The good linearity depicted in this plot indicates excellent agreement between manual scoring and fully automated scoring, showcasing the potential of the proposed system. Credit: Michael McGuire / Doshisha University, Japan In today's increasingly interconnected world, language learning has become essential for education, business, and cultural exchange. However, accurately measuring proficiency in language learners is a complex matter. One particularly v