Yehia M. Helmi

A Review of Deep Learning-Based Question Generation: Challenges, Methods, and Future Directions

This review critically surveys the evolution of QG techniques from early rule-based and statistical models to modern neural architecture such as sequence-to-sequence models, attention-based frameworks, and transformer-based systems like BERT, GPT, T5, and BART to guide researchers and practitioners in developing more r...