{"id":8260,"date":"2024-01-19T11:46:08","date_gmt":"2024-01-19T16:46:08","guid":{"rendered":"https:\/\/www.clearobject.com\/?post_type=glossary&#038;p=8260"},"modified":"2024-01-19T11:46:08","modified_gmt":"2024-01-19T16:46:08","slug":"retrieval-augmented-generation","status":"publish","type":"glossary","link":"https:\/\/www.clearobject.com\/?glossary=retrieval-augmented-generation","title":{"rendered":"Retrieval-Augmented Generation"},"content":{"rendered":"<p><span data-sheets-root=\"1\" data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;RAG (Retrieval Augmented Generations)&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:513,&quot;3&quot;:{&quot;1&quot;:0},&quot;12&quot;:0}\">Retrieval-augmented generation (RAG) is an AI information gathering method that directs models to retrieve information from a specified dataset or knowledge base. Businesses can give algorithms access to data from thier own repositories to supplement the large language model (LLM) to generate answers based on the most relevant documents you provided. This method has been show to increase relevancy and accuracy. Including your own supplemental data has also been shown to help reduce AI hallucinations without exposing your private data to third parties<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Retrieval-augmented generation (RAG) is an AI information gathering method that directs models to retrieve information from a specified dataset or knowledge base. Businesses can give algorithms access to data from thier own repositories to supplement the large language model (LLM) to generate answers based on the most relevant documents you provided. This method has been [&hellip;]<\/p>\n","protected":false},"author":11,"featured_media":0,"menu_order":0,"template":"","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","content-type":"","_monsterinsights_skip_tracking":false,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"footnotes":""},"class_list":["post-8260","glossary","type-glossary","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.1 (Yoast SEO v28.1) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Retrieval-Augmented Generation - Clear Object<\/title>\n<meta name=\"description\" content=\"Retrieval-augmented generation (RAG) directs AI models to retrieve information from a specified dataset or knowledge base.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.clearobject.com\/?glossary=retrieval-augmented-generation\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Retrieval-Augmented Generation\" \/>\n<meta property=\"og:description\" content=\"Retrieval-augmented generation (RAG) directs AI models to retrieve information from a specified dataset or knowledge base.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.clearobject.com\/?glossary=retrieval-augmented-generation\" \/>\n<meta property=\"og:site_name\" content=\"Clear Object\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/ClearObjectInc\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@ClearObject\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.clearobject.com\\\/?glossary=retrieval-augmented-generation\",\"url\":\"https:\\\/\\\/www.clearobject.com\\\/?glossary=retrieval-augmented-generation\",\"name\":\"Retrieval-Augmented Generation - 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