{"id":8460,"date":"2024-06-04T10:20:42","date_gmt":"2024-06-04T08:20:42","guid":{"rendered":"http:\/\/nextbrain.ai\/?p=8460"},"modified":"2024-06-04T10:20:43","modified_gmt":"2024-06-04T08:20:43","slug":"from-rag-to-raptor-improving-ai-retrieval-with-open-source-models","status":"publish","type":"post","link":"https:\/\/nextbrain.ai\/ja\/blog\/from-rag-to-raptor-improving-ai-retrieval-with-open-source-models","title":{"rendered":"RAG\u304b\u3089RAPTOR\u3078\uff1a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\u3092\u7528\u3044\u305fAI\u30ea\u30c8\u30ea\u30fc\u30d0\u30eb\u306e\u6539\u5584"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"8460\" class=\"elementor elementor-8460\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c6d0d39 e-flex e-con-boxed e-con e-parent\" data-id=\"c6d0d39\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-21aff28 e-con-full e-flex e-con e-child\" data-id=\"21aff28\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f72fdaa elementor-widget elementor-widget-text-editor\" data-id=\"f72fdaa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Retrieval Augmented Generation\uff08RAG\uff09\u304b\u3089RAPTOR\uff08\u6728\u69cb\u9020\u5316\u691c\u7d22\u306e\u305f\u3081\u306e\u518d\u5e30\u7684\u62bd\u8c61\u51e6\u7406\uff09\u3078\u306e\u65c5\u306f\u3001\u5e7b\u899a\u3084\u81ea\u4fe1\u3092\u6301\u3063\u3066\u9593\u9055\u3063\u305f\u5fdc\u7b54\u3068\u3044\u3063\u305f\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u4e0a\u3067\u306e\u91cd\u8981\u306a\u9032\u5c55\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p><p>Ollama\u3068\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30c4\u30fc\u30eb\u306b\u3088\u3063\u3066\u652f\u3048\u3089\u308c\u305f\u3053\u306e\u958b\u767a\u7d4c\u8def\u306f\u3001AI\u306e\u7cbe\u5ea6\u3068\u4f7f\u3044\u3084\u3059\u3055\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6587830 e-con-full e-flex e-con e-child\" data-id=\"6587830\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8b9aba1 elementor-widget elementor-widget-image\" data-id=\"8b9aba1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/06\/RAG-300x300.png\" class=\"attachment-medium size-medium wp-image-8461\" alt=\"RAG\" srcset=\"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/06\/RAG-300x300.png 300w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/06\/RAG-1024x1024.png 1024w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/06\/RAG-150x150.png 150w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/06\/RAG-768x768.png 768w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/06\/RAG-12x12.png 12w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/06\/RAG.png 1080w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a193b14 e-flex e-con-boxed e-con e-parent\" data-id=\"a193b14\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a784116 elementor-widget elementor-widget-text-editor\" data-id=\"a784116\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>RAG\uff08Retrieval Augmented Generation\uff09\u3092\u7406\u89e3\u3059\u308b<\/h3><p>RAG\u306f\u3001\u4e8b\u524d\u306b\u8a13\u7df4\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092JSON\u3001PDF\u3001\u307e\u305f\u306fGitHub\u30ea\u30dd\u30b8\u30c8\u30ea\u306a\u3069\u306e\u5916\u90e8\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30e6\u30fc\u30b6\u30fc\u7279\u6709\u306e\u30c7\u30fc\u30bf\u3067\u88dc\u5b8c\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001AI\u306e\u5fdc\u7b54\u3092\u6539\u5584\u3057\u307e\u3059\u3002\u3053\u306e\u30c7\u30fc\u30bf\u306f\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u306b\u4fdd\u5b58\u3055\u308c\u308b\u30c1\u30e3\u30f3\u30af\u306b\u5909\u63db\u3055\u308c\u3001AI\u304c\u95a2\u9023\u60c5\u5831\u3092\u53d6\u5f97\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3001\u5e7b\u899a\u3084\u4e0d\u6b63\u78ba\u306a\u56de\u7b54\u3092\u6e1b\u5c11\u3055\u305b\u307e\u3059\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cc4b662 e-flex e-con-boxed e-con e-parent\" data-id=\"cc4b662\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a405c0f elementor-widget elementor-widget-image\" data-id=\"a405c0f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"580\" height=\"264\" data-src=\"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAgAS.png\" class=\"attachment-large size-large wp-image-7815 lazyload\" alt=\"\" data-srcset=\"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAgAS.png 770w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAgAS-300x136.png 300w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAgAS-768x349.png 768w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAgAS-18x8.png 18w\" data-sizes=\"(max-width: 580px) 100vw, 580px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 580px; --smush-placeholder-aspect-ratio: 580\/264;\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">RAG\u306e\u30e1\u30ab\u30cb\u30ba\u30e0<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3e9bf71 elementor-widget elementor-widget-text-editor\" data-id=\"3e9bf71\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>RAG\u30d5\u30e5\u30fc\u30b8\u30e7\u30f3\u3078\u306e\u9032\u5c55<\/h3><p>RAG Fusion\u306f\u3001\u30de\u30eb\u30c1\u30af\u30a8\u30ea\u751f\u6210\u3068\u9006\u30e9\u30f3\u30ad\u30f3\u30b0\u3092\u53d6\u308a\u5165\u308c\u308b\u3053\u3068\u3067RAG\u3092\u57fa\u76e4\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u30de\u30eb\u30c1\u30af\u30a8\u30ea\u751f\u6210\u306f\u3001AI\u304c\u30e6\u30fc\u30b6\u30fc\u306e\u5143\u306e\u30af\u30a8\u30ea\u304b\u3089\u8907\u6570\u306e\u8cea\u554f\u3092\u4f5c\u6210\u3057\u3001\u691c\u7d22\u30d7\u30ed\u30bb\u30b9\u3092\u5f37\u5316\u3057\u307e\u3059\u3002\u9006\u30e9\u30f3\u30ad\u30f3\u30b0\u306f\u3001\u3053\u308c\u3089\u306e\u56de\u7b54\u3092\u30e9\u30f3\u30af\u4ed8\u3051\u3057\u3001\u6700\u3082\u6b63\u78ba\u3067\u95a2\u9023\u6027\u306e\u9ad8\u3044\u5fdc\u7b54\u304c\u63d0\u4f9b\u3055\u308c\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-83f556e e-flex e-con-boxed e-con e-parent\" data-id=\"83f556e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f39cc6e elementor-widget elementor-widget-image\" data-id=\"f39cc6e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"580\" height=\"264\" data-src=\"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/06\/RAG-Fusion.png\" class=\"attachment-large size-large wp-image-8475 lazyload\" alt=\"RAG\u30d5\u30e5\u30fc\u30b8\u30e7\u30f3\" data-srcset=\"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/06\/RAG-Fusion.png 770w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/06\/RAG-Fusion-300x136.png 300w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/06\/RAG-Fusion-768x349.png 768w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/06\/RAG-Fusion-18x8.png 18w\" data-sizes=\"(max-width: 580px) 100vw, 580px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 580px; --smush-placeholder-aspect-ratio: 580\/264;\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">RAG Fusion\u306e\u30e1\u30ab\u30cb\u30ba\u30e0<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-25e5f0d elementor-widget elementor-widget-text-editor\" data-id=\"25e5f0d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>RAPTOR\uff08\u30c4\u30ea\u30fc\u7d44\u7e54\u5316\u3055\u308c\u305f\u691c\u7d22\u306e\u305f\u3081\u306e\u518d\u5e30\u7684\u8981\u7d04\u51e6\u7406\uff09\u306e\u7d39\u4ecb<\/h3><p>RAPTOR\u306f\u3001AI\u691c\u7d22\u3092\u3055\u3089\u306b\u4e00\u6b69\u9032\u3081\u307e\u3059\u3002\u5f93\u6765\u306eRAG\u3068\u306f\u7570\u306a\u308a\u3001RAPTOR\u306f\u30c7\u30fc\u30bf\u3092\u30c4\u30ea\u30fc\u69cb\u9020\u3067\u6574\u7406\u3057\u3001\u4e0b\u304b\u3089\u4e0a\u306b\u5411\u304b\u3063\u3066\u5404\u5c64\u3067\u8981\u7d04\u3057\u307e\u3059\u3002\u3053\u306e\u65b9\u6cd5\u306f\u3001\u3088\u308a\u5e83\u3044\u6587\u8108\u3092\u6349\u3048\u3001\u5927\u898f\u6a21\u306a\u8b70\u8ad6\u306e\u8868\u73fe\u3092\u5f37\u5316\u3057\u3001\u77ed\u3044\u30c6\u30ad\u30b9\u30c8\u30c1\u30e3\u30f3\u30af\u306e\u307f\u3092\u53d6\u5f97\u3059\u308b\u3068\u3044\u3046\u5236\u9650\u3092\u514b\u670d\u3057\u307e\u3059\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9854ab8 e-flex e-con-boxed e-con e-parent\" data-id=\"9854ab8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-98a2408 elementor-widget elementor-widget-image\" data-id=\"98a2408\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"580\" height=\"264\" data-src=\"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/06\/RAPTOR.png\" class=\"attachment-large size-large wp-image-8479 lazyload\" alt=\"RAPTOR\" data-srcset=\"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/06\/RAPTOR.png 770w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/06\/RAPTOR-300x136.png 300w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/06\/RAPTOR-768x349.png 768w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/06\/RAPTOR-18x8.png 18w\" data-sizes=\"(max-width: 580px) 100vw, 580px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 580px; --smush-placeholder-aspect-ratio: 580\/264;\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">RAPTOR\u306e\u30e1\u30ab\u30cb\u30ba\u30e0<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-870a2cc elementor-widget elementor-widget-text-editor\" data-id=\"870a2cc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Ollama\u3068\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u305f\u5b9f\u8df5\u7684\u306a\u5b9f\u88c5<\/h3><p>GitHub\u3067\u5229\u7528\u53ef\u80fd\u306a\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001RAPTOR\u306f\u7c21\u5358\u306b\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u306f\u3001\u30c7\u30fc\u30bf\u3092JSON\u306b\u5909\u63db\u3057\u3001\u57cb\u3081\u8fbc\u307f\u3092\u4f5c\u6210\u3057\u3001\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u306b\u4fdd\u5b58\u3055\u308c\u305f\u30c4\u30ea\u30fc\u69cb\u9020\u306b\u6574\u7406\u3059\u308b\u3053\u3068\u304c\u542b\u307e\u308c\u307e\u3059\u3002Ollama\u306f\u3001\u3053\u308c\u3089\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u30ed\u30fc\u30ab\u30eb\u3067\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u30a4\u30f3\u30d5\u30e9\u3092\u63d0\u4f9b\u3057\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5a7e02f e-flex e-con-boxed e-con e-parent\" data-id=\"5a7e02f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0ef1b1e elementor-widget elementor-widget-text-editor\" data-id=\"0ef1b1e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\uff1aRAG\u304b\u3089RAPTOR\u3078<\/h3><ol><li><strong>\u30c7\u30fc\u30bf\u6e96\u5099<\/strong>\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092JSON\u306b\u5909\u63db\u3057\u3001LangChain\u306b\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/li><li><strong>\u30c6\u30ad\u30b9\u30c8\u5206\u5272<\/strong>\u518d\u5e30\u7684\u307e\u305f\u306f\u610f\u5473\u7684\u306a\u30c1\u30e3\u30f3\u30af\u5206\u5272\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u7ba1\u7406\u3057\u3084\u3059\u3044\u90e8\u5206\u306b\u5206\u3051\u307e\u3059\u3002<\/li><li><strong>\u57cb\u3081\u8fbc\u307f\u306e\u4f5c\u6210<\/strong>\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001\u30ed\u30fc\u30ab\u30eb\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u57cb\u3081\u8fbc\u307f\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/li><li><strong>\u30c4\u30ea\u30fc\u7d44\u7e54<\/strong>\u5404\u5c64\u3067\u30c7\u30fc\u30bf\u3092\u8981\u7d04\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u30c4\u30ea\u30fc\u69cb\u9020\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/li><li><strong>\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u53d6\u5f97<\/strong>\u52b9\u7387\u7684\u306a\u53d6\u5f97\u306e\u305f\u3081\u306b\u3001\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u306b\u30c4\u30ea\u30fc\u3092\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/li><\/ol><h3>RAPTOR\u306e\u5229\u70b9<\/h3><p>RAPTOR\u306e\u30c4\u30ea\u30fc\u7d44\u7e54\u5316\u3055\u308c\u305f\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u5229\u70b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\uff1a<\/p><ul><li><strong>\u5f37\u5316\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8<\/strong>: \u3088\u308a\u5927\u304d\u306a\u30c7\u30a3\u30b9\u30b3\u30fc\u30b9\u69cb\u9020\u3092\u6349\u3048\u3001\u5fdc\u7b54\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li><li><strong>\u52b9\u7387\u7684\u306a\u60c5\u5831\u691c\u7d22<\/strong>: \u30c4\u30ea\u30fc\u69cb\u9020\u306b\u3088\u308a\u3001\u3088\u308a\u8fc5\u901f\u3067\u95a2\u9023\u6027\u306e\u9ad8\u3044\u60c5\u5831\u691c\u7d22\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/li><li><strong>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/strong>: \u8907\u96d1\u306a\u69cb\u9020\u3092\u6301\u3064\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6271\u3046\u306e\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li><\/ul><h3>\u7d50\u8ad6<\/h3><p>RAG\u304b\u3089RAPTOR\u3078\u306e\u9032\u5316\u306f\u3001AI\u306e\u60c5\u5831\u691c\u7d22\u80fd\u529b\u306b\u304a\u3051\u308b\u91cd\u8981\u306a\u98db\u8e8d\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u9032\u5c55\u306f\u3001AI\u306e\u5fdc\u7b54\u306b\u304a\u3051\u308b\u4e3b\u8981\u306a\u8ab2\u984c\u306b\u5bfe\u51e6\u3057\u3001\u958b\u767a\u8005\u3084\u7814\u7a76\u8005\u306b\u3068\u3063\u3066\u4fa1\u5024\u3042\u308b\u30c4\u30fc\u30eb\u3068\u306a\u308a\u307e\u3059\u3002<\/p><p>\u3053\u306e\u30a8\u30ad\u30b5\u30a4\u30c6\u30a3\u30f3\u30b0\u306a\u6642\u4ee3\u3092\u5207\u308a\u629c\u3051\u308b\u305f\u3081\u306b\u3001\u60c5\u5831\u3092\u5f97\u3066\u95a2\u4e0e\u3057\u7d9a\u3051\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u79c1\u305f\u3061\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u5171\u306b\u3001 <a href=\"http:\/\/nextbrain.ai\/ja\/\">NextBrain AI<\/a>\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u5168\u529b\u3092\u6d3b\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u3092\u7c21\u5358\u306b\u5206\u6790\u3057\u3001\u6226\u7565\u7684\u306a\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 <a href=\"http:\/\/nextbrain.ai\/ja\/schedule-your-free-demo\/\">\u4eca\u65e5\u30c7\u30e2\u306e\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3092\u8a2d\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044<\/a> AI\u304c\u3042\u306a\u305f\u306e\u30c7\u30fc\u30bf\u304b\u3089\u4f55\u3092\u660e\u3089\u304b\u306b\u3067\u304d\u308b\u304b\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ac0773f e-flex e-con-boxed e-con e-parent\" data-id=\"ac0773f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-61574ea elementor-widget elementor-widget-image\" data-id=\"61574ea\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"http:\/\/nextbrain.ai\/ja\/schedule-your-free-demo\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" data-src=\"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/03\/Book-A-Demo.png\" title=\"\u30c7\u30e2\u3092\u4e88\u7d04\u3059\u308b\" alt=\"\u30c7\u30e2\u3092\u4e88\u7d04\u3059\u308b\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 1495px; --smush-placeholder-aspect-ratio: 1495\/120;\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>The journey from Retrieval Augmented Generation (RAG) to RAPTOR (Recursive Abstractive Processing for Tree-Organized Retrieval) marks significant progress in addressing challenges like hallucinations and confidently [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":8461,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[70],"tags":[795,797,802,796,801,798,799,794,803,800],"class_list":["post-8460","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-ai-hallucinations","tag-ai-retrieval","tag-multi-query-generation","tag-ollama","tag-open-source-ai","tag-rag-retrieval-augmented-generation","tag-rag-fusion","tag-raptor-recursive-abstractive-processing-for-tree-organized-retrieval","tag-reciprocal-ranking","tag-vector-store"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>From RAG to RAPTOR: Improving AI Retrieval with Open-Source Models - NextBrain AI | No-Code Machine Learning<\/title>\n<meta name=\"description\" content=\"In this article we will explore the evolution of AI retrieval from RAG to RAPTOR, powered by Ollama and open-source models and show advanced techniques to improve AI accuracy and efficiency in handling large datasets.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/nextbrain.ai\/ja\/blog\/from-rag-to-raptor-improving-ai-retrieval-with-open-source-models\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"From RAG to RAPTOR: Improving AI Retrieval with Open-Source Models - NextBrain AI | No-Code Machine Learning\" \/>\n<meta property=\"og:description\" content=\"In this article we will explore the evolution of AI retrieval from RAG to RAPTOR, powered by Ollama and open-source models and show advanced techniques to improve AI accuracy and efficiency in handling large datasets.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/nextbrain.ai\/ja\/blog\/from-rag-to-raptor-improving-ai-retrieval-with-open-source-models\" \/>\n<meta property=\"og:site_name\" content=\"NextBrain AI | No-Code Machine Learning\" \/>\n<meta property=\"article:published_time\" content=\"2024-06-04T08:20:42+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-06-04T08:20:43+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/06\/RAG.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1080\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"admin1061\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta 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