I am a PhD Student at the Oxford-Man Institute of Quantitative Finance and Oxford e-Research Centre, co-supervised by Janet B. Pierrehumbert and Stefan Zohren. My research is focused on incorporating Natural Language Processing into Time-Series Forecasting.
I am very interested in how best to include language information in time-series prediction tasks as well as the suitability of LLMs within this application space. My work has focussed on how to incorporate textual data into time-series forecasts, and whether it is legitimate to use LLMs in larger predictive architectures in a backtesting capacity; the temporally static nature of an LLM’s training data can introduce information leakage during backtesting. I am keen to speak with anyone also interested in these topics, as well as any related or adjacent fields: diachronic analysis, machine unlearning, knowledge editing, etc.
During my undergraduate, masters and the first two years of my PhD I trained professionally for the GB Rowing Team. Having won the World Championships at Junior and U23 level, I take the lessons of elite sport into my working life.
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PhD in Natural Language Processing, 2021 - present
University of Oxford
MEng in Engineering Science, 2017 - 2021
University of Oxford