Automated question paper generation (AQPG) represents a novel approach in the realm of educational technology. This technique leverages sophisticated software algorithms to dynamically generate assessment problems for various subjects and grade levels. The core objective of AQPG is to enhance the creation process for educators, freeing up valuable