I am pursuing my Ph.D. in Computer Science at the University of Sheffield.
Research:My PhD research investigates privacy in deep learning (DL), in particular how DL models leak sensitive information at inference time.
Recent work: My EMNLP 2025 investigates private summarisation. Currently project uses circuit discovery to understand weakness in existing PII leakage defense.
Past: I completed my MSc in Computational Linguistics (Distinction) from University of Wolverhampton, and my undergraduate degree in Computer Science (1st Class, Hons) from Nottingham Trent University.
Selected Publications
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 major clients including GFK.
Software Engineer working on services solving data silo issues with linked data.
Worked on a new digital platform centered around semantic web technologies.