{"id":12992,"date":"2023-04-16T10:26:33","date_gmt":"2023-04-16T10:26:33","guid":{"rendered":"https:\/\/amaraproyectos.com\/amara\/blog\/"},"modified":"2023-07-03T11:16:04","modified_gmt":"2023-07-03T11:16:04","slug":"blog","status":"publish","type":"page","link":"https:\/\/amara-marketing.com\/en\/blog\/","title":{"rendered":"Blog"},"content":{"rendered":"<div id=\"bsf_rt_marker\"><\/div><div id=\"bsf_rt_marker\"><\/div><p><strong>Retrieval Augmented Generation<\/strong> \u2014known by its acronym RAG\u2014 is the technique that allows language models to consult an external knowledge base before generating a response. Instead of relying exclusively on what they learned during training, RAG systems retrieve updated and &hellip; <a href=\"https:\/\/amara-marketing.com\/en\/sin-categorizar\/retrieval-augmented-generation-2\/\" class=\"read-more\">Leer m\u00e1s <\/a><\/p><div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">Contenidos<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/amara-marketing.com\/en\/sin-categorizar\/retrieval-augmented-generation-2\/#What_Is_Retrieval_Augmented_Generation_and_Why_Does_It_Matter\" >What Is Retrieval Augmented Generation and Why Does It Matter?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/amara-marketing.com\/en\/sin-categorizar\/retrieval-augmented-generation-2\/#What_Problem_Does_RAG_Come_to_Solve\" >What Problem Does RAG Come to Solve?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/amara-marketing.com\/en\/sin-categorizar\/retrieval-augmented-generation-2\/#Outdated_Knowledge\" >Outdated Knowledge<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/amara-marketing.com\/en\/sin-categorizar\/retrieval-augmented-generation-2\/#Hallucinations_and_Factual_Errors\" >Hallucinations and Factual Errors<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/amara-marketing.com\/en\/sin-categorizar\/retrieval-augmented-generation-2\/#Inability_to_Access_Private_Knowledge\" >Inability to Access Private Knowledge<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/amara-marketing.com\/en\/sin-categorizar\/retrieval-augmented-generation-2\/#How_Does_RAG_Work_Step_by_Step\" >How Does RAG Work Step by Step?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/amara-marketing.com\/en\/sin-categorizar\/retrieval-augmented-generation-2\/#Phase_1_Document_Ingestion_and_Preparation\" >Phase 1: Document Ingestion and Preparation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/amara-marketing.com\/en\/sin-categorizar\/retrieval-augmented-generation-2\/#Phase_2_Embedding_Generation_and_Vector_Storage\" >Phase 2: Embedding Generation and Vector Storage<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/amara-marketing.com\/en\/sin-categorizar\/retrieval-augmented-generation-2\/#Phase_3_Semantic_Retrieval_for_Each_Query\" >Phase 3: Semantic Retrieval for Each Query<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/amara-marketing.com\/en\/sin-categorizar\/retrieval-augmented-generation-2\/#Phase_4_LLM-Augmented_Generation\" >Phase 4: LLM-Augmented Generation<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/amara-marketing.com\/en\/sin-categorizar\/retrieval-augmented-generation-2\/#What_Are_Vector_Databases_and_Why_Are_They_Essential_in_RAG\" >What Are Vector Databases and Why Are They Essential in RAG?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/amara-marketing.com\/en\/sin-categorizar\/retrieval-augmented-generation-2\/#How_Does_RAG_Differ_from_Model_Fine-Tuning\" >How Does RAG Differ from Model Fine-Tuning?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/amara-marketing.com\/en\/sin-categorizar\/retrieval-augmented-generation-2\/#What_Are_the_Most_Relevant_Use_Cases_for_RAG_in_Businesses\" >What Are the Most Relevant Use Cases for RAG in Businesses?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/amara-marketing.com\/en\/sin-categorizar\/retrieval-augmented-generation-2\/#What_Are_the_Limitations_of_RAG_and_How_Can_They_Be_Mitigated\" >What Are the Limitations of RAG and How Can They Be Mitigated?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/amara-marketing.com\/en\/sin-categorizar\/retrieval-augmented-generation-2\/#Retrieval_Quality_The_Most_Critical_Link\" >Retrieval Quality: The Most Critical Link<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/amara-marketing.com\/en\/sin-categorizar\/retrieval-augmented-generation-2\/#Additional_Latency\" >Additional Latency<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/amara-marketing.com\/en\/sin-categorizar\/retrieval-augmented-generation-2\/#Management_of_Outdated_or_Contradictory_Documents\" >Management of Outdated or Contradictory Documents<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/amara-marketing.com\/en\/sin-categorizar\/retrieval-augmented-generation-2\/#How_to_Start_Implementing_RAG_in_Your_Project\" >How to Start Implementing RAG in Your Project?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/amara-marketing.com\/en\/sin-categorizar\/retrieval-augmented-generation-2\/#Frequently_Asked_Questions_about_Retrieval_Augmented_Generation\" >Frequently Asked Questions about Retrieval Augmented Generation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/amara-marketing.com\/en\/sin-categorizar\/retrieval-augmented-generation-2\/#Sources\" >Sources<\/a><\/li><\/ul><\/nav><\/div>\n","protected":false},"excerpt":{"rendered":"<div id=\"bsf_rt_marker\"><\/div><p><strong>Retrieval Augmented Generation<\/strong> \u2014known by its acronym RAG\u2014 is the technique that allows language models to consult an external knowledge base before generating a response. Instead of relying exclusively on what they learned during training, RAG systems retrieve updated and &hellip; <a href=\"https:\/\/amara-marketing.com\/en\/sin-categorizar\/retrieval-augmented-generation-2\/\" class=\"read-more\">Leer m\u00e1s <\/a><\/p>","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"content-type":"","footnotes":""},"categories":[],"tags":[],"class_list":["post-12992","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/amara-marketing.com\/en\/wp-json\/wp\/v2\/pages\/12992","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/amara-marketing.com\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/amara-marketing.com\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/amara-marketing.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/amara-marketing.com\/en\/wp-json\/wp\/v2\/comments?post=12992"}],"version-history":[{"count":0,"href":"https:\/\/amara-marketing.com\/en\/wp-json\/wp\/v2\/pages\/12992\/revisions"}],"wp:attachment":[{"href":"https:\/\/amara-marketing.com\/en\/wp-json\/wp\/v2\/media?parent=12992"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/amara-marketing.com\/en\/wp-json\/wp\/v2\/categories?post=12992"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/amara-marketing.com\/en\/wp-json\/wp\/v2\/tags?post=12992"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}