Automated question paper generation (AQPG) represents a cutting-edge approach in the realm of educational technology. This technique leverages sophisticated software algorithms to efficiently generate assessment items for various subjects and grade levels. The primary objective of AQPG is to enhance the development process for educators, freeing up