Scalable Educational Question Generation with Pre-trained Language Models

May 13, 2023 Β· Declared Dead Β· πŸ› International Conference on Artificial Intelligence in Education

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Authors Sahan Bulathwela, Hamze Muse, Emine Yilmaz arXiv ID 2305.07871 Category cs.AI: Artificial Intelligence Cross-listed cs.CY, cs.IR, cs.LG Citations 40 Venue International Conference on Artificial Intelligence in Education Last Checked 4 months ago
Abstract
The automatic generation of educational questions will play a key role in scaling online education, enabling self-assessment at scale when a global population is manoeuvring their personalised learning journeys. We develop \textit{EduQG}, a novel educational question generation model built by adapting a large language model. Our extensive experiments demonstrate that \textit{EduQG} can produce superior educational questions by further pre-training and fine-tuning a pre-trained language model on the scientific text and science question data.
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