Automated question paper generation (AQPG) represents a novel approach in the realm of educational technology. This method leverages sophisticated software algorithms to efficiently generate assessment items for various subjects and grade levels. The fundamental objective of AQPG is to enhance the production process for educators, freeing up valuab