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One of the primary benefits of AQG tools is their ability to reduce the manual effort involved in creating questions, thereby saving time and resources for researchers and educators. For instance, the Automatic Question Paper Generator (AQPG) utilizes algorithms and databases to create diverse and balanced question sets, ensuring the integrity and quality of assessments in educational institutions