I am a Ph.D. student at the University of Sheffield. This is supported by a fully-funded UKRI scholarship. Currently on leave from PhD studies as a SPAR AI safety fellow. I'm working Andrew Draganov on backdoor detection in LLMs.
Research: My PhD research investigates privacy in deep learning. With a particular focus on how language models inadvertently leak information, and how we mitigate this.
Recent work: My EMNLP 2025 paper investigates information leakage in abstractive summarisation. My EACL 2026 paper, uses activation patching and circuit discovery to understand and mitigate PII leakage in language models.
Selected Publications in Privacy
Selected Publications in Health/Medicine
Research Experience
Collaborators/Mentors: Vasisht Duddu, N. Asokan. Research on mechanistic approaches to understanding PII leakage in language models.
Industry Experience
Led development of NLP-based products including automated text classification SaaS, data visualization tools, and integration of language models into data platforms. Built production systems serving FTSE clients.
Software Engineer working on services solving data silo issues with linked data.
Worked on a new digital platform centered around semantic web technologies.