{"id":4582,"date":"2024-10-25T21:43:00","date_gmt":"2024-10-25T21:43:00","guid":{"rendered":"https:\/\/blogs.ua.es\/faraonllorens\/?p=4582"},"modified":"2024-11-05T10:56:35","modified_gmt":"2024-11-05T10:56:35","slug":"multiagent-systems-for-educational-transformation-a-swarm-of-intelligent-personal-assistants","status":"publish","type":"post","link":"https:\/\/blogs.ua.es\/faraonllorens\/2024\/10\/25\/multiagent-systems-for-educational-transformation-a-swarm-of-intelligent-personal-assistants\/","title":{"rendered":"Multiagent Systems for Educational Transformation: A Swarm of Intelligent Personal Assistants"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong>Multiagent Systems for Educational Transformation: A Swarm of Intelligent Personal Assistants<\/strong><br>Sergio Arjona-Giner and Fara\u00f3n Llorens-Largo<br>University of Alicante, Alicante, Spain<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Technological Ecosystems for Enhancing Multiculturality<\/em> (TEEM 2024)<br>23-25 October 2024<br>Alicante, Spain<br><a href=\"https:\/\/2024.teemconference.eu\" target=\"_blank\" rel=\"noreferrer noopener\">2024.teemconference.eu<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Proceedings<br>Lecture Notes in Educational Technology<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Abstract.<br>The arrival of LLMs in November 2022, marked by the release of the<br>GPT-3.5 model, represents a milestone in the field of AI. These advanced mod-<br>els have demonstrated an exceptional ability to comprehend and generate hu-<br>man-like text, among other skills. The versatility and proficiency of LLMs have<br>paved the way for the development of various applications, including intelligent<br>agents. When these agents are combined synergistically in a MAS, they utilize<br>the trained or pre-trained LLMs as their core AI engine. In the educational sec-<br>tor, this AI-driven transformation has reinforced the concept of Smart Learning,<br>leveraging advanced technologies to create interactive, personalized, and effi-<br>cient learning experiences. One tangible manifestation of Smart Learning is the<br>development of SLApps which harness AI for robust educational support. In<br>this paper, we explore the introduction of a SLApp that employs a swarm of in-<br>telligent agents coordinated within a MAS. By leveraging the capabilities of<br>LLMs and the coordinated efforts of intelligent agents, the SLApp aims to im-<br>prove the educational process. Key contributions include the preliminary archi-<br>tecture of the SLApp, integration with the LTI 1.3 standard for compatibility<br>with LMSs and implementation of RAG technology to minimize hallucinations<br>and enhance knowledge sources.<br><br>Keywords:<br>Multiagent System, RAG, Smart Learning.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Multiagent Systems for Educational Transformation: A Swarm of Intelligent Personal AssistantsSergio Arjona-Giner and Fara\u00f3n Llorens-LargoUniversity of Alicante, Alicante, Spain Technological Ecosystems for Enhancing Multiculturality (TEEM 2024)23-25 October 2024Alicante, Spain2024.teemconference.eu ProceedingsLecture Notes in Educational Technology Abstract.The arrival of LLMs in November 2022, marked by the release of theGPT-3.5 model, represents a milestone in the field of [&hellip;]<\/p>\n","protected":false},"author":30,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[412,163438,2325692],"tags":[],"class_list":["post-4582","post","type-post","status-publish","format-standard","hentry","category-actividades","category-inteligencia-artificial","category-smart_learning"],"_links":{"self":[{"href":"https:\/\/blogs.ua.es\/faraonllorens\/wp-json\/wp\/v2\/posts\/4582","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blogs.ua.es\/faraonllorens\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blogs.ua.es\/faraonllorens\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.ua.es\/faraonllorens\/wp-json\/wp\/v2\/users\/30"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.ua.es\/faraonllorens\/wp-json\/wp\/v2\/comments?post=4582"}],"version-history":[{"count":1,"href":"https:\/\/blogs.ua.es\/faraonllorens\/wp-json\/wp\/v2\/posts\/4582\/revisions"}],"predecessor-version":[{"id":4583,"href":"https:\/\/blogs.ua.es\/faraonllorens\/wp-json\/wp\/v2\/posts\/4582\/revisions\/4583"}],"wp:attachment":[{"href":"https:\/\/blogs.ua.es\/faraonllorens\/wp-json\/wp\/v2\/media?parent=4582"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blogs.ua.es\/faraonllorens\/wp-json\/wp\/v2\/categories?post=4582"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blogs.ua.es\/faraonllorens\/wp-json\/wp\/v2\/tags?post=4582"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}