{"id":7702,"date":"2024-06-09T14:25:20","date_gmt":"2024-06-09T19:25:20","guid":{"rendered":"http:\/\/skimai.com\/?p=7702"},"modified":"2024-06-09T14:28:23","modified_gmt":"2024-06-09T19:28:23","slug":"%e3%82%a8%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%97%e3%83%a9%e3%82%a4%e3%82%baai%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e6%a4%9c%e7%b4%a2%e6%8b%a1%e5%bc%b5%e4%b8%96%e4%bb%a3%e3%83%a9%e3%82%b0","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/retrieval-augmented-generation-rag-in-enterprise-ai\/","title":{"rendered":"\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u304a\u3051\u308b\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3\uff08RAG\uff09"},"content":{"rendered":"<p style=\"text-align: start\">\u4eba\u5de5\u77e5\u80fd\u306e\u9818\u57df\u3001\u7279\u306b\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u7bc4\u56f2\u3067\u306f\u3001RAG\uff08Retrieval-Augmented Generation\uff09\u306e\u3088\u3046\u306a\u9ad8\u5ea6\u306a\u6280\u8853\u306e\u7d71\u5408\u304c\u3001\u52b9\u7387\u6027\u3068\u7cbe\u5ea6\u306e\u65b0\u6642\u4ee3\u306e\u5230\u6765\u3092\u544a\u3052\u3066\u3044\u308b\u3002\u73fe\u5728\u9032\u884c\u4e2d\u306e <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e3%83%93%e3%82%b8%e3%83%8d%e3%82%b9%e3%81%ae%e5%8f%af%e8%83%bd%e6%80%a7%e3%82%92%e6%9c%80%e5%a4%a7%e9%99%90%e3%81%ab%e5%bc%95%e3%81%8d%e5%87%ba%e3%81%99-llms%e3%81%a8%e4%bc%81%e6%a5%ad%e3%83%87\/\" target=\"_blank\">\u4f01\u696d\u30c7\u30fc\u30bf\u3068\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u63a5\u7d9a<\/a>RAG\u306e\u5f79\u5272\u3068\u6a5f\u80fd\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u6975\u3081\u3066\u91cd\u8981\u306b\u306a\u308b\u3002<\/p>\n\n\n<p style=\"text-align: start\">RAG\u306f\u3001\u9769\u65b0\u7684\u306aAI\u6280\u8853\u3068\u5b9f\u7528\u7684\u306a\u30d3\u30b8\u30cd\u30b9\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u4ea4\u5dee\u70b9\u306b\u7acb\u3063\u3066\u3044\u308b\u3002\u3053\u308c\u306f\u3001AI\u30b7\u30b9\u30c6\u30e0\u3001\u7279\u306bLLM\u304c\u60c5\u5831\u3092\u51e6\u7406\u3001\u691c\u7d22\u3001\u5229\u7528\u3059\u308b\u65b9\u6cd5\u306b\u304a\u3051\u308b\u91cd\u8981\u306a\u9032\u5316\u3092\u610f\u5473\u3059\u308b\u3002\u81a8\u5927\u306a\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u6271\u3046\u4f01\u696d\u306b\u304a\u3044\u3066\u3001RAG\u306f\u77e5\u8b58\u96c6\u7d04\u7684\u306a\u30bf\u30b9\u30af\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u9769\u65b0\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63d0\u4f9b\u3057\u3001\u9069\u5207\u304b\u3064\u6700\u65b0\u306e\u60c5\u5831\u306e\u63d0\u4f9b\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002<\/p>\n\n\n<p style=\"text-align: start\">\u3053\u306eRAG\u5165\u9580\u3067\u306f\u3001RAG\u306e\u57fa\u672c\u539f\u7406\u3001\u30e1\u30ab\u30cb\u30ba\u30e0\u3001\u305d\u3057\u3066\u4f01\u696d\u5185\u306eLLM\u306b\u3082\u305f\u3089\u3059\u30e6\u30cb\u30fc\u30af\u306a\u5229\u70b9\u3092\u63a2\u6c42\u3059\u308b\u3002RAG\u306e\u7406\u89e3\u3092\u6df1\u3081\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u304c\u6226\u7565\u7684\u512a\u4f4d\u6027\u306e\u305f\u3081\u306b\u30c7\u30fc\u30bf\u3092\u7ba1\u7406\u30fb\u6d3b\u7528\u3059\u308b\u65b9\u6cd5\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3059\u53ef\u80fd\u6027\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u6b21<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u30c8\u30b0\u30eb\u76ee\u6b21\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u30c8\u30b0\u30eb<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/ja\/retrieval-augmented-generation-rag-in-enterprise-ai\/#Understanding_Retrieval-Augmented_Generation_RAG\" >\u691c\u7d22\u88dc\u5f37\u578b\u4e16\u4ee3\uff08RAG\uff09\u3092\u7406\u89e3\u3059\u308b<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/ja\/retrieval-augmented-generation-rag-in-enterprise-ai\/#Components_of_RAG\" >RAG\u306e\u69cb\u6210\u8981\u7d20<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/ja\/retrieval-augmented-generation-rag-in-enterprise-ai\/#Applications_of_RAG_in_Enterprises\" >\u4f01\u696d\u306b\u304a\u3051\u308bRAG\u306e\u5fdc\u7528<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/ja\/retrieval-augmented-generation-rag-in-enterprise-ai\/#Semantic_Search_and_Efficient_Information_Retrieval\" >\u610f\u5473\u691c\u7d22\u3068\u52b9\u7387\u7684\u306a\u60c5\u5831\u691c\u7d22<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/ja\/retrieval-augmented-generation-rag-in-enterprise-ai\/#Enhancing_Customer_Service\" >\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u306e\u5411\u4e0a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/ja\/retrieval-augmented-generation-rag-in-enterprise-ai\/#Improving_Content_Creation\" >\u30b3\u30f3\u30c6\u30f3\u30c4\u5236\u4f5c\u306e\u6539\u5584<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/skimai.com\/ja\/retrieval-augmented-generation-rag-in-enterprise-ai\/#Advantages_of_Integrating_RAG_with_Enterprise_LLMs\" >RAG\u3068\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baLLM\u3092\u7d71\u5408\u3059\u308b\u5229\u70b9<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/skimai.com\/ja\/retrieval-augmented-generation-rag-in-enterprise-ai\/#Scaling_Beyond_Fixed_Context_Windows\" >\u56fa\u5b9a\u30b3\u30f3\u30c6\u30af\u30b9\u30c8\u30fb\u30a6\u30a3\u30f3\u30c9\u30a6\u3092\u8d85\u3048\u308b\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/skimai.com\/ja\/retrieval-augmented-generation-rag-in-enterprise-ai\/#Enhancing_Accuracy_and_Relevance_in_Enterprise_Applications\" >\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u7cbe\u5ea6\u3068\u95a2\u9023\u6027\u306e\u5411\u4e0a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/skimai.com\/ja\/retrieval-augmented-generation-rag-in-enterprise-ai\/#Keeping_Information_Current_and_Up-to-Date\" >\u60c5\u5831\u3092\u5e38\u306b\u6700\u65b0\u306b\u4fdd\u3064<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/skimai.com\/ja\/retrieval-augmented-generation-rag-in-enterprise-ai\/#Challenges_and_Considerations_in_Implementing_RAG\" >RAG\u5c0e\u5165\u306e\u8ab2\u984c\u3068\u8003\u5bdf<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/skimai.com\/ja\/retrieval-augmented-generation-rag-in-enterprise-ai\/#Data_Quality_and_Management\" >\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3068\u7ba1\u7406<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/skimai.com\/ja\/retrieval-augmented-generation-rag-in-enterprise-ai\/#Ethical_and_Privacy_Concerns\" >\u502b\u7406\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306b\u95a2\u3059\u308b\u61f8\u5ff5<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/skimai.com\/ja\/retrieval-augmented-generation-rag-in-enterprise-ai\/#Future_of_RAG_in_Enterprise_AI\" >\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u304a\u3051\u308bRAG\u306e\u672a\u6765<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/skimai.com\/ja\/retrieval-augmented-generation-rag-in-enterprise-ai\/#FAQ_Retrieval-Augmented_Generation_RAG_in_Enterprise_AI\" >\u3088\u304f\u3042\u308b\u8cea\u554f\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u304a\u3051\u308b\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3\uff08RAG\uff09<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/skimai.com\/ja\/retrieval-augmented-generation-rag-in-enterprise-ai\/#1_What_is_Retrieval-Augmented_Generation_RAG_in_the_context_of_enterprise_AI\" >1.\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u304a\u3051\u308bRAG\uff08Retrieval-Augmented Generation\uff09\u3068\u306f\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/skimai.com\/ja\/retrieval-augmented-generation-rag-in-enterprise-ai\/#2_How_does_RAG_impact_information_retrieval_and_customer_service_in_businesses\" >2.RAG\u306f\u4f01\u696d\u306b\u304a\u3051\u308b\u60c5\u5831\u691c\u7d22\u3084\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u306b\u3069\u306e\u3088\u3046\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u306e\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/skimai.com\/ja\/retrieval-augmented-generation-rag-in-enterprise-ai\/#3_What_are_the_key_ethical_and_privacy_concerns_with_RAG_in_enterprises\" >3.\u4f01\u696d\u306b\u304a\u3051\u308bRAG\u306e\u502b\u7406\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306b\u95a2\u3059\u308b\u4e3b\u306a\u61f8\u5ff5\u4e8b\u9805\u3068\u306f\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/skimai.com\/ja\/retrieval-augmented-generation-rag-in-enterprise-ai\/#4_What_does_the_future_hold_for_RAG_in_enterprise_AI_applications\" >4.\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308bRAG\u306e\u672a\u6765\u306f\uff1f<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Understanding_Retrieval-Augmented_Generation_RAG\"><\/span><strong>\u691c\u7d22\u88dc\u5f37\u578b\u4e16\u4ee3\uff08RAG\uff09\u3092\u7406\u89e3\u3059\u308b<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: start\">RAG\u306f\u3001\u52d5\u7684\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001LLM\u306e\u6a5f\u80fd\u3092\u5f37\u5316\u3059\u308b\u6d17\u7df4\u3055\u308c\u305fAI\u30e1\u30ab\u30cb\u30ba\u30e0\u3067\u3042\u308b\u3002\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u308a\u3001LLM\u306f\u5916\u90e8\u306e\u6700\u65b0\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<p style=\"text-align: start\">\u305d\u306e\u6838\u5fc3\u306f\u3001RAG\u306f2\u3064\u306e\u4e3b\u8981\u306a\u30d7\u30ed\u30bb\u30b9\u3092\u517c\u306d\u5099\u3048\u3066\u3044\u308b\u3053\u3068\u3067\u3042\u308b\u3002\u3059\u306a\u308f\u3061\u3001\u5e83\u7bc4\u306a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u3059\u308b\u3053\u3068\u3068\u3001\u3053\u306e\u691c\u7d22\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u6587\u8108\u3092\u8c4a\u304b\u306b\u3057\u305f\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002\u3053\u306e\u30e2\u30c7\u30eb\u306f\u6700\u521d\u306b\u3001\u3057\u3070\u3057\u3070\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u3068\u3057\u3066\u6982\u5ff5\u5316\u3055\u308c\u308b\u3001\u69cb\u9020\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5185\u3067\u610f\u5473\u691c\u7d22\u3092\u884c\u3046\u3002\u3053\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3084\u4ed6\u306e\u5f62\u5f0f\u306e\u60c5\u5831\u3092\u542b\u3080\u69d8\u3005\u306a\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u306e\u6570\u5024\u8868\u73fe\u306e\u7d44\u7e54\u5316\u3055\u308c\u305f\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3067\u3042\u308b\u3002\u6709\u540d\u306a\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308b\uff1a <strong>\u30af\u30ed\u30de\u3001\u677e\u307c\u3063\u304f\u308a\u3001\u30a6\u30a3\u30fc\u30d3\u30a8\u30a4\u30c8\u3001\u30d5\u30a1\u30a4\u30b9\u3001 <\/strong>\u305d\u3057\u3066<strong> Qdrant\u3067\u3059\u3002<\/strong><\/p>\n\n\n<p style=\"text-align: start\">RAG\u306f\u30af\u30a8\u30ea\u3092\u53d7\u3051\u53d6\u308b\u3068\u3001\u9ad8\u5ea6\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u5229\u7528\u3057\u3066\u3053\u306e\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u3092\u30ca\u30d3\u30b2\u30fc\u30c8\u3057\u3001\u30af\u30a8\u30ea\u306b\u95a2\u9023\u3057\u3066\u6700\u3082\u95a2\u9023\u6027\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u3092\u7279\u5b9a\u3059\u308b\u3002\u691c\u7d22\u30e1\u30ab\u30cb\u30ba\u30e0\u306f\u3001\u30af\u30a8\u30ea\u3068\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30b3\u30f3\u30c6\u30f3\u30c4\u9593\u306e\u610f\u5473\u7684\u95a2\u4fc2\u3092\u7406\u89e3\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u9078\u629e\u3055\u308c\u305f\u30c7\u30fc\u30bf\u304c\u30af\u30a8\u30ea\u306e\u610f\u56f3\u3068\u6587\u8108\u7684\u306b\u4e00\u81f4\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3059\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Components_of_RAG\"><\/span>RAG\u306e\u69cb\u6210\u8981\u7d20<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: start\">RAG\u306e\u904b\u55b6\u306f\u3001\u305d\u306e2\u3064\u306e\u4e3b\u8981\u306a\u69cb\u6210\u8981\u7d20\u3092\u901a\u3058\u3066\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\uff1a<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\u691c\u7d22\u30e1\u30ab\u30cb\u30ba\u30e0<\/strong>:\u3053\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306fRAG\u30d7\u30ed\u30bb\u30b9\u306e\u521d\u671f\u6bb5\u968e\u3092\u62c5\u5f53\u3059\u308b\u3002\u5165\u529b\u3055\u308c\u305f\u30af\u30a8\u30ea\u306b\u610f\u5473\u7684\u306b\u95a2\u9023\u3059\u308b\u30c7\u30fc\u30bf\u3092\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u691c\u7d22\u3059\u308b\u3002\u6d17\u7df4\u3055\u308c\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u3001\u30af\u30a8\u30ea\u3068\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u5185\u5bb9\u306e\u95a2\u4fc2\u3092\u5206\u6790\u3057\u3001\u6700\u3082\u9069\u5207\u306a\u60c5\u5831\u3068\u6b63\u78ba\u306a\u56de\u7b54\u3092\u7279\u5b9a\u3057\u3001\u5fdc\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<br \/><\/p><\/li><li><p><strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09<\/strong>:\u7b2c\u4e8c\u6bb5\u968e\u3067\u306f\u3001LLM\u304c\u691c\u7d22\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u3002NLP\u306e\u30c6\u30af\u30cb\u30c3\u30af\u3092\u4f7f\u3063\u3066\u3001\u30e2\u30c7\u30eb\u306f\u691c\u7d22\u3055\u308c\u305f\u60c5\u5831\u3092\u305d\u306e\u5fdc\u7b54\u306b\u7d71\u5408\u3059\u308b\u3002\u3053\u306e\u6bb5\u968e\u306f\u3001\u51fa\u529b\u304c\u4e8b\u5b9f\u306b\u57fa\u3065\u3044\u3066\u6b63\u78ba\u3067\u3042\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u8a00\u8a9e\u7684\u306b\u9996\u5c3e\u4e00\u8cab\u3057\u3001\u6587\u8108\u7684\u306b\u3082\u9069\u5207\u3067\u3042\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3059\u308b\u305f\u3081\u3001\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002<\/p><\/li>\n<\/ol>\n\n\n<p style=\"text-align: start\">\u3053\u308c\u3089\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u901a\u3058\u3066\u3001\u691c\u7d22\u62e1\u5f35\u751f\u6210\u306f\u3001\u7279\u306b\u95a2\u9023\u60c5\u5831\u306e\u691c\u7d22\u3092\u5fc5\u8981\u3068\u3059\u308b\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u3001LLM\u306e\u80fd\u529b\u3092\u5927\u5e45\u306b\u5897\u5e45\u3059\u308b\u3002\u3053\u306e\u691c\u7d22\u3068\u751f\u6210\u30d7\u30ed\u30bb\u30b9\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u3088\u308a\u3001LLM\u306f\u3088\u308a\u5305\u62ec\u7684\u3067\u3001\u73fe\u5728\u306e\u77e5\u8b58\u72b6\u614b\u306b\u6cbf\u3063\u305f\u5fdc\u7b54\u3092\u63d0\u4f9b\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306a\u60c5\u5831\u304c\u91cd\u8981\u3067\u3042\u308b\u3055\u307e\u3056\u307e\u306a\u4f01\u696d\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066\u8cb4\u91cd\u306a\u30c4\u30fc\u30eb\u3068\u306a\u308b\u3002 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e3%83%97%e3%83%ad%e3%83%b3%e3%83%97%e3%83%88%e3%82%a8%e3%83%b3%e3%82%b8%e3%83%8b%e3%82%a2%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%a8%e3%81%af\/\">\u8fc5\u901f<\/a> \u305d\u3057\u3066\u6b63\u78ba\u306a\u60c5\u5831\u304c\u9375\u3068\u306a\u308b\u3002<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/06\/rag-1.jpg\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Applications_of_RAG_in_Enterprises\"><\/span><strong>\u4f01\u696d\u306b\u304a\u3051\u308bRAG\u306e\u5fdc\u7528<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: start\">RAG\u304c\u63d0\u4f9b\u3059\u308b\u8c4a\u5bcc\u306a <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%82%b2%e3%83%83%e3%83%88%e3%81%ae10%e3%81%ae%e5%ae%9f%e8%b7%b5%e7%9a%84%e3%82%a2%e3%83%97%e3%83%aa%e3%82%b1%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3\/\">\u5b9f\u7528<\/a> \u7279\u306b\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u3001\u60c5\u5831\u691c\u7d22\u3001\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u4f5c\u6210\u306a\u3069\u306e\u5206\u91ce\u3067\u3001\u4f01\u696d\u74b0\u5883\u306b\u304a\u3044\u3066\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u3002\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u306b\u52d5\u7684\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u3055\u307e\u3056\u307e\u306a\u696d\u52d9\u3092\u6700\u9069\u5316\u3057\u3088\u3046\u3068\u3059\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u3001\u304b\u3051\u304c\u3048\u306e\u306a\u3044\u30c4\u30fc\u30eb\u3068\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Semantic_Search_and_Efficient_Information_Retrieval\"><\/span>\u610f\u5473\u691c\u7d22\u3068\u52b9\u7387\u7684\u306a\u60c5\u5831\u691c\u7d22<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: start\">RAG\u306f\u3001\u7279\u306b\u305d\u306e\u9ad8\u5ea6\u306a\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u6a5f\u80fd\u3092\u901a\u3058\u3066\u3001\u4f01\u696d\u304c\u60c5\u5831\u691c\u7d22\u3092\u6271\u3046\u65b9\u6cd5\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u304c\u30af\u30a8\u30ea\u306e\u80cc\u5f8c\u306b\u3042\u308b\u6587\u8108\u3084\u610f\u5473\u3092\u7406\u89e3\u3057\u89e3\u91c8\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u3001\u3088\u308a\u6b63\u78ba\u3067\u95a2\u9023\u6027\u306e\u9ad8\u3044\u7d50\u679c\u3092\u5c0e\u304d\u307e\u3059\u3002\u3053\u306e\u6a5f\u80fd\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u6271\u3046\u4f01\u696d\u3084\u6b63\u78ba\u306a\u60c5\u5831\u691c\u7d22\u3092\u5fc5\u8981\u3068\u3059\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u7279\u306b\u6709\u7528\u3067\u3059\u3002<\/p>\n\n\n<p style=\"text-align: start\">\u7279\u5b9a\u306e\u696d\u754c\u306e\u6d88\u8cbb\u8005\u52d5\u5411\u306b\u95a2\u3059\u308b\u30c7\u30fc\u30bf\u3092\u307e\u3068\u3081\u308b\u5fc5\u8981\u304c\u3042\u308b\u5e02\u5834\u8abf\u67fb\u4f1a\u793e\u3092\u8003\u3048\u3066\u307f\u3088\u3046\u3002\u5f93\u6765\u306e\u691c\u7d22\u65b9\u6cd5\u3067\u306f\u81a8\u5927\u306a\u91cf\u306e\u30c7\u30fc\u30bf\u304c\u5f97\u3089\u308c\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u95a2\u9023\u3059\u308b\u6700\u65b0\u306e\u60c5\u5831\u3092\u898b\u3064\u3051\u308b\u305f\u3081\u306b\u3075\u308b\u3044\u306b\u304b\u3051\u308b\u306e\u306f\u6642\u9593\u306e\u304b\u304b\u308b\u4f5c\u696d\u3067\u3059\u3002\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u6a5f\u80fd\u3092\u6301\u3064RAG\u306f\u3001\u6700\u3082\u95a2\u9023\u6027\u306e\u9ad8\u3044\u6700\u65b0\u306e\u5e02\u5834\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u7d20\u65e9\u304f\u53d6\u5f97\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u8abf\u67fb\u30d7\u30ed\u30bb\u30b9\u3092\u5927\u5e45\u306b\u52b9\u7387\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Enhancing_Customer_Service\"><\/span>\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u306e\u5411\u4e0a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: start\">\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9\u306b\u304a\u3044\u3066\u3001RAG\u306f\u5bfe\u8a71\u306e\u52b9\u7387\u3068\u8cea\u3092\u5927\u5e45\u306b\u6539\u5584\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u6700\u65b0\u306e\u88fd\u54c1\u60c5\u5831\u3001\u9867\u5ba2\u5c65\u6b74\u3001\u30b5\u30dd\u30fc\u30c8\u6587\u66f8\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u3067\u3001\u9867\u5ba2\u304b\u3089\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u6b63\u78ba\u3067\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u56de\u7b54\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>\u3042\u308be\u30b3\u30de\u30fc\u30b9\u30fb\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30fb\u30b5\u30dd\u30fc\u30c8\u30fb\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306bRAG\u3067\u5f37\u5316\u3055\u308c\u305fLLM\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u9867\u5ba2\u304c\u6ce8\u6587\u72b6\u6cc1\u306b\u3064\u3044\u3066\u554f\u3044\u5408\u308f\u305b\u305f\u5834\u5408\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u7269\u6d41\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3001\u5373\u5ea7\u306b\u6b63\u78ba\u306a\u6700\u65b0\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u904e\u53bb\u306e\u8cfc\u5165\u5c65\u6b74\u306b\u57fa\u3065\u304f\u5546\u54c1\u306e\u63a8\u5968\u306a\u3069\u3001\u3088\u308a\u8907\u96d1\u306a\u554f\u3044\u5408\u308f\u305b\u306b\u5bfe\u3057\u3066\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u6700\u65b0\u306e\u5546\u54c1\u30c7\u30fc\u30bf\u3068\u3068\u3082\u306b\u9867\u5ba2\u306e\u8cfc\u5165\u5c65\u6b74\u3092\u5206\u6790\u3057\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u63d0\u6848\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Improving_Content_Creation\"><\/span>\u30b3\u30f3\u30c6\u30f3\u30c4\u5236\u4f5c\u306e\u6539\u5584<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: start\">RAG\u306f\u30b3\u30f3\u30c6\u30f3\u30c4\u4f5c\u6210\u306b\u304a\u3044\u3066\u3082\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u304a\u308a\u3001\u4f01\u696d\u306f\u3088\u308a\u9069\u5207\u3067\u9b45\u529b\u7684\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u5e45\u5e83\u3044\u6700\u65b0\u60c5\u5831\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u3067\u3001RAG\u306f\u73fe\u5728\u306e\u30c8\u30ec\u30f3\u30c9\u3084\u8996\u8074\u8005\u306e\u95a2\u5fc3\u306b\u5171\u9cf4\u3059\u308b\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u4f5c\u6210\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n<p>\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30c1\u30fc\u30e0\u306f\u3001RAG\u3092\u6d3b\u7528\u3057\u3066\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u7528\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306e\u30c6\u30fc\u30de\u3084\u30bf\u30fc\u30b2\u30c3\u30c8\u5c64\u3092LLM\u306b\u5165\u529b\u3059\u308b\u3053\u3068\u3067\u3001\u30c1\u30fc\u30e0\u306f\u6700\u65b0\u306e\u5e02\u5834\u52d5\u5411\u3084\u9867\u5ba2\u306e\u55dc\u597d\u306b\u6cbf\u3063\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u30a2\u30a4\u30c7\u30a2\u3092\u751f\u307f\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u6700\u65b0\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u30fb\u7d71\u5408\u3059\u308bRAG\u306e\u6a5f\u80fd\u306b\u3088\u308a\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u306f\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u3067\u3042\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u9069\u5207\u304b\u3064\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u3082\u306e\u3068\u306a\u308a\u3001\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306e\u52b9\u679c\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p style=\"text-align: start\">\u95a2\u9023\u60c5\u5831\u3092\u52b9\u7387\u7684\u306b\u691c\u7d22\u3057\u3001\u6d3b\u7528\u3059\u308bRAG\u306e\u80fd\u529b\u306f\u3001\u4f01\u696d\u74b0\u5883\u306b\u304a\u3051\u308b\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3068\u306a\u3063\u3066\u3044\u308b\u3002\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u3001\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u4f5c\u6210\u306b\u304a\u3051\u308b\u305d\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u30d7\u30ed\u30bb\u30b9\u3092\u5909\u9769\u3057\u3001\u69d8\u3005\u306a\u6a5f\u80fd\u306b\u308f\u305f\u3063\u3066\u52b9\u7387\u6027\u3068\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u4fc3\u9032\u3059\u308b\u53ef\u80fd\u6027\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/06\/rag-2.jpg\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Advantages_of_Integrating_RAG_with_Enterprise_LLMs\"><\/span><strong>RAG\u3068\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baLLM\u3092\u7d71\u5408\u3059\u308b\u5229\u70b9<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>RAG\u306e\u7d71\u5408\u306f\u3001\u4e3b\u306b\u63d0\u4f9b\u3055\u308c\u308b\u60c5\u5831\u306e\u6b63\u78ba\u6027\u3068\u95a2\u9023\u6027\u3092\u5411\u4e0a\u3055\u305b\u3001\u5229\u7528\u3055\u308c\u308b\u30c7\u30fc\u30bf\u304c\u6700\u65b0\u306e\u3082\u306e\u3067\u3042\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3059\u308b\u3068\u3044\u3046\u591a\u304f\u306e\u5229\u70b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u5229\u70b9\u306f\u3001\u60c5\u5831\u306e\u6b63\u78ba\u6027\u3068\u9069\u6642\u6027\u304c\u91cd\u8981\u306a\u4f01\u696d\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066\u7279\u306b\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Scaling_Beyond_Fixed_Context_Windows\"><\/span><strong>\u56fa\u5b9a\u30b3\u30f3\u30c6\u30af\u30b9\u30c8\u30fb\u30a6\u30a3\u30f3\u30c9\u30a6\u3092\u8d85\u3048\u308b\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: start\">\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306bRAG(Retriever-Augmented Generation)\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u7279\u306b\u56fa\u5b9a\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u306e\u5236\u9650\u3092\u56de\u907f\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u4f01\u696d\u306b\u5909\u9769\u3092\u3082\u305f\u3089\u3059\u3002\u5f93\u6765\u306eLLM\u306f\u3001\u6709\u9650\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u306b\u3088\u3063\u3066\u5236\u9650\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30d7\u30fc\u30eb\u3092\u51e6\u7406\u3057\u7d71\u5408\u3059\u308b\u80fd\u529b\u304c\u5236\u9650\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002RAG\u306f\u8a2d\u8a08\u4e0a\u3001\u3053\u306e\u8996\u91ce\u3092\u5e83\u3052\u3001LLM\u304c\u81a8\u5927\u306a\u7d44\u7e54\u5168\u4f53\u306e\u30c7\u30fc\u30bf\u30ea\u30dd\u30b8\u30c8\u30ea\u304b\u3089\u60c5\u5831\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u5408\u6210\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u3053\u306e\u6a5f\u80fd\u306f\u3001\u5927\u898f\u6a21\u3067\u52d5\u7684\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6271\u3046\u4f01\u696d\u306b\u3068\u3063\u3066\u6975\u3081\u3066\u91cd\u8981\u3067\u3042\u308a\u3001\u3088\u308a\u5305\u62ec\u7684\u3067\u5fae\u5999\u306a\u60c5\u5831\u51e6\u7406\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u3053\u306e\u30ae\u30e3\u30c3\u30d7\u3092\u57cb\u3081\u308b\u3053\u3068\u3067\u3001RAG\u306f\u4f01\u696d\u74b0\u5883\u306b\u304a\u3051\u308bLLM\u306e\u5168\u4f53\u7684\u306a\u6a5f\u80fd\u6027\u3068\u9069\u7528\u6027\u3092\u5f37\u5316\u3057\u3001\u30e2\u30c7\u30eb\u304c\u6b63\u78ba\u3067\u9069\u5207\u3067\u3042\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u73fe\u4ee3\u30d3\u30b8\u30cd\u30b9\u306e\u5e83\u5927\u306a\u30c7\u30fc\u30bf\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306b\u5bfe\u3057\u3066\u62e1\u5f35\u53ef\u80fd\u3067\u3042\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Enhancing_Accuracy_and_Relevance_in_Enterprise_Applications\"><\/span>\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u7cbe\u5ea6\u3068\u95a2\u9023\u6027\u306e\u5411\u4e0a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>RAG\u3092\u4f01\u696d\u306eLLM\u306b\u7d71\u5408\u3059\u308b\u4e3b\u306a\u5229\u70b9\u306e\u4e00\u3064\u306f\u3001\u751f\u6210\u3055\u308c\u308b\u56de\u7b54\u306e\u7cbe\u5ea6\u3068\u95a2\u9023\u6027\u304c\u8457\u3057\u304f\u5411\u4e0a\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u7d71\u5408\u306b\u3088\u308a\u3001LLM\u306f\u4e8b\u524d\u306b\u8a13\u7df4\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u3055\u307e\u3056\u307e\u306a\u30bd\u30fc\u30b9\u304b\u3089\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u60c5\u5831\u3092\u53d6\u308a\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u56de\u7b54\u304c\u6b63\u78ba\u3067\u6587\u8108\u306b\u5373\u3057\u305f\u3082\u306e\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<p>\u4f8b\u3048\u3070\u91d1\u878d\u5206\u91ce\u3067\u306f\u3001RAG\u3068\u7d71\u5408\u3055\u308c\u305fLLM\u306f\u3001\u5e02\u5834\u52d5\u5411\u3084\u682a\u5f0f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u95a2\u3059\u308b\u554f\u3044\u5408\u308f\u305b\u306b\u5bfe\u3057\u3066\u3001\u3088\u308a\u6b63\u78ba\u3067\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u56de\u7b54\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u7279\u5b9a\u306e\u5e02\u5834\u30bb\u30af\u30bf\u30fc\u306e\u6700\u65b0\u52d5\u5411\u306b\u3064\u3044\u3066\u8cea\u554f\u3055\u308c\u305f\u5834\u5408\u3001LLM\u306fRAG\u3092\u4f7f\u7528\u3057\u3066\u6700\u65b0\u306e\u5e02\u5834\u30c7\u30fc\u30bf\u3084\u30cb\u30e5\u30fc\u30b9\u3092\u53d6\u5f97\u3057\u3001\u53d6\u308a\u5165\u308c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Keeping_Information_Current_and_Up-to-Date\"><\/span>\u60c5\u5831\u3092\u5e38\u306b\u6700\u65b0\u306b\u4fdd\u3064<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>RAG\u7d71\u5408\u306e\u3082\u3046\u4e00\u3064\u306e\u5927\u304d\u306a\u5229\u70b9\u306f\u3001\u5229\u7528\u53ef\u80fd\u306a\u6700\u65b0\u306e\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3057\u5229\u7528\u3059\u308b\u80fd\u529b\u3067\u3042\u308a\u3001\u63d0\u4f9b\u3055\u308c\u308b\u60c5\u5831\u304c\u5e38\u306b\u6700\u65b0\u3067\u3042\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3059\u308b\u3002\u3053\u306e\u5074\u9762\u306f\u3001\u52b9\u679c\u7684\u306a\u610f\u601d\u6c7a\u5b9a\u3084\u6226\u7565\u7b56\u5b9a\u306e\u305f\u3081\u306b\u6700\u65b0\u306e\u30c7\u30fc\u30bf\u306b\u4f9d\u5b58\u3059\u308b\u696d\u52d9\u306b\u3068\u3063\u3066\u7279\u306b\u6709\u76ca\u3067\u3059\u3002<\/p>\n\n\n<p>\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u7ba1\u7406\u3067\u4f7f\u7528\u3055\u308c\u308b\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baLLM\u3092\u8003\u3048\u3066\u307f\u3088\u3046\u3002RAG\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u30b7\u30b9\u30c6\u30e0\u306f\u793e\u5185\u5916\u306e\u30bd\u30fc\u30b9\u304b\u3089\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u5728\u5eab\u30ec\u30d9\u30eb\u3001\u30b5\u30d7\u30e9\u30a4\u30e4\u306e\u30b9\u30c6\u30fc\u30bf\u30b9\u3001\u307e\u305f\u306f\u7269\u6d41\u306e\u6df7\u4e71\u306b\u95a2\u3059\u308b\u6700\u65b0\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u30c7\u30fc\u30bf\u691c\u7d22\u306b\u3088\u308a\u3001\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u306f\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u8fc5\u901f\u306a\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u3001\u30ea\u30b9\u30af\u3092\u4f4e\u6e1b\u3057\u3001\u696d\u52d9\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>RAG\u3092\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baLLM\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u30d3\u30b8\u30cd\u30b9\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308bLLM\u306e\u6709\u7528\u6027\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002\u63d0\u4f9b\u3055\u308c\u308b\u60c5\u5831\u306e\u6b63\u78ba\u6027\u3068\u95a2\u9023\u6027\u3092\u5411\u4e0a\u3055\u305b\u3001\u6700\u65b0\u3067\u3042\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3059\u308b\u3053\u3068\u3067\u3001RAG\u304c\u7d71\u5408\u3055\u308c\u305fLLM\u306f\u4f01\u696d\u306e\u6b66\u5668\u3068\u3057\u3066\u3088\u308a\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3068\u306a\u308a\u3001\u3088\u308a\u826f\u3044\u610f\u601d\u6c7a\u5b9a\u3001\u6226\u7565\u7684\u8a08\u753b\u3001\u696d\u52d9\u7ba1\u7406\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002RAG\u306e\u4f7f\u7528\u306f\u3001\u5927\u898f\u6a21AI\u30e2\u30c7\u30eb\u3068\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30c7\u30fc\u30bf\u7ba1\u7406\u306e\u76ee\u6a19\u306b\u5408\u81f4\u3057\u3001\u4f01\u696d\u304c\u591a\u69d8\u306a\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u95a2\u9023\u3059\u308b\u30c7\u30fc\u30bf\u306b\u52b9\u7387\u7684\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u6d3b\u7528\u3067\u304d\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/06\/rag-3.jpg\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Challenges_and_Considerations_in_Implementing_RAG\"><\/span><strong>RAG\u5c0e\u5165\u306e\u8ab2\u984c\u3068\u8003\u5bdf<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: start\">\u4f01\u696d\u74b0\u5883\u306b\u304a\u3044\u3066\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u306f\u3001\u72ec\u81ea\u306e\u4e00\u9023\u306e\u8ab2\u984c\u3068\u8003\u5bdf\u3092\u3082\u305f\u3089\u3059\u3002RAG\u306e\u53ef\u80fd\u6027\u3092\u6700\u5927\u9650\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306b\u3001\u4f01\u696d\u306f\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3001\u7ba1\u7406\u3001\u305d\u306e\u4f7f\u7528\u306b\u95a2\u9023\u3059\u308b\u502b\u7406\u3084\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u61f8\u5ff5\u3068\u3044\u3063\u305f\u5074\u9762\u306b\u7d30\u5fc3\u306e\u6ce8\u610f\u3092\u6255\u308f\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Data_Quality_and_Management\"><\/span><strong>\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3068\u7ba1\u7406<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: start\">RAG\u306e\u6210\u529f\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u8cea\u3068\u95a2\u9023\u6027\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3059\u308b\u3002RAG\u30b7\u30b9\u30c6\u30e0\u306b\u4f9b\u7d66\u3055\u308c\u308b\u30c7\u30fc\u30bf\u306e\u6b63\u78ba\u6027\u3068\u5305\u62ec\u6027\u3092\u78ba\u4fdd\u3059\u308b\u3053\u3068\u304c\u6700\u3082\u91cd\u8981\u3067\u3059\u3002\u8cea\u306e\u4f4e\u3044\u30c7\u30fc\u30bf\u306f\u3001\u4e0d\u6b63\u78ba\u307e\u305f\u306f\u7121\u95a2\u4fc2\u306a\u51fa\u529b\u306b\u3064\u306a\u304c\u308a\u3001RAG\u304c\u63d0\u4f9b\u3059\u308b\u5229\u70b9\u3092\u5426\u5b9a\u3059\u308b\u3053\u3068\u306b\u306a\u308b\u3002\u305d\u306e\u305f\u3081\u3001\u4f01\u696d\u306f\u3001\u30c7\u30fc\u30bf\u306e\u5b8c\u5168\u6027\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306b\u3001\u5b9a\u671f\u7684\u306a\u66f4\u65b0\u3001\u53e4\u3044\u60c5\u5831\u3084\u4e0d\u6b63\u78ba\u306a\u60c5\u5831\u306e\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3001\u691c\u8a3c\u30d7\u30ed\u30bb\u30b9\u306a\u3069\u3001\u5805\u7262\u306a\u30c7\u30fc\u30bf\u7ba1\u7406\u3092\u5b9f\u65bd\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n<p style=\"text-align: start\">\u52b9\u679c\u7684\u306a\u30c7\u30fc\u30bf\u7ba1\u7406\u306b\u306f\u3001RAG\u30b7\u30b9\u30c6\u30e0\u3067\u5bb9\u6613\u306b\u691c\u7d22\u3067\u304d\u3001\u7406\u89e3\u3067\u304d\u308b\u65b9\u6cd5\u3067\u30c7\u30fc\u30bf\u3092\u69cb\u9020\u5316\u3057\u3001\u6574\u7406\u3059\u308b\u3053\u3068\u3082\u542b\u307e\u308c\u308b\u3002\u305d\u306e\u305f\u3081\u306b\u306f\u3001\u30c7\u30fc\u30bf\u30fb\u30a4\u30f3\u30d5\u30e9\u3078\u306e\u6295\u8cc7\u3068\u3001\u30c7\u30fc\u30bf\u30fb\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u54c1\u8cea\u3092\u76e3\u7763\u30fb\u7dad\u6301\u3067\u304d\u308b\u719f\u7df4\u3057\u305f\u4eba\u6750\u304c\u5fc5\u8981\u306b\u306a\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Ethical_and_Privacy_Concerns\"><\/span><strong>\u502b\u7406\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306b\u95a2\u3059\u308b\u61f8\u5ff5<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: start\">\u4f01\u696d\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308bRAG\u306e\u4f7f\u7528\u306f\u3001\u7279\u306b\u6a5f\u5bc6\u30c7\u30fc\u30bf\u3084\u500b\u4eba\u30c7\u30fc\u30bf\u3092\u6271\u3046\u5834\u5408\u306b\u3001\u502b\u7406\u7684\u304b\u3064\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306b\u95a2\u3059\u308b\u91cd\u5927\u306a\u61f8\u5ff5\u3092\u751f\u3058\u3055\u305b\u308b\u3002\u4f01\u696d\u306f\u3001GDPR\u3084HIPAA\u306e\u3088\u3046\u306a\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u6cd5\u5f8b\u3084\u898f\u5236\u3092\u9075\u5b88\u3057\u3001\u30c7\u30fc\u30bf\u306e\u6027\u8cea\u3084\u904b\u7528\u306e\u5730\u57df\u306b\u5fdc\u3058\u3066\u3001\u8cac\u4efb\u3092\u6301\u3063\u3066\u3053\u308c\u3089\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002<\/p>\n\n\n<p style=\"text-align: start\">\u502b\u7406\u7684\u914d\u616e\u306f\u3001RAG\u30b7\u30b9\u30c6\u30e0\u306e\u51fa\u529b\u304c\u3069\u306e\u3088\u3046\u306b\u4f7f\u7528\u3055\u308c\u308b\u304b\u3001\u7279\u306b\u610f\u601d\u6c7a\u5b9a\u30d7\u30ed\u30bb\u30b9\u306b\u3082\u53ca\u3076\u3002\u3053\u306e\u3088\u3046\u306aAI\u30b7\u30b9\u30c6\u30e0\u304c\u3069\u306e\u3088\u3046\u306b\u7d50\u8ad6\u3092\u5c0e\u304d\u51fa\u3059\u304b\u306b\u3064\u3044\u3066\u900f\u660e\u6027\u3092\u78ba\u4fdd\u3057\u3001\u5fc5\u8981\u3067\u3042\u308c\u3070\u6c7a\u5b9a\u3092\u898b\u76f4\u3057\u3001\u8986\u3059\u4ed5\u7d44\u307f\u304c\u5fc5\u8981\u3067\u3042\u308b\u3002\u3053\u308c\u306f\u3001\u7d44\u7e54\u5185\u3068\u305d\u306e\u5229\u5bb3\u95a2\u4fc2\u8005\u306e\u4e21\u65b9\u306b\u304a\u3044\u3066\u3001\u30b7\u30b9\u30c6\u30e0\u306b\u5bfe\u3059\u308b\u4fe1\u983c\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306b\u6975\u3081\u3066\u91cd\u8981\u3067\u3042\u308b\u3002<\/p>\n\n\n<p style=\"text-align: start\">\u3055\u3089\u306b\u3001\u9867\u5ba2\u5411\u3051\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308bRAG\u306e\u4f7f\u7528\u306f\u3001\u540c\u610f\u3068\u30c7\u30fc\u30bf\u4f7f\u7528\u30dd\u30ea\u30b7\u30fc\u3092\u660e\u78ba\u306b\u7406\u89e3\u3057\u305f\u4e0a\u3067\u884c\u308f\u308c\u308b\u3079\u304d\u3067\u3042\u308b\u3002\u9867\u5ba2\u306f\u3001\u81ea\u5206\u306e\u30c7\u30fc\u30bf\u304c\u3069\u306e\u3088\u3046\u306b\u4f7f\u7528\u3055\u308c\u308b\u304b\u3092\u77e5\u3089\u3055\u308c\u308b\u3079\u304d\u3067\u3042\u308a\u3001AI\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u308b\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u671b\u307e\u306a\u3044\u5834\u5408\u306f\u3001\u30aa\u30d7\u30c8\u30a2\u30a6\u30c8\u3059\u308b\u9078\u629e\u80a2\u3092\u6301\u3064\u3079\u304d\u3067\u3042\u308b\u3002<\/p>\n\n\n<p style=\"text-align: start\">\u3053\u308c\u3089\u306e\u8ab2\u984c\u3068\u8003\u616e\u4e8b\u9805\u306b\u53d6\u308a\u7d44\u3080\u3053\u3068\u3067\u3001\u4f01\u696d\u306fRAG\u306e\u5c0e\u5165\u304c\u52b9\u679c\u7684\u3067\u3042\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u502b\u7406\u7684\u30fb\u6cd5\u7684\u57fa\u6e96\u306b\u6e96\u62e0\u3057\u305f\u8cac\u4efb\u3042\u308b\u3082\u306e\u3067\u3042\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u308c\u306f\u3001AI\u6280\u8853\u3068\u305d\u308c\u3092\u4f7f\u7528\u3059\u308b\u7d44\u7e54\u306b\u5bfe\u3059\u308b\u4fe1\u983c\u3092\u7dad\u6301\u3059\u308b\u4e0a\u3067\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3002<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/06\/rag-4.jpg\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Future_of_RAG_in_Enterprise_AI\"><\/span><strong>\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u304a\u3051\u308bRAG\u306e\u672a\u6765<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: start\">\u6025\u901f\u306b\u5909\u5316\u3059\u308bAI\u306e\u4e16\u754c\u3067\u4f01\u696d\u304c\u9032\u5316\u3092\u7d9a\u3051\u308b\u4e2d\u3001RAG\uff08Retrieval-Augmented Generation\uff09\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u30d3\u30b8\u30cd\u30b9\u6226\u7565\u306e\u672a\u6765\u3092\u5f62\u4f5c\u308b\u6975\u3081\u3066\u91cd\u8981\u306a\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u3057\u3066\u969b\u7acb\u3063\u3066\u3044\u308b\u3002RAG\u306e\u73fe\u5728\u9032\u884c\u4e2d\u306e\u958b\u767a\u306b\u3088\u308a\u3001\u305d\u306e\u6a5f\u80fd\u304c\u3055\u3089\u306b\u6d17\u7df4\u3055\u308c\u5f37\u5316\u3055\u308c\u308b\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u3001\u69d8\u3005\u306a\u30d3\u30b8\u30cd\u30b9\u9818\u57df\u306b\u304a\u3044\u3066\u3055\u3089\u306b\u6d17\u7df4\u3055\u308c\u305f\u52b9\u679c\u7684\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n<p style=\"text-align: start\">RAG\u306e\u5c06\u6765\u306f\u3001\u7279\u306b\u7cbe\u5ea6\u3001\u30b9\u30d4\u30fc\u30c9\u3001\u3088\u308a\u8907\u96d1\u306a\u30af\u30a8\u30ea\u30fc\u3092\u51e6\u7406\u3059\u308b\u80fd\u529b\u306e\u9762\u3067\u3001\u5927\u304d\u306a\u9032\u6b69\u304c\u898b\u3089\u308c\u308b\u3060\u308d\u3046\u3002\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u3088\u308a\u9ad8\u5ea6\u306b\u306a\u308b\u306b\u3064\u308c\u3066\u3001RAG\u30b7\u30b9\u30c6\u30e0\u306f\u6587\u8108\u3092\u7406\u89e3\u3059\u308b\u80fd\u529b\u306b\u512a\u308c\u3001\u30af\u30a8\u30ea\u3068\u95a2\u9023\u30c7\u30fc\u30bf\u306e\u3088\u308a\u6b63\u78ba\u306a\u7d50\u3073\u3064\u304d\u3092\u63cf\u304f\u3088\u3046\u306b\u306a\u308b\u3068\u4e88\u60f3\u3055\u308c\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u3088\u308a\u30cb\u30e5\u30a2\u30f3\u30b9\u306e\u3042\u308b\u6b63\u78ba\u306a\u60c5\u5831\u691c\u7d22\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u8907\u96d1\u3067\u77e5\u8b58\u96c6\u7d04\u7684\u306a\u30bf\u30b9\u30af\u306b\u304a\u3051\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u6709\u7528\u6027\u304c\u5927\u5e45\u306b\u9ad8\u307e\u308b\u3060\u308d\u3046\u3002<\/p>\n\n\n<p style=\"text-align: start\">\u691c\u7d22\u88dc\u5f37\u4e16\u4ee3\u306e\u6226\u7565\u7684\u91cd\u8981\u6027 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/de\/ai-you-23-10-reasons-why-your-enterprise-ai-project-will-fail\/\">\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI<\/a> \u3092\u8a87\u5f35\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u306a\u3044\u3002\u30c7\u30fc\u30bf\u304c\u91cd\u8981\u306a\u8cc7\u7523\u3067\u3042\u308b\u6642\u4ee3\u306b\u304a\u3044\u3066\u3001\u60c5\u5831\u3092\u52b9\u7387\u7684\u304b\u3064\u6b63\u78ba\u306b\u53d6\u5f97\u3057\u6d3b\u7528\u3059\u308b\u80fd\u529b\u306f\u3001\u5927\u304d\u306a\u7af6\u4e89\u512a\u4f4d\u6027\u3068\u306a\u308a\u307e\u3059\u3002\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u5f37\u5316\u3059\u308bRAG\u306e\u5f79\u5272\u306f\u3001\u4f01\u696d\u304c\u81a8\u5927\u306a\u91cf\u306e\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u305d\u308c\u3092\u5b9f\u7528\u7684\u306a\u6d1e\u5bdf\u306b\u62bd\u51fa\u3067\u304d\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002<\/p>\n\n\n<p style=\"text-align: start\">\u4f01\u696d\u304c\u30c7\u30b8\u30bf\u30eb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30e1\u30fc\u30b7\u30e7\u30f3\u306e\u8ab2\u984c\u3092\u4e57\u308a\u8d8a\u3048\u7d9a\u3051\u308b\u4e2d\u3001RAG\u3092\u642d\u8f09\u3057\u305fLLM\u306f\u4e00\u6b69\u5148\u3092\u884c\u304f\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002RAG\u306f\u3001\u4f01\u696d\u304c\u30c7\u30fc\u30bf\u3092\u3088\u308a\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u3001\u3088\u308a\u30b9\u30de\u30fc\u30c8\u306a\u610f\u601d\u6c7a\u5b9a\u3001\u9769\u65b0\u7684\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3001\u3088\u308a\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u9867\u5ba2\u4f53\u9a13\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002RAG\u3092\u4f01\u696d\u306eAI\u6226\u7565\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u306f\u3001\u5358\u306b\u6280\u8853\u306e\u9032\u6b69\u306b\u8ffd\u3044\u3064\u304f\u3068\u3044\u3046\u3053\u3068\u3067\u306f\u306a\u304f\u3001\u307e\u3059\u307e\u3059\u30c7\u30fc\u30bf\u4e3b\u5c0e\u578b\u306b\u306a\u308b\u4e16\u754c\u3067\u4f01\u696d\u304c\u3069\u306e\u3088\u3046\u306b\u4e8b\u696d\u3092\u904b\u55b6\u3057\u3001\u7af6\u4e89\u3057\u3066\u3044\u304f\u304b\u3092\u518d\u5b9a\u7fa9\u3059\u308b\u3053\u3068\u306a\u306e\u3067\u3059\u3002<\/p>\n\n\n<p style=\"text-align: start\">\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306e\u5c55\u671b\u306b\u304a\u3051\u308bRAG\u306e\u65c5\u306f\u59cb\u307e\u3063\u305f\u3070\u304b\u308a\u3067\u3042\u308b\u3002\u4e8b\u696d\u904b\u55b6\u3068\u6226\u7565\u3092\u5909\u9769\u3059\u308b\u305d\u306e\u53ef\u80fd\u6027\u306f\u8a08\u308a\u77e5\u308c\u305a\u3001\u3053\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u8a8d\u8b58\u3057\u6295\u8cc7\u3059\u308b\u4f01\u696d\u306f\u3001\u9032\u5316\u3059\u308b\u30c7\u30b8\u30bf\u30eb\u6642\u4ee3\u306b\u304a\u3044\u3066\u6210\u529f\u3059\u308b\u614b\u52e2\u3092\u6574\u3048\u3066\u3044\u308b\u3002RAG\u304c\u9032\u5316\u3092\u7d9a\u3051\u308b\u306b\u3064\u308c\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306e\u672a\u6765\u3092\u5f62\u4f5c\u308b\u4e0a\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u3053\u3068\u306f\u9593\u9055\u3044\u306a\u304f\u3001\u696d\u754c\u5168\u4f53\u306e\u9769\u65b0\u3068\u52b9\u7387\u5316\u3092\u4fc3\u9032\u3059\u308b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"FAQ_Retrieval-Augmented_Generation_RAG_in_Enterprise_AI\"><\/span><strong>\u3088\u304f\u3042\u308b\u8cea\u554f\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u304a\u3051\u308b\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3\uff08RAG\uff09<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_What_is_Retrieval-Augmented_Generation_RAG_in_the_context_of_enterprise_AI\"><\/span><strong>1.\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u304a\u3051\u308bRAG\uff08Retrieval-Augmented Generation\uff09\u3068\u306f\uff1f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: start\">\u691c\u7d22\u88dc\u5f37\u578b\u751f\u6210\uff08RAG\uff09\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u691c\u7d22\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u5f37\u5316\u3059\u308b\u6280\u8853\u3067\u3042\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001LLM\u306f\u3088\u308a\u6b63\u78ba\u3067\u95a2\u9023\u6027\u306e\u9ad8\u3044\u5fdc\u7b54\u3092\u63d0\u4f9b\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u7cbe\u5ea6\u91cd\u8996\u306e\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u4e0d\u53ef\u6b20\u3068\u306a\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_How_does_RAG_impact_information_retrieval_and_customer_service_in_businesses\"><\/span><strong>2.RAG\u306f\u4f01\u696d\u306b\u304a\u3051\u308b\u60c5\u5831\u691c\u7d22\u3084\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u306b\u3069\u306e\u3088\u3046\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u306e\u304b\uff1f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: start\">RAG\u306f\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u6a5f\u80fd\u306b\u3088\u308a\u60c5\u5831\u691c\u7d22\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u3001\u6b63\u78ba\u3067\u95a2\u9023\u6027\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u62bd\u51fa\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u306b\u304a\u3044\u3066\u306f\u3001\u6700\u65b0\u306e\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u3067\u3001AI\u30b7\u30b9\u30c6\u30e0\u304c\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u5fdc\u7b54\u3092\u63d0\u4f9b\u3057\u3001\u9867\u5ba2\u3068\u306e\u5bfe\u8a71\u3092\u5927\u5e45\u306b\u6539\u5584\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_What_are_the_key_ethical_and_privacy_concerns_with_RAG_in_enterprises\"><\/span><strong>3.\u4f01\u696d\u306b\u304a\u3051\u308bRAG\u306e\u502b\u7406\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306b\u95a2\u3059\u308b\u4e3b\u306a\u61f8\u5ff5\u4e8b\u9805\u3068\u306f\uff1f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: start\">\u502b\u7406\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306b\u95a2\u3059\u308b\u61f8\u5ff5\u306e\u4e2d\u5fc3\u306f\u3001\u30c7\u30fc\u30bf\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u6cd5\u306e\u9075\u5b88\u3001AI\u306b\u3088\u308b\u610f\u601d\u6c7a\u5b9a\u306e\u900f\u660e\u6027\u306e\u7dad\u6301\u3001\u30c7\u30fc\u30bf\u5229\u7528\u306b\u95a2\u3059\u308b\u9867\u5ba2\u306e\u540c\u610f\u306e\u78ba\u4fdd\u3067\u3042\u308b\u3002AI\u306e\u52b9\u7387\u6027\u3068\u502b\u7406\u7684\u8cac\u4efb\u304a\u3088\u3073\u6cd5\u4ee4\u9075\u5b88\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308b\u3053\u3068\u304c\u6975\u3081\u3066\u91cd\u8981\u3067\u3042\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_What_does_the_future_hold_for_RAG_in_enterprise_AI_applications\"><\/span><strong>4.\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308bRAG\u306e\u672a\u6765\u306f\uff1f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: start\">RAG\u306e\u4eca\u5f8c\u306e\u9032\u5316\u306b\u3088\u308a\u3001\u8907\u96d1\u306a\u30af\u30a8\u30ea\u306b\u5bfe\u3059\u308b\u7cbe\u5ea6\u3068\u51e6\u7406\u80fd\u529b\u306e\u5411\u4e0a\u304c\u671f\u5f85\u3055\u308c\u308b\u3002\u3053\u308c\u306f\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u304a\u3051\u308b\u3088\u308a\u9ad8\u5ea6\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3064\u306a\u304c\u308a\u3001\u4f01\u696d\u304c\u6226\u7565\u7684\u610f\u601d\u6c7a\u5b9a\u306e\u305f\u3081\u306b\u30c7\u30fc\u30bf\u3092\u3088\u308a\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>In the realm of artificial intelligence, particularly within the scope of enterprise applications, the integration of advanced techniques like Retrieval-Augmented Generation (RAG) is ushering in a new era of efficiency and precision. As part of our ongoing series on connecting enterprise data to Large Language Models (LLMs), understanding the role and functionality of RAG becomes pivotal. RAG stands at the intersection of innovative AI technologies and practical business applications. It represents a significant evolution in how AI systems, especially LLMs, process, retrieve, and utilize information. In the context of enterprises that deal with vast amounts of data, RAG offers a transformative approach to handling knowledge-intensive tasks, ensuring the delivery of [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":11135,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-custom-post-template.php","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[125,100,67,119],"tags":[],"class_list":["post-7702","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-ai-blog","category-generative-ai","category-ml-nlp","category-prompt-engineering"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Retrieval-Augmented Generation (RAG) in Enterprise AI - Skim AI<\/title>\n<meta name=\"description\" content=\"Explore the transformative impact of Retrieval-Augmented Generation (RAG) in enterprise AI applications with Skim AI&#039;s insightful blog, highlighting RAG&#039;s role in enhancing data management and decision-making\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/skimai.com\/ja\/\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baai\u306b\u304a\u3051\u308b\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3\u30e9\u30b0\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Retrieval-Augmented Generation (RAG) in Enterprise AI - Skim AI\" \/>\n<meta property=\"og:description\" content=\"Explore the transformative impact of Retrieval-Augmented Generation (RAG) in enterprise AI applications with Skim AI&#039;s insightful blog, highlighting RAG&#039;s role in enhancing data management and decision-making\" \/>\n<meta property=\"og:url\" content=\"https:\/\/skimai.com\/ja\/\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baai\u306b\u304a\u3051\u308b\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3\u30e9\u30b0\/\" \/>\n<meta property=\"og:site_name\" content=\"Skim AI\" \/>\n<meta property=\"article:published_time\" content=\"2024-06-09T19:25:20+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-06-09T19:28:23+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/skimai.com\/wp-content\/uploads\/2024\/01\/Retrieval-Augmented-Generation-in-Enterprise-AI-Better-Agent-Performance-2.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1336\" \/>\n\t<meta property=\"og:image:height\" content=\"698\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Greggory Elias\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"Greggory Elias\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"12\u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/skimai.com\/fr\/recuperation-generation-augmentee-rag-dans-lintelligence-artificielle-de-lentreprise\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/skimai.com\/fr\/recuperation-generation-augmentee-rag-dans-lintelligence-artificielle-de-lentreprise\/\"},\"author\":{\"name\":\"Greggory Elias\",\"@id\":\"https:\/\/skimai.com\/uk\/#\/schema\/person\/7a883b4a2d2ea22040f42a7975eb86c6\"},\"headline\":\"Retrieval-Augmented Generation (RAG) in Enterprise AI\",\"datePublished\":\"2024-06-09T19:25:20+00:00\",\"dateModified\":\"2024-06-09T19:28:23+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/skimai.com\/fr\/recuperation-generation-augmentee-rag-dans-lintelligence-artificielle-de-lentreprise\/\"},\"wordCount\":2346,\"publisher\":{\"@id\":\"https:\/\/skimai.com\/uk\/#organization\"},\"image\":{\"@id\":\"https:\/\/skimai.com\/fr\/recuperation-generation-augmentee-rag-dans-lintelligence-artificielle-de-lentreprise\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/skimai.com\/wp-content\/uploads\/2024\/01\/Retrieval-Augmented-Generation-in-Enterprise-AI-Better-Agent-Performance-2.jpg\",\"articleSection\":[\"Enterprise AI\",\"Generative AI\",\"LLMs \/ NLP\",\"Prompt Engineering\"],\"inLanguage\":\"ja\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/skimai.com\/fr\/recuperation-generation-augmentee-rag-dans-lintelligence-artificielle-de-lentreprise\/\",\"url\":\"https:\/\/skimai.com\/fr\/recuperation-generation-augmentee-rag-dans-lintelligence-artificielle-de-lentreprise\/\",\"name\":\"Retrieval-Augmented Generation (RAG) in Enterprise AI - 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