Lingbo Tong
Author directory2026
MIST: Misconception Identification and Sycophancy Tracking
Lionel Meng | Lingbo Tong | Icy Zhang
Proceedings of the Artificial Intelligence in Measurement and Education Conference (AIME-Con): Works in Progress
Lionel Meng | Lingbo Tong | Icy Zhang
Proceedings of the Artificial Intelligence in Measurement and Education Conference (AIME-Con): Works in Progress
This study investigates effective use of AI models as statistics tutors. Specifically, how to promote accurate student misconception identification, elicit active student cognition, and provide trustworthy responses. Initial findings from explorations of prompting strategies and indicators of sycophantic behavior with emphasis on model reasoning traces in simulated conversations are discussed.