Sumaira Latif et al. 2026. Gender Representation in AI-Generated Language: A Conceptual Linguistic Analysis of Bias, Stereotypes, and Representation in Large Language Models. AL-HAYAT Research Journal (AHRJ). 3, 4 (Sep. 2026), 94–99. DOI:https://doi.org/10.5281/.