Karen D Wang


2025

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Fairness in Formative AI: Cognitive Complexity in Chatbot Questions Across Research Topics
Alexandra Barry Colbert | Karen D Wang
Proceedings of the Artificial Intelligence in Measurement and Education Conference (AIME-Con): Works in Progress

This study evaluates whether questions generated from a socratic-style research AI chatbot designed to support project-based AP courses maintains cognitive complexity parity when inputted with research topics of controversial and non-controversial nature. We present empirical findings indicating no significant conversational complexity differences, highlighting implications for equitable AI use in formative assessment.