Book
Smart Learning Applications: Leveraging LLMs for Contextualized and Ethical Educational Technology
| Title: | Smart Learning Applications: Leveraging LLMs for Contextualized and Ethical Educational Technology |
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| Authors: | Marc Alier, María José Casañ, Daniel Amo Filvà |
| Source: | Lecture Notes in Educational Technology ISBN: 9789819718139 UPCommons. Portal del coneixement obert de la UPC Universitat Politècnica de Catalunya (UPC) |
| Publisher Information: | Springer Nature Singapore, 2024. |
| Publication Year: | 2024 |
| Subject Terms: | Smart Learning Applications, Query processing, Contextualized learning, Ethical considerations, Academic integrity, Educational technology, Real-time content generation, ChatGPT, Àrees temàtiques de la UPC::Informàtica::Aspectes socials, Personalized learning, Àrees temàtiques de la UPC::Ensenyament i aprenentatge::TIC's aplicades a l'educació, Large language models, Educational framework, Data security |
| Description: | This paper introduces the concept of “Smart Learning Applications,”an emerging new category of educational technology that leverages the capabilities of Large Language Models (LLMs) like ChatGPT. Distinct from existing third-party chatbots, these proposed applications aim to provide real-time content generation, advanced query processing, and personalized learning experiences. These features are integrated within a framework managed by the educational institution, ensuring quality, relevance, and confidentiality in an ethical manner. The paper delves into the technical underpinnings necessary for the development of these applications, with a focus on the role of embeddings and context in enhancing their utility and adaptability. It also addresses challenges and ethical considerations, such as data security and academic integrity. The paper concludes by outlining a strategy for the swift, iterative development and testing of Smart Learning Applications in a secure and responsible setting. This work has been funded by the Departament de Recerca i Universitats de la Generalitat de Catalunya - 2021 SGR 01412. |
| Document Type: | Part of book or chapter of book Conference object |
| File Description: | application/pdf |
| Language: | English |
| DOI: | 10.1007/978-981-97-1814-6_18 |
| Rights: | Springer Nature TDM |
| Accession Number: | edsair.doi.dedup.....2e9eafebe2cf99806e13e836a2aa6c8c |
| Database: | OpenAIRE |
| DOI: | 10.1007/978-981-97-1814-6_18 |
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