Recent advancements in large language models (LLMs) hold significant promise for improving physics education research that uses machine learning. In this study, we compare the application of various models for conducting a large-scale analysis of written text grounded in a physics education research classification problem: identifying skills in…

This chapter reports on a compulsory final year employability skills module for Modern Foreign Languages (MFL) undergraduates at York St John University. The "Professional Linguist" aims to equip students with a range of skills which they may need when entering the workplace, whilst underpinning it with theory which would benefit those…