{"id":64580,"date":"2024-05-09T14:20:49","date_gmt":"2024-05-09T13:20:49","guid":{"rendered":"https:\/\/aicongress.barcelona\/ia-llms-vs-slms\/"},"modified":"2024-09-09T08:36:29","modified_gmt":"2024-09-09T07:36:29","slug":"ia-llms-vs-slms","status":"publish","type":"post","link":"https:\/\/aicongress.barcelona\/en\/ia-llms-vs-slms\/","title":{"rendered":"09.00h to 10.00h <br>IA GENERATIVA: LLMs VS SLMs"},"content":{"rendered":"<div class=\"wpb-content-wrapper\" id=\"wpb-content-root\"><p>[vc_section][vc_row css=&#8221;.vc_custom_1681910300131{padding-bottom: 30px !important;}&#8221;][vc_column]<div id=\"ultimate-heading-87336aed33902aaa6\" class=\"uvc-heading ult-adjust-bottom-margin ultimate-heading-87336aed33902aaa6 uvc-112  uvc-heading-default-font-sizes\" data-hspacer=\"line_only\"  data-halign=\"left\" style=\"text-align:left\"><div class=\"uvc-main-heading ult-responsive\"  data-ultimate-target='.uvc-heading.ultimate-heading-87336aed33902aaa6 h2'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}' ><h2 style=\"--font-weight:theme;color:#4383ce;\">GENERATIVE AI: LLMs VS SLMs<\/h2><\/div><div class=\"uvc-heading-spacer line_only\" style=\"topheight:1px;\"><span class=\"uvc-headings-line\" style=\"border-style:solid;border-bottom-width:1px;border-color:#4383ce;width:100px;\"><\/span><\/div><div class=\"uvc-sub-heading ult-responsive\"  data-ultimate-target='.uvc-heading.ultimate-heading-87336aed33902aaa6 .uvc-sub-heading '  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\"><\/p>\n<h3><strong>10 October 2024 | 09.00<\/strong><strong>h to 10.00h<\/strong><\/h3>\n<p><\/div><\/div>[\/vc_column][\/vc_row][vc_row full_width=&#8221;stretch_row&#8221; bg_type=&#8221;bg_color&#8221; bg_color_value=&#8221;#ededed&#8221; css=&#8221;.vc_custom_1681913912294{padding-top: 30px !important;padding-bottom: 30px !important;}&#8221;][vc_column][vc_row_inner][vc_column_inner][vc_column_text css=&#8221;&#8221;]<\/p>\n<h4>Many generative AI applications are based on large language models (LLM), such as the different versions of Open-AI\u2019s GPT. These kinds of training models require million-dollar investments that are only within reach of a small number of companies or institutions.<\/h4>\n<h4>Small language models (SLMs) require less computational power for their training, operation and deployment. Despite some limitations in the complexity of the tasks they can perform, in some cases SLMs can be used as an alternative to LLMs.<\/h4>\n<h4>In this session, we will see <strong>real examples and use cases of applications that illustrate the use of LLMs or SLMs<\/strong>. Aspects such <strong>as efficiency, performance, deployment and reasoning capabilities <\/strong>are analysed for choosing one option or the other.<\/h4>\n<h4>Presents:<\/h4>\n<ul>\n<li>\n<h4>Jos\u00e9 Perona, Data and analytics Manager \u2013 Generative AI, NTT DATA<\/h4>\n<\/li>\n<\/ul>\n<h4><strong>Participate:<\/strong><\/h4>\n<ul>\n<li>\n<h4><strong>Oriol Al\u00e0s, Researcher Applied Artificial Intelligence (AAI), Eurecat<\/strong><\/h4>\n<\/li>\n<li>\n<h4><strong>Karina Gibert, Professor, Director of IDEAI -UPC and Dean of COEINF<\/strong><\/h4>\n<\/li>\n<li>\n<h4><strong>Ramon Serrallonga,CTO &amp; Chief AI Scientist, InnoAnalytiX<\/strong><\/h4>\n<\/li>\n<\/ul>\n<p>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row][vc_column][vc_empty_space]<div id=\"ultimate-heading-54656aed33902abee\" class=\"uvc-heading ult-adjust-bottom-margin ultimate-heading-54656aed33902abee uvc-1656  uvc-heading-default-font-sizes\" data-hspacer=\"line_only\"  data-halign=\"left\" style=\"text-align:left\"><div class=\"uvc-main-heading ult-responsive\"  data-ultimate-target='.uvc-heading.ultimate-heading-54656aed33902abee h2'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}' ><h2 style=\"--font-weight:theme;color:#4383ce;\">Speakers<\/h2><\/div><div class=\"uvc-heading-spacer line_only\" style=\"topheight:1px;\"><span class=\"uvc-headings-line\" style=\"border-style:solid;border-bottom-width:1px;border-color:#4383ce;width:100px;\"><\/span><\/div><\/div>[\/vc_column][\/vc_row][vc_row full_width=&#8221;stretch_row&#8221; bg_type=&#8221;bg_color&#8221; bg_color_value=&#8221;#ffffff&#8221; css=&#8221;.vc_custom_1683718841357{padding-top: 30px !important;padding-bottom: 30px !important;}&#8221;][vc_column][vc_row_inner][vc_column_inner width=&#8221;1\/4&#8243;][vc_empty_space][vc_single_image image=&#8221;66436&#8243; img_size=&#8221;full&#8221; css=&#8221;&#8221;][vc_empty_space][vc_column_text css=&#8221;&#8221;]<\/p>\n<p style=\"text-align: center;\"><strong><a href=\"https:\/\/www.eurecat.org\/en\" target=\"_blank\" rel=\"noopener\">www.eurecat.org<\/a> | <\/strong><a href=\"https:\/\/www.linkedin.com\/in\/oriolac\/\" target=\"_blank\" rel=\"noopener\"><strong>Linkedin<\/strong><\/a><\/p>\n<p>[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;3\/4&#8243;][vc_empty_space]<div id=\"ultimate-heading-72916aed33902ad0d\" class=\"uvc-heading ult-adjust-bottom-margin ultimate-heading-72916aed33902ad0d uvc-2130  uvc-heading-default-font-sizes\" data-hspacer=\"line_only\"  data-halign=\"left\" style=\"text-align:left\"><div class=\"uvc-main-heading ult-responsive\"  data-ultimate-target='.uvc-heading.ultimate-heading-72916aed33902ad0d h2'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}' ><h2 style=\"--font-weight:theme;\">ORIOL AL\u00c0S<\/h2><\/div><div class=\"uvc-heading-spacer line_only\" style=\"topheight:1px;\"><span class=\"uvc-headings-line\" style=\"border-style:solid;border-bottom-width:1px;border-color:#4383ce;width:100px;\"><\/span><\/div><div class=\"uvc-sub-heading ult-responsive\"  data-ultimate-target='.uvc-heading.ultimate-heading-72916aed33902ad0d .uvc-sub-heading '  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\"><\/p>\n<h4>Researcher Applied Artificial Intelligence (AAI), Eurecat<\/h4>\n<p><\/div><\/div>[vc_column_text css=&#8221;&#8221;]He is a researcher in the Applied Artificial Intelligence (AAI) unit at Eurecat. He holds a degree in Computer Engineering with a specialization in computing and a master&#8217;s degree in Computer Engineering, both from the University of Lleida (UdL). Since joining Eurecat, he has been involved in data analytics, artificial intelligence and data engineering projects. Currently, he is working on Computer Vision and Natural Language Processing projects, applying cutting-edge models and algorithms to address challenges such as object detection, anomaly detection or data generation.[\/vc_column_text][vc_empty_space]<div id=\"ultimate-heading-90346aed33902ae1d\" class=\"uvc-heading ult-adjust-bottom-margin ultimate-heading-90346aed33902ae1d uvc-6862  uvc-heading-default-font-sizes\" data-hspacer=\"no_spacer\"  data-halign=\"left\" style=\"text-align:left\"><div class=\"uvc-heading-spacer no_spacer\" style=\"top\"><\/div><div class=\"uvc-main-heading ult-responsive\"  data-ultimate-target='.uvc-heading.ultimate-heading-90346aed33902ae1d h4'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}' ><h4 style=\"--font-weight:theme;color:#4383ce;\">Dynamic Text Adaptation with fRAGments: A Modular Approach to Retrieval-Augmented Generation<\/h4><\/div><\/div>[vc_empty_space][vc_column_text css=&#8221;&#8221;]We introduce fRAGments, a modular Retrieval-Augmented Generation (RAG) architecture that leverages SLMs to flexibly adapt local text databases into locally deployed text assistants. This architecture aims to overcome two major challenges: it allows for the automatic configuration of these systems regardless of the local files stored, and it mitigates the drawbacks associated with cloud-based systems.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row full_width=&#8221;stretch_row&#8221; bg_type=&#8221;bg_color&#8221; bg_color_value=&#8221;#ffffff&#8221; css=&#8221;.vc_custom_1683718841357{padding-top: 30px !important;padding-bottom: 30px !important;}&#8221;][vc_column][vc_row_inner][vc_column_inner width=&#8221;1\/4&#8243;][vc_empty_space][vc_single_image image=&#8221;64931&#8243; img_size=&#8221;full&#8221; css=&#8221;&#8221;][vc_empty_space][vc_column_text css=&#8221;&#8221;]<\/p>\n<p style=\"text-align: center;\"><strong><a href=\"https:\/\/ideai.upc.edu\/en\" target=\"_blank\" rel=\"noopener\">www.ideai.upc.edu<\/a>\u00a0|<\/strong> <strong><a href=\"https:\/\/twitter.com\/KarinagibertK\" target=\"_blank\" rel=\"noopener\">@KarinagibertK<\/a><\/strong><\/p>\n<p>[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;3\/4&#8243;][vc_empty_space]<div id=\"ultimate-heading-19816aed33902aece\" class=\"uvc-heading ult-adjust-bottom-margin ultimate-heading-19816aed33902aece uvc-3877  uvc-heading-default-font-sizes\" data-hspacer=\"line_only\"  data-halign=\"left\" style=\"text-align:left\"><div class=\"uvc-main-heading ult-responsive\"  data-ultimate-target='.uvc-heading.ultimate-heading-19816aed33902aece h2'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}' ><h2 style=\"--font-weight:theme;\">KARINA GIBERT<\/h2><\/div><div class=\"uvc-heading-spacer line_only\" style=\"topheight:1px;\"><span class=\"uvc-headings-line\" style=\"border-style:solid;border-bottom-width:1px;border-color:#4383ce;width:100px;\"><\/span><\/div><div class=\"uvc-sub-heading ult-responsive\"  data-ultimate-target='.uvc-heading.ultimate-heading-19816aed33902aece .uvc-sub-heading '  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\"><\/p>\n<h4>Professor, Director of IDEAI-UPC and Dean of COEINF<\/h4>\n<p><\/div><\/div>[vc_column_text css=&#8221;&#8221;]Full Professor at the Universitat Polit\u00e8cnica de Catalunya-BarcelonaTech (UPC). Bachelor, Master and PhD in Computer Science with specialisations in computational statistics and artificial intelligence. Director and co-founder of the Intelligent Data Science and Artificial Intelligence research centre at UPC (IDEAI-UPC, 2018-). Dean of the Illustrious Official College of Informatics Engineering of Catalonia (COEINF, 2023-). Expert and co-author of the Catalan Strategy for Artificial Intelligence Catalonia.AI (Catalan Government, 2018-). Advisor to the Catalan, Spanish, and European Commission governments on AI ethics and digital transformation. Awards: WomenTech Award 2023 (Women360), National Award for Informatics Engineering 2023 (General Council of InformaticsEngineering Colleges of Spain), Ada Byron Award 2022 (College of Computer Engineering of Galicia), donaTIC2018 Award (GenCat). Creu Casas Mention 2020-2021 (IEC).[\/vc_column_text][vc_empty_space]<div id=\"ultimate-heading-94466aed33902afc6\" class=\"uvc-heading ult-adjust-bottom-margin ultimate-heading-94466aed33902afc6 uvc-9988  uvc-heading-default-font-sizes\" data-hspacer=\"no_spacer\"  data-halign=\"left\" style=\"text-align:left\"><div class=\"uvc-heading-spacer no_spacer\" style=\"top\"><\/div><div class=\"uvc-main-heading ult-responsive\"  data-ultimate-target='.uvc-heading.ultimate-heading-94466aed33902afc6 h4'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}' ><h4 style=\"--font-weight:theme;color:#4383ce;\">The tension between Big Data and Small Data in language models<\/h4><\/div><\/div>[vc_empty_space][vc_column_text css=&#8221;&#8221;]Traditionally, the explosion we have experienced in the field of AI in recent years is based on the existence of Big Data, language models are no exception. The deployment of generative AI relies on huge databases to train language models. But we find that actually the world is not as Big Data-driven as we would like, and there are often environments without Big Data available where AI has a lot to say. And there are also applications of computational linguistics in smaller languages. Catalan, in fact, would be halfway there, and stabilising language algorithms for minority or smaller or medium-sized languages such as Catalan presents its challenges. This talk will reflect on the limitations for smaller languages, the limitations of generative AI, language models and the alternatives that AI offers in these circumstances.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row full_width=&#8221;stretch_row&#8221; bg_type=&#8221;bg_color&#8221; bg_color_value=&#8221;#ffffff&#8221; css=&#8221;.vc_custom_1683718841357{padding-top: 30px !important;padding-bottom: 30px !important;}&#8221;][vc_column][vc_row_inner][vc_column_inner width=&#8221;1\/4&#8243;][vc_empty_space][vc_single_image image=&#8221;64812&#8243; img_size=&#8221;full&#8221; css=&#8221;&#8221;][vc_empty_space][vc_column_text css=&#8221;&#8221;]<\/p>\n<p style=\"text-align: center;\"><strong><a href=\"https:\/\/www.innoanalytix.com\" target=\"_blank\" rel=\"noopener\">www.innoanalytix.com | <\/a><\/strong><strong><a href=\"https:\/\/www.linkedin.com\/in\/serrallonga\" target=\"_blank\" rel=\"noopener\">Linkedin<\/a><br \/>\n<\/strong><strong><a href=\"https:\/\/twitter.com\/r_serrallonga\">@r_serrallonga<\/a><\/strong><\/p>\n<p>[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;3\/4&#8243;][vc_empty_space]<div id=\"ultimate-heading-47916aed33902b09f\" class=\"uvc-heading ult-adjust-bottom-margin ultimate-heading-47916aed33902b09f uvc-714  uvc-heading-default-font-sizes\" data-hspacer=\"line_only\"  data-halign=\"left\" style=\"text-align:left\"><div class=\"uvc-main-heading ult-responsive\"  data-ultimate-target='.uvc-heading.ultimate-heading-47916aed33902b09f h2'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}' ><h2 style=\"--font-weight:theme;\">RAMON SERRALLONGA<\/h2><\/div><div class=\"uvc-heading-spacer line_only\" style=\"topheight:1px;\"><span class=\"uvc-headings-line\" style=\"border-style:solid;border-bottom-width:1px;border-color:#4383ce;width:100px;\"><\/span><\/div><div class=\"uvc-sub-heading ult-responsive\"  data-ultimate-target='.uvc-heading.ultimate-heading-47916aed33902b09f .uvc-sub-heading '  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\"><\/p>\n<h4><strong>CTO &amp; Chief AI Scientist, InnoAnalytiX<\/strong><\/h4>\n<p><\/div><\/div>[vc_column_text css=&#8221;&#8221;]Ramon Serrallonga has a bachelor\u2019s degree in economics from Universitat Autonoma de Barcelona, and an MBA from ESADE Business School. His international professional career has developed in the technology sector for different industries, focusing on Artificial Intelligence for the last 9 years, and holding both managerial and technical responsibilities. He cofounded InnoAnalytiX and currently serves as the CTO and Chief AI Scientist.[\/vc_column_text][vc_column_text css=&#8221;&#8221;][\/vc_column_text][vc_empty_space]<div id=\"ultimate-heading-28066aed33902b1ac\" class=\"uvc-heading ult-adjust-bottom-margin ultimate-heading-28066aed33902b1ac uvc-5887  uvc-heading-default-font-sizes\" data-hspacer=\"no_spacer\"  data-halign=\"left\" style=\"text-align:left\"><div class=\"uvc-heading-spacer no_spacer\" style=\"top\"><\/div><div class=\"uvc-main-heading ult-responsive\"  data-ultimate-target='.uvc-heading.ultimate-heading-28066aed33902b1ac h4'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}' ><h4 style=\"--font-weight:theme;color:#4383ce;\">Revolutionizing Management with just an SLM<\/h4><\/div><\/div>[vc_empty_space][vc_column_text css=&#8221;&#8221;]Many companies struggle to extract the power of Generative AI when trying to solve concrete downstream tasks. We will uncover the recipe to get what you want from Generative AI and inside your budget, using a successful case in Management Consulting. Answering common questions like: should we use a proprietary model or an open-source one? Should we use RAG or fine-tuning? Should we use an LLM or an SLM? And so much more.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row][vc_column][vc_empty_space]<div id=\"ultimate-heading-16056aed33902b2be\" class=\"uvc-heading ult-adjust-bottom-margin ultimate-heading-16056aed33902b2be uvc-412  uvc-heading-default-font-sizes\" data-hspacer=\"line_only\"  data-halign=\"left\" style=\"text-align:left\"><div class=\"uvc-main-heading ult-responsive\"  data-ultimate-target='.uvc-heading.ultimate-heading-16056aed33902b2be h2'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}' ><h2 style=\"--font-weight:theme;color:#4383ce;\">Presents<\/h2><\/div><div class=\"uvc-heading-spacer line_only\" style=\"topheight:1px;\"><span class=\"uvc-headings-line\" style=\"border-style:solid;border-bottom-width:1px;border-color:#4383ce;width:100px;\"><\/span><\/div><\/div>[\/vc_column][\/vc_row][vc_row full_width=&#8221;stretch_row&#8221; bg_type=&#8221;bg_color&#8221; bg_color_value=&#8221;#ffffff&#8221; css=&#8221;.vc_custom_1683718841357{padding-top: 30px !important;padding-bottom: 30px !important;}&#8221;][vc_column][vc_row_inner][vc_column_inner width=&#8221;1\/4&#8243;][vc_empty_space][vc_single_image image=&#8221;66193&#8243; img_size=&#8221;full&#8221; css=&#8221;&#8221;][vc_empty_space][vc_column_text css=&#8221;&#8221;]<\/p>\n<p style=\"text-align: center;\"><a href=\"https:\/\/www.nttdata.com\/global\/en\/\" target=\"_blank\" rel=\"noopener\"><strong>https:\/\/www.nttdata.com<\/strong><\/a>\u00a0<a href=\"https:\/\/www.nttdata.com\/global\/en\/\" target=\"_blank\" rel=\"noopener\"><strong>| <\/strong><\/a><a href=\"https:\/\/www.linkedin.com\/in\/jose-perona-jimenez-155604122\/\" target=\"_blank\" rel=\"noopener\"><strong>Linkedin<\/strong><\/a><\/p>\n<p>[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;3\/4&#8243;][vc_empty_space]<div id=\"ultimate-heading-79876aed33902b3cb\" class=\"uvc-heading ult-adjust-bottom-margin ultimate-heading-79876aed33902b3cb uvc-4038  uvc-heading-default-font-sizes\" data-hspacer=\"line_only\"  data-halign=\"left\" style=\"text-align:left\"><div class=\"uvc-main-heading ult-responsive\"  data-ultimate-target='.uvc-heading.ultimate-heading-79876aed33902b3cb h2'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}' ><h2 style=\"--font-weight:theme;\">JOS\u00c9 PERONA<\/h2><\/div><div class=\"uvc-heading-spacer line_only\" style=\"topheight:1px;\"><span class=\"uvc-headings-line\" style=\"border-style:solid;border-bottom-width:1px;border-color:#4383ce;width:100px;\"><\/span><\/div><div class=\"uvc-sub-heading ult-responsive\"  data-ultimate-target='.uvc-heading.ultimate-heading-79876aed33902b3cb .uvc-sub-heading '  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\"><\/p>\n<h4>Data and analytics Manager \u2013 Generative AI, NTT DATA<\/h4>\n<p><\/div><\/div>[vc_column_text css=&#8221;&#8221;]<strong>Jos\u00e9 Perona<\/strong> graduated as a Telecommunications Engineer from the Universidad Carlos III de Madrid, with over 8 years of experience dedicated to artificial intelligence. He has worked in social robotics, participating in projects in collaboration with the MIT Media Lab, and has specialized in Natural Language Processing (NLP) and Computer Vision, focusing on the most disruptive technologies. His current responsibilities include leading projects related to Generative AI and coordinating the innovation center for Large Language Models (LLMs) for the EMEAL region.[\/vc_column_text][vc_column_text css=&#8221;&#8221;][\/vc_column_text][vc_empty_space][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][\/vc_section]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>En aquesta sessi\u00f3 veurem els darrers desenvolupaments i exemples de t\u00e8cniques que aprofundeixen en l&#8217;explicabilitat de la IA amb l&#8217;objectiu d&#8217;avan\u00e7ar cap a un \u00fas fiable i cada cop menys opac.<\/p>\n","protected":false},"author":5,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-64580","post","type-post","status-publish","format-standard","hentry","category-uncategorized-ca","category-1","description-off"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.8 - 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