{"id":71715,"date":"2024-06-12T09:00:00","date_gmt":"2024-06-12T00:00:00","guid":{"rendered":"https:\/\/www.creationline.com\/?p=71715"},"modified":"2024-06-11T16:15:42","modified_gmt":"2024-06-11T07:15:42","slug":"%e3%80%90%e3%82%a8%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%97%e3%83%a9%e3%82%a4%e3%82%ballm%e3%80%91%e7%a4%be%e5%86%85%e3%83%87%e3%83%bc%e3%82%bf%e3%82%92%e5%85%83%e3%81%ab%e5%9b%9e%e7%ad%94%e3%81%97","status":"publish","type":"post","link":"https:\/\/www.creationline.com\/tech-blog\/chatgpt-ai\/ai\/71715","title":{"rendered":"\u3010\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baLLM\u3011\u793e\u5185\u30c7\u30fc\u30bf\u3092\u5143\u306b\u56de\u7b54\u3057\u3066\u304f\u308c\u308bChatGPT\u3092\u4f5c\u308b\u306b\u306f\uff1f RAG\u30fbLLM\u6280\u8853\u3092\u5229\u7528\u3057\u3066\u4fa1\u5024\u3042\u308b\u4f01\u696d\u72ec\u81ea\u306eAI\u3092\u4f5c\u308b\u305f\u3081\u306e\u30c6\u30af\u30cb\u30c3\u30af #chatgpt #rag #enterprise-llm"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u306f\u3058\u3081\u306b<\/h2>\n\n\n\n<p>ChatGPT\u306b\u4ee3\u8868\u3055\u308c\u308bLLM\u306e\u767b\u5834\u3068\u9032\u5316\u306b\u3088\u308a\u591a\u304f\u306e\u4f01\u696d\u304cAI\u30fbLLM\u3092\u6d3b\u7528\u3057\u305f\u30b5\u30fc\u30d3\u30b9\u958b\u767a\u3068\u696d\u52d9\u52b9\u7387\u6539\u5584\u306b\u5411\u3051\u3066\u306e\u610f\u6b32\u304c\u9ad8\u307e\u3063\u3066\u304d\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u4e2d\u3001\u751f\u6210AI\u3092\u5229\u7528\u3057\u3066\u4f01\u696d\u72ec\u81ea\u306eAI\u30fbLLM\u3092\u4f5c\u308b\u3053\u3068\u304c\u975e\u5e38\u306b\u7740\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f01\u696d\u3068\u3057\u3066\u306fAI\u30fbLLM\u306b\u81ea\u793e\u72ec\u81ea\u306e\u30ce\u30a6\u30cf\u30a6\u3092\u5b66\u7fd2\u3055\u305b\u3001\u696d\u52d9\u306e\u52b9\u7387\u5316\u306b\u5f79\u7acb\u3064\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30fb\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u308a\u305f\u3044\u3068\u3044\u3046\u3001\u696d\u52d9\u306e\u52b9\u7387\u5316\u89b3\u70b9\u3067\u306e\u30e2\u30c1\u30d9\u30fc\u30b7\u30e7\u30f3\u306f\u5f53\u7136\u767a\u751f\u3057\u307e\u3059\u3002\u307e\u305f\u4f01\u696d\u72ec\u81ea\u306e\u30ce\u30a6\u30cf\u30a6\u3092\u5165\u308c\u305fAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30b7\u30b9\u30c6\u30e0\u3092\u30d7\u30ed\u30c0\u30af\u30c8\u30fb\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u63d0\u4f9b\u3001\u3042\u308b\u3044\u306f\u3059\u3067\u306b\u3042\u308b\u81ea\u793e\u30b5\u30fc\u30d3\u30b9\u306b\u6a5f\u80fd\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3067\u3001\u30b5\u30fc\u30d3\u30b9\u306e\u4ed8\u52a0\u4fa1\u5024\u306e\u8ffd\u52a0\u3001\u9867\u5ba2\u3078\u306e\u4fa1\u5024\u63d0\u4f9b\u306e\u5411\u4e0a\u3001\u4f01\u696d\u4fa1\u5024\u3092\u5411\u4e0a\u3055\u305b\u305f\u3044\u72d9\u3044\u3082\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u65b9\u3067\u3001ChatGPT\u306b\u4ee3\u8868\u3055\u308c\u308b\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u5e83\u304f\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308bLLM\u306f\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\uff08\u4e16\u754c\u77e5\u8b58\uff09\u3092\u5143\u306b\u5b66\u7fd2\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u305f\u3081\u4f01\u696d\u5185\u90e8\u306e\u60c5\u5831\u3092\u5143\u306b\u7b54\u3048\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002\u52a0\u3048\u3066\u3001\u7cbe\u5ea6\u306e\u9ad8\u3044LLM\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u306b\u306f\u81a8\u5927\u306a\u8a08\u7b97\u91cf\u304c\u5fc5\u8981\u306e\u305f\u3081\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3082\u6700\u65b0\u3088\u308a\u3082\u5c11\u3057\u9045\u308c\u305f\u5185\u5bb9\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u305f\u3081\u3001AI\u30fbLLM\u306b\u4f01\u696d\u72ec\u81ea\u306e\u30ce\u30a6\u30cf\u30a6\u3092\u5b66\u7fd2\u3055\u305b\u3001\u696d\u52d9\u306e\u52b9\u7387\u5316\u306b\u5f79\u7acb\u3064\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u308b\u306b\u306f\u3001\u5225\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u72ec\u81ea\u306e\u30ce\u30a6\u30cf\u30a6\u3092\u5b66\u7fd2\u3055\u305b\u308b\u306b\u306f<strong>LLM\u30e2\u30c7\u30eb\u306b\u5bfe\u3059\u308b\u8ffd\u52a0\u5b66\u7fd2<\/strong>\u3068\u3044\u3046\u65b9\u6cd5\u3082\u3042\u308a\u307e\u3059\u304c\u3001<strong>\u300c\u691c\u7d22\u5f37\u5316\u751f\u6210\uff08RAG\uff1aRetrieval-Augmented Generation\uff09\u300d\uff08\u4ee5\u964d\u306fRAG\u3068\u8a18\u8f09\uff09<\/strong>\u304c\u975e\u5e38\u306b\u6709\u52b9\u3067\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f<strong>RAG\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u306e\u6d41\u308c\u3068\u30dd\u30a4\u30f3\u30c8<\/strong>\u306b\u3064\u3044\u3066\u8ff0\u3079\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u691c\u7d22\u5f37\u5316\u751f\u6210\uff08RAG\uff1aRetrieval-Augmented Generation\uff09\u3068\u306f\uff1f<\/h2>\n\n\n\n<p>\u691c\u7d22\u5f37\u5316\u751f\u6210\uff08RAG\uff1aRetrieval-Augmented Generation\uff09\u306f\u3001LLM\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u969b\u306b\u72ec\u81ea\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u691c\u7d22\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u72ec\u81ea\u306e\u77e5\u8b58\u3092\u53d6\u308a\u51fa\u3057\u3001\u305d\u306e\u77e5\u8b58\u3092\u8cea\u554f(Query)\u306b\u4ed8\u52a0\u3057\u305f\u5f62\u3067LLM\u306b\u554f\u3044\u5408\u308f\u305b\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306f\u4f01\u696d\u306e\u793e\u5185\u60c5\u5831\u3092\u5143\u306b\u56de\u7b54\u3059\u308bAI\u30c1\u30e3\u30c3\u30c8\u30b7\u30b9\u30c6\u30e0\u306eRAG\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc\u306e\u4e00\u4f8b\u3067\u3059\u3002\u30c1\u30e3\u30c3\u30c8\u3092\u5229\u7528\u3057\u3066\u793e\u5185\u60c5\u5831\u3084\u3055\u307e\u3056\u307e\u306a\u30ca\u30ec\u30c3\u30b8\u3092\u6d3b\u7528\u3057\u3001\u30a8\u30f3\u30c9\u30e6\u30fc\u30b6\u30fc\u3078\u306e\u30b5\u30dd\u30fc\u30c8\u696d\u52d9\u306a\u3069\u3092\u652f\u63f4\u3059\u308b\u57fa\u76e4\u3068\u3057\u3066\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u4f01\u696d\u306e\u793e\u5185\u60c5\u5831\u3092\u5143\u306b\u56de\u7b54\u3059\u308bAI\u30c1\u30e3\u30c3\u30c8\u30b7\u30b9\u30c6\u30e0\u306eRAG\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"574\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/05\/image-2-1024x574.png\" alt=\"\" class=\"wp-image-72263\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/05\/image-2-1024x574.png 1024w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/05\/image-2-360x202.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/05\/image-2-768x430.png 768w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/05\/image-2-1536x861.png 1536w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/05\/image-2-512x288.png 512w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/05\/image-2.png 1974w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u203b\u4e0a\u56f3\u3067\u51fa\u3066\u304f\u308b<a href=\"https:\/\/www.langchain.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">LangChain<\/a>\u306fRAG\u3092\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306b\u4ee3\u8868\u7684\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u4e00\u3064\u3067\u3059\u3002\uff08LangChain\u306b\u3064\u3044\u3066\u306f\u5225\u9014\u89e3\u8aac\u3059\u308b\u8a18\u4e8b\u3092\u4f5c\u308b\u4e88\u5b9a\u3067\u3059\u3002\uff09<\/p>\n\n\n\n<p>RAG\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u6c4e\u7528\u7684\u306aLLM\u81ea\u4f53\u306f\u5909\u66f4\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u72ec\u81ea\u306e\u77e5\u8b58\u3092\u4e0e\u3048\u305f\u4e0a\u3067\u56de\u7b54\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br>RAG\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u6280\u8853\u3068\u3057\u3066\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u7cfb\u3067\u306f\u524d\u8ff0\u306e<a href=\"https:\/\/www.langchain.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">LangChain<\/a>\u3001<a href=\"https:\/\/www.llamaindex.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">Llamaindex<\/a>\u3001\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3067\u306f\u3001<a href=\"https:\/\/aws.amazon.com\/jp\/bedrock\/\" target=\"_blank\" rel=\"noreferrer noopener\">Amazon Bedrock<\/a>\u3001<a href=\"https:\/\/azure.microsoft.com\/ja-jp\/products\/machine-learning\" target=\"_blank\" rel=\"noreferrer noopener\">Azure Machine Learning<\/a>\u306a\u3069\u306e\u6280\u8853\u30fb\u30b5\u30fc\u30d3\u30b9\u304c\u591a\u6570\u767b\u5834\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001<a href=\"https:\/\/dify.ai\/jp\" target=\"_blank\" rel=\"noreferrer noopener\">Dify<\/a>\u3068\u3044\u3046\u30ce\u30fc\u30b3\u30fc\u30c9\u3067RAG\u3092\u4f5c\u6210\u3067\u304d\u308b\u30b5\u30fc\u30d3\u30b9\u30fb\u30c4\u30fc\u30eb\u3082\u767b\u5834\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u305f\u3081\u3001\u4f01\u696d\u72ec\u81ea\u306eAI\u30d7\u30ed\u30c0\u30af\u30c8\u30fb\u30b5\u30fc\u30d3\u30b9\u3092\u4f5c\u308b\u4e0a\u3067\u306e\u6280\u8853\u7684\u306a\u30cf\u30fc\u30c9\u30eb\u306f\u3069\u3093\u3069\u3093\u4f4e\u304f\u306a\u3063\u3066\u304d\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u65b9\u3067\u3001RAG\u3092\u5229\u7528\u3057\u305f\u30d7\u30ed\u30c0\u30af\u30c8\u30fb\u30b5\u30fc\u30d3\u30b9\u306e\u69cb\u7bc9\u81ea\u4f53\u306f\u3067\u304d\u308b\u3082\u306e\u306e\u3001\u4ee5\u4e0b\u306e\u8ab2\u984c\u304c\u767a\u751f\u3059\u308b\u3053\u3068\u304c\u591a\u3005\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">\u30fbRAG\u3092\u4f5c\u3063\u3066\u307f\u305f\u3082\u306e\u306e\u3001\u305d\u308c\u3063\u307d\u3044\u56de\u7b54\u306f\u51fa\u308b\u304c\u3001\u672c\u5f53\u306b\u6b63\u89e3\u304b\u89e3\u3089\u306a\u3044\u3002<br>\u30fb\u4f5c\u3063\u305f\u3082\u306e\u304c\u4e8b\u696d\u7684\u306b\u4fa1\u5024\u304c\u3042\u308b\u304b\uff1f\u52b9\u679c\u304c\u51fa\u3066\u3044\u308b\u304b\uff1f\u304c\u89e3\u3089\u306a\u3044\u3002<br>\u30fb\u7d99\u7d9a\u7684\u306b\u7cbe\u5ea6\u3092\u3042\u3052\u305f\u308a\u3001\u52b9\u679c\u3092\u3042\u3052\u308b\u65b9\u6cd5\u304c\u89e3\u3089\u306a\u3044\u3002<\/mark><\/strong><\/p>\n\n\n\n<p>\u5b9f\u306f\u6280\u8853\u7684\u306bRAG\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u306f\u96e3\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002\u4e00\u65b9\u3067<strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">\u4f01\u696d\u306e\u4e8b\u696d\u306b\u3068\u3063\u3066\u4fa1\u5024\u304c\u3042\u308b\uff08\u6709\u52b9\u3067\u3042\u308b\uff09\u72ec\u81ea\u306eAI\u30b7\u30b9\u30c6\u30e0\u30fb\u30d7\u30ed\u30c0\u30af\u30c8\u3092\u4f5c\u3063\u3066\u3044\u304f\u3053\u3068\u306f\u7c21\u5358\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/mark><\/strong><\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3053\u306e\u3088\u3046\u306a\u60a9\u307f\u3092\u6301\u3064\u65b9\u3005\u5411\u3051\u306b<strong>\u4f01\u696d\u306b\u3068\u3063\u3066\u4e8b\u696d\u4fa1\u5024\u306e\u9ad8\u3044\u30fb\u6709\u52b9\u6027\u306e\u9ad8\u3044RAG\u3092\u69cb\u7bc9\u3057\u3066\u3044\u304f\u305f\u3081\u306e\u6d41\u308c<\/strong>\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u300c\u7d99\u7d9a\u7684\u306b\u300d\u7cbe\u5ea6\u3068\u6709\u52b9\u6027\u3092\u9ad8\u3081\u308b\u4ed5\u7d44\u307f\u304c\u3001\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30fb\u30d7\u30ed\u30c0\u30af\u30c8\u305d\u306e\u3082\u306e\u4ee5\u4e0a\u306b\u91cd\u8981<\/strong><\/h2>\n\n\n\n<p>\u524d\u7ae0\u3067\u3082\u89e6\u308c\u307e\u3057\u305f\u304c\u6280\u8853\u7684\u306bRAG\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u306f\u96e3\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002\u4e00\u65b9\u3067\u4f01\u696d\u306e\u4e8b\u696d\u306b\u3068\u3063\u3066\u3001\u4fa1\u5024\u304c\u3042\u308b\uff08\u6709\u52b9\u3067\u3042\u308b\uff09\u72ec\u81ea\u306eAI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30fb\u30d7\u30ed\u30c0\u30af\u30c8\u3092\u4f5c\u3063\u3066\u3044\u304f\u3053\u3068\u306f\u7c21\u5358\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001GPT4, Claude3 Ops, Mystral\u306a\u3069\u306e\u65b0\u3057\u3044LLM\u306e\u30ea\u30ea\u30fc\u30b9\u3001GPT-4o\u306e\u767b\u5834\u306a\u3069\u3001LLM\u306e\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306f\u4eca\u5f8c\u3082\u975e\u5e38\u306b\u65e9\u3044\u30b9\u30d4\u30fc\u30c9\u3067\u9032\u5316\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u307e\u305fDify\u306e\u767b\u5834\u306b\u4ee3\u8868\u3055\u308c\u308b\u3088\u3046\u306bRAG\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u6280\u8853\u3084\u30b5\u30fc\u30d3\u30b9\u3082\u9032\u5316\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u6280\u8853\u9032\u5316\u306e\u975e\u5e38\u306b\u5927\u304d\u306a\u6ce2\u306e\u4e2d\u3001<strong>RAG\u3092\u5229\u7528\u3057\u305f\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30fb\u30d7\u30ed\u30c0\u30af\u30c8\u3082\u4f5c\u3063\u3066\u30ea\u30ea\u30fc\u30b9\u3057\u3066\u7d42\u308f\u308a\u3067\u306f\u306a\u304f\u3001\u65e5\u3005\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8<\/strong>\u3057\u3066\u3044\u304f\u3053\u3068\u304c\u5927\u524d\u63d0\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u305f\u3081AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30fb\u30d7\u30ed\u30c0\u30af\u30c8\u3092\u4f5c\u3063\u3066\u3044\u304f\u4e0a\u3067\u306f\u3001<strong>AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30fb\u30d7\u30ed\u30c0\u30af\u30c8\u3092\u305d\u306e\u3082\u306e\u4ee5\u4e0a\u306b\u300c\u7d99\u7d9a\u7684\u306b\u300d\u7cbe\u5ea6\u3001\u6709\u52b9\u6027\u3092\u9ad8\u3081\u3089\u308c\u308b \u30d7\u30ed\u30c0\u30af\u30c8\u30fb\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u308b\u305f\u3081\u306e\u4ed5\u7d44\u307f\u3092\u4f5c\u308b\u3053\u3068\u304c\u975e\u5e38\u306b\u91cd\u8981<\/strong>\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u540c\u6642\u306b<strong>RAG\u306b\u4e0e\u3048\u308b\u4f01\u696d\u72ec\u81ea\u306e\u30ce\u30a6\u30cf\u30a6\u30fb\u77e5\u8b58\u306e\u8a2d\u8a08\u306f\u4e8b\u696d\u4fa1\u5024\u306e\u9ad8\u3044\u30fb\u6709\u52b9\u6027\u306e\u9ad8\u3044\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30fb\u30d7\u30ed\u30c0\u30af\u30c8\u3092\u4f5c\u308b\u4e0a\u3067\u306e\u6839\u5e79\u306b\u306a\u308a\u307e\u3059\u3002<\/strong>\u3053\u306e\u77e5\u8b58\u8a2d\u8a08\u306f\u30e6\u30fc\u30b6\u304b\u3089\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u5143\u306b\u77e5\u8b58\u3092\u8ffd\u52a0\u3057\u305f\u308a\u3001\u65b0\u305f\u306b\u77e5\u8b58\u3092\u53d6\u5f97\u3059\u308b\u4ed5\u7d44\u307f\u3092\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u306b\u8ffd\u52a0\u3057\u305f\u308a\u3001RAG\u306e\u77e5\u8b58\u69cb\u9020\u306a\u3069\u898b\u76f4\u3057\u66f4\u65b0\u3057\u305f\u308a\u69d8\u3005\u306a\u8a66\u884c\u932f\u8aa4\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3010RAG\u3092\u5229\u7528\u3057\u305fAI\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u306e\u6d41\u308c\uff08\u77e5\u8b58\u8a2d\u8a08\uff09\u3011<\/h2>\n\n\n\n<p>\u300c\u7d99\u7d9a\u7684\u306b\u300d\u7cbe\u5ea6\u30fb\u6709\u52b9\u6027\u3092\u9ad8\u3081\u308b\u4ed5\u7d44\u307f\u304c\u3001\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30fb\u30d7\u30ed\u30c0\u30af\u30c8\u305d\u306e\u3082\u306e\u4ee5\u4e0a\u306b\u91cd\u8981\u3068\u8ff0\u3079\u307e\u3057\u305f\u304c\u3001\u5177\u4f53\u7684\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u4ed5\u7d44\u307f\u304c\u5fc5\u8981\u3067\u3057\u3087\u3046\u304b\uff1f \u3053\u3053\u3067\u306fRAG\u3092\u5229\u7528\u3057\u305f\u4f01\u696d\u72ec\u81ea\u306eAI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30fb\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u306e\u6d41\u308c\u3092\u56f3\u89e3\u3057\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"550\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/05\/image-13-1024x550.png\" alt=\"\" class=\"wp-image-72410\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/05\/image-13-1024x550.png 1024w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/05\/image-13-360x193.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/05\/image-13-768x412.png 768w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/05\/image-13.png 1307w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u3053\u306e\u56f3\u89e3\u306f\u3001RAG\uff08Retrieval-Augmented&nbsp;Generation\uff09\u3068LLM\uff08Large&nbsp;Language&nbsp;Model\uff09\u3092\u6d3b\u7528\u3057\u305fAI\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u306e\u6d41\u308c\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305a\u3001AI\u3084LLM\u3092\u6d3b\u7528\u3057\u3066\u89e3\u6c7a\u3059\u308b\u8ab2\u984c\u3092\u660e\u78ba\u306b\u3057\u3001\u6b21\u306b\u65e2\u5b58\u306e\u696d\u52d9\u30d5\u30ed\u30fc\u3092\u53ef\u8996\u5316\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5bfe\u8c61\u306e\u8ab2\u984c\u306b\u95a2\u9023\u3059\u308b\u696d\u52d9\u30d5\u30ed\u30fc\u3092\u6574\u7406\u3057\u3001\u5f79\u5272\u3084\u30a4\u30f3\u30d7\u30c3\u30c8\u3001\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u3001\u30bf\u30b9\u30af\u9593\u306e\u3064\u306a\u304c\u308a\u3092\u660e\u78ba\u306b\u3057\u307e\u3059\u3002\u305d\u306e\u5f8c\u3001\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u5229\u7528\u3057\u3066\u3044\u308b\u77e5\u8b58\u3092\u6d17\u3044\u51fa\u3057\u3001\u77e5\u8b58\u306e\u53ce\u96c6\u30fb\u4fee\u5f97\u65b9\u6cd5\u3092\u8a2d\u8a08\u3057\u305f\u4e0a\u3067\u3001\u96c6\u3081\u305f\u77e5\u8b58\u3092LLM\u306b\u4e0e\u3048\u308b\u305f\u3081\u306e\u69cb\u9020\u3092\u8a2d\u8a08\u3057\u3001\u9ad8\u3044\u56de\u7b54\u3092\u51fa\u3059\u305f\u3081\u306e\u69cb\u9020\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6b21\u306b\u3001\u8ab2\u984c\u306e\u89e3\u6c7a\u306b\u5bfe\u3057\u3066\u6709\u52b9\u6027\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306e\u4ed5\u7d44\u307f\u3068\u6307\u6a19\u3092\u8a2d\u8a08\u3057\u3001\u5177\u4f53\u7684\u306a\u8a55\u4fa1\u65b9\u6cd5\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002\u6700\u5f8c\u306b\u3001\u8a55\u4fa1\u6307\u6a19\u3068\u8a55\u4fa1\u65b9\u6cd5\u306b\u57fa\u3065\u304d\u3001\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306e\u4ed5\u7d44\u307f\u3092\u8a2d\u8a08\u3057\u3001\u7cbe\u5ea6\u5411\u4e0a\u3068\u7cbe\u5ea6\u5411\u4e0a\u306b\u5bc4\u4e0e\u3057\u305f\u77e5\u8b58\u306e\u691c\u8a3c\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u4e00\u9023\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u901a\u3058\u3066\u3001AI\u30d7\u30ed\u30c0\u30af\u30c8\u306e\u958b\u767a\u3092\u9032\u3081\u3066\u3044\u304f\u308f\u3051\u3067\u3059\u304c\u3001\u3082\u3046\u5c11\u3057\u6398\u308a\u4e0b\u3052\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"551\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/05\/image-14-1024x551.png\" alt=\"\" class=\"wp-image-72412\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/05\/image-14-1024x551.png 1024w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/05\/image-14-360x194.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/05\/image-14-768x413.png 768w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/05\/image-14.png 1308w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">[1] 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class=\"wp-block-heading\">[2] 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class=\"wp-block-heading\">[3] 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class=\"wp-block-list\">\n<li>\u8a8d\u8b58\u306e\u958b\u767a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u7d4c\u9a13<\/li>\n\n\n\n<li>\u958b\u767a\u624b\u6cd5\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306e\u30bf\u30b9\u30af\u306e\u4e00\u89a7<\/li>\n\n\n\n<li>\u30b9\u30d7\u30ea\u30f3\u30c8\u30ec\u30d3\u30e5\u30fcWBS<\/li>\n\n\n\n<li>\u65b0\u898f\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5229\u7528\u7d4c\u9a13<\/li>\n\n\n\n<li>\u4ed6\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30bf\u30b9\u30af\u4e00\u89a7<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">[4] 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class=\"wp-block-heading\">[5] 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class=\"wp-block-heading\">\u3010RAG\u3092\u5229\u7528\u3057\u305fAI\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u306e\u6d41\u308c\uff08\u8a55\u4fa1\u8a2d\u8a08\uff09\u3011<\/h2>\n\n\n\n<p>\u6b21\u306b\u56f3\u306e\u4e0b\u306e\u6d41\u308c\u3092\u898b\u3066\u3044\u304d\u307e\u3059\u3002\u4e0a\u306e\u6d41\u308c\u304c\u91cd\u8981\u305d\u3046\u306b\u898b\u3048\u307e\u3059\u304c\u3001\u5b9f\u306f\u4e0b\u306e\u6d41\u308c\u304cRAG\u3067\u6709\u52b9\u306a\u30d7\u30ed\u30c0\u30af\u30c8\u3092\u4f5c\u3063\u3066\u3044\u304f\u305f\u3081\u306b\u306f\u6700\u3082\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"553\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/05\/image-15-1024x553.png\" alt=\"\" class=\"wp-image-72414\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/05\/image-15-1024x553.png 1024w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/05\/image-15-360x194.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/05\/image-15-768x415.png 768w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/05\/image-15.png 1305w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">[6] 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class=\"wp-block-heading\">[7] <strong>\u8a55\u4fa1\u57fa\u6e96\u306e\u8a2d\u8a08<\/strong><\/h3>\n\n\n\n<p>\u8a55\u4fa1\u57fa\u6e96\u306e\u8a2d\u8a08\u306f\u3001[6]\u3067\u306e\u6709\u52b9\u6027\u8a55\u4fa1\u3068\u3082\u5bc6\u63a5\u306b\u95a2\u9023\u3057\u3066\u3044\u307e\u3059\u3002<strong>RAG\u304a\u3088\u3073LLM\u304c\u751f\u6210\u3059\u308b\u56de\u7b54\u304c\u9069\u5207\u3067\u3042\u308b\u304b\uff08\u6709\u52b9\u6027\u3067\u5b9a\u7fa9\u3055\u308c\u305f\u52b9\u679c\u3092\u5f15\u304d\u51fa\u3059\u56de\u7b54\u3067\u3042\u308b\u304b\uff09<\/strong>\u3092\u5b9a\u91cf\u7684\u306b\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306e\u57fa\u6e96\u3092\u8a2d\u8a08\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u524d\u8ff0\u306e\u30b5\u30dd\u30fc\u30c8\u306e\u5834\u5408\u3001\u751f\u6210\u3055\u308c\u305f\u30b5\u30dd\u30fc\u30c8\u56de\u7b54\u304c\u6587\u7ae0\u7684\u306b\u6b63\u3057\u3044\u304b\u3001\u6280\u8853\u7684\u306b\u9593\u9055\u3063\u3066\u3044\u306a\u3044\u304b\u3001\u5fc5\u8981\u306a\u53c2\u8003\u60c5\u5831\u304c\u4ed8\u4e0e\u3055\u308c\u3066\u3044\u308b\u304b\u7b49\u306e\u89b3\u70b9\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u89b3\u70b9\u3092\u6574\u7406\u3057\u305f\u5f8c\u3001\u5b9a\u91cf\u7684\u306b\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306e\u57fa\u6e96\uff08\u4f8b\uff1a\u56de\u7b54\u7cbe\u5ea6\u306e5\u6bb5\u968e\u8a55\u4fa1\u57fa\u6e96\uff09\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5192\u982d\u306b\u8ff0\u3079\u305f\u901a\u308a\u3001AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30fb\u30d7\u30ed\u30c0\u30af\u30c8\u3092\u305d\u306e\u3082\u306e\u4ee5\u4e0a\u306b<strong>\u300c\u7d99\u7d9a\u7684\u306b\u300d\u7cbe\u5ea6\u3068\u6709\u52b9\u6027\u3092\u9ad8\u3081\u3089\u308c\u308b\u30d7\u30ed\u30c0\u30af\u30c8\u30fb\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u308b\u3053\u3068\u304c\u5927\u5207<\/strong>\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u306b\u306f\u3001\u751f\u6210\u3055\u308c\u305f\u56de\u7b54\u306e\u54c1\u8cea\u3068\u7cbe\u5ea6\u3092\u5b9a\u91cf\u7684\u306b\u8a55\u4fa1\u3067\u304d\u308b\u72b6\u614b\u306b\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u305d\u306e<strong>\u8a55\u4fa1\u57fa\u6e96\u306f\u3001[6]\u3067\u793a\u3057\u305fRAG\u30d7\u30ed\u30c0\u30af\u30c8\u304c\u8ab2\u984c\u89e3\u6c7a\u306b\u8ca2\u732e\u3057\u3066\u3044\u308b\u72b6\u614b\uff08\u6709\u52b9\u6027\uff09\u306b\u5373\u3057\u305f\u57fa\u6e96\u3067\u3042\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[8] <strong>\u8a55\u4fa1\u65b9\u6cd5\u306e\u8a2d\u8a08<\/strong><\/h3>\n\n\n\n<p>[7]\u306e\u8a55\u4fa1\u57fa\u6e96\u3092\u8a2d\u8a08\u3059\u308b\u3068\u5171\u306b\u3001\u305d\u306e\u8a55\u4fa1\u3092\u884c\u3046\u305f\u3081\u306e\u4ed5\u7d44\u307f\u3082\u8a2d\u8a08\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u57fa\u6e96\u306b\u57fa\u3065\u3044\u3066\u4eba\u304c\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u8a55\u4fa1\u306e\u305f\u3081\u306e\u4ed5\u7d44\u307f\uff08\u4f8b\uff1a\u30e6\u30fc\u30b6\u306b\u3088\u308bAB\u30c6\u30b9\u30c8\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\uff09\u3092\u958b\u767a\u3057\u3001\u30d7\u30ed\u30c0\u30af\u30c8\u306e\u6a5f\u80fd\u3068\u3057\u3066\u7d44\u307f\u8fbc\u3080\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u5229\u7528\u30e6\u30fc\u30b6\u3068\u306f\u5225\u306b\u30c6\u30b9\u30c8\u30e6\u30fc\u30b6\u306b\u8a55\u4fa1\u3057\u3066\u3082\u3089\u3046\u5834\u5408\u306b\u306f\u3001\u30c6\u30b9\u30c8\u30e6\u30fc\u30b6\u3092\u3069\u306e\u3088\u3046\u306b\u96c6\u3081\u308b\u304b\u3082\u8a55\u4fa1\u65b9\u6cd5\u306e\u8a2d\u8a08\u306b\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[9] \u7cbe\u5ea6\u5411\u4e0a\u306e\u305f\u3081\u306e\u4ed5\u7d44\u307f\u306e\u8a2d\u8a08<\/h3>\n\n\n\n<p>\u6709\u52b9\u6027\u3068\u7cbe\u5ea6\u3092\u8a55\u4fa1\u3059\u308b\u4ed5\u7d44\u307f\u3068\u5171\u306b\u3001\u7cbe\u5ea6\u3092\u7d99\u7d9a\u7684\u306b\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306e\u4ed5\u7d44\u307f\u306e\u8a2d\u8a08\u3082\u5fc5\u8981\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u306b\u306f\u3001\u65b0\u3057\u3044\u77e5\u8b58\u3092RAG\u306b\u53d6\u308a\u8fbc\u3080\u4ed5\u7d44\u307f\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3084\u3001\u5b9f\u969b\u306e\u5229\u7528\u8005\u304b\u3089\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u5f97\u308b\u305f\u3081\u306e\u6a5f\u80fd\u3092RAG\u30d7\u30ed\u30c0\u30af\u30c8\u306b\u7d44\u307f\u8fbc\u3080\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[10] 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