Shahidur Rahoman Sohag is currently pursuing a master’s degree in Computer Science at the University of Idaho, working under the supervision of Dr. Min Xian in the Machine Intelligence and Data Analytics (MIDA) lab. As a Graduate Research Assistant, he focuses on developing advanced methodologies for causal discovery using large language models, with an emphasis on extracting and analyzing cause-effect relationships in complex datasets. Sohag completed a Bachelor of Engineering in Software Engineering at Sichuan University, China.