Shahidur Rahoman Sohag obtained his MS degree in Computer Science at the University of Idaho in December, 2024. As a Graduate Research Assistant, he focused 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, in 2022.