Hi, I’m Meng’en Qin (秦蒙恩), a statistics graduate from Henan University. My research journey began at the Henan Engineering Research Center for Artificial Intelligence Theory and Algorithms, where I explored interpretable visual learning and its interdisciplinary applications. Since then, I've worked on interpreting the internal mechanisms of MLLMs/LLMs, particularly their reasoning and hallucination behavior. I’m currently working with Prof. Ruize Han and Distinguished Prof. Song Wang at Shenzhen University of Advanced Technology.