{"id":3560,"date":"2024-12-06T12:21:49","date_gmt":"2024-12-06T03:21:49","guid":{"rendered":"https:\/\/usknet.com\/dxgo\/?p=3560"},"modified":"2024-12-06T12:39:57","modified_gmt":"2024-12-06T03:39:57","slug":"what-is-rag-improves-the-accuracy-of-generation-ai","status":"publish","type":"post","link":"https:\/\/usknet.com\/dxgo\/contents\/dx-trend\/what-is-rag-improves-the-accuracy-of-generation-ai\/","title":{"rendered":"\u751f\u6210AI\u306e\u7cbe\u5ea6\u3092\u9ad8\u3081\u308bRAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u3084\u30e1\u30ea\u30c3\u30c8\u3001\u6d3b\u7528\u4f8b\u3092\u89e3\u8aac"},"content":{"rendered":"\n<p>\u8fd1\u5e74\u76ee\u307e\u3050\u308b\u3057\u3044\u9032\u5316\u3092\u9042\u3052\u308b\u751f\u6210AI\u3002\u30d3\u30b8\u30cd\u30b9\u3067\u3082\u591a\u304f\u306e\u30e1\u30ea\u30c3\u30c8\u3092\u3082\u305f\u3089\u3059\u4e00\u65b9\u3001\u751f\u6210AI\u304c\u4e0d\u6b63\u78ba\u306a\u56de\u7b54\u3084\u8aa4\u3063\u305f\u60c5\u5831\u3092\u751f\u6210\u3057\u3066\u3057\u307e\u3046\u73fe\u8c61\u306f\u300c\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff08\u5e7b\u899a\uff09\u300d\u3068\u3057\u3066\u554f\u984c\u8996\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u3046\u3057\u305f\u306a\u304b\u3001\u3053\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u624b\u6cd5\u3068\u3057\u3066\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308b\u306e\u304c\u3001RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3067\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u306e\u57fa\u672c\u7684\u306a\u4ed5\u7d44\u307f\u3084\u751f\u6210AI\u3068\u306e\u9055\u3044\u3001\u5177\u4f53\u7684\u306a\u6d3b\u7528\u4e8b\u4f8b\u306a\u3069\u3092\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-0\"><strong>RAG<\/strong><strong>\u3068\u306f<\/strong><\/h2>\n\n\n\n<p>RAG\u306f\u300cRetrieval Augmented Generation\u300d\u306e\u7565\u79f0\u3067\u3001\u65e5\u672c\u8a9e\u3067\u306f\u300c\u691c\u7d22\u62e1\u5f35\u751f\u6210\u300d\u3068\u8a33\u3055\u308c\u307e\u3059\u3002RAG\u306f\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u30fb\u53d6\u5f97\u3057\u3001\u305d\u308c\u3092\u57fa\u306bLLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3067\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-1\"><strong>RAG<\/strong><strong>\u3068LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306e\u95a2\u4fc2\u6027<\/strong><\/h3>\n\n\n\n<p>LLM\u306f\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3067\u4e8b\u524d\u5b66\u7fd2\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3067\u3001OpenAI\u304c\u958b\u767a\u3057\u305f\u300cGPT\u300d\u3084\u3001Google\u304c\u958b\u767a\u3057\u305f\u300cBERT\u300d\u306a\u3069\u304cLLM\u306e\u4ee3\u8868\u7684\u306a\u4f8b\u3068\u3057\u3066\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>LLM\u306f\u3001\u305d\u306e\u9ad8\u5ea6\u306a\u8a00\u8a9e\u51e6\u7406\u80fd\u529b\u306b\u3088\u308a\u591a\u69d8\u306a\u5834\u9762\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u4e8b\u524d\u5b66\u7fd2\u3057\u305f\u6642\u70b9\u3088\u308a\u5f8c\u306e\u65b0\u3057\u3044\u60c5\u5831\u3084\u3001\u4f01\u696d\u56fa\u6709\u306e\u60c5\u5831\u306f\u5f97\u3089\u308c\u306a\u3044\u3068\u3044\u3046\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u3053\u3067RAG\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001LLM\u306f\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u6700\u65b0\u304b\u3064\u6b63\u78ba\u306a\u60c5\u5831\u3092\u53d6\u5f97\u3057\u3001\u3088\u308a\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u56de\u7b54\u3092\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>LLM\u306b\u3064\u3044\u3066\u306f\u3001\u300c<a href=\"https:\/\/usknet.com\/dxgo\/contents\/dx-technology\/what-is-an-llm-basic-knowledge-and-examples-of-echnology-that-realizes-corporate-dx\/\">LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3068\u306f\uff1f\u4f01\u696d\u306eDX\u3092\u5b9f\u73fe\u3059\u308b\u6280\u8853\u306e\u57fa\u790e\u77e5\u8b58\u3068\u4e8b\u4f8b<\/a>\u300d\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-2\"><strong>RAG<\/strong><strong>\u3068\u751f\u6210AI\u306e\u95a2\u4fc2\u6027<\/strong><\/h3>\n\n\n\n<p>\u591a\u304f\u306e\u751f\u6210AI\u306fLLM\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u524d\u8ff0\u306e\u3068\u304a\u308a\u3001\u4e8b\u524d\u306b\u5b66\u7fd2\u3055\u305b\u305f\u30c7\u30fc\u30bf\u306e\u7bc4\u56f2\u5185\u3067\u3057\u304b\u56de\u7b54\u3067\u304d\u306a\u3044\u3068\u3044\u3046\u5236\u9650\u304c\u3042\u308a\u307e\u3059\u3002\u3088\u3063\u3066\u6700\u65b0\u306e\u30cb\u30e5\u30fc\u30b9\u3084\u4f01\u696d\u72ec\u81ea\u306e\u60c5\u5831\u306b\u3064\u3044\u3066\u306f\u6b63\u78ba\u306a\u56de\u7b54\u304c\u3067\u304d\u307e\u305b\u3093\u3002\u591a\u304f\u306e\u4f01\u696d\u304cChatGPT\u306a\u3069\u306e\u751f\u6210AI\u30c4\u30fc\u30eb\u306e\u6d3b\u7528\u3092\u9032\u3081\u3066\u3044\u307e\u3059\u304c\u3001\u5b9f\u969b\u306e\u696d\u52d9\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8ab2\u984c\u306b\u60a9\u3080\u3053\u3068\u304c\u3042\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p><strong>\u30fb\u793e\u5185\u306e\u6a5f\u5bc6\u60c5\u5831\u3092\u6271\u3048\u306a\u3044<\/strong><\/p>\n\n\n\n<p><strong>\u30fb\u696d\u754c\u306e\u6700\u65b0\u52d5\u5411\u306b\u5bfe\u5fdc\u3067\u304d\u306a\u3044<\/strong><\/p>\n\n\n\n<p><strong>\u30fb\u4f01\u696d\u72ec\u81ea\u306e\u65b9\u91dd\u3084\u30eb\u30fc\u30eb\u3092\u53cd\u6620\u3067\u304d\u306a\u3044<\/strong><\/p>\n\n\n\n<p><strong>\u30fb\u56de\u7b54\u306e\u6b63\u78ba\u6027\u304c\u4fdd\u8a3c\u3067\u304d\u306a\u3044<\/strong><\/p>\n\n\n\n<p>RAG\u306f\u3001\u3053\u3046\u3057\u305f\u751f\u6210AI\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u624b\u6cd5\u3068\u3057\u3066\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u5916\u90e8\u306e\u4fe1\u983c\u3067\u304d\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u751f\u6210AI\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u72ec\u81ea\u306e\u60c5\u5831\u3084\u6700\u65b0\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u305f\u3001\u3088\u308a\u6b63\u78ba\u306a\u56de\u7b54\u304c\u53ef\u80fd\u306b\u306a\u308b\u304b\u3089\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u3001RAG\u306f\u751f\u6210AI\u306e\u300c\u77e5\u8b58\u306e\u671f\u9650\u5207\u308c\u300d\u3068\u3044\u3046\u8ab2\u984c\u3092\u89e3\u6c7a\u3057\u3001\u3088\u308a\u5b9f\u7528\u7684\u306aAI\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u3092\u53ef\u80fd\u306b\u3059\u308b\u6280\u8853\u3068\u3044\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p>RAG\u3068\u751f\u6210AI\u306e\u9055\u3044\u306b\u3064\u3044\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3067\u3082\u8a73\u3057\u304f\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002\u305c\u3072\u3042\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/usknet.com\/dxgo\/contents\/dx_company\/dx-weel-interview\/\">\u682a\u5f0f\u4f1a\u793eWEEL\uff5c\u4eba\u306e\u3088\u3046\u306b\u300c\u3044\u3064\u3082\u306e\u30a2\u30ec\u300d\u3092\u898b\u3064\u304f\u308d\u3046\u3010\u53d7\u6ce8<\/a><a href=\"https:\/\/usknet.com\/dxgo\/contents\/dx_company\/dx-weel-interview\/\">AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3011<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-3\"><strong>RAG<\/strong><strong>\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u9055\u3044<\/strong><\/h2>\n\n\n\n<p>RAG\u3068\u3088\u304f\u6df7\u540c\u3055\u308c\u308b\u8a00\u8449\u306b\u3001\u300c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u300d\u304c\u3042\u308a\u307e\u3059\u3002RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u3069\u3061\u3089\u3082\u751f\u6210AI\u306e\u6027\u80fd\u3092\u5411\u4e0a\u3055\u305b\u308b\u624b\u6cd5\u3067\u3059\u304c\u3001\u305d\u306e\u6280\u8853\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul>\n<li><strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u306e\u751f\u6210AI\u30e2\u30c7\u30eb\u306b\u8ffd\u52a0\u306e\u5b66\u7fd2\u3092\u3055\u305b\u3001\u30e2\u30c7\u30eb\u306e\u5185\u90e8\u69cb\u9020\u81ea\u4f53\u3092\u5909\u66f4\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002\u30e2\u30c7\u30eb\u306b\u76f4\u63a5\u65b0\u3057\u3044\u77e5\u8b58\u3092\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306b\u7279\u5316\u3057\u305f\u5fdc\u7b54\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u4e00\u5ea6\u5b66\u7fd2\u3057\u305f\u5185\u5bb9\u306f\u7d99\u7d9a\u7684\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul>\n<li><strong>RAG<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u4e00\u65b9RAG\u306f\u3001\u30e2\u30c7\u30eb\u81ea\u4f53\u306f\u5909\u66f4\u305b\u305a\u306b\u5916\u90e8\u306e\u77e5\u8b58\u3092\u6d3b\u7528\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u8cea\u554f\u3092\u53d7\u3051\u308b\u3068\u3001\u307e\u305a\u305d\u306e\u5185\u5bb9\u3092\u5206\u6790\u3057\u3001\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u691c\u7d22\u3057\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u691c\u7d22\u3067\u5f97\u3089\u308c\u305f\u60c5\u5831\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u7d44\u307f\u8fbc\u3093\u3067\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3064\u307e\u308a\u3001\u4e21\u8005\u306e\u672c\u8cea\u7684\u306a\u9055\u3044\u306f\u300c\u77e5\u8b58\u3092\u3069\u3053\u306b\u4fdd\u6301\u3059\u308b\u304b\u300d\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u5185\u306b\u77e5\u8b58\u3092\u7d44\u307f\u8fbc\u3080\u306e\u306b\u5bfe\u3057\u3001RAG\u306f\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u77e5\u8b58\u3092\u7f6e\u304d\u3001\u5fc5\u8981\u306a\u3068\u304d\u306b\u53c2\u7167\u3059\u308b\u5f62\u3092\u3068\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001RAG\u306e\u5834\u5408\u306f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u66f4\u65b0\u3059\u308b\u3060\u3051\u3067\u3001\u65b0\u305f\u306a\u60c5\u5831\u3092\u53cd\u6620\u3067\u304d\u308b\u70b9\u304c\u30e1\u30ea\u30c3\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-4\"><strong>RAG<\/strong><strong>\u306e\u4ed5\u7d44\u307f<\/strong><\/h2>\n\n\n\n<p>RAG\u306f\u5927\u304d\u304f\u5206\u3051\u3066\u300c\u691c\u7d22\uff08Retrieval\uff09\u300d\u3068\u300c\u751f\u6210\uff08Generation\uff09\u300d\u306e2\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u52d5\u4f5c\u3057\u307e\u3059\u3002\u307e\u305a\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u691c\u7d22\u3057\u3001\u305d\u306e\u7d50\u679c\u3092\u751f\u6210AI\u306b\u6e21\u3057\u3066\u56de\u7b54\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul>\n<li><strong>\u691c\u7d22\uff08Retrieval\uff09<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u307e\u305a\u691c\u7d22\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u5165\u529b\u3057\u305f\u8cea\u554f\u3092\u5206\u6790\u3057\u3001\u305d\u306e\u5185\u5bb9\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u63a2\u3057\u51fa\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u300c\u65b0\u88fd\u54c1A\u306e\u7279\u5fb4\u306f\uff1f\u300d\u3068\u3044\u3046\u8cea\u554f\u306b\u5bfe\u3057\u3066\u306f\u3001\u88fd\u54c1\u30ab\u30bf\u30ed\u30b0\u3084\u4ed5\u69d8\u66f8\u304b\u3089\u95a2\u9023\u3059\u308b\u8a18\u8ff0\u3092\u691c\u7d22\u3057\u307e\u3059\u3002\u3053\u306e\u691c\u7d22\u306e\u7cbe\u5ea6\u304c\u3001\u6700\u7d42\u7684\u306a\u56de\u7b54\u306e\u8cea\u3092\u5927\u304d\u304f\u5de6\u53f3\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul>\n<li><strong>\u751f\u6210\uff08Generation\uff09<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u751f\u6210\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001\u691c\u7d22\u30d5\u30a7\u30fc\u30ba\u3067\u898b\u3064\u3051\u305f\u60c5\u5831\u3092\u5143\u306b\u3001LLM\u3092\u4f7f\u3063\u3066\u56de\u7b54\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u3053\u306e\u3068\u304d\u3001\u691c\u7d22\u3067\u5f97\u3089\u308c\u305f\u5177\u4f53\u7684\u306a\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3059\u308b\u305f\u3081\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u30ea\u30b9\u30af\u3092\u6291\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066\u306f\u3001\u300c<a href=\"https:\/\/usknet.com\/dxgo\/contents\/dx-technology\/what-is-hallucination\/\">\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3068\u306f\uff1f\u751f\u6210AI\u3092\u5229\u7528\u3059\u308b\u30ea\u30b9\u30af\u3068\u5bfe\u7b56\u3092\u8003\u3048\u308b<\/a>\u300d\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-5\"><strong>RAG<\/strong><strong>\u306e\u30e1\u30ea\u30c3\u30c8<\/strong><\/h2>\n\n\n\n<p>\u3053\u3046\u3057\u305f\u4ed5\u7d44\u307f\u3067\u751f\u6210AI\u306e\u7cbe\u5ea6\u5411\u4e0a\u3092\u5b9f\u73fe\u3059\u308bRAG\u3002\u4e3b\u306a\u30e1\u30ea\u30c3\u30c8\u3092\u307e\u3068\u3081\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-6\"><strong>\u56de\u7b54\u306e\u6b63\u78ba\u6027\u30fb\u4fe1\u983c\u6027\u304c\u9ad8\u3044<\/strong><\/h3>\n\n\n\n<p>\u4fe1\u983c\u3067\u304d\u308b\u60c5\u5831\u6e90\u304b\u3089\u306e\u60c5\u5831\u3092\u57fa\u306b\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u3001\u8aa4\u3063\u305f\u60c5\u5831\u304c\u751f\u6210\u3055\u308c\u308b\u30ea\u30b9\u30af\u3092\u5927\u5e45\u306b\u4f4e\u6e1b\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u56de\u7b54\u306e\u6839\u62e0\u3068\u306a\u308b\u60c5\u5831\u6e90\u3082\u660e\u78ba\u306b\u306a\u308b\u305f\u3081\u3001\u30d5\u30a1\u30af\u30c8\u30c1\u30a7\u30c3\u30af\u304c\u5bb9\u6613\u306b\u306a\u308a\u3001\u60c5\u5831\u306e\u4fe1\u983c\u6027\u3082\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-7\"><strong>\u6700\u65b0\u60c5\u5831\u306e\u53cd\u6620\u304c\u5bb9\u6613<\/strong><\/h3>\n\n\n\n<p>RAG\u306f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u7570\u306a\u308a\u3001LLM\u306e\u8ffd\u52a0\u5b66\u7fd2\u304c\u4e0d\u8981\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3055\u3048\u66f4\u65b0\u3059\u308c\u3070\u3001\u4f8b\u3048\u3070\u65b0\u88fd\u54c1\u3084\u4fa1\u683c\u6539\u5b9a\u306e\u60c5\u5831\u306a\u3069\u306e\u5909\u66f4\u3082\u3059\u3050\u306b\u56de\u7b54\u306b\u53cd\u6620\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-8\"><strong>\u793e\u5185\u6587\u66f8\u3084\u30ca\u30ec\u30c3\u30b8\u3092\u6d3b\u7528\u3067\u304d\u308b<\/strong><\/h3>\n\n\n\n<p>RAG\u3067\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u8aad\u307f\u8fbc\u307e\u305b\u308b\u3053\u3068\u3067\u3001\u696d\u52d9\u30de\u30cb\u30e5\u30a2\u30eb\u3084\u793e\u5185\u898f\u5b9a\u3001\u904e\u53bb\u306e\u5bfe\u5fdc\u4e8b\u4f8b\u306a\u3069\u3001\u4f01\u696d\u56fa\u6709\u306e\u60c5\u5831\u3092\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u793e\u5185\u7279\u6709\u306e\u6587\u8108\u3092\u8e0f\u307e\u3048\u305f\u7684\u78ba\u306a\u56de\u7b54\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-9\"><strong>RAG<\/strong><strong>\u3092\u5b9f\u88c5\u30fb\u6d3b\u7528\u3059\u308b\u969b\u306e\u8ab2\u984c<\/strong><\/h2>\n\n\n\n<p>\u4e00\u65b9\u3067\u3001RAG\u306e\u5b9f\u88c5\u30fb\u6d3b\u7528\u6642\u306b\u306f\u8a8d\u8b58\u3057\u3066\u304a\u304f\u3079\u304d\u8ab2\u984c\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-10\"><strong>\u30b7\u30b9\u30c6\u30e0\u306e\u8a2d\u8a08\u30fb\u5b9f\u88c5\u304c\u8907\u96d1<\/strong><\/h3>\n\n\n\n<p>RAG\u306f\u300c\u691c\u7d22\u300d\u3068\u300c\u751f\u6210\u300d\u3068\u3044\u30462\u3064\u306e\u7570\u306a\u308b\u6a5f\u80fd\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30b7\u30b9\u30c6\u30e0\u3067\u3042\u308a\u3001\u305d\u306e\u69cb\u7bc9\u306b\u306f\u9ad8\u5ea6\u306a\u5c02\u9580\u77e5\u8b58\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u6574\u7406\u3084\u5206\u985e\u3001\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u3001\u751f\u6210AI\u3068\u306e\u9023\u643a\u306a\u3069\u3001\u5c02\u9580\u7684\u306a\u30b9\u30ad\u30eb\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u305f\u3081\u81ea\u793e\u3067\u4e00\u304b\u3089RAG\u3092\u69cb\u7bc9\u3059\u308b\u306e\u304c\u96e3\u3057\u3044\u5834\u5408\u306f\u3001\u5c02\u9580\u30d9\u30f3\u30c0\u30fc\u306e\u30b5\u30dd\u30fc\u30c8\u3092\u53d7\u3051\u308b\u304b\u3001\u30af\u30e9\u30a6\u30c9\u30d9\u30f3\u30c0\u30fc\u304c\u63d0\u4f9b\u3059\u308b\u6a19\u6e96\u7684\u306aRAG\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u5c0e\u5165\u3059\u308b\u5f62\u304c\u3088\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-11\"><strong>\u56de\u7b54\u306b\u6642\u9593\u304c\u304b\u304b\u308b<\/strong><\/h3>\n\n\n\n<p>RAG\u306f\u8cea\u554f\u5185\u5bb9\u306b\u5fdc\u3058\u3066\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u60c5\u5831\u30bd\u30fc\u30b9\u3092\u691c\u7d22\u3057\u3066\u304b\u3089\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u3001\u751f\u6210AI\u3068\u6bd4\u3079\u3066\u56de\u7b54\u307e\u3067\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u50be\u5411\u306b\u3042\u308a\u307e\u3059\u3002\u691c\u7d22\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304c\u5927\u898f\u6a21\u3067\u3042\u3063\u305f\u308a\u3001\u8907\u96d1\u306a\u30af\u30a8\u30ea\u3001\u540c\u6642\u591a\u6570\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u751f\u3058\u308b\u5834\u5408\u306f\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<br>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u6539\u5584\u306b\u306f\u3001\u691c\u7d22\u5bfe\u8c61\u30c7\u30fc\u30bf\u306e\u7d5e\u308a\u8fbc\u307f\u3084\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u6d3b\u7528\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u5897\u5f37\u306a\u3069\u3044\u304f\u3064\u304b\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 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href=\"https:\/\/www.usknet.com\/aipoc_usk-weel\">\u30e6\u30fc\u30b6\u30c3\u30af\u30b7\u30b9\u30c6\u30e0\uff5c\u53d7\u6ce8<\/a><a href=\"https:\/\/www.usknet.com\/aipoc_usk-weel\">AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/a><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd1\u5e74\u76ee\u307e\u3050\u308b\u3057\u3044\u9032\u5316\u3092\u9042\u3052\u308b\u751f\u6210AI\u3002\u30d3\u30b8\u30cd\u30b9\u3067\u3082\u591a\u304f\u306e\u30e1\u30ea\u30c3\u30c8\u3092\u3082\u305f\u3089\u3059\u4e00\u65b9\u3001\u751f\u6210AI\u304c\u4e0d\u6b63\u78ba\u306a\u56de\u7b54\u3084\u8aa4\u3063\u305f\u60c5\u5831\u3092\u751f\u6210\u3057\u3066\u3057\u307e\u3046\u73fe\u8c61\u306f\u300c\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff08\u5e7b\u899a\uff09\u300d\u3068\u3057\u3066\u554f\u984c\u8996\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u3046\u3057\u305f\u306a\u304b\u3001\u3053\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059 &#8230; 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