Research

My research explores how abstract linguistic structure emerges in compact neural systems under realistic developmental and multilingual constraints. I focus on interpretability, learning dynamics, and practical applications of small language models.

Core Claims

• Small models can acquire structure under severe data constraints
• Multilingual exposure shifts inductive biases, not just capacity
• Evaluation should capture learning dynamics, not only end-state performance

*This work draws on BabyLM benchmarks and related developmental datasets.*

Per Capita Media

Per Capita Media is a national independent student newspaper and magazine. PCM is led by students at the University of Cambridge with contributors from across the UK, including Oxford, London, Birmingham, and Bristol. I am the Editor, Per Capita Media (University of Cambridge) and President of Cambirdge University PCM.

What We Do

• Original reporting, features, and cultural commentary on politics, society, technology, arts, and more
• Platform for emerging writers and thinkers beyond traditional university media
• Outreach and mentorship initiatives for secondary and sixth-form students

Our Mission

Explore issues that matter to young people and broader audiences through thoughtful, research-informed journalism and commentary, building a community of independent student voices. Learn more about our team and vision on LinkedIn.

*Founded August 2023. Contributions from students across the UK.*