Research
Journal Articles
Auto-marking short answer questions in science: The foundational years of transformer-based models from BERT to GPT-4 2026
International Journal of Artificial Intelligence in Education, Article 100005
The ethics of deploying Large Language Models in high-stakes automarking 2025
Research Matters: A Cambridge University Press & Assessment publication, 40, 72–92
Book Chapters
AI tutors: From promise to practice in primary and early education 2025
In Teaching with Artificial Intelligence (1st ed.). Routledge
Reports
AI in automarking: Performance on benchmark datasets for short answer questions, January 2024 to August 2025 2025
Cambridge University Press & Assessment
Conference Presentations
The performance of transformer-based auto-markers on science content: a scoping review 2024
Association for Educational Assessment (AEA) Europe Conference 2024, Paphos, Cyprus
Exploring detection for AI malpractice and the future of assessment in the AI age 2024
Ofqual Educational Assessment Seminar 2024 & AEA Europe 2024