Projects
Chain-of-Thought Faithfulness in DeepSeek R1
MSc thesis examining whether DeepSeek R1's stated reasoning actually reflects the factors driving its answers.
Details
Found that the model would change its final answer in response to a hint embedded in the prompt, without ever mentioning that hint anywhere in its chain-of-thought. Published in the ACL Anthology as part of IJCNLP-AACL 2025, CHOMPS workshop.
Read the paper →Referee Bias Analysis
Examining whether football referees issue red cards at different rates depending on players' skin tone, using the Crowdstorming dataset.
Details
Built three increasingly complex GLM/GLMM models to test whether the effect held up as model complexity increased. Used as a refresher project for R after several years working mainly in Python. Next step is extending the analysis to yellow cards as an outcome variable.
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