{"id":5529,"date":"2024-09-27T10:03:11","date_gmt":"2024-09-27T01:03:11","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=5529"},"modified":"2024-09-27T10:03:11","modified_gmt":"2024-09-27T01:03:11","slug":"rag-_study","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/rag-_study\/","title":{"rendered":"RAG\u3068\u306f\u4f55\u304b\uff1f\u305d\u306e\u4ed5\u7d44\u307f\u3068\u6d3b\u7528\u65b9\u6cd5\u3092\u5fb9\u5e95\u89e3\u8aac"},"content":{"rendered":"\n<p>RAG\u306f\u3001\u73fe\u4ee3\u306e\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u306b\u304a\u3044\u3066\u975e\u5e38\u306b\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u306e\u57fa\u672c\u6982\u5ff5\u3001\u4e3b\u8981\u306a\u6280\u8853\u3001\u5fdc\u7528\u5206\u91ce\u3001\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u3001\u305d\u3057\u3066\u5c06\u6765\u5c55\u671b\u306b\u3064\u3044\u3066\u521d\u5fc3\u8005\u5411\u3051\u306b\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n<h2>\u5c0e\u5165<\/h2>\n<p><span data-token-index=\"0\" class=\"notion-enable-hover\">RAG\u306f\u3001\u73fe\u4ee3\u306e\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u306b\u304a\u3044\u3066\u975e\u5e38\u306b\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u306e\u57fa\u672c\u6982\u5ff5\u3001\u4e3b\u8981\u306a\u6280\u8853\u3001\u5fdc\u7528\u5206\u91ce\u3001\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u3001\u305d\u3057\u3066\u5c06\u6765\u5c55\u671b\u306b\u3064\u3044\u3066\u521d\u5fc3\u8005\u5411\u3051\u306b\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/span><!-- notionvc: 449158be-f18b-45d4-b426-24d11f648982 --><\/p>\n\n<h2>RAG\u306e\u57fa\u672c\u6982\u5ff5<\/h2>\n<b>RAG\u3068\u306f\uff1f<\/b>\r\n<p>RAG\uff08Retrieval Augmented Generation\uff09\u306f\u3001\u5916\u90e8\u306e\u30c7\u30fc\u30bf\u3092\u691c\u7d22\uff08Retrieval\uff09\u3057\u3066\u53d6\u308a\u8fbc\u307f\u3001\u305d\u306e\u60c5\u5831\u3092\u57fa\u306b\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\uff08Generation\uff09\u3059\u308b\u6280\u8853\u3067\u3059\u3002\u5f93\u6765\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u304c\u6301\u3064\u77e5\u8b58\u306b\u52a0\u3048\u3066\u3001\u6700\u65b0\u306e\u60c5\u5831\u3084\u5c02\u9580\u7684\u306a\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3067\u304d\u308b\u305f\u3081\u3001\u3088\u308a\u6b63\u78ba\u3067\u6709\u7528\u306a\u5fdc\u7b54\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u3059\u3002<\/p>\r\n<b>RAG\u306e\u91cd\u8981\u6027<\/b>\r\n<p>\u8fd1\u5e74\u3001AI\u306b\u3088\u308b\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u306f\u98db\u8e8d\u7684\u306b\u9032\u6b69\u3057\u307e\u3057\u305f\u304c\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c\u56fa\u5b9a\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u6700\u65b0\u60c5\u5831\u306b\u306f\u5bfe\u5fdc\u3067\u304d\u306a\u3044\u3068\u3044\u3046\u8ab2\u984c\u304c\u3042\u308a\u307e\u3057\u305f\u3002RAG\u306f\u3053\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3057\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u66f4\u65b0\u3055\u308c\u308b\u60c5\u5831\u3084\u5c02\u9580\u7684\u306a\u77e5\u8b58\u3092\u53d6\u308a\u5165\u308c\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30d3\u30b8\u30cd\u30b9\u304b\u3089\u5b66\u8853\u7814\u7a76\u307e\u3067\u5e45\u5e83\u3044\u5206\u91ce\u3067\u306e\u6d3b\u7528\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p><!-- notionvc: c3bbb28a-d73c-4f27-be6e-e0e4e2363693 --><\/p>\n\n<h2>RAG\u306e\u5168\u4f53\u306e\u6d41\u308c<\/h2>\n<b>RAG\u306e\u5168\u4f53\u306e\u6d41\u308c<\/b>\r\n<p>RAG\u306e\u5168\u4f53\u306e\u6d41\u308c\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\uff1a<\/p>\r\n<p style=\"padding-left: 40px\"><strong>\u2460\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u5165\u529b<\/strong>\uff1a\u30e6\u30fc\u30b6\u30fc\u304cRAG\u306b\u8cea\u554f\u6587\uff08\u30af\u30a8\u30ea\uff09\u3092\u6295\u3052\u307e\u3059<\/p>\r\n<p style=\"padding-left: 40px\"><strong>\u2461\u60c5\u5831\u306e\u691c\u7d22\uff08Retrieval\uff09<\/strong>\uff1a\u8cea\u554f\u6587\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u691c\u7d22\u3057\u307e\u3059\u3002<\/p>\r\n<p style=\"padding-left: 40px\"><strong>\u2462\u60c5\u5831\u306e\u7372\u5f97\uff1a<\/strong>\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u306e\u691c\u7d22\u7d50\u679c\u3092\u51fa\u529b\u3059\u308b<\/p>\r\n<p style=\"padding-left: 40px\"><strong>\u2463LLM\u3078\u306e\u5165\u529b<\/strong>\uff1aLLM\u306b\u5bfe\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8cea\u554f\u6587\u3068\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u306e\u691c\u7d22\u7d50\u679c\u3092LLM \u306b\u5165\u529b\u3057\u307e\u3059<\/p>\r\n<p style=\"padding-left: 40px\"><strong>\u2464\u30c6\u30ad\u30b9\u30c8\u306e\u751f\u6210\uff08Generation\uff09<\/strong>\uff1a\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8cea\u554f\u6587\u3068\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u306e\u691c\u7d22\u7d50\u679c\u3092\u57fa\u306b\u3001\u9069\u5207\u306a\u5fdc\u7b54\u3092\u751f\u6210\u3057\u307e\u3059<\/p>\r\n<p style=\"padding-left: 40px\"><strong>\u2465\u30e6\u30fc\u30b6\u30fc\u3078\u306e\u51fa\u529b<\/strong>\uff1aLLM\u306e\u51fa\u529b\u7d50\u679c\u3092\u30e6\u30fc\u30b6\u30fc\u306b\u51fa\u529b\u3057\u307e\u3059<\/p>\r\n<p style=\"padding-left: 40px\"><!-- notionvc: bdcc450b-7107-4a4d-afa8-86117a4b3be7 --><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-09-19-18.07.56.png\" alt=\"\" width=\"997\" height=\"538\" class=\"size-full wp-image-5530 alignnone\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-09-19-18.07.56.png 997w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-09-19-18.07.56-300x162.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-09-19-18.07.56-768x414.png 768w\" sizes=\"(max-width: 997px) 100vw, 997px\" \/><\/p>\n\n<h2>RAG\u306e\u5fdc\u7528\u5206\u91ce<\/h2>\n<b>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8<\/b>\r\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3067\u306f\u3001RAG\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3001\u6700\u65b0\u304b\u3064\u6b63\u78ba\u306a\u60c5\u5831\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u5546\u54c1\u306e\u5728\u5eab\u72b6\u6cc1\u3084\u6700\u65b0\u306e\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u60c5\u5831\u306a\u3069\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u5909\u52d5\u3059\u308b\u30c7\u30fc\u30bf\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<b>\u5c02\u9580\u5206\u91ce\u3067\u306e\u8cea\u554f\u5fdc\u7b54\u30b7\u30b9\u30c6\u30e0<\/b>\r\n<p>\u533b\u7642\u3084\u6cd5\u5f8b\u306a\u3069\u306e\u5c02\u9580\u5206\u91ce\u3067\u306f\u3001\u81a8\u5927\u306a\u77e5\u8b58\u304c\u5fc5\u8981\u3068\u3055\u308c\u307e\u3059\u3002RAG\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u5c02\u9580\u7684\u306a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u5fc5\u8981\u306a\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u7684\u78ba\u306a\u56de\u7b54\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<b>\u30b3\u30f3\u30c6\u30f3\u30c4\u751f\u6210\u3068\u60c5\u5831\u63d0\u4f9b\u30b5\u30fc\u30d3\u30b9<\/b>\r\n<p>\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u3084\u30ec\u30dd\u30fc\u30c8\u306e\u4f5c\u6210\u306b\u304a\u3044\u3066\u3001RAG\u306f\u6700\u65b0\u60c5\u5831\u3092\u542b\u3080\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u81ea\u52d5\u751f\u6210\u3092\u652f\u63f4\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u60c5\u5831\u63d0\u4f9b\u30b5\u30fc\u30d3\u30b9\u306e\u52b9\u7387\u5316\u3084\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<p><!-- notionvc: e065c109-55be-4cbe-8031-8892294b5efe --><\/p>\n\n<h2>RAG\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u8ab2\u984c<\/h2>\n<b>\u30e1\u30ea\u30c3\u30c8<\/b>\r\n<ul>\r\n\t<li><strong>\u6700\u65b0\u60c5\u5831\u306e\u63d0\u4f9b<\/strong>\uff1a\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u66f4\u65b0\u3055\u308c\u308b\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u3081\u308b\u3002<\/li>\r\n\t<li><strong>\u9ad8\u7cbe\u5ea6\u306a\u5fdc\u7b54<\/strong>\uff1a\u5916\u90e8\u60c5\u5831\u3092\u6d3b\u7528\u3057\u3001\u6b63\u78ba\u6027\u304c\u5411\u4e0a\u3002<\/li>\r\n\t<li><strong>\u6c4e\u7528\u6027\u306e\u9ad8\u3055<\/strong>\uff1a\u591a\u69d8\u306a\u5206\u91ce\u3084\u7528\u9014\u3067\u9069\u7528\u53ef\u80fd\u3002<\/li>\r\n<\/ul>\r\n<b>\u8ab2\u984c<\/b>\r\n<ul>\r\n\t<li><strong>\u8a08\u7b97\u30b3\u30b9\u30c8\u306e\u5897\u5927<\/strong>\uff1a\u5916\u90e8\u30c7\u30fc\u30bf\u691c\u7d22\u306b\u3088\u308a\u51e6\u7406\u6642\u9593\u3068\u30ea\u30bd\u30fc\u30b9\u304c\u5897\u3048\u308b\u3002<\/li>\r\n\t<li><strong>\u30c7\u30fc\u30bf\u54c1\u8cea\u3078\u306e\u4f9d\u5b58<\/strong>\uff1a\u5916\u90e8\u30c7\u30fc\u30bf\u304c\u4e0d\u6b63\u78ba\u3060\u3068\u5fdc\u7b54\u306e\u8cea\u3082\u4f4e\u4e0b\u3002<\/li>\r\n\t<li><strong>\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u61f8\u5ff5<\/strong>\uff1a\u6a5f\u5bc6\u60c5\u5831\u3092\u6271\u3046\u5834\u5408\u306e\u30ea\u30b9\u30af\u3002<\/li>\r\n<\/ul>\r\n<p><!-- notionvc: 5ba5d4f5-1568-441e-adc2-186bb0d6deae --><\/p>\n\n<h2>RAG\u306e\u5c06\u6765\u5c55\u671b<\/h2>\n<b>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebAI\u306e\u6d3b\u7528<\/b>\r\n<p>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebAI\u306e\u9032\u5c55\u306b\u3088\u308a\u3001RAG\u306f\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u3067\u306a\u304f\u3001\u753b\u50cf\u3084\u97f3\u58f0\u306a\u3069\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5fdc\u7528\u7bc4\u56f2\u304c\u5927\u5e45\u306b\u62e1\u5927\u3057\u3001\u65b0\u305f\u306a\u30d3\u30b8\u30cd\u30b9\u30c1\u30e3\u30f3\u30b9\u304c\u751f\u307e\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\r\n<p><!-- notionvc: 392db9f0-8e59-4538-bd08-f2459a0888d7 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