Scalable Educational Question Generation with Pre-trained Language Models
May 13, 2023 Β· Declared Dead Β· π International Conference on Artificial Intelligence in Education
"No code URL or promise found in abstract"
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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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