{"id":22809,"date":"2026-06-15T10:59:14","date_gmt":"2026-06-15T01:59:14","guid":{"rendered":"https:\/\/itport.cloud\/?p=22809"},"modified":"2026-06-15T10:59:15","modified_gmt":"2026-06-15T01:59:15","slug":"post-22809","status":"publish","type":"post","link":"https:\/\/itport.cloud\/?p=22809","title":{"rendered":"RAG\u3068\u306f\uff1f\u793e\u5185AI\u691c\u7d22\u306e\u4ed5\u7d44\u307f"},"content":{"rendered":"\n\n\n<h2 data-heading=\"\u76ee\u6b21\" id=\"e79baee6aca1-1\">\u76ee\u6b21<\/h2>\n<ul>\n<li><a href=\"#intro\">\u306f\u3058\u3081\u306b<\/a><\/li>\n<li><a href=\"#background\">LLM\u5358\u4f53\u306e\u9650\u754c<\/a><\/li>\n<li><a href=\"#what\">RAG\u3068\u306f\u4f55\u304b<\/a><\/li>\n<li><a href=\"#flow\">\u51e6\u7406\u306e\u6d41\u308c<\/a><\/li>\n<li><a href=\"#advantages\">RAG\u306e3\u3064\u306e\u512a\u4f4d\u6027<\/a><\/li>\n<li><a href=\"#usecase\">\u793e\u5185\u3067\u306e\u6d3b\u7528\u30b7\u30fc\u30f3<\/a><\/li>\n<li><a href=\"#summary\">\u307e\u3068\u3081<\/a><\/li>\n<\/ul>\n<h2 data-heading=\"\u306f\u3058\u3081\u306b\" id=\"e381afe38198e38281e381ab-2\">\u306f\u3058\u3081\u306b<\/h2>\n<p class=\"isSelectedEnd\">ChatGPT\u3084Claude\u306a\u3069\u306eLLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306f\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306e\u516c\u958b\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u5b66\u7fd2\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u81ea\u793e\u306e\u898f\u7a0b\u3084\u30de\u30cb\u30e5\u30a2\u30eb\u3001\u8b70\u4e8b\u9332\u306a\u3069\u3001\u793e\u5185\u306b\u84c4\u7a4d\u3055\u308c\u305f\u60c5\u5831\u306b\u3064\u3044\u3066\u306f\u57fa\u672c\u7684\u306b\u628a\u63e1\u3057\u3066\u3044\u307e\u305b\u3093\u3002<br \/>\u3064\u307e\u308a\u3001\u751f\u6210AI\u306f\u300c\u81ea\u793e\u7279\u6709\u306e\u77e5\u8b58\u300d\u3092\u6301\u3063\u3066\u3044\u306a\u3044\u3068\u3044\u3046\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p class=\"isSelectedEnd\">\u3053\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u4ee3\u8868\u7684\u306a\u624b\u6cd5\u304c\u3001<strong>RAG\uff08Retrieval-Augmented Generation\uff09<\/strong>\u3067\u3059\u3002<\/p>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u306e\u6982\u8981\u3084\u51e6\u7406\u306e\u6d41\u308c\u3001\u5c0e\u5165\u30e1\u30ea\u30c3\u30c8\u3001\u6d3b\u7528\u30b7\u30fc\u30f3\u306b\u3064\u3044\u3066\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<p><!-- obsidian --><\/p>\n<h2 id=\"background\"><br \/>LLM\u5358\u4f53\u306e\u9650\u754c<\/h2>\n<p class=\"isSelectedEnd\">LLM\u306e\u77e5\u8b58\u306f\u5b66\u7fd2\u6642\u70b9\u306e\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u3044\u308b\u305f\u3081\u3001\u793e\u5185\u56fa\u6709\u306e\u60c5\u5831\uff08\u88fd\u54c1\u30b3\u30fc\u30c9\u3001\u72ec\u81ea\u30d5\u30ed\u30fc\u3001\u6700\u65b0\u306e\u898f\u7a0b\u306a\u3069\uff09\u306f\u542b\u307e\u308c\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n<p class=\"isSelectedEnd\">\u307e\u305f\u3001\u5206\u304b\u3089\u306a\u3044\u5185\u5bb9\u306b\u3064\u3044\u3066\u3082\u3001\u305d\u308c\u3089\u3057\u304f\u8aa4\u3063\u305f\u56de\u7b54\u3092\u751f\u6210\u3057\u3066\u3057\u307e\u3046\u300c\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u300d\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u696d\u52d9\u5229\u7528\u306b\u304a\u3051\u308b\u5927\u304d\u306a\u30ea\u30b9\u30af\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>RAG\u306f\u3001LLM\u305d\u306e\u3082\u306e\u3092\u518d\u5b66\u7fd2\u30fb\u6539\u4fee\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u3053\u308c\u3089\u306e\u8ab2\u984c\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/p>\n<h2 id=\"what\"><br \/>RAG\u3068\u306f\u4f55\u304b<\/h2>\n<p>RAG\u3068\u306f\u3001Retrieval-Augmented Generation\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u306e\u7565\u79f0\u3067\u3059\u3002<\/p>\n<p>LLM\u304c\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u524d\u306b\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u30fb\u53d6\u5f97\u3057\u3001\u305d\u306e\u5185\u5bb9\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u3078\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3067\u3001\u56de\u7b54\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/p>\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u793e\u5185\u30de\u30cb\u30e5\u30a2\u30eb\u3084\u898f\u7a0b\u3001\u8b70\u4e8b\u9332\u306a\u3069\u3092\u53c2\u7167\u3057\u305f\u3001\u6839\u62e0\u306e\u3042\u308b\u56de\u7b54\u3084\u51fa\u5178\u4ed8\u304d\u306e\u5fdc\u7b54\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001LLM\u81ea\u4f53\u3092\u518d\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u306a\u304f\u3001\u793e\u5185\u77e5\u8b58\u3092\u6d3b\u7528\u3067\u304d\u308b\u70b9\u3082\u5927\u304d\u306a\u7279\u5fb4\u3067\u3059\u3002<\/p>\n<h2 id=\"flow\"><br \/>\u51e6\u7406\u306e\u6d41\u308c<\/h2>\n<p>RAG\u306e\u51e6\u7406\u306f\u5927\u304d\u304f\u300c\u4e8b\u524d\u6e96\u5099\u30d5\u30a7\u30fc\u30ba\u300d\u3068\u300c\u56de\u7b54\u751f\u6210\u30d5\u30a7\u30fc\u30ba\u300d\u306e2\u6bb5\u968e\u3067\u69cb\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n<h5 id=\"e29480e29480-e4ba8be5898de6ba96e58299e38395e382a7e383bce382ba-e29480e29480-3\">\u2500\u2500 \u4e8b\u524d\u6e96\u5099\u30d5\u30a7\u30fc\u30ba \u2500\u2500<\/h5>\n<p><strong><br \/>\u2460 \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u5206\u5272\uff08\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\uff09<\/strong><br \/>PDF\u3084\u793e\u5185Wiki\u306a\u3069\u306e\u6587\u66f8\u3092\u3001AI\u304c\u51e6\u7406\u3057\u3084\u3059\u3044\u5358\u4f4d\uff08\u6570\u767e\u301c\u6570\u5343\u6587\u5b57\u7a0b\u5ea6\uff09\u306b\u5206\u5272\u3057\u307e\u3059\u3002\u30c1\u30e3\u30f3\u30af\u304c\u5927\u304d\u3059\u304e\u308b\u3068\u7121\u95a2\u4fc2\u306a\u60c5\u5831\u304c\u6df7\u5165\u3057\u3001\u5c0f\u3055\u3059\u304e\u308b\u3068\u6587\u8108\u304c\u5931\u308f\u308c\u308b\u305f\u3081\u3001\u6587\u66f8\u306e\u69cb\u9020\u306b\u5408\u308f\u305b\u305f\u7c92\u5ea6\u306e\u8abf\u6574\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p><strong>\u2461 \u30d9\u30af\u30c8\u30eb\u5316\uff08\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\uff09<\/strong><br \/>\u5206\u5272\u3057\u305f\u5404\u30c1\u30e3\u30f3\u30af\u3092AI\u30e2\u30c7\u30eb\u3067\u9ad8\u6b21\u5143\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u300c\u610f\u5473\u300d\u304c\u6570\u5024\u3067\u8868\u73fe\u3055\u308c\u3001\u8868\u8a18\u304c\u7570\u306a\u3063\u3066\u3044\u3066\u3082\u610f\u5473\u304c\u8fd1\u3044\u8a00\u8449\uff08\u4f8b\uff1a\u300c\u898f\u7a0b\u300d\u3068\u300c\u30dd\u30ea\u30b7\u30fc\u300d\uff09\u3092\u540c\u4e00\u306e\u8fd1\u3055\u3068\u3057\u3066\u6271\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><strong>\u2462 \u30d9\u30af\u30c8\u30ebDB\u3078\u306e\u683c\u7d0d<\/strong><br \/>\u5909\u63db\u3055\u308c\u305f\u30d9\u30af\u30c8\u30eb\u3092\u5c02\u7528\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff08Chroma\u30fbQdrant\u30fbpgvector\u306a\u3069\uff09\u306b\u4fdd\u5b58\u3057\u307e\u3059\u3002\u3053\u306e\u6bb5\u968e\u3067\u793e\u5185\u6587\u66f8\u306e\u300c\u691c\u7d22\u53ef\u80fd\u306a\u72b6\u614b\u300d\u304c\u6574\u3044\u307e\u3059\u3002<\/p>\n<h5 id=\"e29480e29480-e59b9ee7ad94e7949fe68890e38395e382a7e383bce382ba-e29480e29480-4\">\u2500\u2500 \u56de\u7b54\u751f\u6210\u30d5\u30a7\u30fc\u30ba \u2500\u2500<\/h5>\n<p><strong><br \/>\u2463 \u30af\u30a8\u30ea\u306e\u30d9\u30af\u30c8\u30eb\u5316<\/strong><br \/>\u30e6\u30fc\u30b6\u30fc\u304c\u5165\u529b\u3057\u305f\u8cea\u554f\u6587\u3092\u3001\u4e8b\u524d\u6e96\u5099\u3068\u540c\u3058\u30e2\u30c7\u30eb\u3067\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/p>\n<p><strong>\u2464 \u985e\u4f3c\u6587\u66f8\u306e\u691c\u7d22\uff08Retrieval\uff09<\/strong><br \/>\u8cea\u554f\u306e\u30d9\u30af\u30c8\u30eb\u3068DB\u306b\u683c\u7d0d\u3055\u308c\u305f\u6587\u66f8\u30d9\u30af\u30c8\u30eb\u3092\u6bd4\u8f03\u3057\u3001\u610f\u5473\u7684\u306b\u8fd1\u3044\u4e0a\u4f4d3\u301c5\u4ef6\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002\u30ad\u30fc\u30ef\u30fc\u30c9\u304c\u4e00\u81f4\u3057\u306a\u304f\u3066\u3082\u610f\u5473\u304c\u8fd1\u3051\u308c\u3070\u30d2\u30c3\u30c8\u3059\u308b\u70b9\u304c\u3001\u5f93\u6765\u306e\u5168\u6587\u691c\u7d22\u3068\u306e\u5927\u304d\u306a\u9055\u3044\u3067\u3059\u3002<\/p>\n<p><strong>\u2465 \u30d7\u30ed\u30f3\u30d7\u30c8\u3078\u306e\u7d44\u307f\u8fbc\u307f\u3068\u56de\u7b54\u751f\u6210<\/strong><br \/>\u53d6\u5f97\u3057\u305f\u6587\u66f8\u3092\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3068\u3057\u3066LLM\u306b\u6e21\u3057\u3001\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u6839\u62e0\u3068\u306a\u308b\u6587\u66f8\u304c\u660e\u793a\u3055\u308c\u308b\u305f\u3081\u3001\u51fa\u5178\u306e\u78ba\u8a8d\u3082\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<br \/><br \/><img decoding=\"async\" src=\"https:\/\/itport.cloud\/wp-content\/uploads\/2026\/05\/17_07_59.png\" alt=\"\" \/><\/p>\n<h2 id=\"advantages\"><br \/>RAG\u306e3\u3064\u306e\u512a\u4f4d\u6027<\/h2>\n<p><strong>\u2460\u56de\u7b54\u7cbe\u5ea6\u306e\u5411\u4e0a<\/strong><br \/>\u5177\u4f53\u7684\u306a\u60c5\u5831\u6e90\u3092\u53c2\u7167\u3057\u306a\u304c\u3089\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u304c\u6e1b\u5c11\u3057\u307e\u3059\u3002Data.World\u306e\u7814\u7a76\u3067\u306fSQL\u30d9\u30fc\u30b9\u306eLLM\u3068\u6bd4\u8f03\u3057\u3066\u7cbe\u5ea6\u304c3\u500d\u4ee5\u4e0a\u5411\u4e0a\u3057\u3001LinkedIn\u306e\u4e8b\u4f8b\u3067\u3082\u56de\u7b54\u54c1\u8cea\u304c77.6%\u6539\u5584\u3057\u305f\u3068\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>\u2461\u30c7\u30fc\u30bf\u7406\u89e3\u3068\u6d1e\u5bdf\u529b\u306e\u5f37\u5316<br 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