Huiying Cai is a doctoral candidate in Linguistics at the University of Illinois Urbana-Champaign. Her dissertation explores a feature-based, explainable automated essay scoring system for second language (L2) integrated argumentative writing assessment in local contexts. Her research bridges computational linguistics and language assessment, aiming to enhance transparency, validity, and fairness in automated scoring for L2 learners.