Contaminated Collaboration: Measuring Gender Bias Transfer in LLM-Assisted Student Writing

Ariyan Hossain, Kazi Kamruzzaman Rabbi, Farig Sadeque +1

Gender bias in LLMs has been studied extensively in model outputs, with biased prompts shown to amplify stereotyped generations. Whether such bias propagates into text produced by…