Sebastián Tapia received his Master's in Engineering Sciences, with a minor in Applied Mathematics from the University of Chile in 2024, and is now starting a Ph.D. in Applied Mathematics at the University of Lille. He has worked as Research Assistant at University of Chile from 2023 until today. In 2023, he worked on his degree work in traffic wave collision simulation. In 2024, he participated in an internship on soliton collisions in the nonlinear Schrodinger (NLS) equation at University of Lille. He is currently working as a Research Assistant on multibouncing in NLS quintic equations and on implementing large language models (LLMs) for correction of educational exercises for children. His research topics mainly include education, LLMs, prompting techniques, PDE numerical simulation, the non-linear Schrödinger equation, and collisions.

Roberto Araya He is a Full Professor at the Institute of Education of the University of Chile and holds a Ph.D. in Electrical Engineering from the University of California, Los Angeles (UCLA). He has obtained the following international awards. •         Best Paper of the 10th International Conference on Intelligent Methodologies and Systems for Technology Enhanced Learning MIS4TEL 2020, Italy. •         Best paper of the 10th International Conference on Web-Based Learning, ICWL 2011, Hong Kong. •         Best poster of the 12th European Conference on Technology Enhanced Learning, ECTEL 2017, Estonia. •         Nominated for the Best Paper Award at the 23rd International Conference on Artificial Intelligence in Education, AIED 2022, held in Durham, UK, 2022.