u304d\u51fa\u3057\u306a\u304c\u3089\u3001\u305d\u308c\u305e\u308c\u306e\u77ed\u6240\u3092\u8efd\u6e1b\u3055\u305b\u308b\u80fd\u529b\u306b\u3088\u3063\u3066\u7279\u5fb4\u4ed8\u3051\u3089\u308c\u308b\u3002.<\/p>\n\n\n\n
\u5f93\u6765\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u8a73\u7d30\u3067\u5177\u4f53\u7684\u306a\u60c5\u5831\u3092\u5fc5\u8981\u3068\u3059\u308b\u5834\u5408\u3001\u4e0d\u8db3\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u3002\u3053\u306e\u3088\u3046\u306a\u72b6\u6cc1\u306b\u304a\u3044\u3066\u3001RAG\u306f\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u9069\u5207\u306a\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\u3053\u3068\u3067\u3001\u5f93\u6765\u306e\u751f\u6210AI\u306e\u80fd\u529b\u3092\u5f37\u5316\u3057\u307e\u3059\u3002\u3053\u306e\u6226\u7565\u306f\u3001\u9ad8\u5ea6\u306a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u3088\u3063\u3066\u5fdc\u7b54\u7cbe\u5ea6\u3068\u6709\u52b9\u6027\u3092\u5f37\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u6a19\u6e96\u7684\u306a\u8a00\u8a9e\u30e2\u30c7\u30ebLLM\u306b\u5185\u5728\u3059\u308b\u3044\u304f\u3064\u304b\u306e\u9650\u754c\u3092\u514b\u670d\u3057\u307e\u3059\u3002.<\/p>\n\n\n\n
\u751f\u6210\u30e2\u30c7\u30eb\u306e\u9577\u6240\u3068\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306e\u6b63\u78ba\u3055\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001RAG\u306f\u5f93\u6765\u306e\u751f\u6210AI\u6280\u8853\u306e\u5ef6\u9577\u7dda\u4e0a\u306b\u3042\u308b\u3002\u3053\u306e\u878d\u5408\u306f\u3001\u5fdc\u7b54\u7cbe\u5ea6\u3068\u9069\u5207\u6027\u3092\u9ad8\u3081\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5fdc\u7528\u7bc4\u56f2\u3092\u62e1\u5927\u3059\u308b\u3002 \u4eba\u5de5\u77e5\u80fd<\/a> \u3092\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3067\u304d\u308b\u3002.<\/p>\n\n\n\n
RAG\u30b7\u30b9\u30c6\u30e0\u3092\u652f\u3048\u308b\u30e1\u30ab\u30cb\u30ba\u30e0<\/h2>\n\n\n\n
![\"RAG\u30b7\u30b9\u30c6\u30e0\u3092\u652f\u3048\u308b\u30e1\u30ab\u30cb\u30ba\u30e0\"](\"https:\/\/www.investglass.com\/wp-content\/uploads\/2025\/03\/getty-images-7bIg573Pot4-unsplash-1-1024x683.jpg\")
RAG\u30b7\u30b9\u30c6\u30e0\u3092\u652f\u3048\u308b\u30e1\u30ab\u30cb\u30ba\u30e0<\/figcaption><\/figure>\n\n\n\n RAG\u30b7\u30b9\u30c6\u30e0\u306e\u4ed5\u7d44\u307f\u3092\u7406\u89e3\u3059\u308b\u306b\u306f\u3001\u305d\u306e\u57fa\u790e\u3068\u306a\u308b\u4ed5\u7d44\u307f\u3092\u898b\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u30af\u30a8\u30ea\u3092\u53d7\u3051\u53d6\u308b\u3068\u3001\u305d\u306e\u30af\u30a8\u30ea\u306f\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u307e\u305f\u306f\u30d9\u30af\u30c8\u30eb\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u3068\u547c\u3070\u308c\u308b\u6570\u5024\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306b\u5909\u63db\u3055\u308c\u308b\u3002\u3053\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u304c\u30d9\u30af\u30c8\u30eb\u6bd4\u8f03\u3092\u884c\u3044\u3001\u69d8\u3005\u306a\u30bd\u30fc\u30b9\u304b\u3089\u9069\u5207\u306a\u60c5\u5831\u3092\u63a2\u3057\u51fa\u3059\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3002.<\/p>\n\n\n\n
RAG\u306f3\u3064\u306e\u30b3\u30a2\u30fb\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u3088\u3063\u3066\u904b\u55b6\u3055\u308c\u3066\u3044\u308b\uff1a\u691c\u7d22\u3001\u88dc\u5f37\u3001\u751f\u6210\u3067\u3042\u308b\u3002\u691c\u7d22\u6bb5\u968e\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30a8\u30ea\u306e\u30d9\u30af\u30c8\u30eb\u3068\u76f8\u95a2\u3059\u308b\u30c7\u30fc\u30bf\u3092\u7279\u5b9a\u3059\u308b\u305f\u3081\u306b\u3001\u5e83\u7bc4\u306a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u691c\u7d22\u3059\u308b\u3002 \u30d5\u30a9\u30fc\u30e0<\/a>. .\u3053\u306e\u6bb5\u968e\u304c\u7d42\u308f\u308b\u3068\u3001\u30aa\u30fc\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3068\u547c\u3070\u308c\u308b\u65b9\u6cd5\u3067\u3001\u767a\u898b\u3055\u308c\u305f\u95a2\u9023\u3059\u308b\u8a73\u7d30\u304c\u5143\u306e\u554f\u3044\u5408\u308f\u305b\u3068\u7d71\u5408\u3055\u308c\u308b\u3002.<\/p>\n\n\n\n
Utilizing the augmented input data produced earlier in the process allows for creating responses that are both coherent and contextually aligned during generation. It is this fluid union between retrieving capabilities and generative models which gives RAG systems their strength consistently refining these techniques enables them to deliver precise and germane outcomes that surpass those provided by solely generative frameworks.<\/p>\n\n\n\n
RAG\u3092\u4f7f\u7528\u3059\u308b\u5229\u70b9<\/h2>\n\n\n\n
RAG\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u5f93\u6765\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u95a2\u9023\u3057\u3066\u3044\u305f\u9ad8\u984d\u306a\u8cbb\u7528\u3092\u8efd\u6e1b\u3059\u308b\u3053\u3068\u3067\u3001\u8cbb\u7528\u5bfe\u52b9\u679c\u306e\u9ad8\u3044\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u5916\u90e8\u306e\u77e5\u8b58\u30bd\u30fc\u30b9\u3092\u53d6\u308a\u5165\u308c\u308b\u3053\u3068\u306b\u3088\u308a\u3001RAG\u306f\u52b9\u679c\u7684\u306a\u77e5\u8b58\u306e\u7d71\u5408\u3092\u901a\u3058\u3066\u8a08\u7b97\u30b3\u30b9\u30c8\u3068\u8ca1\u52d9\u30b3\u30b9\u30c8\u306e\u4e21\u65b9\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3057\u307e\u3059\u3002\u3053\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u5fc5\u8981\u306a\u5834\u5408\u3001\u3088\u308a\u8fc5\u901f\u304b\u3064\u624b\u9803\u306a\u4fa1\u683c\u3067\u30e2\u30c7\u30eb\u3092\u66f4\u65b0\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u3001\u5168\u4f53\u7684\u306a\u8ca1\u653f\u652f\u51fa\u3092\u524a\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/p>\n\n\n\n
\u5fdc\u7b54\u7cbe\u5ea6\u306e\u70b9\u3067\u3001RAG\u306f\u5165\u529b\u30ad\u30e5\u30fc\u3068\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u306e\u60c5\u5831\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u6b63\u78ba\u306a\u3060\u3051\u3067\u306a\u304f\u3001\u76ee\u306e\u524d\u306e\u6587\u8108\u306b\u5408\u308f\u305b\u305f\u9b45\u529b\u7684\u306a\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3067\u969b\u7acb\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u76f8\u4e57\u52b9\u679c\u306b\u3088\u308a\u3001\u5358\u72ec\u3067\u52d5\u4f5c\u3059\u308b\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u983b\u7e41\u306b\u767a\u751f\u3059\u308b\u554f\u984c\u3067\u3042\u308b\u3001\u8aa4\u3063\u305f\u60c5\u5831\u304c\u6d41\u901a\u3059\u308b\u30ea\u30b9\u30af\u304c\u5927\u5e45\u306b\u6e1b\u5c11\u3057\u307e\u3059\u3002.<\/p>\n\n\n\n
RAG\u306f\u3001\u591a\u69d8\u306a\u554f\u3044\u5408\u308f\u305b\u3092\u3088\u308a\u5177\u4f53\u7684\u304b\u3064\u9069\u5207\u306b\u51e6\u7406\u3059\u308b\u9069\u5fdc\u6027\u306b\u3088\u308a\u3001\u69d8\u3005\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067AI\u6a5f\u80fd\u3092\u5f37\u5316\u3057\u307e\u3059\u3002\u500b\u3005\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u914d\u4fe1\u3067\u3042\u308c\u3001\u305d\u308c\u305e\u308c\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u7279\u5316\u3057\u3066\u8a2d\u8a08\u3055\u308c\u305f\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u30fb\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u63d0\u4f9b\u3067\u3042\u308c\u3001RAG\u306e\u67d4\u8edf\u6027\u306f\u69d8\u3005\u306a\u5206\u91ce\u3067\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3053\u3068\u3092\u8a3c\u660e\u3057\u3066\u3044\u307e\u3059\u3002.<\/p>\n\n\n\n
RAG\u306e\u5b9f\u4e16\u754c\u3067\u306e\u5fdc\u7528<\/h2>\n\n\n\n
RAG\u30b7\u30b9\u30c6\u30e0\u306e\u5b9f\u7528\u7bc4\u56f2\u306f\u5e83\u3044\u3002\u30d8\u30eb\u30b9\u30b1\u30a2\u5206\u91ce\u3067\u306f\u3001\u6700\u65b0\u304b\u3064\u95a2\u9023\u6027\u306e\u9ad8\u3044\u533b\u7642\u30c7\u30fc\u30bf\u306e\u691c\u7d22\u306b\u57fa\u3065\u304d\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u63a8\u5968\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u8a3a\u5bdf\u306e\u8cea\u3092\u9ad8\u3081\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u533b\u7642\u5c02\u9580\u5bb6\u304c\u91cd\u8981\u306a\u60c5\u5831\u306b\u30bf\u30a4\u30e0\u30ea\u30fc\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u60a3\u8005\u306e\u6cbb\u7642\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002.<\/p>\n\n\n\n
In commerce, knowledge retrieval systems streamline sales processes by populating Requests for Proposals (RFPs) with accurate product information quickly. When it comes to customer support, the application of RAG systems elevates service quality through tailored responses based on historical interactions. In sectors where accuracy and adherence to regulations are critical such as finance and healthcare the capacity of these models to reference reliable sources is particularly valuable.<\/p>\n\n\n\n
\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u77e5\u8b58\u3092\u53d6\u308a\u5165\u308c\u308b\u3053\u3068\u3067\u3001RAG\u30e2\u30c7\u30eb\u306fAI\u88fd\u54c1\u306b\u72ec\u81ea\u306e\u6a5f\u80fd\u8a2d\u8a08\u3092\u65bd\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3068\u6e80\u8db3\u5ea6\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u7279\u6b8a\u306a\u8981\u4ef6\u306b\u52b9\u679c\u7684\u306b\u5bfe\u51e6\u3059\u308b\u3053\u3068\u3067\u3001RAG\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u591a\u69d8\u306a\u696d\u754c\u306b\u308f\u305f\u308b\u5f37\u529b\u306a\u624b\u6bb5\u3068\u3057\u3066\u3001\u305d\u306e\u6c4e\u7528\u6027\u3092\u5b9f\u8a3c\u3057\u3066\u3044\u307e\u3059\u3002.<\/p>\n\n\n\n
RAG\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u69cb\u7bc9<\/h2>\n\n\n\n
![\"RAG\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u69cb\u7bc9\"](\"https:\/\/www.investglass.com\/wp-content\/uploads\/2025\/03\/getty-images-yjK_e3f4heg-unsplash-1024x683.jpg\")
RAG\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u69cb\u7bc9<\/figcaption><\/figure>\n\n\n\n RAG\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u69cb\u7bc9\u306b\u306f\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u3068\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u6226\u7565\u7684\u306b\u7d71\u5408\u3057\u3001\u305d\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u5fc5\u8981\u3067\u3059\u3002\u3053\u308c\u3092\u5b9f\u73fe\u3059\u308b\u4e00\u3064\u306e\u52b9\u679c\u7684\u306a\u65b9\u6cd5\u306f\u3001LangChain\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3059\u3002LangChain\u306f\u3001RAG\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3068LLM\u3068\u306e\u7d71\u5408\u3092\u5bb9\u6613\u306b\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002.<\/p>\n\n\n\n
\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u95a2\u9023\u60c5\u5831\u3084\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u30af\u30a8\u30ea\u304c\u8c4a\u5bcc\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067LLM\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u304b\u3089\u59cb\u307e\u308b\u3002\u3053\u306e\u57fa\u790e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308a\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u304c\u6587\u8108\u3092\u7406\u89e3\u3057\u3001\u9069\u5207\u306a\u5fdc\u7b54\u3092\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u6b21\u306b\u3001LangChain\u3092\u4f7f\u7528\u3057\u3066\u3001LLM\u3092\u5916\u90e8\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3057\u307e\u3059\u3002\u3053\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u6700\u65b0\u306e\u60c5\u5831\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u53d6\u5f97\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u5fdc\u7b54\u306e\u7cbe\u5ea6\u3068\u95a2\u9023\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002.<\/p>\n\n\n\n
\u51fa\u6765\u4e0a\u304c\u3063\u305fRAG\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u5bfe\u3057\u3066\u7684\u78ba\u3067\u6709\u76ca\u306a\u56de\u7b54\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u69d8\u3005\u306a\u7528\u9014\u306b\u6d3b\u7528\u3067\u304d\u308b\u8cb4\u91cd\u306a\u30c4\u30fc\u30eb\u3068\u306a\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u5206\u91ce\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u554f\u984c\u306b\u5bfe\u3057\u3066\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306a\u89e3\u6c7a\u7b56\u3092\u63d0\u4f9b\u3057\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u6280\u8853\u7684\u306a\u5206\u91ce\u3067\u306f\u3001\u8907\u96d1\u306a\u8cea\u554f\u306b\u56de\u7b54\u3057\u3001\u8a73\u7d30\u304b\u3064\u6587\u8108\u306b\u95a2\u9023\u3057\u305f\u56de\u7b54\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u6280\u8853\u6587\u66f8\u306b\u5bfe\u3059\u308b\u30e6\u30fc\u30b6\u30fc\u306e\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/p>\n\n\n\n
RAG\u306e\u30d1\u30ef\u30fc\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u3089\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u30e6\u30fc\u30b6\u30fc\u3068\u306e\u5bfe\u8a71\u3092\u5f37\u5316\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u63d0\u4f9b\u3055\u308c\u308b\u60c5\u5831\u304c\u6700\u65b0\u304b\u3064\u4fe1\u983c\u3067\u304d\u308b\u3082\u306e\u3067\u3042\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u3001\u305d\u308c\u306b\u3088\u3063\u3066\u4fe1\u983c\u3092\u7bc9\u304d\u3001\u5168\u4f53\u7684\u306a\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u3092\u5411\u4e0a\u3055\u305b\u308b\u3002.<\/p>\n\n\n\n
\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306bRAG\u3092\u5c0e\u5165\u3059\u308b<\/h2>\n\n\n\n
RAG\u30b7\u30b9\u30c6\u30e0\u3092\u5c0e\u5165\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u5916\u90e8\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u53d6\u5f97\u304c\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3002\u3053\u306e\u3088\u3046\u306a\u60c5\u5831\u306f\u3001API\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u307e\u305f\u306f\u30c6\u30ad\u30b9\u30c8\u6587\u66f8\u3092\u901a\u3058\u3066\u53ce\u96c6\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u5e83\u7bc4\u306a\u77e5\u8b58\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u5f62\u6210\u3059\u308b\u305f\u3081\u306b\u69cb\u9020\u5316\u3055\u308c\u308b\u3079\u304d\u3067\u3042\u308b\u3002SingleStore\u306e\u3088\u3046\u306a\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u3053\u306e\u76ee\u7684\u306e\u305f\u3081\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3001\u6574\u7406\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002.<\/p>\n\n\n\n
\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u30fb\u30e2\u30c7\u30eb\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u30d9\u30fc\u30b9\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3057\u3001\u30d9\u30af\u30c8\u30eb\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u683c\u7d0d\u3059\u308b\u3053\u3068\u3067\u3001\u691c\u7d22\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u5408\u7406\u5316\u3059\u308b\u3002\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u3088\u308a\u3001\u95a2\u9023\u60c5\u5831\u306e\u691c\u7d22\u304c\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306b\u52b9\u7387\u5316\u3055\u308c\u308b\u3002RAG\u30b7\u30b9\u30c6\u30e0\u306e\u91cd\u8981\u306a\u5229\u70b9\u306f\u3001\u7d99\u7d9a\u7684\u306b\u66f4\u65b0\u3055\u308c\u308b\u5916\u90e8\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u4f7f\u7528\u3059\u308b\u80fd\u529b\u306b\u3042\u308a\u3001\u958b\u767a\u8005\u306b\u3088\u308b\u983b\u7e41\u306a\u7dad\u6301\u7ba1\u7406\u306e\u5fc5\u8981\u6027\u3092\u8efd\u6e1b\u3059\u308b\u3002.<\/p>\n\n\n\n
For ensuring that RAG implementations align with sector-specific standards and optimize citation structures effectively, it necessitates incorporating user feedback. Creating custom applications allows these systems to deliver responses fine-tuned by distinct datasets substantially augmenting both functionality and efficiency of RAG platforms across various industry requirements.<\/p>\n\n\n\n
RAG\u306b\u3088\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u62e1\u5f35<\/h2>\n\n\n\n
\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3\uff08RAG\uff1aRetrieval-Augmented Generation\uff09\u306f\u3001\u5143\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u7bc4\u56f2\u3092\u8d85\u3048\u305f\u77e5\u8b58\u691c\u7d22\u30d9\u30fc\u30b9\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u80fd\u529b\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u6a19\u6e96\u7684\u306aLLM\u306b\u3088\u304f\u898b\u3089\u308c\u308b\u5236\u7d04\u3092\u514b\u670d\u3057\u3001\u3088\u308a\u6b63\u78ba\u306a\u3060\u3051\u3067\u306a\u304f\u3001\u624b\u5143\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u9069\u3057\u305f\u5fdc\u7b54\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/p>\n\n\n\n
RAG\u3092\u4ecb\u3057\u3066\u6700\u65b0\u306e\u95a2\u9023\u60c5\u5831\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u6709\u52b9\u6027\u3068\u4fe1\u983c\u6027\u306e\u4e21\u65b9\u304c\u9855\u8457\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u3001\u30ed\u30d0\u30b9\u30c8\u6027\u3068\u9069\u5fdc\u6027\u304c\u5f37\u5316\u3055\u308c\u3001\u591a\u69d8\u306a\u554f\u3044\u5408\u308f\u305b\u306b\u9ad8\u3044\u7cbe\u5ea6\u3067\u5bfe\u5fdc\u3067\u304d\u308bAI\u30b7\u30b9\u30c6\u30e0\u304c\u8a95\u751f\u3059\u308b\u3002.<\/p>\n\n\n\n
RAG\u30b7\u30b9\u30c6\u30e0\u3067\u4fe1\u983c\u3092\u7bc9\u304f<\/h2>\n\n\n\n
RAG\u30b7\u30b9\u30c6\u30e0\u306e\u4fe1\u983c\u3092\u78ba\u7acb\u3059\u308b\u3053\u3068\u306f\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3002\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u5f15\u7528\u306b\u3088\u308b\u900f\u660e\u6027\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3053\u308c\u3092\u9054\u6210\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30e2\u30c7\u30eb\u306e\u7b54\u3048\u306e\u60c5\u5831\u6e90\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u308b\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u4fe1\u983c\u6027\u3068\u4fe1\u7528\u6027\u306e\u4e21\u65b9\u3092\u5f37\u5316\u3059\u308b\u3002.<\/p>\n\n\n\n
RAG\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u5165\u624b\u53ef\u80fd\u306b\u306a\u3063\u305f\u6700\u65b0\u306e\u60c5\u5831\u3092\u53d6\u308a\u5165\u308c\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u52b9\u679c\u7684\u306a\u691c\u7d22\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u901a\u3058\u3066\u3001\u51fa\u529b\u5185\u306e\u30a8\u30e9\u30fc\u3084\u6839\u62e0\u306e\u306a\u3044\u4e3b\u5f35\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u308b\u3002\u3053\u306e\u65b0\u9bae\u306a\u30c7\u30fc\u30bf\u306e\u7d99\u7d9a\u7684\u306a\u7d71\u5408\u306f\u3001\u56de\u7b54\u304c\u8aac\u5f97\u529b\u3092\u6301\u3064\u3060\u3051\u3067\u306a\u304f\u6b63\u78ba\u3067\u3042\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u3001\u305d\u308c\u306b\u3088\u3063\u3066\u56de\u7b54\u306e\u4fe1\u983c\u6027\u3092\u9ad8\u3081\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u5168\u4f53\u7684\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002.<\/p>\n\n\n\n
\u5f15\u7528\u306f\u4fe1\u983c\u6027\u3092\u9ad8\u3081\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u3002\u307e\u305f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3092\u4fc3\u9032\u3059\u308b\u3002\u30e6\u30fc\u30b6\u30fc\u304c\u30af\u30a8\u30ea\u3092\u901a\u3058\u3066AI\u304c\u751f\u6210\u3057\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u51fa\u6240\u3092\u305f\u3069\u308b\u3053\u3068\u304c\u3067\u304d\u308c\u3070\u3001\u95a2\u9023\u6587\u66f8\u3068RAG\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u9593\u306b\u6df1\u3044\u3064\u306a\u304c\u308a\u304c\u751f\u307e\u308c\u308b\u3002\u3053\u306e\u3064\u306a\u304c\u308a\u306f\u3001\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u30fb\u30e2\u30c7\u30eb\u3068\u5bfe\u8a71\u3059\u308b\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u3001\u3088\u308a\u5927\u304d\u306a\u53cc\u65b9\u5411\u6027\u3068\u9ad8\u3044\u6e80\u8db3\u5ea6\u306b\u3064\u306a\u304c\u308b\u3002.<\/p>\n\n\n\n
\u30c7\u30fc\u30bf\u3092\u9069\u5207\u304b\u3064\u6700\u65b0\u306e\u72b6\u614b\u306b\u4fdd\u3064<\/h2>\n\n\n\n
\u6700\u65b0\u306e\u60c5\u5831\u3092\u7dad\u6301\u3059\u308b\u3053\u3068\u306f\u7d99\u7d9a\u7684\u306a\u8ab2\u984c\u3067\u3042\u308b\u304c\u3001RAG\uff08Retrieval-Augmented Generation\uff09\u306e\u3088\u3046\u306a\u77e5\u8b58\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306f\u3053\u306e\u30bf\u30b9\u30af\u306b\u7279\u306b\u9577\u3051\u3066\u3044\u308b\u3002\u3053\u308c\u3089\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30a2\u30af\u30bb\u30b9\u3059\u308b\u30c7\u30fc\u30bf\u306e\u30e9\u30a4\u30d6\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u3001\u751f\u6210\u3055\u308c\u308b\u5fdc\u7b54\u304c\u9069\u5207\u3067\u6b63\u78ba\u306a\u307e\u307e\u3067\u3042\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3059\u308b\u3002\u3053\u306e\u95a2\u9023\u6027\u306f\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u305d\u308c\u306b\u5bfe\u5fdc\u3059\u308b\u30d9\u30af\u30c8\u30eb\u8868\u73fe\u306e\u4e21\u65b9\u3092\u5b9a\u671f\u7684\u306b\u66f4\u65b0\u3059\u308b\u3053\u3068\u3067\u7dad\u6301\u3055\u308c\u308b\u3002.<\/p>\n\n\n\n
RAG\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u3063\u3066\u751f\u6210\u3055\u308c\u308b\u53c2\u7167\u306e\u5b8c\u5168\u6027\u306f\u3001\u4e00\u8cab\u3057\u305f\u66f4\u65b0\u3092\u53d7\u3051\u308b\u52d5\u7684\u77e5\u8b58\u30d9\u30fc\u30b9\u306b\u304b\u304b\u3063\u3066\u3044\u308b\u3002\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304c\u6700\u65b0\u3067\u3042\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u6642\u4ee3\u9045\u308c\u306e\u4e8b\u5b9f\u3084\u53e4\u3044\u4e8b\u5b9f\u3092\u63d0\u4f9b\u3059\u308b\u3088\u3046\u306a\u554f\u984c\u3092\u56de\u907f\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002.<\/p>\n\n\n\n
\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u624b\u6cd5\u306f\u3001\u5f93\u6765\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u30d9\u30fc\u30b9\u306e\u691c\u7d22\u3068\u3001\u3088\u308a\u6df1\u3044\u610f\u5473\u7406\u89e3\u3092\u878d\u5408\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u60c5\u5831\u691c\u7d22\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u5f37\u5316\u3059\u308b\u3002\u3053\u306e\u6280\u8853\u306f\u3001RAG\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u3063\u3066\u4f5c\u6210\u3055\u308c\u308b\u56de\u7b54\u306e\u7cbe\u5ea6\u3068\u9069\u5207\u6027\u3092\u5f37\u5316\u3057\u3001\u69d8\u3005\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308b\u6709\u7528\u6027\u3092\u78ba\u56fa\u305f\u308b\u3082\u306e\u306b\u3057\u307e\u3059\u3002.<\/p>\n\n\n\n
\u8ab2\u984c\u3068\u6a5f\u4f1a<\/h2>\n\n\n\n
RAG\u30b7\u30b9\u30c6\u30e0\u306e\u5c0e\u5165\u306b\u306f\u3001\u30e6\u30cb\u30fc\u30af\u306a\u8ab2\u984c\u3068\u6a5f\u4f1a\u304c\u3042\u308b\u3002\u4e3b\u306a\u8ab2\u984c\u306e1\u3064\u306f\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u3068\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u7d71\u5408\u3057\u3001\u751f\u6210\u3055\u308c\u308b\u5fdc\u7b54\u304c\u6b63\u78ba\u304b\u3064\u9069\u5207\u3067\u3042\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u7d71\u5408\u30d7\u30ed\u30bb\u30b9\u306f\u8907\u96d1\u3067\u3001\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u614e\u91cd\u306b\u7ba1\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n\n\n\n
\u91cd\u8981\u306a\u8ab2\u984c\u306f\u3001LLM\u3092\u642d\u8f09\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u3001\u7279\u306b\u4f01\u696d\u74b0\u5883\u3067\u904b\u7528\u3059\u308b\u3053\u3068\u306b\u4f34\u3046\u8a08\u7b97\u30b3\u30b9\u30c8\u3068\u91d1\u92ad\u7684\u30b3\u30b9\u30c8\u3067\u3042\u308b\u3002\u3057\u304b\u3057\u3001RAG\u30b7\u30b9\u30c6\u30e0\u306f\u3001LLM\u306e\u983b\u7e41\u306a\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u66f4\u65b0\u306e\u5fc5\u8981\u6027\u3092\u6e1b\u3089\u3059\u3053\u3068\u3067\u3001\u89e3\u6c7a\u7b56\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u5916\u90e8\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001RAG\u30b7\u30b9\u30c6\u30e0\u306f\u7d99\u7d9a\u7684\u306a\u8a08\u7b97\u8ca0\u62c5\u306a\u3057\u306b\u9ad8\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u7dad\u6301\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u305d\u308c\u306b\u3088\u3063\u3066\u5168\u4f53\u7684\u306a\u8ca1\u52d9\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/p>\n\n\n\n
\u3082\u3046\u4e00\u3064\u306e\u8ab2\u984c\u306f\u3001RAG\u30b7\u30b9\u30c6\u30e0\u3067\u4f7f\u7528\u3055\u308c\u308b\u5916\u90e8\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304c\u9069\u5207\u304b\u3064\u6700\u65b0\u306e\u3082\u306e\u3067\u3042\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002\u3053\u308c\u306f\u3001\u751f\u6210\u3055\u308c\u308b\u56de\u7b54\u306e\u6b63\u78ba\u6027\u3068\u4fe1\u983c\u6027\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306b\u6975\u3081\u3066\u91cd\u8981\u3067\u3042\u308b\u3002\u3053\u308c\u3089\u306e\u5916\u90e8\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u52b9\u7387\u7684\u306b\u7ba1\u7406\u30fb\u66f4\u65b0\u3059\u308b\u305f\u3081\u306b\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306a\u3069\u306e\u6280\u8853\u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u30d9\u30af\u30c8\u30eb\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u95a2\u9023\u60c5\u5831\u306e\u4fdd\u5b58\u3068\u8fc5\u901f\u306a\u691c\u7d22\u3092\u53ef\u80fd\u306b\u3057\u3001RAG\u30b7\u30b9\u30c6\u30e0\u3067\u4f7f\u7528\u3055\u308c\u308b\u30c7\u30fc\u30bf\u304c\u5e38\u306b\u6700\u65b0\u3067\u3042\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3059\u308b\u3002.<\/p>\n\n\n\n
\u3053\u306e\u3088\u3046\u306a\u8ab2\u984c\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001RAG\u30b7\u30b9\u30c6\u30e0\u304c\u3082\u305f\u3089\u3059\u6a5f\u4f1a\u306f\u975e\u5e38\u306b\u5927\u304d\u3044\u3002RAG\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u4f1a\u8a71AI\u30b7\u30b9\u30c6\u30e0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u308b\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3092\u9ad8\u3081\u308b\u6587\u8108\u306b\u95a2\u9023\u3057\u305f\u5fdc\u7b54\u3092\u63d0\u4f9b\u3059\u308b\u3002RAG\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u6b63\u78ba\u306a\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u9ad8\u5ea6\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3084\u305d\u306e\u4ed6\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u305d\u308c\u306b\u3088\u3063\u3066\u30e6\u30fc\u30b6\u30fc\u306e\u6e80\u8db3\u5ea6\u3068\u4fe1\u983c\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002.<\/p>\n\n\n\n
\u307e\u3068\u3081\u308b\u3068\u3001RAG\u30b7\u30b9\u30c6\u30e0\u3092\u5c0e\u5165\u3059\u308b\u306b\u306f\u3001\u8a08\u7b97\u30b3\u30b9\u30c8\u3084\u8ca1\u52d9\u30b3\u30b9\u30c8\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u7ba1\u7406\u306b\u3064\u3044\u3066\u614e\u91cd\u306b\u691c\u8a0e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u304c\u3001RAG\u30b7\u30b9\u30c6\u30e0\u304c\u63d0\u4f9b\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u306b\u3088\u308a\u3001\u4f1a\u8a71\u578bAI\u3092\u5f37\u5316\u3059\u308b\u305f\u3081\u306e\u9b45\u529b\u7684\u306a\u9078\u629e\u80a2\u3068\u306a\u308b\u3002\u3053\u308c\u3089\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u3053\u3068\u3067\u3001RAG\u30b7\u30b9\u30c6\u30e0\u306fAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30e6\u30fc\u30b6\u30fc\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u306e\u65b0\u305f\u306a\u30ec\u30d9\u30eb\u3092\u5f15\u304d\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3002.<\/p>\n\n\n\n
\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3\u306e\u5c06\u6765\u52d5\u5411<\/h2>\n\n\n\n
RAG\u306e\u5c55\u671b\u306f\u660e\u308b\u304f\u3001\u5927\u3044\u306b\u671f\u5f85\u3067\u304d\u308b\u3002\u3053\u306e\u751f\u6210\u7684AI\u30e2\u30c7\u30eb\u304c\u9032\u6b69\u3059\u308c\u3070\u3001\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u77e5\u8b58\u30d9\u30fc\u30b9\u3068\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u306b\u7d71\u5408\u3059\u308b\u3001\u3088\u308a\u81ea\u5f8b\u7684\u306aAI\u30b7\u30b9\u30c6\u30e0\u306e\u51fa\u73fe\u304c\u4e88\u60f3\u3055\u308c\u308b\u3002\u3053\u306e\u3088\u3046\u306a\u9032\u6b69\u306f\u3001\u3088\u308a\u6d17\u7df4\u3055\u308c\u305f\u6587\u8108\u7406\u89e3\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u5411\u4e0a\u3055\u305b\u308b\u3060\u308d\u3046\u3002.<\/p>\n\n\n\n
RAG\u306e\u767a\u5c55\u306b\u3088\u308a\u3001\u753b\u50cf\u3084\u97f3\u58f0\u306a\u3069\u69d8\u3005\u306a\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u5358\u306a\u308b\u30c6\u30ad\u30b9\u30c8\u306e\u3084\u308a\u53d6\u308a\u3060\u3051\u3067\u306a\u304f\u3001\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u304c\u3088\u308a\u8c4a\u304b\u306b\u306a\u308b\u306f\u305a\u3060\u3002\u3053\u306e\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u306a\u624b\u6cd5\u306e\u63a1\u7528\u306b\u3088\u308a\u3001AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5b9f\u7528\u6027\u3068\u9b45\u529b\u304c\u5927\u5e45\u306b\u62e1\u5927\u3059\u308b\u3053\u3068\u306b\u306a\u308b\u3002.<\/p>\n\n\n\n
\u79c1\u305f\u3061\u306f\u3001RAG\u304c\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u7d4c\u6e08\u7684\u306b\u52b9\u7387\u7684\u306a\u691c\u7d22\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u53ef\u80fd\u306b\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u30d9\u30fc\u30b9\u306e\u63d0\u4f9b\u3078\u3068\u5909\u5316\u3059\u308b\u3053\u3068\u3092\u671f\u5f85\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30b7\u30d5\u30c8\u306f\u3001\u591a\u984d\u306e\u521d\u671f\u8cbb\u7528\u3092\u304b\u3051\u305a\u306bRAG\u306e\u80fd\u529b\u3092\u6d3b\u7528\u3057\u3088\u3046\u3068\u3059\u308b\u7d44\u7e54\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u7c21\u7d20\u5316\u3057\u3001\u6700\u5148\u7aef\u306eAI\u6280\u8853\u3092\u3088\u308a\u591a\u304f\u306e\u4eba\u3005\u304c\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002.<\/p>\n\n\n\n
\u6982\u8981<\/h2>\n\n\n\n
\u8981\u7d04\u3059\u308b\u3068\u3001\u691c\u7d22\u88dc\u5f37\u578b\u30b8\u30a7\u30cd\u30ec\u30fc\u30b7\u30e7\u30f3\uff08RAG\uff09\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u9855\u8457\u306a\u9032\u6b69\u3092\u610f\u5473\u3059\u308b\u3002 \u4eba\u5de5\u77e5\u80fd<\/a> RAG\u306f\u3001\u77e5\u8b58\u691c\u7d22\u624b\u6cd5\u3068\u751f\u6210AI\u30e2\u30c7\u30eb\u306e\u6a5f\u80fd\u3092\u878d\u5408\u3055\u305b\u305f\u6280\u8853\u3067\u3042\u308b\u3002\u691c\u7d22\u30d9\u30fc\u30b9\u306e\u624b\u6cd5\u3068\u751f\u6210AI\u30e2\u30c7\u30eb\u306e\u80fd\u529b\u3092\u878d\u5408\u3055\u305b\u308b\u3053\u3068\u3067\u3001RAG\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u3088\u308a\u6b63\u78ba\u3067\u9069\u5207\u3001\u304b\u3064\u6587\u8108\u306b\u9069\u5408\u3057\u305f\u56de\u7b54\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u3084\u533b\u7642\u3092\u542b\u3080\u69d8\u3005\u306a\u5206\u91ce\u3067\u5e83\u304f\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u3002 \u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9<\/a>, \u3053\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u6709\u52b9\u6027\u3092\u5927\u5e45\u306b\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002.<\/p>\n\n\n\n
RAG\u304c\u6301\u3064\u5c06\u6765\u6027\u306f\u5927\u304d\u3044\u3002\u4eba\u5de5\u77e5\u80fd\u304c\u9032\u5316\u3057\u7d9a\u3051\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30c7\u30fc\u30bf\u304c\u3053\u308c\u3089\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u7e54\u308a\u8fbc\u307e\u308c\u308b\u3088\u3046\u306b\u306a\u308b\u3068\u3001RAG\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u30d1\u30ef\u30fc\u3068\u9069\u5fdc\u6027\u306e\u4e21\u65b9\u304c\u30a8\u30b9\u30ab\u30ec\u30fc\u30c8\u3059\u308b\u3053\u3068\u304c\u4e88\u60f3\u3055\u308c\u308b\u3002\u3053\u306e\u3088\u3046\u306a\u9032\u6b69\u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u307e\u3067\u4ee5\u4e0a\u306b\u30b9\u30de\u30fc\u30c8\u3067\u4fe1\u983c\u6027\u306e\u9ad8\u3044AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u304c\u5b9f\u73fe\u3059\u308b\u3053\u3068\u306f\u9593\u9055\u3044\u306a\u3044\u3002.<\/p>\n\n\n\n
\u3088\u304f\u3042\u308b\u8cea\u554f<\/h2>\n\n\n\n
\u691c\u7d22\u88dc\u5f37\u4e16\u4ee3\uff08RAG\uff09\u3068\u306f\uff1f<\/h3>\n\n\n\n
RAG\uff08Retrieval-Augmented Generation\uff09\u306f\u3001\u60c5\u5831\u691c\u7d22\u6280\u8853\u3092\u7d71\u5408\u3057\u3066\u5916\u90e8\u306e\u77e5\u8b58\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u3067\u3001\u751f\u6210AI\u3092\u5f37\u5316\u3057\u3001\u3088\u308a\u6b63\u78ba\u3067\u6587\u8108\u306b\u95a2\u9023\u3057\u305f\u51fa\u529b\u3092\u3082\u305f\u3089\u3059\u3002.<\/p>\n\n\n\n
\u3053\u306e\u65b9\u6cd5\u306f\u3001\u691c\u8a3c\u3055\u308c\u305f\u60c5\u5831\u306b\u6839\u62e0\u3092\u7f6e\u304f\u3053\u3068\u3067\u3001\u3088\u308a\u826f\u3044\u5bfe\u5fdc\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002.<\/p>\n\n\n\n
RAG\u306fAI\u306e\u56de\u7b54\u7cbe\u5ea6\u3092\u3069\u306e\u3088\u3046\u306b\u5411\u4e0a\u3055\u305b\u308b\u306e\u304b\uff1f<\/h3>\n\n\n\n
RAG\u306f\u3001\u52b9\u679c\u7684\u306a\u77e5\u8b58\u7d71\u5408\u306b\u3088\u3063\u3066\u5916\u90e8\u30bd\u30fc\u30b9\u304b\u3089\u306e\u95a2\u9023\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u5165\u308c\u308b\u3053\u3068\u3067\u3001AI\u306b\u3088\u308b\u56de\u7b54\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u3001\u8aa4\u60c5\u5831\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u3001\u3088\u308a\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002.<\/p>\n\n\n\n
RAG\u306e\u5b9f\u969b\u306e\u5fdc\u7528\u4f8b\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u304b\uff1f<\/h3>\n\n\n\n
RAG\u306e\u3088\u3046\u306a\u77e5\u8b58\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u533b\u7642\u76f8\u8ac7\u306e\u305f\u3081\u306e\u30d8\u30eb\u30b9\u30b1\u30a2\u3084\u3001\u30bb\u30fc\u30eb\u30b9\u306e\u81ea\u52d5\u5316\u306e\u305f\u3081\u306e\u30d3\u30b8\u30cd\u30b9\u3001\u30c6\u30fc\u30e9\u30fc\u30e1\u30fc\u30c9\u306e\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306e\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306b\u52b9\u679c\u7684\u306b\u9069\u7528\u3055\u308c\u3066\u3044\u308b\u3002.<\/p>\n\n\n\n
\u3053\u308c\u3089\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u3067\u52b9\u7387\u3092\u9ad8\u3081\u3001\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u3092\u5411\u4e0a\u3055\u305b\u308b\u3002.<\/p>\n\n\n\n
\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306bRAG\u3092\u5c0e\u5165\u3059\u308b\u306b\u306f\u3069\u3046\u3059\u308c\u3070\u3088\u3044\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n
\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306bRAG\u3092\u5c0e\u5165\u3059\u308b\u306b\u306f\u3001\u307e\u305aAPI\u3084\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u8abf\u9054\u3057\u3001SingleStore\u306e\u3088\u3046\u306a\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u6d3b\u7528\u3057\u3066\u691c\u7d22\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u52b9\u7387\u5316\u3059\u308b\u3002.<\/p>\n\n\n\n
\u6b21\u306b\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u9069\u7528\u3057\u3066\u3001\u6587\u66f8\u3092\u30d9\u30af\u30c8\u30eb\u5f62\u5f0f\u306b\u5909\u63db\u3057\u3001\u52b9\u7387\u7684\u306b\u691c\u7d22\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002.<\/p>\n\n\n\n
RAG\u306e\u5c06\u6765\u306f\uff1f<\/h3>\n\n\n\n
\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30c7\u30fc\u30bf\u306e\u7d71\u5408\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30d9\u30fc\u30b9\u306e\u4eba\u5de5\u77e5\u80fd\u306e\u5b9f\u88c5\u3001\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30b5\u30fc\u30d3\u30b9\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u306e\u9032\u6b69\u306b\u3088\u308a\u3001RAG\u306e\u3088\u3046\u306a\u77e5\u8b58\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u67d4\u8edf\u6027\u306e\u5411\u4e0a\u3068\u30a2\u30af\u30bb\u30b9\u306e\u3057\u3084\u3059\u3055\u306e\u6539\u5584\u3092\u7279\u5fb4\u3068\u3059\u308b\u660e\u308b\u3044\u672a\u6765\u306b\u5411\u304b\u3063\u3066\u3044\u308b\u3002.<\/p>\n\n\n\n
\u3053\u306e\u3088\u3046\u306a\u6280\u8853\u9769\u65b0\u306f\u3001RAG\u30b7\u30b9\u30c6\u30e0\u304c\u9054\u6210\u3067\u304d\u308b\u5b9f\u7528\u7684\u306a\u7528\u9014\u3068\u5f71\u97ff\u529b\u306e\u4e21\u65b9\u3092\u5927\u304d\u304f\u62e1\u5927\u3059\u308b\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u3044\u308b\u3002.<\/p>","protected":false},"excerpt":{"rendered":"
Retrieval-Augmented Generation (RAG) is an AI technique that merges knowledge retrieval methods with generative models. By pulling in external data, RAG makes AI responses more accurate and relevant. This guide will explain what is RAG, how it works, and its benefits. Key Takeaways Understanding Retrieval-Augmented Generation (RAG) At the heart of Retrieval-Augmented Generation (RAG) lies a blend of retrieval-based methods and generative AI models, creating a system that\u2019s both potent and adaptable. RAG is distinguished by its capacity to assimilate these two methodologies, drawing on their respective advantages while diminishing their separate shortcomings. Conventional large language models often come up short when users require detailed, specific information. In this context, […]<\/p>\n","protected":false},"author":1,"featured_media":45958,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[1016,1017,982],"class_list":["post-45911","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-article","tag-ai-technology","tag-information-retrieval","tag-machine-learning"],"yoast_head":"\n
What Is RAG? An Overview of Retrieval-Augmented Generation Techniques<\/title>\n<meta name=\"description\" content=\"Explore Retrieval-Augmented Generation techniques and their impact on information retrieval and content generation. Read more to enhance your understanding.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.investglass.com\/ja\/\u30e9\u30b0\u3068\u306f\u4f55\u304b-\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3\u3078\u306e\u5305\u62ec\u7684\u30ac\u30a4\u30c9\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What Is RAG: A Comprehensive Guide to Retrieval-Augmented Generation\" \/>\n<meta property=\"og:description\" content=\"Retrieval-Augmented Generation (RAG) is an AI technique that merges knowledge\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.investglass.com\/ja\/\u30e9\u30b0\u3068\u306f\u4f55\u304b-\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3\u3078\u306e\u5305\u62ec\u7684\u30ac\u30a4\u30c9\/\" \/>\n<meta property=\"og:site_name\" content=\"InvestGlass\" \/>\n<meta property=\"article:published_time\" content=\"2025-05-16T09:59:00+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.investglass.com\/wp-content\/uploads\/2025\/03\/getty-images-Qp44xYTIIGc-unsplash-scaled.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2048\" \/>\n\t<meta property=\"og:image:height\" content=\"1350\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"InvestGlass\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@investglass\" \/>\n<meta name=\"twitter:site\" content=\"@investglass\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"InvestGlass\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"11\u5206\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"RAG\u3068\u306f\uff1f\u691c\u7d22\u88dc\u5f37\u578b\u751f\u6210\u6280\u8853\u306e\u6982\u8981","description":"\u60c5\u5831\u691c\u7d22\u3068\u30b3\u30f3\u30c6\u30f3\u30c4\u751f\u6210\u306b\u304a\u3051\u308b\u3001\u691c\u7d22-\u62e1\u5f35-\u751f\u6210\u6280\u8853\u3068\u305d\u306e\u5f71\u97ff\u3092\u63a2\u308b\u3002\u7d9a\u304d\u3092\u8aad\u3080.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.investglass.com\/ja\/\u30e9\u30b0\u3068\u306f\u4f55\u304b-\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3\u3078\u306e\u5305\u62ec\u7684\u30ac\u30a4\u30c9\/","og_locale":"ja_JP","og_type":"article","og_title":"What Is RAG: A Comprehensive Guide to Retrieval-Augmented Generation","og_description":"Retrieval-Augmented Generation (RAG) is an AI technique that merges knowledge","og_url":"https:\/\/www.investglass.com\/ja\/\u30e9\u30b0\u3068\u306f\u4f55\u304b-\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3\u3078\u306e\u5305\u62ec\u7684\u30ac\u30a4\u30c9\/","og_site_name":"InvestGlass","article_published_time":"2025-05-16T09:59:00+00:00","og_image":[{"width":2048,"height":1350,"url":"https:\/\/www.investglass.com\/wp-content\/uploads\/2025\/03\/getty-images-Qp44xYTIIGc-unsplash-scaled.jpg","type":"image\/jpeg"}],"author":"InvestGlass","twitter_card":"summary_large_image","twitter_creator":"@investglass","twitter_site":"@investglass","twitter_misc":{"\u57f7\u7b46\u8005":"InvestGlass","\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593":"11\u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"NewsArticle","@id":"https:\/\/www.investglass.com\/what-is-rag-a-comprehensive-guide-to-retrieval-augmented-generation\/#article","isPartOf":{"@id":"https:\/\/www.investglass.com\/what-is-rag-a-comprehensive-guide-to-retrieval-augmented-generation\/"},"author":{"name":"InvestGlass","@id":"https:\/\/www.investglass.com\/#\/schema\/person\/4682ebae5d718a2ed1b77c9dab0a1f24"},"headline":"What Is RAG: A Comprehensive Guide to Retrieval-Augmented Generation","datePublished":"2025-05-16T09:59:00+00:00","mainEntityOfPage":{"@id":"https:\/\/www.investglass.com\/what-is-rag-a-comprehensive-guide-to-retrieval-augmented-generation\/"},"wordCount":2339,"publisher":{"@id":"https:\/\/www.investglass.com\/#organization"},"image":{"@id":"https:\/\/www.investglass.com\/what-is-rag-a-comprehensive-guide-to-retrieval-augmented-generation\/#primaryimage"},"thumbnailUrl":"https:\/\/www.investglass.com\/wp-content\/uploads\/2025\/03\/getty-images-Qp44xYTIIGc-unsplash-scaled.jpg","keywords":["AI technology","Information Retrieval","Machine learning"],"articleSection":["Article"],"inLanguage":"ja","copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/www.investglass.com\/ja\/#organization"}},{"@type":"WebPage","@id":"https:\/\/www.investglass.com\/what-is-rag-a-comprehensive-guide-to-retrieval-augmented-generation\/","url":"https:\/\/www.investglass.com\/what-is-rag-a-comprehensive-guide-to-retrieval-augmented-generation\/","name":"RAG\u3068\u306f\uff1f\u691c\u7d22\u88dc\u5f37\u578b\u751f\u6210\u6280\u8853\u306e\u6982\u8981","isPartOf":{"@id":"https:\/\/www.investglass.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.investglass.com\/what-is-rag-a-comprehensive-guide-to-retrieval-augmented-generation\/#primaryimage"},"image":{"@id":"https:\/\/www.investglass.com\/what-is-rag-a-comprehensive-guide-to-retrieval-augmented-generation\/#primaryimage"},"thumbnailUrl":"https:\/\/www.investglass.com\/wp-content\/uploads\/2025\/03\/getty-images-Qp44xYTIIGc-unsplash-scaled.jpg","datePublished":"2025-05-16T09:59:00+00:00","description":"\u60c5\u5831\u691c\u7d22\u3068\u30b3\u30f3\u30c6\u30f3\u30c4\u751f\u6210\u306b\u304a\u3051\u308b\u3001\u691c\u7d22-\u62e1\u5f35-\u751f\u6210\u6280\u8853\u3068\u305d\u306e\u5f71\u97ff\u3092\u63a2\u308b\u3002\u7d9a\u304d\u3092\u8aad\u3080.","breadcrumb":{"@id":"https:\/\/www.investglass.com\/what-is-rag-a-comprehensive-guide-to-retrieval-augmented-generation\/#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.investglass.com\/what-is-rag-a-comprehensive-guide-to-retrieval-augmented-generation\/"]}]},{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/www.investglass.com\/what-is-rag-a-comprehensive-guide-to-retrieval-augmented-generation\/#primaryimage","url":"https:\/\/www.investglass.com\/wp-content\/uploads\/2025\/03\/getty-images-Qp44xYTIIGc-unsplash-scaled.jpg","contentUrl":"https:\/\/www.investglass.com\/wp-content\/uploads\/2025\/03\/getty-images-Qp44xYTIIGc-unsplash-scaled.jpg","width":2048,"height":1350,"caption":"What Is RAG"},{"@type":"BreadcrumbList","@id":"https:\/\/www.investglass.com\/what-is-rag-a-comprehensive-guide-to-retrieval-augmented-generation\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"InvestGlass","item":"https:\/\/www.investglass.com\/"},{"@type":"ListItem","position":2,"name":"What Is RAG: A Comprehensive Guide to Retrieval-Augmented Generation"}]},{"@type":"WebSite","@id":"https:\/\/www.investglass.com\/#website","url":"https:\/\/www.investglass.com\/","name":"\u30a4\u30f3\u30d9\u30b9\u30c8\u30ac\u30e9\u30b9","description":"\u30b9\u30a4\u30b9\u30fb\u30bd\u30d6\u30ea\u30f3CRM","publisher":{"@id":"https:\/\/www.investglass.com\/#organization"},"alternateName":"InvestGlass","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.investglass.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ja"},{"@type":["Organization","Place"],"@id":"https:\/\/www.investglass.com\/#organization","name":"\u30a4\u30f3\u30d9\u30b9\u30c8\u30ac\u30e9\u30b9","url":"https:\/\/www.investglass.com\/","logo":{"@id":"https:\/\/www.investglass.com\/what-is-rag-a-comprehensive-guide-to-retrieval-augmented-generation\/#local-main-organization-logo"},"image":{"@id":"https:\/\/www.investglass.com\/what-is-rag-a-comprehensive-guide-to-retrieval-augmented-generation\/#local-main-organization-logo"},"sameAs":["https:\/\/x.com\/investglass","https:\/\/www.linkedin.com\/company\/investglass\/","https:\/\/www.youtube.com\/channel\/UCt5r5XgzbSq2KhguJQxCwyA"],"telephone":[],"openingHoursSpecification":[{"@type":"OpeningHoursSpecification","dayOfWeek":["Monday","Tuesday","Wednesday","Thursday","Friday","Saturday","Sunday"],"opens":"09:00","closes":"17:00"}]},{"@type":"Person","@id":"https:\/\/www.investglass.com\/#\/schema\/person\/4682ebae5d718a2ed1b77c9dab0a1f24","name":"\u30a4\u30f3\u30d9\u30b9\u30c8\u30ac\u30e9\u30b9","image":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/secure.gravatar.com\/avatar\/8fb928ff37ca45def17ac75d6e799fb75f3f24f123aa31be169bfaf65f59dd40?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/8fb928ff37ca45def17ac75d6e799fb75f3f24f123aa31be169bfaf65f59dd40?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/8fb928ff37ca45def17ac75d6e799fb75f3f24f123aa31be169bfaf65f59dd40?s=96&d=mm&r=g","caption":"InvestGlass"},"sameAs":["https:\/\/www.investglass.com"],"url":"https:\/\/www.investglass.com\/ja\/author\/axginvestglass-com\/"},{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/www.investglass.com\/what-is-rag-a-comprehensive-guide-to-retrieval-augmented-generation\/#local-main-organization-logo","url":"https:\/\/www.investglass.com\/wp-content\/uploads\/2023\/10\/InvestGlass-blue2.png","contentUrl":"https:\/\/www.investglass.com\/wp-content\/uploads\/2023\/10\/InvestGlass-blue2.png","width":839,"height":192,"caption":"InvestGlass"}]}},"_links":{"self":[{"href":"https:\/\/www.investglass.com\/ja\/wp-json\/wp\/v2\/posts\/45911","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.investglass.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.investglass.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.investglass.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.investglass.com\/ja\/wp-json\/wp\/v2\/comments?post=45911"}],"version-history":[{"count":0,"href":"https:\/\/www.investglass.com\/ja\/wp-json\/wp\/v2\/posts\/45911\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.investglass.com\/ja\/wp-json\/wp\/v2\/media\/45958"}],"wp:attachment":[{"href":"https:\/\/www.investglass.com\/ja\/wp-json\/wp\/v2\/media?parent=45911"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.investglass.com\/ja\/wp-json\/wp\/v2\/categories?post=45911"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.investglass.com\/ja\/wp-json\/wp\/v2\/tags?post=45911"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}