{"id":6139,"date":"2025-11-26T15:10:58","date_gmt":"2025-11-26T06:10:58","guid":{"rendered":"https:\/\/fungry.co.jp\/cnaps\/?p=6139"},"modified":"2026-01-30T14:56:10","modified_gmt":"2026-01-30T05:56:10","slug":"what-is-rag","status":"publish","type":"post","link":"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/","title":{"rendered":"RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306f\uff1fAI\u306e\u56de\u7b54\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u4ed5\u7d44\u307f\u3068LLM\u3068\u306e\u95a2\u4fc2\u3092\u89e3\u8aac"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"860\" height=\"530\" src=\"https:\/\/fungry.co.jp\/newcnaps\/wp-content\/uploads\/2025\/11\/251125_thumbnail-\u2013-1.jpg\" alt=\"\" class=\"wp-image-6140\" srcset=\"https:\/\/fungry.co.jp\/newcnaps\/wp-content\/uploads\/2025\/11\/251125_thumbnail-\u2013-1.jpg 860w, 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class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#RAG%EF%BC%88%E6%A4%9C%E7%B4%A2%E6%8B%A1%E5%BC%B5%E7%94%9F%E6%88%90%EF%BC%89%E3%81%A8%E3%83%95%E3%82%A1%E3%82%A4%E3%83%B3%E3%83%81%E3%83%A5%E3%83%BC%E3%83%8B%E3%83%B3%E3%82%B0%E3%81%AE%E9%81%95%E3%81%84\" >RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u9055\u3044<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#RAG%EF%BC%88%E6%A4%9C%E7%B4%A2%E6%8B%A1%E5%BC%B5%E7%94%9F%E6%88%90%EF%BC%89%E3%81%AE%E5%BF%85%E8%A6%81%E6%80%A7%EF%BD%9C%E3%81%AA%E3%81%9C%E5%BE%93%E6%9D%A5%E3%81%AELLM%E3%81%A0%E3%81%91%E3%81%A7%E3%81%AF%E4%B8%8D%E5%8D%81%E5%88%86%E3%81%AA%E3%81%AE%E3%81%8B\" 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>\u793e\u5185\u30c7\u30fc\u30bf\u3084\u5c02\u9580\u60c5\u5831\u3092\u77e5\u3089\u306a\u3044<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#%E3%83%8F%E3%83%AB%E3%82%B7%E3%83%8D%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%B3%E3%81%AE%E3%83%AA%E3%82%B9%E3%82%AF%E3%81%8C%E3%81%82%E3%82%8B\" >\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u30ea\u30b9\u30af\u304c\u3042\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#%E5%9B%9E%E7%AD%94%E3%81%AE%E3%80%8C%E6%A0%B9%E6%8B%A0%E3%80%8D%E3%81%8C%E4%B8%8D%E6%98%8E%E7%9E%AD%E3%81%A7%E3%81%82%E3%82%8B\" >\u56de\u7b54\u306e\u300c\u6839\u62e0\u300d\u304c\u4e0d\u660e\u77ad\u3067\u3042\u308b<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#RAG%EF%BC%88%E6%A4%9C%E7%B4%A2%E6%8B%A1%E5%BC%B5%E7%94%9F%E6%88%90%EF%BC%89%E5%B0%8E%E5%85%A5%E3%81%AB%E3%82%88%E3%82%8B5%E3%81%A4%E3%81%AE%E3%83%A1%E3%83%AA%E3%83%83%E3%83%88\" >RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u5c0e\u5165\u306b\u3088\u308b5\u3064\u306e\u30e1\u30ea\u30c3\u30c8<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#1_%E6%9C%80%E6%96%B0%E3%83%BB%E6%AD%A3%E7%A2%BA%E3%81%AA%E6%83%85%E5%A0%B1%E3%82%92%E5%8D%B3%E6%99%82%E6%8F%90%E4%BE%9B%E3%81%97%E3%81%A6%E3%81%8F%E3%82%8C%E3%82%8B\" >1. \u6700\u65b0\u30fb\u6b63\u78ba\u306a\u60c5\u5831\u3092\u5373\u6642\u63d0\u4f9b\u3057\u3066\u304f\u308c\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#2_%E7%A4%BE%E5%86%85%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AA%E3%81%A9%E3%81%AE%E7%8B%AC%E8%87%AA%E6%83%85%E5%A0%B1%E3%81%AB%E5%AF%BE%E5%BF%9C%E3%81%A7%E3%81%8D%E3%82%8B\" >2. \u793e\u5185\u30c7\u30fc\u30bf\u306a\u3069\u306e\u72ec\u81ea\u60c5\u5831\u306b\u5bfe\u5fdc\u3067\u304d\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#3_%E3%83%8F%E3%83%AB%E3%82%B7%E3%83%8D%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%B3%E3%82%92%E6%8A%91%E5%88%B6%E3%81%97%E4%BF%A1%E9%A0%BC%E6%80%A7%E3%82%92%E5%90%91%E4%B8%8A%E3%81%A7%E3%81%8D%E3%82%8B\" >3. \u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u6291\u5236\u3057\u4fe1\u983c\u6027\u3092\u5411\u4e0a\u3067\u304d\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#4_%E5%9B%9E%E7%AD%94%E3%81%AE%E6%A0%B9%E6%8B%A0%EF%BC%88%E5%87%BA%E5%85%B8%EF%BC%89%E3%82%92%E6%98%8E%E7%A4%BA%E3%81%99%E3%82%8B\" >4. \u56de\u7b54\u306e\u6839\u62e0\uff08\u51fa\u5178\uff09\u3092\u660e\u793a\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#5_%E5%86%8D%E6%95%99%E8%82%B2%E3%81%AE%E3%82%B3%E3%82%B9%E3%83%88%E3%81%A8%E6%89%8B%E9%96%93%E3%82%92%E8%BB%BD%E6%B8%9B%E3%81%A7%E3%81%8D%E3%82%8B\" >5. \u518d\u6559\u80b2\u306e\u30b3\u30b9\u30c8\u3068\u624b\u9593\u3092\u8efd\u6e1b\u3067\u304d\u308b<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#RAG%EF%BC%88%E6%A4%9C%E7%B4%A2%E6%8B%A1%E5%BC%B5%E7%94%9F%E6%88%90%EF%BC%89%E3%83%97%E3%83%AD%E3%82%BB%E3%82%B9%E3%81%AE%E6%B5%81%E3%82%8C\" >RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u30d7\u30ed\u30bb\u30b9\u306e\u6d41\u308c<\/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:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#STEP1_%E3%80%90%E3%83%A6%E3%83%BC%E3%82%B6%E3%83%BC%E3%80%91%E8%B3%AA%E5%95%8F%EF%BC%88%E3%83%97%E3%83%AD%E3%83%B3%E3%83%97%E3%83%88%EF%BC%89%E3%81%AE%E5%85%A5%E5%8A%9B\" >STEP1. \u3010\u30e6\u30fc\u30b6\u30fc\u3011\u8cea\u554f\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\uff09\u306e\u5165\u529b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#STEP2_%E3%80%90RAG%EF%BC%9A%E6%A4%9C%E7%B4%A2%E3%80%91%E9%96%A2%E9%80%A3%E6%83%85%E5%A0%B1%E3%81%AE%E6%A4%9C%E7%B4%A2%E3%81%A8%E5%8F%96%E5%BE%97\" >STEP2. \u3010RAG\uff1a\u691c\u7d22\u3011\u95a2\u9023\u60c5\u5831\u306e\u691c\u7d22\u3068\u53d6\u5f97<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#STEP3_%E3%80%90RAG%EF%BC%9A%E6%8B%A1%E5%BC%B5%E3%80%91%E3%83%97%E3%83%AD%E3%83%B3%E3%83%97%E3%83%88%E3%81%AE%E6%8B%A1%E5%BC%B5\" >STEP3. \u3010RAG\uff1a\u62e1\u5f35\u3011\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u62e1\u5f35<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#STEP4_%E3%80%90LLM%EF%BC%9A%E7%94%9F%E6%88%90%E3%80%91%E5%9B%9E%E7%AD%94%E3%81%AE%E7%94%9F%E6%88%90\" >STEP4. \u3010LLM\uff1a\u751f\u6210\u3011\u56de\u7b54\u306e\u751f\u6210<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#STEP5_%E3%80%90%E3%82%A2%E3%83%97%E3%83%AA%E3%82%B1%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%B3%E3%80%91%E3%83%A6%E3%83%BC%E3%82%B6%E3%83%BC%E3%81%B8%E3%81%AE%E5%9B%9E%E7%AD%94%E6%8F%90%E7%A4%BA\" >STEP5. \u3010\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3011\u30e6\u30fc\u30b6\u30fc\u3078\u306e\u56de\u7b54\u63d0\u793a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#RAG%EF%BC%88%E6%A4%9C%E7%B4%A2%E6%8B%A1%E5%BC%B5%E7%94%9F%E6%88%90%EF%BC%89%E3%81%AE%E6%A7%8B%E7%AF%89%E3%83%95%E3%83%AD%E3%83%BC\" >RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u306e\u69cb\u7bc9\u30d5\u30ed\u30fc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#STEP1_%E3%83%87%E3%83%BC%E3%82%BF%E3%82%BD%E3%83%BC%E3%82%B9%E3%82%92%E6%BA%96%E5%82%99%E3%81%99%E3%82%8B\" >STEP1. \u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u6e96\u5099\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#STEP2_%E3%83%87%E3%83%BC%E3%82%BF%E3%82%92ETL%E5%87%A6%E7%90%86%E3%81%99%E3%82%8B\" >STEP2. \u30c7\u30fc\u30bf\u3092ETL\u51e6\u7406\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#STEP3_%E3%83%87%E3%83%BC%E3%82%BF%E3%82%92%E3%83%99%E3%82%AF%E3%83%88%E3%83%AB%E5%8C%96%E3%81%97DB%E3%81%B8%E6%A0%BC%E7%B4%8D%E3%81%99%E3%82%8B\" >STEP3. \u30c7\u30fc\u30bf\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3057DB\u3078\u683c\u7d0d\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#STEP4_LLM%E3%82%92%E9%81%B8%E5%AE%9A%E3%81%99%E3%82%8B\" >STEP4. LLM\u3092\u9078\u5b9a\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#STEP5_%E6%A4%9C%E7%B4%A2%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%B3%E3%82%92%E8%A8%AD%E8%A8%88%E3%83%BB%E9%96%8B%E7%99%BA%E3%81%99%E3%82%8B\" >STEP5. \u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3092\u8a2d\u8a08\u30fb\u958b\u767a\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#STEP6_%E3%82%B7%E3%82%B9%E3%83%86%E3%83%A0%E3%82%92%E3%83%81%E3%83%A5%E3%83%BC%E3%83%8B%E3%83%B3%E3%82%B0%E3%81%99%E3%82%8B\" >STEP6. \u30b7\u30b9\u30c6\u30e0\u3092\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308b<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#RAG%E6%A7%8B%E7%AF%89%E3%83%BB%E6%B4%BB%E7%94%A8%E3%81%AB%E5%BD%B9%E7%AB%8B%E3%81%A4%E4%BB%A3%E8%A1%A8%E7%9A%84%E3%81%AA%E3%83%84%E3%83%BC%E3%83%AB%E3%83%BB%E3%82%B5%E3%83%BC%E3%83%93%E3%82%B9\" >RAG\u69cb\u7bc9\u30fb\u6d3b\u7528\u306b\u5f79\u7acb\u3064\u4ee3\u8868\u7684\u306a\u30c4\u30fc\u30eb\u30fb\u30b5\u30fc\u30d3\u30b9<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#%E9%96%8B%E7%99%BA%E3%83%95%E3%83%AC%E3%83%BC%E3%83%A0%E3%83%AF%E3%83%BC%E3%82%AF%EF%BC%88%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E5%90%91%E3%81%91%EF%BC%89\" >\u958b\u767a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\uff08\u30a8\u30f3\u30b8\u30cb\u30a2\u5411\u3051\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#%E3%83%99%E3%82%AF%E3%83%88%E3%83%AB%E3%83%87%E3%83%BC%E3%82%BF%E3%83%99%E3%83%BC%E3%82%B9\" >\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#%E3%82%AF%E3%83%A9%E3%82%A6%E3%83%89%E3%83%97%E3%83%A9%E3%83%83%E3%83%88%E3%83%95%E3%82%A9%E3%83%BC%E3%83%A0%EF%BC%88%E4%BC%81%E6%A5%AD%E5%90%91%E3%81%91%EF%BC%89\" >\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\uff08\u4f01\u696d\u5411\u3051\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#%E3%83%8E%E3%83%BC%E3%82%B3%E3%83%BC%E3%83%89%E3%83%BB%E3%83%AD%E3%83%BC%E3%82%B3%E3%83%BC%E3%83%89%E3%83%84%E3%83%BC%E3%83%AB%EF%BC%88%E9%9D%9E%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E5%90%91%E3%81%91%EF%BC%89\" >\u30ce\u30fc\u30b3\u30fc\u30c9\u30fb\u30ed\u30fc\u30b3\u30fc\u30c9\u30c4\u30fc\u30eb\uff08\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u5411\u3051\uff09<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-33\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#RAG%EF%BC%88%E6%A4%9C%E7%B4%A2%E6%8B%A1%E5%BC%B5%E7%94%9F%E6%88%90%EF%BC%89%E5%B0%8E%E5%85%A5%E3%83%BB%E6%B4%BB%E7%94%A8%E6%99%82%E3%81%AE%E6%B3%A8%E6%84%8F%E7%82%B9\" >RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u5c0e\u5165\u30fb\u6d3b\u7528\u6642\u306e\u6ce8\u610f\u70b9<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-34\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#%E5%9B%9E%E7%AD%94%E5%93%81%E8%B3%AA%E3%81%AF%E6%A4%9C%E7%B4%A2%E5%AF%BE%E8%B1%A1%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E8%B3%AA%E3%83%BB%E9%AE%AE%E5%BA%A6%E3%81%8C%E5%B7%A6%E5%8F%B3%E3%81%99%E3%82%8B\" >\u56de\u7b54\u54c1\u8cea\u306f\u691c\u7d22\u5bfe\u8c61\u30c7\u30fc\u30bf\u306e\u8cea\u30fb\u9bae\u5ea6\u304c\u5de6\u53f3\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-35\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E3%83%81%E3%83%A3%E3%83%B3%E3%82%AD%E3%83%B3%E3%82%B0%E3%81%A8%E6%A4%9C%E7%B4%A2%E6%89%8B%E6%B3%95%E3%82%92%E8%A6%8B%E5%AE%9A%E3%82%81%E3%82%8B\" >\u30c7\u30fc\u30bf\u306e\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u3068\u691c\u7d22\u624b\u6cd5\u3092\u898b\u5b9a\u3081\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-36\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#%E3%82%B3%E3%82%B9%E3%83%88%E3%83%BB%E6%89%8B%E9%96%93%E3%81%8C%E3%81%8B%E3%81%8B%E3%82%8B\" >\u30b3\u30b9\u30c8\u30fb\u624b\u9593\u304c\u304b\u304b\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-37\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#%E3%82%BB%E3%82%AD%E3%83%A5%E3%83%AA%E3%83%86%E3%82%A3%E3%81%A8%E3%83%97%E3%83%A9%E3%82%A4%E3%83%90%E3%82%B7%E3%83%BC%E3%82%92%E8%80%83%E6%85%AE%E3%81%99%E3%82%8B%E5%BF%85%E8%A6%81%E3%81%8C%E3%81%82%E3%82%8B\" >\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-38\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#RAG%E3%82%92%E3%82%B3%E3%83%B3%E3%83%86%E3%83%B3%E3%83%84%E5%88%B6%E4%BD%9C%E3%81%AB%E6%B4%BB%E7%94%A8%E3%81%99%E3%82%8B%E3%83%9D%E3%82%A4%E3%83%B3%E3%83%88\" >RAG\u3092\u30b3\u30f3\u30c6\u30f3\u30c4\u5236\u4f5c\u306b\u6d3b\u7528\u3059\u308b\u30dd\u30a4\u30f3\u30c8<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-39\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#%E7%8B%AC%E8%87%AA%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AB%E5%9F%BA%E3%81%A5%E3%81%8F%E5%B0%82%E9%96%80%E6%80%A7%E3%83%BB%E7%B5%8C%E9%A8%93%E3%83%BB%E4%BF%A1%E9%A0%BC%E6%80%A7%E3%83%BB%E6%A8%A9%E5%A8%81%E6%80%A7%E3%82%92%E6%8B%85%E4%BF%9D%E3%81%99%E3%82%8B\" >\u72ec\u81ea\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u5c02\u9580\u6027\u30fb\u7d4c\u9a13\u30fb\u4fe1\u983c\u6027\u30fb\u6a29\u5a01\u6027\u3092\u62c5\u4fdd\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-40\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#%E6%9C%80%E6%96%B0%E3%81%AE%E6%A5%AD%E7%95%8C%E3%83%88%E3%83%AC%E3%83%B3%E3%83%89%E3%82%84%E7%AB%B6%E5%90%88%E6%83%85%E5%A0%B1%E3%82%92%E3%82%AD%E3%83%A3%E3%83%83%E3%83%81%E3%82%A2%E3%83%83%E3%83%97%E3%81%99%E3%82%8B\" >\u6700\u65b0\u306e\u696d\u754c\u30c8\u30ec\u30f3\u30c9\u3084\u7af6\u5408\u60c5\u5831\u3092\u30ad\u30e3\u30c3\u30c1\u30a2\u30c3\u30d7\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-41\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#%E3%83%AD%E3%83%B3%E3%82%B0%E3%83%86%E3%83%BC%E3%83%AB%E3%82%AD%E3%83%BC%E3%83%AF%E3%83%BC%E3%83%89%E3%81%B8%E7%B6%B2%E7%BE%85%E7%9A%84%E3%81%AB%E5%AF%BE%E5%BF%9C%E3%81%99%E3%82%8B\" >\u30ed\u30f3\u30b0\u30c6\u30fc\u30eb\u30ad\u30fc\u30ef\u30fc\u30c9\u3078\u7db2\u7f85\u7684\u306b\u5bfe\u5fdc\u3059\u308b<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-42\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#RAG%EF%BC%88%E6%A4%9C%E7%B4%A2%E6%8B%A1%E5%BC%B5%E7%94%9F%E6%88%90%EF%BC%89%E3%81%AB%E9%96%A2%E3%81%99%E3%82%8B%E3%82%88%E3%81%8F%E3%81%82%E3%82%8B%E8%B3%AA%E5%95%8F\" >RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u8cea\u554f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-43\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#RAG%EF%BC%88%E6%A4%9C%E7%B4%A2%E6%8B%A1%E5%BC%B5%E7%94%9F%E6%88%90%EF%BC%89%E3%82%92%E5%B0%8E%E5%85%A5%E3%81%99%E3%82%8C%E3%81%B0%E3%80%81LLM%E3%81%AE%E3%83%8F%E3%83%AB%E3%82%B7%E3%83%8D%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%B3%E3%81%AF%E5%AE%8C%E5%85%A8%E3%81%AB%E3%81%AA%E3%81%8F%E3%81%AA%E3%82%8B%EF%BC%9F\" >RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3092\u5c0e\u5165\u3059\u308c\u3070\u3001LLM\u306e\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306f\u5b8c\u5168\u306b\u306a\u304f\u306a\u308b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-44\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#RAG%E3%81%AF%E3%81%A9%E3%81%AE%E3%82%88%E3%81%86%E3%81%AAAI%E3%82%B5%E3%83%BC%E3%83%93%E3%82%B9%E3%81%A7%E4%BD%BF%E3%82%8F%E3%82%8C%E3%81%A6%E3%81%84%E3%82%8B%EF%BC%9F\" >RAG\u306f\u3069\u306e\u3088\u3046\u306aAI\u30b5\u30fc\u30d3\u30b9\u3067\u4f7f\u308f\u308c\u3066\u3044\u308b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-45\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#RAG%E3%82%92%E5%B0%8E%E5%85%A5%E3%81%99%E3%82%8B%E3%81%AE%E3%81%AB%E5%B0%82%E9%96%80%E7%9F%A5%E8%AD%98%E3%81%AF%E5%BF%85%E8%A6%81%EF%BC%9F\" >RAG\u3092\u5c0e\u5165\u3059\u308b\u306e\u306b\u5c02\u9580\u77e5\u8b58\u306f\u5fc5\u8981\uff1f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-46\" href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/what-is-rag\/#%E3%81%BE%E3%81%A8%E3%82%81\" >\u307e\u3068\u3081<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\" id=\"i-1\"><span class=\"ez-toc-section\" id=\"RAG%EF%BC%88%E6%A4%9C%E7%B4%A2%E6%8B%A1%E5%BC%B5%E7%94%9F%E6%88%90%EF%BC%89%E3%81%A8%E3%81%AF%EF%BC%9FLLM%E3%81%AE%E3%80%8C%E7%9F%A5%E3%81%A3%E3%81%9F%E3%81%8B%E3%81%B6%E3%82%8A%E3%80%8D%E3%82%92%E9%98%B2%E3%81%90%E6%8A%80%E8%A1%93\"><\/span>RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306f\uff1fLLM\u306e\u300c\u77e5\u3063\u305f\u304b\u3076\u308a\u300d\u3092\u9632\u3050\u6280\u8853<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong>RAG\uff08Retrieval-Augmented Generation\uff09\u3068\u306f\u3001AI\u304c\u5916\u90e8\u306e\u4fe1\u983c\u3067\u304d\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u6700\u65b0\u304b\u3064\u6b63\u78ba\u306a\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u4ea4\u3048\u306a\u304c\u3089\u751f\u6210\u3059\u308b\u6280\u8853\u306e\u3053\u3068\u3067\u3059\u3002<\/strong>\u65e5\u672c\u8a9e\u3067\u306f\u300c\u691c\u7d22\u62e1\u5f35\u751f\u6210\u300d\u3068\u8a00\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>RAG\u306f\u3001LLM\uff08Large Language Models\uff1a\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u6700\u5927\u306e\u5f31\u70b9\u3067\u3042\u308b\u300c\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff08\u5e73\u6c17\u3067\u5618\u3092\u3064\u3044\u305f\u308a\u3001\u77e5\u3063\u305f\u304b\u3076\u308a\u3092\u3057\u305f\u308a\u3059\u308b\u73fe\u8c61\uff09\u300d\u3092\u6291\u5236\u3059\u308b\u305f\u3081\u306b\u958b\u767a\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>LLM\u306b\u300c\u30ab\u30f3\u30cb\u30f3\u30b0\u30da\u30fc\u30d1\u30fc\uff1d\u4fe1\u983c\u3067\u304d\u308b\u60c5\u5831\u6e90\u300d\u3092\u6e21\u3057\u306a\u304c\u3089\u56de\u7b54\u3092\u5f97\u308b\u4ed5\u7d44\u307f\u3001\u3068\u8a00\u3048\u3070\u5206\u304b\u308a\u3084\u3059\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u3000<\/p>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-8cf370e7 wp-block-group-is-layout-flex\">\n<p>\u25bcLLM\u3084LLMO\u306b\u3064\u3044\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3082\u3042\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/llmo\/\" target=\"_blank\" rel=\"noreferrer noopener\">LLMO\uff08AIO\uff09\u3068\u306f\uff1fSEO\u3068\u306e\u9055\u3044\u3068AI\u6642\u4ee3\u306b\u5fc5\u9808\u306e\u5bfe\u7b56\u6cd5\u3092\u89e3\u8aac<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/technical-llm-optimization-and-llmo\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u300cLLM\u6700\u9069\u5316\u300d\u3068\u306f\uff1f\u30b3\u30b9\u30c8\u30fb\u7cbe\u5ea6\u6539\u5584\u306e\u6280\u8853\u304b\u3089LLMO\u3068\u306e\u95a2\u4fc2\u307e\u3067\u5fb9\u5e95\u89e3\u8aac<\/a><\/p>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"RAG%EF%BC%88%E6%A4%9C%E7%B4%A2%E6%8B%A1%E5%BC%B5%E7%94%9F%E6%88%90%EF%BC%89%E3%81%A8LLM%EF%BC%88%E5%A4%A7%E8%A6%8F%E6%A8%A1%E8%A8%80%E8%AA%9E%E3%83%A2%E3%83%87%E3%83%AB%EF%BC%89%E3%81%AE%E9%96%A2%E4%BF%82\"><\/span>RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306e\u95a2\u4fc2<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>RAG\u306f\u3001LLM\u3068\u5bfe\u7acb\u95a2\u4fc2\u306b\u3042\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3080\u3057\u308d\u3001LLM\u306e\u80fd\u529b\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3059\u305f\u3081\u306e\u652f\u63f4\u95a2\u4fc2\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>RAG\u3068LLM\u3068\u306e\u95a2\u4fc2\u3092\u55a9\u3048\u308b\u306a\u3089\u3070\u3001LLM\u306f\u81a8\u5927\u306a\u77e5\u8b58\u3092\u5b66\u7fd2\u3057\u305f\u300c\u8ce2\u3044\u8133\u300d\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u77e5\u8b58\u306f\u5b66\u7fd2\u304c\u5b8c\u4e86\u3057\u305f\u6642\u70b9\u306e\u60c5\u5831\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u300c\u8133\u300d\u306b\u5bfe\u3057\u3066\u3001RAG\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u5fc5\u8981\u306a\u60c5\u5831\u3068\u3057\u3066\u6700\u65b0\u30cb\u30e5\u30fc\u30b9\u3084\u793e\u5185\u30c7\u30fc\u30bf\u306a\u3069\u3092\u691c\u7d22\u3057\u3066\u63d0\u4f9b\u3059\u308b\u300c\u5916\u90e8\u30e1\u30e2\u30ea\u300d\u304a\u3088\u3073\u300c\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u300d\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3064\u307e\u308a<strong>RAG\u304c\u300c\u691c\u7d22\uff08\u4e8b\u5b9f\u78ba\u8a8d\uff09\u300d\u3092\u3001LLM\u304c\u305d\u306e\u691c\u7d22\u7d50\u679c\uff08\u30c7\u30fc\u30bf\uff09\u3068\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8cea\u554f\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u300c\u81ea\u7136\u306a\u6587\u7ae0\u3068\u306a\u308b\u56de\u7b54\u3092\u751f\u6210\u300d\u3092\u62c5\u3044\u307e\u3059<\/strong>\u3002\u305d\u308c\u305e\u308c\u304c\u5f79\u5272\u3092\u5206\u62c5\u3057\u3064\u3064\u3001\u652f\u3048\u5408\u3046\u95a2\u4fc2\u6027\u306a\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"RAG%EF%BC%88%E6%A4%9C%E7%B4%A2%E6%8B%A1%E5%BC%B5%E7%94%9F%E6%88%90%EF%BC%89%E3%81%A8%E3%83%95%E3%82%A1%E3%82%A4%E3%83%B3%E3%83%81%E3%83%A5%E3%83%BC%E3%83%8B%E3%83%B3%E3%82%B0%E3%81%AE%E9%81%95%E3%81%84\"><\/span>RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u9055\u3044<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>AI\u304b\u3089\u6700\u65b0\u304b\u3064\u6b63\u78ba\u306a\u60c5\u5831\u3092\u4ea4\u3048\u305f\u56de\u7b54\u3092\u5f97\u308b\u305f\u3081\u306e\u6280\u8853\u306b\u306f\u3001RAG\u3060\u3051\u3067\u306a\u304f\u3001\u300c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u300d\u3068\u547c\u3070\u308c\u308b\u3082\u306e\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e21\u8005\u306e\u9055\u3044\u306f\u3001\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table><thead><tr><th><\/th><th><strong>RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09<\/strong><\/th><th><strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong><\/th><\/tr><\/thead><tbody><tr><td><strong>\u5f79\u5272<\/strong><\/td><td>\u5916\u90e8\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u300c\u77e5\u8b58\u300d\u3092AI\u306b\u4e0e\u3048\u308b\uff08\u30ab\u30f3\u30cb\u30f3\u30b0\u3055\u305b\u308b\uff09<\/td><td>AI\u306e\u300c\u632f\u308b\u821e\u3044\u300d\u3092\u8abf\u6574\u3059\u308b\uff08\u518d\u6559\u80b2\u3059\u308b\uff09<\/td><\/tr><tr><td><strong>\u76ee\u7684<\/strong><\/td><td>\u6700\u65b0\u60c5\u5831\u3084\u72ec\u81ea\u30c7\u30fc\u30bf\u306a\u3069\u3001\u300c\u7279\u5b9a\u306e\u77e5\u8b58\u300d\u3092AI\u306b\u899a\u3048\u3055\u305b\u3066\u3001\u56de\u7b54\u306e\u6b63\u78ba\u6027\u3092\u9ad8\u3081\u308b<\/td><td>AI\u306e\u300c\u53e3\u8abf\u300d\u300c\u6b63\u78ba\u300d\u300c\u5fdc\u7b54\u30b9\u30bf\u30a4\u30eb\u300d\u300c\u7279\u5b9a\u306e\u30bf\u30b9\u30af\uff08\u4f8b\uff1a\u8981\u7d04\uff09\u300d\u3092\u7279\u5b9a\u306e\u30c9\u30e1\u30a4\u30f3\u306b\u5408\u308f\u305b\u3066\u6700\u9069\u5316\uff08\u518d\u6559\u80b2\uff09\u3059\u308b<\/td><\/tr><tr><td><strong>\u7279\u5fb4<\/strong><\/td><td>LLM\u81ea\u4f53\u3092\u518d\u6559\u80b2\u3055\u305b\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5916\u90e8\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff08\u77e5\u8b58\u6e90\uff09\u304b\u3089\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b<\/td><td>\u7279\u5b9a\u306e\u300c\u6559\u5e2b\u30c7\u30fc\u30bf\u300d\u3092\u7528\u3044\u3066\u3001LLM\u81ea\u4f53\u306b\u8ffd\u52a0\u6559\u80b2\u3092\u3059\u308b<\/td><\/tr><tr><td><strong>\u30e1\u30ea\u30c3\u30c8<\/strong><\/td><td>\u30fb\u6bd4\u8f03\u7684\u306b\u65e9\u304f\u5c0e\u5165\u3067\u304d\u308b<br>\u30fb\u77e5\u8b58\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3092\u5bb9\u6613\u306b\u3067\u304d\u308b\uff08\u5916\u90e8\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u306e\u307f\uff09<br>\u30fb\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u8efd\u6e1b\u3067\u304d\u308b<br>\u30fb\u51fa\u5178\u5143\u3092\u8a18\u8f09\u3067\u304d\u308b<\/td><td>\u30fbAI\u306e\u632f\u308b\u821e\u3044\u3084\u6587\u4f53\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3067\u304d\u308b<\/td><\/tr><tr><td><strong>\u30c7\u30e1\u30ea\u30c3\u30c8<\/strong><\/td><td>\u30fb\u691c\u7d22\u7cbe\u5ea6\u306b\u3088\u3063\u3066\u56de\u7b54\u306e\u8cea\u304c\u5de6\u53f3\u3055\u308c\u308b<\/td><td>\u30fb\u9ad8\u54c1\u8cea\u306a\u300c\u6559\u5e2b\u30c7\u30fc\u30bf\u300d\u3092\u7528\u610f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u4e0a\u3001\u6e96\u5099\u30b3\u30b9\u30c8\u3082\u9ad8\u984d\u306b\u306a\u308b<br>\u30fb\u8ffd\u52a0\u6559\u80b2\u306b\u30b3\u30b9\u30c8\u3068\u6642\u9593\u3092\u8981\u3059\u308b<br>\u30fb\u77e5\u8b58\u306e\u66f4\u65b0\uff08\u518d\u6559\u80b2\uff09\u304c\u5bb9\u6613\u3067\u306f\u306a\u3044<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-2\"><span class=\"ez-toc-section\" id=\"RAG%EF%BC%88%E6%A4%9C%E7%B4%A2%E6%8B%A1%E5%BC%B5%E7%94%9F%E6%88%90%EF%BC%89%E3%81%AE%E5%BF%85%E8%A6%81%E6%80%A7%EF%BD%9C%E3%81%AA%E3%81%9C%E5%BE%93%E6%9D%A5%E3%81%AELLM%E3%81%A0%E3%81%91%E3%81%A7%E3%81%AF%E4%B8%8D%E5%8D%81%E5%88%86%E3%81%AA%E3%81%AE%E3%81%8B\"><\/span>RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u306e\u5fc5\u8981\u6027\uff5c\u306a\u305c\u5f93\u6765\u306eLLM\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206\u306a\u306e\u304b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>ChatGPT\u3084Gemini\u306a\u3069\u306eLLM\u306b\u306f\u30d3\u30b8\u30cd\u30b9\u3067\u6d3b\u7528\u3059\u308b\u4e0a\u3067\u9650\u754c\u304c\u3042\u308a\u3001\u305d\u308c\u3089\u3092\u6253\u3061\u7834\u308b\u305f\u3081\u306e\u65b9\u6cd5\u3068\u3057\u3066RAG\u304c\u5fc5\u8981\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u30d1\u30fc\u30bd\u30f3\u304c\u696d\u52d9\u3067LLM\u3092\u5229\u7528\u3057\u305f\u969b\u306b\u8d77\u304d\u308b\u554f\u984c\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%AD%A6%E7%BF%92%E3%83%87%E3%83%BC%E3%82%BF%E3%81%8C%E3%80%8C%E9%9D%99%E7%9A%84%E3%80%8D%E3%81%A7%E3%80%81%E6%9C%80%E6%96%B0%E6%83%85%E5%A0%B1%E3%81%AB%E7%AD%94%E3%81%88%E3%82%89%E3%82%8C%E3%81%AA%E3%81%84\"><\/span>\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c\u300c\u9759\u7684\u300d\u3067\u3001\u6700\u65b0\u60c5\u5831\u306b\u7b54\u3048\u3089\u308c\u306a\u3044<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>LLM\u306f\u3001\u3042\u308b\u6642\u70b9\u307e\u3067\u306e\u30c7\u30fc\u30bf\u3057\u304b\u5b66\u7fd2\u3057\u3066\u3044\u307e\u305b\u3093\u3002\u3064\u307e\u308a\u3001<strong>\u305d\u306e\u5b66\u7fd2\u7bc4\u56f2\u306b\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u30cb\u30e5\u30fc\u30b9\u3084\u30c8\u30ec\u30f3\u30c9\u3001\u5e02\u5834\u306e\u52d5\u5411\u3068\u3044\u3063\u305f\u6700\u65b0\u60c5\u5831\u3092\u56de\u7b54\u306b\u53cd\u6620\u3067\u304d\u306a\u3044<\/strong>\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u300c\u6700\u65b0\u306e\u6cd5\u6539\u6b63\u306b\u3064\u3044\u3066\u6559\u3048\u3066\u300d\u300c\u4eca\u5e74\u306e\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306e\u30c8\u30ec\u30f3\u30c9\u306f\uff1f\u300d\u300c\u6628\u65e5\u306e\u682a\u4fa1\u306f\uff1f\u300d\u3068\u3044\u3063\u305f\u8cea\u554f\u3092LLM\u306b\u6295\u3052\u304b\u3051\u3066\u3082\u3001\u5e0c\u671b\u3059\u308b\u56de\u7b54\u3084\u9069\u5207\u306a\u56de\u7b54\u3092\u5f97\u3089\u308c\u306a\u3044\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%A4%BE%E5%86%85%E3%83%87%E3%83%BC%E3%82%BF%E3%82%84%E5%B0%82%E9%96%80%E6%83%85%E5%A0%B1%E3%82%92%E7%9F%A5%E3%82%89%E3%81%AA%E3%81%84\"><\/span>\u793e\u5185\u30c7\u30fc\u30bf\u3084\u5c02\u9580\u60c5\u5831\u3092\u77e5\u3089\u306a\u3044<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>LLM\u306f\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306b\u516c\u958b\u3055\u308c\u3066\u3044\u306a\u3044\u793e\u5185\u30de\u30cb\u30e5\u30a2\u30eb\u3084\u9867\u5ba2\u30c7\u30fc\u30bf\u3001\u6a5f\u5bc6\u60c5\u5831\u306a\u3069\u3092\u5b66\u7fd2\u3057\u3066\u3044\u307e\u305b\u3093<\/strong>\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u305f\u3081\u3001\u793e\u5185\u306b\u95a2\u308f\u308b\u5c02\u9580\u7684\u306a\u8cea\u554f\u3084\u3001\u30af\u30ed\u30fc\u30ba\u30c9\u306a\u60c5\u5831\u306b\u95a2\u3059\u308b\u56de\u7b54\u306e\u7cbe\u5ea6\u304c\u6975\u3081\u3066\u4f4e\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%83%8F%E3%83%AB%E3%82%B7%E3%83%8D%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%B3%E3%81%AE%E3%83%AA%E3%82%B9%E3%82%AF%E3%81%8C%E3%81%82%E3%82%8B\"><\/span>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u30ea\u30b9\u30af\u304c\u3042\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>LLM\u306f\u5b66\u7fd2\u3057\u3066\u3044\u306a\u3044\u60c5\u5831\u3084\u66d6\u6627\u306a\u77e5\u8b58\u3057\u304b\u306a\u3044\u60c5\u5831\u306b\u3064\u3044\u3066\u8cea\u554f\u3055\u308c\u305f\u5834\u5408\u3001<strong>\u4e8b\u5b9f\u306b\u3082\u3068\u3065\u304b\u306a\u3044\u300c\u305d\u308c\u3089\u3057\u3044\u5618\u306e\u56de\u7b54\u300d\u3092\u751f\u6210\u3059\u308b\u73fe\u8c61\uff08\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff09\u304c\u8d77\u3053\u308a\u307e\u3059<\/strong>\u3002<\/p>\n\n\n\n<p>\u696d\u52d9\u3067AI\u3092\u6d3b\u7528\u3057\u305f\u969b\u306b\u865a\u507d\u306e\u60c5\u5831\u3092\u63d0\u4f9b\u3055\u308c\u3066\u3057\u307e\u3046\u3068\u3001\u8aa4\u3063\u305f\u610f\u601d\u6c7a\u5b9a\u3084\u9867\u5ba2\u304b\u3089\u306e\u4fe1\u7528\u5931\u589c\u306a\u3069\u3001\u30d3\u30b8\u30cd\u30b9\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u53ca\u307c\u3059\u6050\u308c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%9B%9E%E7%AD%94%E3%81%AE%E3%80%8C%E6%A0%B9%E6%8B%A0%E3%80%8D%E3%81%8C%E4%B8%8D%E6%98%8E%E7%9E%AD%E3%81%A7%E3%81%82%E3%82%8B\"><\/span>\u56de\u7b54\u306e\u300c\u6839\u62e0\u300d\u304c\u4e0d\u660e\u77ad\u3067\u3042\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>LLM\u306f<strong>\u300c\u306a\u305c\u305d\u306e\u56de\u7b54\u306b\u81f3\u3063\u305f\u306e\u304b\u300d\u300c\u3069\u306e\u30c7\u30fc\u30bf\u3001\u51fa\u5178\u3092\u53c2\u7167\u3057\u305f\u306e\u304b\u300d\u3092\u660e\u793a\u3059\u308b\u3053\u3068\u304c\u4e0d\u5f97\u610f<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u305f\u3081AI\u304b\u3089\u751f\u6210\u3055\u308c\u305f\u56de\u7b54\u306e\u6b63\u78ba\u6027\u3092\u4eba\u9593\u304c\u78ba\u8a8d\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u4e0a\u3001\u305d\u306e\u691c\u8a3c\uff08\u30d5\u30a1\u30af\u30c8\u30c1\u30a7\u30c3\u30af\uff09\u3082\u96e3\u3057\u3044\u3053\u3068\u304b\u3089\u3001\u696d\u52d9\u306b\u6d3b\u7528\u3057\u306b\u304f\u3044\u3068\u3044\u3046\u5074\u9762\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"RAG%EF%BC%88%E6%A4%9C%E7%B4%A2%E6%8B%A1%E5%BC%B5%E7%94%9F%E6%88%90%EF%BC%89%E5%B0%8E%E5%85%A5%E3%81%AB%E3%82%88%E3%82%8B5%E3%81%A4%E3%81%AE%E3%83%A1%E3%83%AA%E3%83%83%E3%83%88\"><\/span>RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u5c0e\u5165\u306b\u3088\u308b5\u3064\u306e\u30e1\u30ea\u30c3\u30c8<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>RAG\u306f\u3001\u524d\u8ff0\u3057\u305fLLM\u306e\u300c\u9650\u754c\u300d\u3092\u6253\u3061\u7834\u308a\u3001\u751f\u6210AI\u3067\u306e\u30d3\u30b8\u30cd\u30b9\u6d3b\u7528\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u5b9f\u969b\u306b\u30e6\u30fc\u30b6\u30fc\u304c\u3069\u306e\u3088\u3046\u306a\u30e1\u30ea\u30c3\u30c8\u3092\u5f97\u3089\u308c\u308b\u304b\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_%E6%9C%80%E6%96%B0%E3%83%BB%E6%AD%A3%E7%A2%BA%E3%81%AA%E6%83%85%E5%A0%B1%E3%82%92%E5%8D%B3%E6%99%82%E6%8F%90%E4%BE%9B%E3%81%97%E3%81%A6%E3%81%8F%E3%82%8C%E3%82%8B\"><\/span>1. \u6700\u65b0\u30fb\u6b63\u78ba\u306a\u60c5\u5831\u3092\u5373\u6642\u63d0\u4f9b\u3057\u3066\u304f\u308c\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>RAG\u306f\u3001\u5916\u90e8\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u6700\u65b0\u304b\u3064\u6b63\u78ba\u306a\u60c5\u5831\u3092\u691c\u7d22\u3057\u307e\u3059<\/strong>\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u305f\u3081\u3001\u30e6\u30fc\u30b6\u30fc\u306fLLM\u304c\u53e4\u3044\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u3044\u308b\u5834\u5408\u3067\u3082\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u5fc5\u8981\u306a\u56de\u7b54\u3092\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_%E7%A4%BE%E5%86%85%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AA%E3%81%A9%E3%81%AE%E7%8B%AC%E8%87%AA%E6%83%85%E5%A0%B1%E3%81%AB%E5%AF%BE%E5%BF%9C%E3%81%A7%E3%81%8D%E3%82%8B\"><\/span>2. \u793e\u5185\u30c7\u30fc\u30bf\u306a\u3069\u306e\u72ec\u81ea\u60c5\u5831\u306b\u5bfe\u5fdc\u3067\u304d\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>RAG\u306f\u3001\u8b70\u4e8b\u9332\u3084\u30de\u30cb\u30e5\u30a2\u30eb\u306a\u3069\u306e\u793e\u5185\u8cc7\u6599\u3092\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u7d44\u307f\u8fbc\u3080\u3053\u3068\u304c\u53ef\u80fd<\/strong>\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u3063\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u300c\u793e\u5185\u898f\u5b9a\u306b\u3064\u3044\u3066\u6559\u3048\u3066\u300d\u300c\u9867\u5ba2A\u793e\u306e\u904e\u53bb\u306e\u53d6\u5f15\u5c65\u6b74\u306f\uff1f\u300d\u3068\u3044\u3063\u305f\u30af\u30ed\u30fc\u30ba\u30c9\u306a\u8cea\u554f\u3092\u6295\u3052\u304b\u3051\u3066\u3082\u6b63\u78ba\u306a\u8fd4\u7b54\u3092\u53d7\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>RAG\u306e\u7279\u5fb4\u3068\u3057\u3066\u3001LLM\u306e\u672c\u4f53\u3067\u306f\u306a\u304f\u3001\u5225\u306e\u5834\u6240\u306b\u3042\u308b\u77e5\u8b58\u30d9\u30fc\u30b9\u306b\u793e\u5185\u30c7\u30fc\u30bf\u3092\u4fdd\u7ba1\u3067\u304d\u307e\u3059<\/strong>\u3002\u6a29\u9650\u3092\u8b72\u6e21\u3057\u305f\u30e6\u30fc\u30b6\u30fc\u306e\u307f\u304c\u30a2\u30af\u30bb\u30b9\u3092\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3001\u300c\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u300d\u306e\u5b9f\u88c5\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u7d50\u679c\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u793e\u5185\u30c7\u30fc\u30bf\u4e0a\u306b\u3042\u308b\u6a5f\u5bc6\u60c5\u5831\u3084\u500b\u4eba\u60c5\u5831\u304c\u6f0f\u6d29\u3059\u308b\u30ea\u30b9\u30af\u3092\u8efd\u6e1b\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002\u305f\u3060\u3057\u3001\u4fdd\u7ba1\u5834\u6240\u306b\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3092\u8b1b\u3058\u308b\u3053\u3068\u3001\u30a2\u30af\u30bb\u30b9\u306b\u95a2\u3059\u308b\u30eb\u30fc\u30eb\u3092\u8a2d\u5b9a\u3057\u904b\u7528\u3059\u308b\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_%E3%83%8F%E3%83%AB%E3%82%B7%E3%83%8D%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%B3%E3%82%92%E6%8A%91%E5%88%B6%E3%81%97%E4%BF%A1%E9%A0%BC%E6%80%A7%E3%82%92%E5%90%91%E4%B8%8A%E3%81%A7%E3%81%8D%E3%82%8B\"><\/span>3. \u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u6291\u5236\u3057\u4fe1\u983c\u6027\u3092\u5411\u4e0a\u3067\u304d\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>RAG\u306f\u300c\u691c\u7d22\u3057\u305f\u4e8b\u5b9f\uff08\u30c7\u30fc\u30bf\uff09\u300d\u306b\u3082\u3068\u3065\u3044\u3066\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3088\u3046\u3001LLM\u3092\u5236\u5fa1\u3067\u304d\u307e\u3059<\/strong>\u3002<\/p>\n\n\n\n<p>\u3057\u305f\u304c\u3063\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306fLLM\u304c\u5b66\u7fd2\u30c7\u30fc\u30bf\u304b\u3089\u61b6\u6e2c\u3067\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3088\u3046\u306a\u77e5\u3063\u305f\u304b\u3076\u308a\u3092\u9632\u304e\u3001\u9ad8\u7cbe\u5ea6\u3067\u4fe1\u983c\u6027\u3082\u9ad8\u3044\u56de\u7b54\u3092\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_%E5%9B%9E%E7%AD%94%E3%81%AE%E6%A0%B9%E6%8B%A0%EF%BC%88%E5%87%BA%E5%85%B8%EF%BC%89%E3%82%92%E6%98%8E%E7%A4%BA%E3%81%99%E3%82%8B\"><\/span>4. \u56de\u7b54\u306e\u6839\u62e0\uff08\u51fa\u5178\uff09\u3092\u660e\u793a\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>RAG\u306f\u3001\u56de\u7b54\u306e\u6839\u62e0\u3068\u3057\u3066\u300c\u3069\u306e\u8cc7\u6599\u306e\u3069\u306e\u90e8\u5206\u3092\u53c2\u7167\u3057\u3066\u751f\u6210\u3057\u305f\u304b\u300d\u3068\u3044\u3063\u305f\u51fa\u5178\u5143\u3092\u63d0\u793a\u3067\u304d\u307e\u3059<\/strong>\u3002<\/p>\n\n\n\n<p>\u30e6\u30fc\u30b6\u30fc\u306f\u305d\u306e\u51fa\u5178\u5143\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3067\u3001\u56de\u7b54\u306e\u6b63\u78ba\u6027\u3092\u5bb9\u6613\u306b\u691c\u8a3c\u3067\u304d\u307e\u3059\uff08\u30d5\u30a1\u30af\u30c8\u30c1\u30a7\u30c3\u30af\uff09\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5_%E5%86%8D%E6%95%99%E8%82%B2%E3%81%AE%E3%82%B3%E3%82%B9%E3%83%88%E3%81%A8%E6%89%8B%E9%96%93%E3%82%92%E8%BB%BD%E6%B8%9B%E3%81%A7%E3%81%8D%E3%82%8B\"><\/span>5. \u518d\u6559\u80b2\u306e\u30b3\u30b9\u30c8\u3068\u624b\u9593\u3092\u8efd\u6e1b\u3067\u304d\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>RAG\u304c\u5bfe\u5fdc\u3067\u304d\u308b\u306e\u306f\u3001\u5916\u90e8\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u8ffd\u52a0\u3001\u307e\u305f\u306f\u4fee\u6b63\u3059\u308b\u3060\u3051\u306e\u66f4\u65b0\u4f5c\u696d\u3067\u3059<\/strong>\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u305f\u3081\u30e6\u30fc\u30b6\u30fc\u306f\u65b0\u305f\u306a\u5b66\u7fd2\u30c7\u30fc\u30bf\u3084\u30ea\u30bd\u30fc\u30b9\u3092\u6e96\u5099\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u6bd4\u3079\u3066\u30b3\u30b9\u30c8\u3082\u624b\u9593\u3082\u8efd\u6e1b\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"RAG%EF%BC%88%E6%A4%9C%E7%B4%A2%E6%8B%A1%E5%BC%B5%E7%94%9F%E6%88%90%EF%BC%89%E3%83%97%E3%83%AD%E3%82%BB%E3%82%B9%E3%81%AE%E6%B5%81%E3%82%8C\"><\/span>RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u30d7\u30ed\u30bb\u30b9\u306e\u6d41\u308c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>RAG\u3092\u5c0e\u5165\u3057\u305f\u5834\u5408\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u304b\u3089LLM\u306e\u56de\u7b54\u307e\u3067\u3069\u306e\u3088\u3046\u306a\u5de5\u7a0b\u3092\u7d4c\u3066\u3044\u308b\u306e\u304b\u30015\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u5206\u3051\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"STEP1_%E3%80%90%E3%83%A6%E3%83%BC%E3%82%B6%E3%83%BC%E3%80%91%E8%B3%AA%E5%95%8F%EF%BC%88%E3%83%97%E3%83%AD%E3%83%B3%E3%83%97%E3%83%88%EF%BC%89%E3%81%AE%E5%85%A5%E5%8A%9B\"><\/span>STEP1. \u3010\u30e6\u30fc\u30b6\u30fc\u3011\u8cea\u554f\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\uff09\u306e\u5165\u529b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u30e6\u30fc\u30b6\u30fc\u304c\u3001AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306a\u3069\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u8cea\u554f\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\uff09\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<div style=\"background: #F2EAD4; padding: 15px; border: 0px solid #F2EAD4; border-radius: 10px; word-break: break-all;\">\n<b>\u30d7\u30ed\u30f3\u30d7\u30c8\u4f8b<\/b><br>\n\u65b0\u88fd\u54c1A\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a5f\u80fd\u306b\u3064\u3044\u3066\u6559\u3048\u3066\u304f\u3060\u3055\u3044\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"STEP2_%E3%80%90RAG%EF%BC%9A%E6%A4%9C%E7%B4%A2%E3%80%91%E9%96%A2%E9%80%A3%E6%83%85%E5%A0%B1%E3%81%AE%E6%A4%9C%E7%B4%A2%E3%81%A8%E5%8F%96%E5%BE%97\"><\/span>STEP2. \u3010RAG\uff1a\u691c\u7d22\u3011\u95a2\u9023\u60c5\u5831\u306e\u691c\u7d22\u3068\u53d6\u5f97<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u305d\u306e\u8cea\u554f\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u6570\u5024\u30c7\u30fc\u30bf\u3068\u3057\u3066\u300c\u30d9\u30af\u30c8\u30eb\u300d\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30d9\u30af\u30c8\u30eb\u3092\u7528\u3044\u3066\u3001<strong>\u3042\u3089\u304b\u3058\u3081\u304b\u3089\u3042\u308b\u793e\u5185\u30de\u30cb\u30e5\u30a2\u30eb\u3084\u88fd\u54c1\u8cc7\u6599\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3057\u305f\u300c\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u300d\u5185\u3092\u691c\u7d22\u3057\u307e\u3059<\/strong>\u3002\u305d\u3057\u3066\u3001\u8cea\u554f\u5185\u5bb9\u3068\u95a2\u9023\u6027\u306e\u9ad8\u3044\u60c5\u5831\u3084\u305d\u306e\u65ad\u7247\u3092\u8907\u6570\u898b\u3064\u3051\u51fa\u3059\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"STEP3_%E3%80%90RAG%EF%BC%9A%E6%8B%A1%E5%BC%B5%E3%80%91%E3%83%97%E3%83%AD%E3%83%B3%E3%83%97%E3%83%88%E3%81%AE%E6%8B%A1%E5%BC%B5\"><\/span>STEP3. \u3010RAG\uff1a\u62e1\u5f35\u3011\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u62e1\u5f35<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u8cea\u554f\uff08\u4f8b\u300c\u65b0\u88fd\u54c1A\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a5f\u80fd\u306b\u3064\u3044\u3066\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u300d\uff09\u3068\u3001\u691c\u7d22\u30fb\u53d6\u5f97\u3057\u305f\u95a2\u9023\u60c5\u5831\uff08\u4f8b\u300c\u88fd\u54c1\u8cc7\u6599P.10\u306e\u629c\u7c8b&#8230;\u300d\uff09\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u305f\u3081\u306b\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6307\u793a\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\uff09\u3092\u66f8\u304d\u8fbc\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<div style=\"background: #F2EAD4; padding: 15px; border: 0px solid #F2EAD4; border-radius: 10px; word-break: break-all;\">\n<b>\u30d7\u30ed\u30f3\u30d7\u30c8\u4f8b<\/b><br>\n\u4ee5\u4e0b\u306e\u3010\u53c2\u8003\u60c5\u5831\u3011\u306b\u3082\u3068\u3065\u304d\u3001\u3010\u8cea\u554f\u3011\u306b\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002<br>\n<br>\n\u3010\u53c2\u8003\u60c5\u5831\u3011\u53d6\u5f97\u3057\u305f\u95a2\u9023\u60c5\u5831<br>\n\u3010\u8cea\u554f\u3011\u65b0\u88fd\u54c1A\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a5f\u80fd\u306b\u3064\u3044\u3066\u6559\u3048\u3066\u304f\u3060\u3055\u3044\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"STEP4_%E3%80%90LLM%EF%BC%9A%E7%94%9F%E6%88%90%E3%80%91%E5%9B%9E%E7%AD%94%E3%81%AE%E7%94%9F%E6%88%90\"><\/span>STEP4. \u3010LLM\uff1a\u751f\u6210\u3011\u56de\u7b54\u306e\u751f\u6210<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>LLM\u306f\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u6307\u793a\u306b\u3082\u3068\u3065\u304d\u3001\u5b66\u7fd2\u6e08\u307f\u306e\u53e4\u3044\u60c5\u5831\u3067\u306f\u306a\u304f\u3001<strong>\u53d6\u5f97\u3057\u305f\u95a2\u9023\u60c5\u5831\uff08\u4e8b\u5b9f\u60c5\u5831\uff09\u3092\u6700\u512a\u5148\u3057\u3066\u7528\u3044\u306a\u304c\u3089\u81ea\u7136\u306a\u6587\u7ae0\u3067\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059<\/strong>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"STEP5_%E3%80%90%E3%82%A2%E3%83%97%E3%83%AA%E3%82%B1%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%B3%E3%80%91%E3%83%A6%E3%83%BC%E3%82%B6%E3%83%BC%E3%81%B8%E3%81%AE%E5%9B%9E%E7%AD%94%E6%8F%90%E7%A4%BA\"><\/span>STEP5. \u3010\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3011\u30e6\u30fc\u30b6\u30fc\u3078\u306e\u56de\u7b54\u63d0\u793a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>LLM\u304b\u3089\u751f\u6210\u3055\u308c\u305f\u56de\u7b54\u304c\u30e6\u30fc\u30b6\u306b\u63d0\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u969b\u3001<strong>LLM\u304b\u3089\u306f\u56de\u7b54\u3068\u3042\u308f\u305b\u3066\u3001\u305d\u306e\u6839\u62e0\u306b\u306a\u3063\u305f\u51fa\u5178\u5143\uff08\u4f8b\uff1a\u88fd\u54c1\u8cc7\u6599P.10\uff09\u3082\u63d0\u793a\u3055\u308c\u308b\u30b1\u30fc\u30b9\u304c\u591a\u3005\u3042\u308a\u307e\u3059<\/strong>\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-3\"><span class=\"ez-toc-section\" id=\"RAG%EF%BC%88%E6%A4%9C%E7%B4%A2%E6%8B%A1%E5%BC%B5%E7%94%9F%E6%88%90%EF%BC%89%E3%81%AE%E6%A7%8B%E7%AF%89%E3%83%95%E3%83%AD%E3%83%BC\"><\/span>RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u306e\u69cb\u7bc9\u30d5\u30ed\u30fc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>RAG\u3092\u5c0e\u5165\u3059\u308b\u306b\u306f\u3001\u6bb5\u968e\u7684\u306a\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u304c\u5fc5\u8981\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u305d\u306e\u69cb\u7bc9\u306e\u6d41\u308c\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"STEP1_%E3%83%87%E3%83%BC%E3%82%BF%E3%82%BD%E3%83%BC%E3%82%B9%E3%82%92%E6%BA%96%E5%82%99%E3%81%99%E3%82%8B\"><\/span>STEP1. \u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u6e96\u5099\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>RAG\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u306f\u3001<strong>\u793e\u5185\u306e\u30de\u30cb\u30e5\u30a2\u30eb\u3084\u30ec\u30dd\u30fc\u30c8\u3001Web\u30b5\u30a4\u30c8\u3001FAQ\u30c7\u30fc\u30bf\u3068\u3044\u3063\u305fLLM\u306b\u691c\u7d22\u3055\u305b\u305f\u3044\u72ec\u81ea\u30c7\u30fc\u30bf\u3092\u6e96\u5099<\/strong>\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"STEP2_%E3%83%87%E3%83%BC%E3%82%BF%E3%82%92ETL%E5%87%A6%E7%90%86%E3%81%99%E3%82%8B\"><\/span>STEP2. \u30c7\u30fc\u30bf\u3092ETL\u51e6\u7406\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>LLM\u304c\u6b63\u78ba\u306b\u691c\u7d22\u30fb\u62bd\u51fa\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u306b\u306f\u3001\u6e96\u5099\u3057\u305f\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u6574\u7406\u3059\u308b\u3053\u3068\u304c\u5927\u5207<\/strong>\u3067\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u305d\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u5b9a\u578b\u6587\u3084HTML\u30bf\u30b0\u306a\u3069\u4e0d\u8981\u306a\u60c5\u5831\u3092\u53d6\u308a\u9664\u304d\u3001\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u62bd\u51fa\u3057\u305f\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304c\u9577\u6587\u306e\u5834\u5408\u3001\u6587\u5b57\u91cf\u3084\u6bb5\u843d\u306a\u3069\u4e00\u5b9a\u306e\u307e\u3068\u307e\u308a\u306b\u3059\u308b\u300c\u30c1\u30e3\u30f3\u30af\u300d\u306b\u5206\u5272\u3057\u307e\u3059\u3002\u3053\u306e\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u306b\u3088\u3063\u3066\u3001LLM\u306e\u691c\u7d22\u7cbe\u5ea6\u3092\u9ad8\u3081\u3089\u308c\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u3068\u306f<\/h4>\n\n\n\n<p><strong>\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u3068\u306f\u3001RAG\u306b\u304a\u3051\u308b\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u51e6\u7406\u306b\u304a\u3044\u3066\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u4e00\u5b9a\u306e\u30eb\u30fc\u30eb\u3084\u30b5\u30a4\u30ba\u306b\u57fa\u3065\u3044\u3066\u5206\u5272\u3059\u308b\u6280\u8853\u306e\u3053\u3068<\/strong>\u3067\u3059\u3002\u5206\u5272\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306e\u307e\u3068\u307e\u308a\u3092\u300c\u30c1\u30e3\u30f3\u30af\u300d\u3068\u547c\u3073\u307e\u3059\u3002<\/p>\n\n\n\n<p>RAG\u306b\u304a\u3051\u308b\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u306e\u76ee\u7684\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3002<\/p>\n\n\n\n<p>\u3000<\/p>\n\n\n\n<div style=\"background: #F2EAD4; padding: 15px; border: 0px solid #F2EAD4; border-radius: 10px; word-break: break-all;\">\n  <ul style=\"margin: 0; padding-left: 1.2em;\">\n    <li>\u60c5\u5831\u3092\u52b9\u7387\u7684\u306b\u691c\u7d22\u3059\u308b<\/li>\n    <li>LLM\u306e\u5165\u529b\u5236\u9650\u306b\u5bfe\u5fdc\u3059\u308b<\/li>\n    <li>\u56de\u7b54\u7cbe\u5ea6\u3092\u5411\u4e0a\u3059\u308b<\/li>\n  <\/ul>\n<\/div>\n\n\n\n<p>\u3000<\/p>\n\n\n\n<p><strong>\u300c\u30c1\u30e3\u30f3\u30af\u300d\u306f\u5358\u306a\u308b\u300c\u65ad\u7247\u300d\u3067\u306f\u306a\u304f\u3001\u610f\u5473\u3092\u6301\u3064\u300c\u60c5\u5831\u306e\u57fa\u672c\u5358\u4f4d\u300d<\/strong>\u3067\u3059\u3002\u5358\u8a9e\u306e\u7f85\u5217\u3067\u306f\u306a\u304f\u3001\u6bb5\u843d\u3084\u610f\u5473\u306e\u307e\u3068\u307e\u308a\u3092\u8003\u616e\u3057\u3066\u5206\u5272\u3059\u308b\u3053\u3068\u3067\u3001\u6587\u8108\uff08\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\uff09\u306e\u7dad\u6301\u3092\u56f3\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u9069\u5207\u306a\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u8a2d\u8a08\u306f\u3001RAG\u306e\u691c\u7d22\u7cbe\u5ea6\u3068\u56de\u7b54\u54c1\u8cea\u3092\u5927\u304d\u304f\u5de6\u53f3\u3059\u308b\u8981\u7d20\u3068\u306a\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"STEP3_%E3%83%87%E3%83%BC%E3%82%BF%E3%82%92%E3%83%99%E3%82%AF%E3%83%88%E3%83%AB%E5%8C%96%E3%81%97DB%E3%81%B8%E6%A0%BC%E7%B4%8D%E3%81%99%E3%82%8B\"><\/span>STEP3. \u30c7\u30fc\u30bf\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3057DB\u3078\u683c\u7d0d\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>LLM\u304c\u7406\u89e3\u3057\u3084\u3059\u304f\u306a\u308b\u3088\u3046\u3001Embedding\uff08\u57cb\u3081\u8fbc\u307f\u8868\u73fe\uff09\u3068\u3044\u3046\u6280\u8853\u3092\u7528\u3044\u3066\u3001\u5404\u30c1\u30e3\u30f3\u30af\u3092\u30d9\u30af\u30c8\u30eb\uff08\u6570\u5024\u306e\u914d\u5217\uff09\u306b\u5909\u63db\u3057\u307e\u3059<\/strong>\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30d9\u30af\u30c8\u30eb\u5316\u3057\u305f\u30c7\u30fc\u30bf\u3092\u300c\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u300d\u306b\u683c\u7d0d\u3059\u308b\u3053\u3068\u3067\u3001RAG\u304c\u691c\u7d22\u3067\u304d\u308b\u72b6\u614b\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"STEP4_LLM%E3%82%92%E9%81%B8%E5%AE%9A%E3%81%99%E3%82%8B\"><\/span>STEP4. LLM\u3092\u9078\u5b9a\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u3001\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u306e\u304cLLM\u3067\u3059\u3002<\/p>\n\n\n\n<p>ChatGPT\uff08OpenAI\uff09\u3084Gemini\uff08Google\uff09\u3001Claude\uff08Anthropic\uff09\u306a\u3069\u306eLLM\u304c\u3042\u308b\u4e2d\u3067\u3001<strong>\u56de\u7b54\u306e\u54c1\u8cea\u3084\u30b9\u30d4\u30fc\u30c9\u3001\u5229\u7528\u30b3\u30b9\u30c8\u306a\u3069\u3092\u8e0f\u307e\u3048\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u6700\u9069\u306a\u3082\u306e\u3092\u9078\u3073\u307e\u3057\u3087\u3046<\/strong>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"STEP5_%E6%A4%9C%E7%B4%A2%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%B3%E3%82%92%E8%A8%AD%E8%A8%88%E3%83%BB%E9%96%8B%E7%99%BA%E3%81%99%E3%82%8B\"><\/span>STEP5. \u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3092\u8a2d\u8a08\u30fb\u958b\u767a\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8cea\u554f\u3092\u53d7\u3051\u53d6\u3063\u305f\u5f8c\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u691c\u7d22\u3057\u3001LLM\u306b\u95a2\u9023\u6027\u306e\u9ad8\u3044\u60c5\u5831\u3092\u6e21\u3059\u305f\u3081\u306e\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3092\u8a2d\u8a08\u3001\u958b\u767a<\/strong>\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7cbe\u5ea6\u306e\u9ad8\u3044\u691c\u7d22\u3092\u5e0c\u671b\u3059\u308b\u5834\u5408\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3068\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u300c\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u300d\u3084\u3001\u5404\u30c1\u30e3\u30f3\u30af\u306b\u51fa\u5178\u5143\u3084\u4f5c\u6210\u65e5\u306a\u3069\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u52a0\u3048\u3066\u305d\u308c\u3089\u3092\u7d5e\u308a\u8fbc\u3080\u300c\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u6a5f\u80fd\u300d\u306e\u5b9f\u88c5\u304c\u6709\u52b9\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"STEP6_%E3%82%B7%E3%82%B9%E3%83%86%E3%83%A0%E3%82%92%E3%83%81%E3%83%A5%E3%83%BC%E3%83%8B%E3%83%B3%E3%82%B0%E3%81%99%E3%82%8B\"><\/span>STEP6. \u30b7\u30b9\u30c6\u30e0\u3092\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>RAG\u69cb\u7bc9\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001LLM\u304b\u3089\u751f\u6210\u3055\u308c\u308b\u56de\u7b54\u54c1\u8cea\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u306e\u65b9\u6cd5\u3084\u691c\u7d22\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u8abf\u6574\u3057\u306a\u304c\u3089\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u3082\u3063\u3068\u3082\u52b9\u679c\u3092\u5f97\u3089\u308c\u308b\u30b7\u30b9\u30c6\u30e0\u306b\u3057\u3066\u3044\u304f\u3053\u3068\u304c\u91cd\u8981<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"RAG%E6%A7%8B%E7%AF%89%E3%83%BB%E6%B4%BB%E7%94%A8%E3%81%AB%E5%BD%B9%E7%AB%8B%E3%81%A4%E4%BB%A3%E8%A1%A8%E7%9A%84%E3%81%AA%E3%83%84%E3%83%BC%E3%83%AB%E3%83%BB%E3%82%B5%E3%83%BC%E3%83%93%E3%82%B9\"><\/span>RAG\u69cb\u7bc9\u30fb\u6d3b\u7528\u306b\u5f79\u7acb\u3064\u4ee3\u8868\u7684\u306a\u30c4\u30fc\u30eb\u30fb\u30b5\u30fc\u30d3\u30b9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>RAG\u3092\u5c0e\u5165\u3059\u308b\u65b9\u6cd5\u306f\u3001\u81ea\u793e\u3067\u30bc\u30ed\u304b\u3089\u958b\u767a\u3059\u308b\u30d1\u30bf\u30fc\u30f3\u304b\u3089\u3001\u65e2\u5b58\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u5229\u7528\u3059\u308b\u30d1\u30bf\u30fc\u30f3\u307e\u3067\u3055\u307e\u3056\u307e\u3067\u3059\u3002\u7d9a\u3051\u3066\u3001\u4ee3\u8868\u7684\u306a\u30c4\u30fc\u30eb\u3084\u30b5\u30fc\u30d3\u30b9\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E9%96%8B%E7%99%BA%E3%83%95%E3%83%AC%E3%83%BC%E3%83%A0%E3%83%AF%E3%83%BC%E3%82%AF%EF%BC%88%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E5%90%91%E3%81%91%EF%BC%89\"><\/span>\u958b\u767a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\uff08\u30a8\u30f3\u30b8\u30cb\u30a2\u5411\u3051\uff09<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>RAG\u30b7\u30b9\u30c6\u30e0\u3092\u52b9\u7387\u7684\u306b\u958b\u767a\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><strong>LangChain<\/strong><\/td><td>LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u306e\u30c7\u30d5\u30a1\u30af\u30c8\u30b9\u30bf\u30f3\u30c0\u30fc\u30c9\u3002RAG\u69cb\u7bc9\u306b\u5fc5\u8981\u306a\u6a5f\u80fd\u304c\u7db2\u7f85\u3055\u308c\u3066\u3044\u308b<\/td><\/tr><tr><td><strong>LlamaIndex<\/strong><\/td><td>\u3068\u304f\u306bRAG\uff08\u30c7\u30fc\u30bf\u63a5\u7d9a\u3068\u691c\u7d22\uff09\u306b\u7279\u5316\u3057\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3001\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u8fbc\u307f\u3084\u691c\u7d22\u7cbe\u5ea6\u306e\u5411\u4e0a\u306b\u5f37\u307f\u3092\u6301\u3064<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%83%99%E3%82%AF%E3%83%88%E3%83%AB%E3%83%87%E3%83%BC%E3%82%BF%E3%83%99%E3%83%BC%E3%82%B9\"><\/span>\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>RAG\u306e\u691c\u7d22\u5bfe\u8c61\u3068\u306a\u308b\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u30fb\u691c\u7d22\u3059\u308b\u305f\u3081\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><strong>Pinecone<\/strong><\/td><td>\u30de\u30cd\u30fc\u30b8\u30c9\u578b\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3002\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u9ad8\u901f\u306a\u691c\u7d22\u304c\u7279\u5fb4<\/td><\/tr><tr><td><strong>Chroma<\/strong><\/td><td>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3002\u624b\u8efd\u306b\u5c0e\u5165\u3067\u304d\u3001\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3067\u306e\u958b\u767a\u306b\u3082\u5411\u3044\u3066\u3044\u308b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%82%AF%E3%83%A9%E3%82%A6%E3%83%89%E3%83%97%E3%83%A9%E3%83%83%E3%83%88%E3%83%95%E3%82%A9%E3%83%BC%E3%83%A0%EF%BC%88%E4%BC%81%E6%A5%AD%E5%90%91%E3%81%91%EF%BC%89\"><\/span>\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\uff08\u4f01\u696d\u5411\u3051\uff09<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5927\u624b\u30af\u30e9\u30a6\u30c9\u30d9\u30f3\u30c0\u30fc\u304c\u63d0\u4f9b\u3059\u308b\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u4fe1\u983c\u6027\u306e\u9ad8\u3044RAG\u69cb\u7bc9\u74b0\u5883\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><strong>AWS\uff08Amazon Bedrock\uff09<\/strong><\/td><td>\u77e5\u8b58\u30d9\u30fc\u30b9\u6a5f\u80fd\uff08Knowledge Bases\uff09\u304c\u3042\u308a\u3001\u624b\u8efd\u306bRAG\u3092\u69cb\u7bc9\u3067\u304d\u308b<\/td><\/tr><tr><td><strong>Azure OpenAI Service<\/strong><\/td><td>\u300cOn Your Data\u300d\u6a5f\u80fd\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u81ea\u793e\u30c7\u30fc\u30bf\u3092Azure\u4e0a\u306eOpenAI\u30e2\u30c7\u30eb\u306b\u7c21\u5358\u306b\u63a5\u7d9a\u3067\u304d\u308b<\/td><\/tr><tr><td><strong>Google Cloud\uff08Vertex AI\uff09<\/strong><\/td><td>\u300cSearch and Conversation\u300d\u6a5f\u80fd\u306b\u3088\u308a\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u691c\u7d22\u3068\u751f\u6210AI\u3092\u7d71\u5408\u3067\u304d\u308b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%83%8E%E3%83%BC%E3%82%B3%E3%83%BC%E3%83%89%E3%83%BB%E3%83%AD%E3%83%BC%E3%82%B3%E3%83%BC%E3%83%89%E3%83%84%E3%83%BC%E3%83%AB%EF%BC%88%E9%9D%9E%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E5%90%91%E3%81%91%EF%BC%89\"><\/span>\u30ce\u30fc\u30b3\u30fc\u30c9\u30fb\u30ed\u30fc\u30b3\u30fc\u30c9\u30c4\u30fc\u30eb\uff08\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u5411\u3051\uff09<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u4e0d\u8981\u3001\u307e\u305f\u306f\u6700\u5c0f\u9650\u306e\u30b3\u30fc\u30c9\u3067RAG\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3067\u304d\u308b\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><strong>Dify<\/strong><\/td><td>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eLLM\u30a2\u30d7\u30ea\u958b\u767a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3002\u8996\u899a\u7684\u306a\u30d5\u30ed\u30fc\u3067RAG\u30a2\u30d7\u30ea\u3092\u4f5c\u6210\u3067\u304d\u308b<\/td><\/tr><tr><td><strong>miibo<\/strong><\/td><td>\u65e5\u672c\u767a\u306e\u4f1a\u8a71\u578bAI\u69cb\u7bc9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3002\u624b\u8efd\u306b\u81ea\u793e\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3055\u305b\u305f\u30dc\u30c3\u30c8\u3092\u4f5c\u308c\u308b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"RAG%EF%BC%88%E6%A4%9C%E7%B4%A2%E6%8B%A1%E5%BC%B5%E7%94%9F%E6%88%90%EF%BC%89%E5%B0%8E%E5%85%A5%E3%83%BB%E6%B4%BB%E7%94%A8%E6%99%82%E3%81%AE%E6%B3%A8%E6%84%8F%E7%82%B9\"><\/span>RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u5c0e\u5165\u30fb\u6d3b\u7528\u6642\u306e\u6ce8\u610f\u70b9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>RAG\u3092\u5c0e\u5165\u3057\u3066\u3001\u5b89\u5b9a\u7684\u306b\u904b\u7528\u3059\u308b\u305f\u3081\u306e\u6ce8\u610f\u70b9\u306b\u3064\u3044\u3066\u3082\u78ba\u8a8d\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%9B%9E%E7%AD%94%E5%93%81%E8%B3%AA%E3%81%AF%E6%A4%9C%E7%B4%A2%E5%AF%BE%E8%B1%A1%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E8%B3%AA%E3%83%BB%E9%AE%AE%E5%BA%A6%E3%81%8C%E5%B7%A6%E5%8F%B3%E3%81%99%E3%82%8B\"><\/span>\u56de\u7b54\u54c1\u8cea\u306f\u691c\u7d22\u5bfe\u8c61\u30c7\u30fc\u30bf\u306e\u8cea\u30fb\u9bae\u5ea6\u304c\u5de6\u53f3\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>RAG\u306e\u5c0e\u5165\u5f8c\u3001LLM\u304b\u3089\u751f\u6210\u3055\u308c\u308b\u56de\u7b54\u54c1\u8cea\u306f\u3001\u691c\u7d22\u5bfe\u8c61\u3068\u306a\u308b\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u5f37\u304f\u4f9d\u5b58\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3044\u308f\u3086\u308b\u300cGarbage In, Garbage Out\u300d\uff08\u30b4\u30df\u3092\u5165\u308c\u3066\u3082\u3001\u30b4\u30df\u3057\u304b\u51fa\u3066\u3053\u306a\u3044\uff09\u3068\u3044\u3046\u4e8b\u614b\u306b\u306a\u3089\u306a\u3044\u305f\u3081\u306b\u3082\u3001<strong>\u6700\u65b0\u304b\u3064\u6b63\u78ba\u306a\u60c5\u5831\u3092\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u3057\u3066\u6d3b\u7528\u3057\u307e\u3057\u3087\u3046<\/strong>\u3002\u307e\u305f\u3001LLM\u304b\u3089\u5e38\u306b\u6700\u9069\u306a\u56de\u7b54\u3092\u5f97\u305f\u3044\u306a\u3089\u3001\u5b9a\u671f\u7684\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u898b\u76f4\u3057\u3084\u66f4\u65b0\u3082\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E3%83%81%E3%83%A3%E3%83%B3%E3%82%AD%E3%83%B3%E3%82%B0%E3%81%A8%E6%A4%9C%E7%B4%A2%E6%89%8B%E6%B3%95%E3%82%92%E8%A6%8B%E5%AE%9A%E3%82%81%E3%82%8B\"><\/span>\u30c7\u30fc\u30bf\u306e\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u3068\u691c\u7d22\u624b\u6cd5\u3092\u898b\u5b9a\u3081\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066RAG\u304c\u95a2\u9023\u6027\u306e\u4f4e\u3044\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001LLM\u304c\u305d\u308c\u306b\u3082\u3068\u3065\u3044\u305f\u8aa4\u3063\u305f\u56de\u7b54\u3092\u751f\u6210\u3057\u3066\u3057\u307e\u3046\u30b1\u30fc\u30b9\u3082\u5c11\u306a\u304f\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u306e\u305f\u3081\u3001\u300cRAG\u306e\u691c\u7d22\u7cbe\u5ea6\u306f\u3001\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u3068\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3067\u6c7a\u307e\u308b\u300d\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30e6\u30fc\u30b6\u30fc\u304cLLM\u304b\u3089\u6700\u9069\u306a\u56de\u7b54\u3092\u5f97\u308b\u306b\u306f\u3001<strong>\u300c\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u62bd\u51fa\u3057\u305f\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u3069\u306e\u3088\u3046\u306b\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u3059\u308b\u3053\u3068\u300d\u3068\u300c\u691c\u7d22\u624b\u6cd5\u3092\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u300d\u306e\u3044\u305a\u308c\u304b\u3001\u307e\u305f\u306f\u305d\u306e\u4e21\u65b9\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u3092\u7528\u3044\u308b<\/strong>\u304b\u306a\u3069\u3001\u30b7\u30b9\u30c6\u30e0\u69cb\u7bc9\u6642\u306b\u3057\u3063\u304b\u308a\u3068\u8a66\u7528\u304a\u3088\u3073\u691c\u8a3c\u3059\u308b\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%82%B3%E3%82%B9%E3%83%88%E3%83%BB%E6%89%8B%E9%96%93%E3%81%8C%E3%81%8B%E3%81%8B%E3%82%8B\"><\/span>\u30b3\u30b9\u30c8\u30fb\u624b\u9593\u304c\u304b\u304b\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>RAG\u306e\u5c0e\u5165\u306b\u306f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u30b5\u30fc\u30d0\u30fc\u3068\u3044\u3063\u305f\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9\u306e\u5229\u7528\u6599\u3092\u306f\u3058\u3081\u3001LLM\u306e\u5229\u7528\u6599\u3001\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u8cbb\u306a\u3069\u521d\u671f\u8cbb\u7528\u304c\u5fc5\u8981<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u4e2d\u3067\u3082\u3068\u304f\u306bLLM\u306e\u5229\u7528\u6599\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8cea\u554f\u306e\u5ea6\u306b\u300c\u691c\u7d22\u300d\u3068\u300cLLM\u306b\u3088\u308b\u751f\u6210\u300d\u304c\u540c\u6642\u306b\u884c\u308f\u308c\u308b\u3053\u3068\u306b\u3088\u308aAPI\u30b3\u30b9\u30c8\u304c\u5897\u52a0\u3059\u308b\u50be\u5411\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001RAG\u306e\u904b\u7528\u306b\u306f\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u7dad\u6301\u8cbb\u3084\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306e\u4fdd\u5b88\u30fb\u7ba1\u7406\u8cbb\u306a\u3069\u30e9\u30f3\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\u306f\u3082\u3061\u308d\u3093\u3001\u7d99\u7d9a\u7684\u306a\u7ba1\u7406\u30fb\u904b\u7528\u306e\u624b\u9593\u3082\u304b\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%82%BB%E3%82%AD%E3%83%A5%E3%83%AA%E3%83%86%E3%82%A3%E3%81%A8%E3%83%97%E3%83%A9%E3%82%A4%E3%83%90%E3%82%B7%E3%83%BC%E3%82%92%E8%80%83%E6%85%AE%E3%81%99%E3%82%8B%E5%BF%85%E8%A6%81%E3%81%8C%E3%81%82%E3%82%8B\"><\/span>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>RAG\u3092\u5c0e\u5165\u3059\u308b\u5834\u5408\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u78ba\u4fdd\u3057\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u306f\u793e\u5185\u8cc7\u6599\u3084\u9867\u5ba2\u30c7\u30fc\u30bf\u306a\u3069\u6a5f\u5bc6\u60c5\u5831\u3084\u500b\u4eba\u60c5\u5831\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u305d\u308c\u3089\u304cLLM\u304b\u3089\u306e\u56de\u7b54\u3092\u901a\u3058\u3066\u6f0f\u6d29\u3059\u308b\u30ea\u30b9\u30af\u304c\u3042\u308b\u305f\u3081\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u3053\u3067\u3001<strong>\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u3057\u3066\u6a5f\u5bc6\u60c5\u5831\u3084\u500b\u4eba\u60c5\u5831\u3092\u7528\u3044\u308b\u5834\u5408\u306b\u306f\u3001\u53b3\u683c\u306b\u30a2\u30af\u30bb\u30b9\u3092\u5236\u5fa1\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u5fc5\u8981\u3067\u3059<\/strong>\u3002\u4f8b\u3048\u3070\u30e6\u30fc\u30b6\u30fc\u306e\u5f79\u8077\u3084\u6240\u5c5e\u90e8\u7f72\u306a\u3069\u306b\u5fdc\u3058\u3066\u3001\u691c\u7d22\u7bc4\u56f2\u3092\u5236\u9650\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u306e\u4ed5\u7d44\u307f\u3092\u69cb\u7bc9\u3059\u308b\u3068\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"RAG%E3%82%92%E3%82%B3%E3%83%B3%E3%83%86%E3%83%B3%E3%83%84%E5%88%B6%E4%BD%9C%E3%81%AB%E6%B4%BB%E7%94%A8%E3%81%99%E3%82%8B%E3%83%9D%E3%82%A4%E3%83%B3%E3%83%88\"><\/span>RAG\u3092\u30b3\u30f3\u30c6\u30f3\u30c4\u5236\u4f5c\u306b\u6d3b\u7528\u3059\u308b\u30dd\u30a4\u30f3\u30c8<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>RAG\u306e\u5c0e\u5165\u306f\u3001SEO\u8a18\u4e8b\u306e\u5236\u4f5c\u3084\u30aa\u30a6\u30f3\u30c9\u30e1\u30c7\u30a3\u30a2\u306e\u904b\u55b6\u306a\u3069\u306b\u3082\u6709\u52b9\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001\u30e9\u30a4\u30bf\u30fc\u3084\u7de8\u96c6\u8005\u3001\u30c7\u30a3\u30ec\u30af\u30bf\u30fc\u306e\u7686\u3055\u3093\u304c\u30b3\u30f3\u30c6\u30f3\u30c4\u5236\u4f5c\u306bRAG\u3092\u6d3b\u7528\u3059\u308b\u969b\u306e\u30dd\u30a4\u30f3\u30c8\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%8B%AC%E8%87%AA%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AB%E5%9F%BA%E3%81%A5%E3%81%8F%E5%B0%82%E9%96%80%E6%80%A7%E3%83%BB%E7%B5%8C%E9%A8%93%E3%83%BB%E4%BF%A1%E9%A0%BC%E6%80%A7%E3%83%BB%E6%A8%A9%E5%A8%81%E6%80%A7%E3%82%92%E6%8B%85%E4%BF%9D%E3%81%99%E3%82%8B\"><\/span>\u72ec\u81ea\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u5c02\u9580\u6027\u30fb\u7d4c\u9a13\u30fb\u4fe1\u983c\u6027\u30fb\u6a29\u5a01\u6027\u3092\u62c5\u4fdd\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3001\u81ea\u793e\u306b\u3057\u304b\u306a\u3044\u72ec\u81ea\u30c7\u30fc\u30bf\u3092RAG\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u683c\u7d0d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3000<\/p>\n\n\n\n<div style=\"background: #F2EAD4; padding: 15px; border: 0px solid #F2EAD4; border-radius: 10px; word-break: break-all;\">\n  <ul style=\"margin: 0; padding-left: 1.2em;\">\n    <li>\u8abf\u67fb\u30c7\u30fc\u30bf<\/li>\n    <li>\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u793e\u54e1\uff08\u5c02\u9580\u5bb6\uff09\u306e\u77e5\u898b<\/li>\n    <li>\u904e\u53bb\u306e\u4e8b\u4f8b\u9867\u5ba2\u304b\u3089\u3088\u304f\u3042\u308b\u8cea\u554f\uff08\u4e00\u6b21\u60c5\u5831\uff09<\/li>\n  <\/ul>\n<\/div>\n\n\n\n<p>\u3000<\/p>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u72ec\u81ea\u304b\u3064\u4e8b\u5b9f\u306e\u60c5\u5831\u306b\u3082\u3068\u3065\u3044\u3066\u3001LLM\u306b\u8a18\u4e8b\u306e\u8349\u6848\u3092\u4f5c\u6210\u3057\u3066\u3082\u3089\u3044\u307e\u3059\u3002\u305d\u3046\u3059\u308b\u3053\u3068\u3067\u3001\u4e00\u822c\u7684\u306a\u60c5\u5831\u3060\u3051\u3067\u306a\u304f\u81ea\u793e\u306a\u3089\u3067\u306f\u306e\u7d4c\u9a13\u30fb\u5c02\u9580\u6027\u30fb\u6a29\u5a01\u6027\u30fb\u4fe1\u983c\u6027\uff08E-E-A-T\uff09\u3092\u4ea4\u3048\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u5236\u4f5c\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3000<\/p>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-8cf370e7 wp-block-group-is-layout-flex\">\n<p>\u25bc E-E-A-T\u306b\u3064\u3044\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3067\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/fungry.co.jp\/cnaps\/blog\/ymyl-seo\/\" target=\"_blank\" rel=\"noreferrer noopener\">YMYL\u3068\u306f\uff1fGoogle\u306eSEO\u8a55\u4fa1\u3092\u9ad8\u3081\u308b\u305f\u3081\u306e\u5fc5\u9808\u77e5\u8b58<\/a><\/p>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%9C%80%E6%96%B0%E3%81%AE%E6%A5%AD%E7%95%8C%E3%83%88%E3%83%AC%E3%83%B3%E3%83%89%E3%82%84%E7%AB%B6%E5%90%88%E6%83%85%E5%A0%B1%E3%82%92%E3%82%AD%E3%83%A3%E3%83%83%E3%83%81%E3%82%A2%E3%83%83%E3%83%97%E3%81%99%E3%82%8B\"><\/span>\u6700\u65b0\u306e\u696d\u754c\u30c8\u30ec\u30f3\u30c9\u3084\u7af6\u5408\u60c5\u5831\u3092\u30ad\u30e3\u30c3\u30c1\u30a2\u30c3\u30d7\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u696d\u754c\u306e\u30cb\u30e5\u30fc\u30b9\u30b5\u30a4\u30c8\u3084\u7af6\u5408\u4ed6\u793e\u306e\u52d5\u5411\u3001SNS\u304b\u3089\u751f\u307e\u308c\u305f\u30c8\u30ec\u30f3\u30c9\u306a\u3069\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306a\u60c5\u5831\u3092\u3001RAG\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u8ffd\u52a0<\/strong>\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u3063\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u300c\u3007\u3007\u696d\u754c\u306e\u6700\u65b0\u52d5\u5411\u3092\u8e0f\u307e\u3048\u3066\u3001\u8a18\u4e8b\u306e\u5207\u308a\u53e3\u3092\u63d0\u6848\u3057\u3066\u300d\u3068\u3044\u3046\u8cea\u554f\u306b\u5bfe\u3057\u3066\u3082\u3001LLM\u304b\u3089\u6642\u4e8b\u6027\u306e\u3042\u308b\u56de\u7b54\u3092\u5f97\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u305d\u308c\u306b\u3068\u3082\u306a\u3044\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u3082\u3088\u308a\u30b9\u30d4\u30fc\u30c7\u30a3\u30fc\u306b\u5236\u4f5c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%83%AD%E3%83%B3%E3%82%B0%E3%83%86%E3%83%BC%E3%83%AB%E3%82%AD%E3%83%BC%E3%83%AF%E3%83%BC%E3%83%89%E3%81%B8%E7%B6%B2%E7%BE%85%E7%9A%84%E3%81%AB%E5%AF%BE%E5%BF%9C%E3%81%99%E3%82%8B\"><\/span>\u30ed\u30f3\u30b0\u30c6\u30fc\u30eb\u30ad\u30fc\u30ef\u30fc\u30c9\u3078\u7db2\u7f85\u7684\u306b\u5bfe\u5fdc\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u81ea\u793e\u306b\u3042\u308b\u30b5\u30fc\u30d3\u30b9\u8cc7\u6599\u3084\u904e\u53bb\u306e\u30d6\u30ed\u30b0\u8a18\u4e8b\u3001FAQ\u30c7\u30fc\u30bf\u3092\u3059\u3079\u3066\u3001RAG\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u8aad\u307f\u8fbc\u307e\u305b\u307e\u3059<\/strong>\u3002<\/p>\n\n\n\n<p>\u305d\u3046\u3059\u308b\u3053\u3068\u3067\u3001\u691c\u7d22\u8005\u304b\u3089\u306e\u5177\u4f53\u7684\u304b\u3064\u30cb\u30c3\u30c1\u306a\u8cea\u554f\u306b\u5bfe\u3057\u3066\u3082\u305d\u306e\u95a2\u9023\u60c5\u5831\u3092\u7684\u78ba\u306b\u7d44\u307f\u5408\u308f\u305b\u305f\u56de\u7b54\u3092LLM\u304b\u3089\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<div style=\"border: 2px solid #baac8d; padding: 10px; border-radius: 10px; background: ;\">\n<p style=\"text-align: center; margin-top: 0;\"><b>\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u8cea\u3092\u3001\u3082\u3046\u4e00\u6bb5\u968e\u5f15\u304d\u4e0a\u3052\u308b\u305f\u3081\u306b<\/b><\/p>\n<p style=\"text-align: center;\"><img decoding=\"async\" src=\"https:\/\/fungry.co.jp\/newcnaps\/wp-content\/uploads\/2024\/09\/arketing-3-documents.jpg\" alt=\"\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6226\u7565\u8cc7\u6599\u306e\u30a4\u30e1\u30fc\u30b8\" style=\"max-width: 50%; height: auto;\"><\/p>\n<p>RAG\u306b\u3088\u308b\u6b63\u78ba\u306a\u60c5\u5831\u767a\u4fe1\u306b\u52a0\u3048\u3001SEO\u3084\u30e6\u30fc\u30b6\u30fc\u7406\u89e3\u306b\u57fa\u3065\u3044\u305f\u6226\u7565\u7684\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u8a2d\u8a08\u304c\u4e0d\u53ef\u6b20\u3002\u300cAI\u3092\u4f7f\u3063\u305f\u3051\u308c\u3069\u6210\u679c\u304c\u4f38\u3073\u60a9\u3093\u3067\u3044\u308b\u300d\u3068\u3044\u3046\u65b9\u306b\u5411\u3051\u3066\u3001Web\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306b\u3064\u3044\u3066\u307e\u3068\u3081\u305f\u8cc7\u6599\u3092\u3054\u7528\u610f\u3057\u307e\u3057\u305f\u3002<\/p>\n<p style=\"text-align: center; margin-bottom: 0;\"><a href=\"https:\/\/fungry.co.jp\/cnaps\/download\/%ef%bd%8darketing-3-documents\/\" target=\"_blank\" rel=\"noopener\">\u300c\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6226\u7565\u5165\u95803\u70b9\u30bb\u30c3\u30c8\u300d\u3092\u7121\u6599\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b<\/a><\/p>\n<\/div>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"RAG%EF%BC%88%E6%A4%9C%E7%B4%A2%E6%8B%A1%E5%BC%B5%E7%94%9F%E6%88%90%EF%BC%89%E3%81%AB%E9%96%A2%E3%81%99%E3%82%8B%E3%82%88%E3%81%8F%E3%81%82%E3%82%8B%E8%B3%AA%E5%95%8F\"><\/span>RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u8cea\u554f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u8cea\u554f\u3068\u305d\u306e\u56de\u7b54\u3092\u307e\u3068\u3081\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"RAG%EF%BC%88%E6%A4%9C%E7%B4%A2%E6%8B%A1%E5%BC%B5%E7%94%9F%E6%88%90%EF%BC%89%E3%82%92%E5%B0%8E%E5%85%A5%E3%81%99%E3%82%8C%E3%81%B0%E3%80%81LLM%E3%81%AE%E3%83%8F%E3%83%AB%E3%82%B7%E3%83%8D%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%B3%E3%81%AF%E5%AE%8C%E5%85%A8%E3%81%AB%E3%81%AA%E3%81%8F%E3%81%AA%E3%82%8B%EF%BC%9F\"><\/span>RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3092\u5c0e\u5165\u3059\u308c\u3070\u3001LLM\u306e\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306f\u5b8c\u5168\u306b\u306a\u304f\u306a\u308b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5b8c\u5168\u306b\u306a\u304f\u306a\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3057\u304b\u3057\u3001LLM\u306e\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u5927\u5e45\u306b\u6291\u5236\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8a73\u3057\u304f\u306f\u3001\u8a18\u4e8b\u5185\u306e\u300c<a href=\"#i-1\">RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306f\uff1fLLM\u306e\u300e\u77e5\u3063\u305f\u304b\u3076\u308a\u300f\u3092\u9632\u3050\u6280\u8853<\/a>\u300d\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"RAG%E3%81%AF%E3%81%A9%E3%81%AE%E3%82%88%E3%81%86%E3%81%AAAI%E3%82%B5%E3%83%BC%E3%83%93%E3%82%B9%E3%81%A7%E4%BD%BF%E3%82%8F%E3%82%8C%E3%81%A6%E3%81%84%E3%82%8B%EF%BC%9F\"><\/span>RAG\u306f\u3069\u306e\u3088\u3046\u306aAI\u30b5\u30fc\u30d3\u30b9\u3067\u4f7f\u308f\u308c\u3066\u3044\u308b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u300cAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u300d\u3068\u3057\u3066\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u3001\u3082\u3063\u3068\u3082\u4e00\u822c\u7684\u3067\u3059\u3002\u3068\u304f\u306b\u793e\u5185\u30ca\u30ec\u30c3\u30b8\u3092\u691c\u7d22\u3057\u305f\u308a\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u3068\u3057\u3066FAQ\u306b\u7528\u3044\u305f\u308a\u3059\u308b\u306a\u3069\u3001\u305d\u306e\u6d3b\u7528\u9818\u57df\u306f\u591a\u5c90\u306b\u6e21\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8a73\u3057\u304f\u306f\u3001\u8a18\u4e8b\u5185\u306e\u300c<a href=\"#i-2\">RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u306e\u5fc5\u8981\u6027\uff5c\u306a\u305c\u5f93\u6765\u306eLLM\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206\u306a\u306e\u304b<\/a>\u300d\u3092\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"RAG%E3%82%92%E5%B0%8E%E5%85%A5%E3%81%99%E3%82%8B%E3%81%AE%E3%81%AB%E5%B0%82%E9%96%80%E7%9F%A5%E8%AD%98%E3%81%AF%E5%BF%85%E8%A6%81%EF%BC%9F\"><\/span>RAG\u3092\u5c0e\u5165\u3059\u308b\u306e\u306b\u5c02\u9580\u77e5\u8b58\u306f\u5fc5\u8981\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5c02\u9580\u77e5\u8b58\u306e\u5fc5\u8981\u6027\u306f\u3001RAG\u5c0e\u5165\u306b\u6c42\u3081\u308b\u6210\u679c\u30ec\u30d9\u30eb\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002Amazon Web Services\uff08AWS\uff09\u3084Microsoft Azure\u3001Google Cloud\u306a\u3069\u304c\u63d0\u4f9b\u3059\u308bRAG\u69cb\u7bc9\u30b5\u30fc\u30d3\u30b9\u306f\u3001\u30ed\u30fc\u30b3\u30fc\u30c9\u307e\u305f\u306f\u30ce\u30fc\u30b3\u30fc\u30c9\u3067\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u5f62\u5f0f\u3067\u3042\u308c\u3070\u6bd4\u8f03\u7684\u5bb9\u6613\u306b\u5c0e\u5165\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u8a73\u3057\u3044\u5185\u5bb9\u306f\u3001\u8a18\u4e8b\u5185\u306e\u300c<a href=\"#i-3\">RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u306e\u69cb\u7bc9\u30d5\u30ed\u30fc<\/a>\u300d\u3067\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%81%BE%E3%81%A8%E3%82%81\"><\/span>\u307e\u3068\u3081<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>RAG\u306f\u3001LLM\u6700\u5927\u306e\u5f31\u70b9\u3067\u3042\u308b\u300c\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u300d\u3092\u6291\u5236\u3059\u308b\u305f\u3081\u306b\u958b\u767a\u3055\u308c\u305f\u6280\u8853\u3067\u3059\u3002RAG\u306b\u793e\u5185\u30c7\u30fc\u30bf\u3084\u6700\u65b0\u30cb\u30e5\u30fc\u30b9\u306a\u3069\u4fe1\u983c\u3067\u304d\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001LLM\u306e\u80fd\u529b\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3057\u3001\u7684\u78ba\u306a\u56de\u7b54\u3092\u5f97\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>LLM\u3092\u696d\u52d9\u306b\u6d3b\u7528\u3057\u3066\u3044\u308b\u3082\u306e\u306e\u3001\u9069\u5207\u306a\u56de\u7b54\u3092\u5f97\u3089\u308c\u306a\u3044\u30d3\u30b8\u30cd\u30b9\u30d1\u30fc\u30bd\u30f3\u306f\u3001RAG\u306b\u3064\u3044\u3066\u7406\u89e3\u5ea6\u3092\u9ad8\u3081\u305f\u4e0a\u3067\u3001\u305d\u306e\u5c0e\u5165\u3092\u691c\u8a0e\u3059\u308b\u3053\u3068\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<div 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