Jerome Ramos

BiasTrace: Linking Reasoning Behaviours to Biased Outputs in LLMs

LLMs exhibit social biases that can produce inaccurate and discriminatory inferences, posing risks in high-stakes applications. While prior work has made progress in measuring and mitigating bias, it largely focuses on final outputs of models, with limited understanding of the mechanisms that produce biased outcomes. R...