cs.CLSep 12, 2026

CRITICS - Critical Science Without Borders: Language Models to Promote Critical Thinking in Science Education

Authors: Rodrigo Agerri, Itziar Aldabe, Elena Cabrio, Mark Cieliebak, Jan Deriu, Mariana Flores, Jurgita Kapociute-Dzikiene, Dovile Kuiziniene, 

Organizations: HiTZ Center - Ixa, University of the Basque Country EHU · Université Côte d’Azur, Inria, CNRS, I3S, France · Centre for Artificial Intelligence, ZHAW School of Engineering · Faculty of Informatics, Vytautas Magnus University, Lithuania · 

Abstract

The CRITICS project addresses science accessibility and literacy by converging advanced Machine Translation (MT) based on Large Language Models (LLMs) with educational technology. By leveraging MT systems specifically optimized for scientific content, educational institutions can provide accurate, culturally relevant translations of scientific materials in students' native languages, ensuring that complex scientific concepts are comprehensible while maintaining technical accuracy. Building on these translations, the project explores the design and evaluation of innovative science teaching-learning proposals grounded in curriculum-aligned teaching-learning. Thus, CRITICS will investigate key components of scientific argumentation and critical thinking practices together with textual feedback aligned with learning objectives and assessment criteria inspired by competence-based evaluation frameworks. CRITICS aims to break down language barriers to accessing cutting-edge research and educational materials currently available only in high-resourced languages, thereby facilitating the democratization of scientific knowledge and fostering critical thinking in science education.

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