Alena G Esposito

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2025

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Evaluating Generative AI as a Mentor Resource: Bias and Implementation Challenges
Jimin Lee | Alena G Esposito
Proceedings of the Artificial Intelligence in Measurement and Education Conference (AIME-Con): Full Papers

We explored how students’ perceptions of helpfulness and caring skew their ability to identify AI versus human mentorship responses. Emotionally resonant responses often lead to misattributions, indicating perceptual biases that shape mentorship judgments. The findings inform ethical, relational, and effective integration of AI in student support.
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