{"id":9017,"date":"2024-10-09T09:00:00","date_gmt":"2024-10-09T00:00:00","guid":{"rendered":"https:\/\/deha.co.jp\/magazine\/?p=9017"},"modified":"2024-10-09T12:34:52","modified_gmt":"2024-10-09T03:34:52","slug":"rag","status":"publish","type":"post","link":"https:\/\/deha.co.jp\/magazine\/rag\/","title":{"rendered":"RAG\u3068\u306f\uff1fLLM\u3068\u306e\u95a2\u4fc2\u6027\u3092\u5fb9\u5e95\u89e3\u8aac"},"content":{"rendered":"\n<p>RAG\u306f\u60c5\u5831\u691c\u7d22\u3068\u751f\u6210\u30e2\u30c7\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u3088\u308a\u6b63\u78ba\u3067\u95a2\u9023\u6027\u306e\u9ad8\u3044\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5f93\u6765\u306eAI\u306f\u3001\u3042\u3089\u304b\u3058\u3081\u5b66\u3093\u3060\u77e5\u8b58\u3060\u3051\u3092\u4f7f\u3063\u3066\u56de\u7b54\u3092\u4f5c\u6210\u3057\u307e\u3059\u304c\u3001RAG\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001RAG\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u6700\u65b0\u306e\u30c7\u30fc\u30bf\u3084\u7279\u5b9a\u306e\u6587\u8108\u306b\u57fa\u3065\u3044\u305f\u60c5\u5831\u3092\u53d6\u308a\u5165\u308c\u3066\u56de\u7b54\u3092\u751f\u6210\u3067\u304d\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u305d\u3093\u306aRAG\u306b\u95a2\u3057\u3066\u3001\u7279\u5fb4\u3084\u4ed5\u7d44\u307f\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul>\n<li><strong>RAG\u304c\u6c17\u306b\u306a\u308b\u65b9<\/strong><\/li>\n\n\n\n<li><strong>AI\u6280\u8853\u3092\u6d3b\u7528\u3057\u305f\u3044\u65b9<\/strong><\/li>\n\n\n\n<li><strong>\u793e\u5185\u306eIT\u4eba\u6750\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b\u65b9<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306b\u5f53\u3066\u306f\u307e\u308b\u65b9\u306b\u304a\u3059\u3059\u3081\u306e\u8a18\u4e8b\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3092\u8aad\u3081\u3070RAG\u306e\u4ed5\u7d44\u307f\u304c\u308f\u304b\u308b\u306e\u306f\u3082\u3061\u308d\u3093\u3001LLM\u3068\u306e\u95a2\u4fc2\u6027\u306b\u3064\u3044\u3066\u3082\u4e38\u308f\u304b\u308a\u3067\u3059\u3088\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<h2 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Model\uff09\u306f\u5bc6\u63a5\u306a\u95a2\u4fc2\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>LLM\u306f\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3057\u3001\u81ea\u7136\u306a\u6587\u7ae0\u3092\u751f\u6210\u3059\u308b\u80fd\u529b\u3092\u6301\u3061\u307e\u3059\u304c\u3001\u6700\u65b0\u306e\u60c5\u5831\u3084\u7279\u5b9a\u306e\u77e5\u8b58\u3092\u6301\u3064\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<strong>RAG\u306f\u3001LLM\u306b\u691c\u7d22\u6a5f\u80fd\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3067\u3053\u306e\u5f31\u70b9\u3092\u88dc\u3044\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001RAG\u306f\u307e\u305a\u95a2\u9023\u60c5\u5831\u3092\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u691c\u7d22\u3057\u3001\u305d\u306e\u30c7\u30fc\u30bf\u3092\u57fa\u306bLLM\u304c\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001LLM\u306f\u6700\u65b0\u3067\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u60c5\u5831\u3092\u7528\u3044\u305f\u56de\u7b54\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u3092\u6d3b\u7528\u3059\u308b\u30e1\u30ea\u30c3\u30c8<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6700\u65b0\u60c5\u5831\u306e\u6d3b\u7528<\/h3>\n\n\n\n<p>LLM\u306f\u4e00\u5ea6\u5b66\u7fd2\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u6587\u7ae0\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u3001\u5b66\u7fd2\u5f8c\u306b\u751f\u307e\u308c\u305f\u65b0\u3057\u3044\u60c5\u5831\u3084\u5909\u5316\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001RAG\u3092\u5229\u7528\u3059\u308b\u3068\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u30a6\u30a7\u30d6\u4e0a\u306e\u6700\u65b0\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u305d\u308c\u3092\u3082\u3068\u306b\u56de\u7b54\u3092\u751f\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u66f4\u65b0\u3055\u308c\u308b\u30c7\u30fc\u30bf\u3092\u53cd\u6620\u3057\u305f\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u7d50\u679c\u3092\u63d0\u4f9b\u3067\u304d\u3001\u7279\u306b\u6025\u901f\u306b\u5909\u308f\u308b\u5206\u91ce\u3067\u306e\u60c5\u5831\u63d0\u4f9b\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7279\u5b9a\u5206\u91ce\u306e\u77e5\u8b58\u5f37\u5316<\/h3>\n\n\n\n<p>LLM\u306f\u4e00\u822c\u7684\u306a\u77e5\u8b58\u3092\u5e45\u5e83\u304f\u6301\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u7279\u5b9a\u5206\u91ce\u306b\u6df1\u304f\u8e0f\u307f\u8fbc\u3093\u3060\u60c5\u5831\u306f\u9650\u3089\u308c\u304c\u3061\u3067\u3059\u3002<\/p>\n\n\n\n<p>RAG\u306f\u3001\u5916\u90e8\u306e\u5c02\u9580\u7684\u306a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u6587\u732e\u304b\u3089\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u691c\u7d22\u3057\u3001\u305d\u308c\u3092\u57fa\u306b\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>\u3053\u308c\u306b\u3088\u308a\u3001LLM\u306f\u6700\u65b0\u306e\u5c02\u9580\u77e5\u8b58\u3092\u88dc\u5b8c\u3057\u3001\u3088\u308a\u6b63\u78ba\u3067\u9ad8\u5ea6\u306a\u60c5\u5831\u3092\u63d0\u4f9b\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u533b\u7642\u3084\u6cd5\u5f8b\u306a\u3069\u306e\u5c02\u9580\u5206\u91ce\u3067\u3001\u7279\u5316\u3057\u305f\u60c5\u5831\u3092\u53cd\u6620\u3057\u305f\u56de\u7b54\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4fe1\u983c\u6027\u3068\u8aac\u660e\u53ef\u80fd\u6027\u306e\u5411\u4e0a<\/h3>\n\n\n\n<p>LLM\u306f\u5e83\u7bc4\u306a\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u751f\u6210\u3055\u308c\u305f\u5fdc\u7b54\u3092\u63d0\u4f9b\u3057\u307e\u3059\u304c\u3001\u305d\u306e\u60c5\u5831\u6e90\u304c\u660e\u793a\u3055\u308c\u306a\u3044\u305f\u3081\u3001\u4fe1\u983c\u6027\u306b\u6b20\u3051\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>RAG\u306f\u3001\u5916\u90e8\u306e\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304b\u3089\u76f4\u63a5\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\u305f\u3081\u3001\u51fa\u5178\u3092\u660e\u78ba\u306b\u3057\u306a\u304c\u3089\u56de\u7b54\u3092\u751f\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u3053\u308c\u306b\u3088\u308a\u3001\u56de\u7b54\u306e\u6839\u62e0\u304c\u660e\u793a\u3055\u308c\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u60c5\u5831\u306e\u6b63\u78ba\u3055\u3084\u4fe1\u983c\u6027\u3092\u8a55\u4fa1\u3057\u3084\u3059\u304f\u306a\u308b\u3060\u3051\u3067\u306a\u304f\u3001LLM\u306e\u8aac\u660e\u53ef\u80fd\u6027\u304c\u5411\u4e0a\u3057\u3001\u3088\u308a\u5b89\u5fc3\u3057\u3066\u5229\u7528\u3067\u304d\u308b\u74b0\u5883\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u306e\u8ab2\u984c<\/h2>\n\n\n\n<p>RAG\u306b\u306f\u3082\u3061\u308d\u3093\u8ab2\u984c\u3082\u3042\u308a\u307e\u3059\u3002\u3053\u3053\u304b\u3089\u306fRAG\u306e\u8ab2\u984c\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u60c5\u5831\u691c\u7d22\u306e\u7cbe\u5ea6<\/h3>\n\n\n\n<p>RAG\u306f\u5916\u90e8\u306e\u60c5\u5831\u6e90\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\u305f\u3081\u3001\u691c\u7d22\u7d50\u679c\u304c\u6b63\u78ba\u3067\u306a\u3051\u308c\u3070\u3001\u751f\u6210\u3055\u308c\u308b\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u54c1\u8cea\u306b\u3082\u60aa\u5f71\u97ff\u3092\u53ca\u307c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7279\u306b\u3001\u60c5\u5831\u6e90\u304c\u4fe1\u983c\u3067\u304d\u306a\u3044\u5834\u5408\u3084\u53e4\u3044\u60c5\u5831\u3092\u57fa\u306b\u3057\u3066\u3044\u308b\u5834\u5408\u3001\u8aa4\u3063\u305f\u56de\u7b54\u304c\u751f\u6210\u3055\u308c\u308b\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u305f\u3081\u3001\u4fe1\u983c\u3067\u304d\u308b\u60c5\u5831\u3092\u9078\u5225\u3059\u308b\u305f\u3081\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3084\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u6280\u8853\u306e\u6539\u5584\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u751f\u6210\u30e2\u30c7\u30eb\u306e\u4e00\u8cab\u6027<\/h3>\n\n\n\n<p>AG\u3067\u306f\u60c5\u5831\u691c\u7d22\u3068\u751f\u6210\u304c\u9023\u643a\u3057\u307e\u3059\u304c\u3001\u3053\u306e\u904e\u7a0b\u3067\u7570\u306a\u308b\u60c5\u5831\u6e90\u304b\u3089\u306e\u30c7\u30fc\u30bf\u304c\u7d71\u5408\u3055\u308c\u308b\u305f\u3081\u3001\u4e00\u8cab\u6027\u306e\u306a\u3044\u51fa\u529b\u304c\u751f\u6210\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u7570\u306a\u308b\u60c5\u5831\u6e90\u304c\u5bfe\u7acb\u3059\u308b\u30c7\u30fc\u30bf\u3092\u63d0\u4f9b\u3059\u308b\u5834\u5408\u3001\u30e2\u30c7\u30eb\u306f\u3069\u306e\u60c5\u5831\u3092\u512a\u5148\u3059\u308b\u304b\u3092\u6c7a\u5b9a\u3059\u308b\u306e\u304c\u96e3\u3057\u304f\u306a\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u6df7\u4e71\u3092\u3082\u305f\u3089\u3059\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u60c5\u5831\u306e\u4fe1\u983c\u6027\u3084\u512a\u5148\u9806\u4f4d\u3092\u8a55\u4fa1\u3059\u308b\u6a5f\u69cb\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306e\u554f\u984c<\/h3>\n\n\n\n<p>RAG\u3092\u5927\u898f\u6a21\u306b\u904b\u7528\u3059\u308b\u5834\u5408\u3001\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3084\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304c\u5de8\u5927\u306b\u306a\u308b\u3053\u3068\u304c\u4e88\u60f3\u3055\u308c\u3001\u51e6\u7406\u901f\u5ea6\u3084\u30c7\u30fc\u30bf\u7ba1\u7406\u306e\u52b9\u7387\u304c\u8ab2\u984c\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7279\u306b\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u306e\u60c5\u5831\u66f4\u65b0\u3084\u51e6\u7406\u3092\u6c42\u3081\u3089\u308c\u308b\u5834\u9762\u3067\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u306e\u5fdc\u7528\u4f8b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8<\/h3>\n\n\n\n<p>\u901a\u5e38\u3001\u9867\u5ba2\u304b\u3089\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u306f\u5e45\u5e83\u3044\u60c5\u5831\u304c\u5fc5\u8981\u3068\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u304c\u3001RAG\u3092\u6d3b\u7528\u3059\u308c\u3070\u3001LLM\u304c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u5916\u90e8\u306e\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3084FAQ\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u9069\u5207\u306a\u60c5\u5831\u3092\u53d6\u5f97\u3057\u3001\u6b63\u78ba\u304b\u3064\u8fc5\u901f\u306a\u56de\u7b54\u3092\u751f\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u7279\u306b\u8907\u96d1\u306a\u554f\u3044\u5408\u308f\u305b\u306b\u3082\u5bfe\u5fdc\u53ef\u80fd\u3068\u306a\u308a\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u306e\u5411\u4e0a\u306b\u5bc4\u4e0e\u3057\u307e\u3059\u3002<strong>\u307e\u305f\u3001\u60c5\u5831\u306e\u51fa\u5178\u304c\u660e\u78ba\u306a\u305f\u3081\u3001\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3067\u304d\u308b\u70b9\u3082\u5927\u304d\u306a\u5229\u70b9\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u533b\u7642\u5206\u91ce<\/h3>\n\n\n\n<p>RAG\uff08Retrieval-Augmented 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class=\"wp-block-heading\">\u91d1\u878d\u696d\u754c<\/h3>\n\n\n\n<p>RAG\uff08Retrieval-Augmented 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