3 papers
cs.CL2026
Mechanics of Bias and Reasoning: Interpreting the Impact of Chain-of-Thought Prompting on Gender Bias in LLMs
Edie Pearman, Sophia Osborne, Mira Kandlikar-Bloch +3
Large language models (LLMs) are increasingly deployed in socially sensitive settings despite substantial documentation that they encode gender biases. Chain-of-Thought (CoT) promp…
cs.CL2025
Let's Unlearn Stereotypes Before Decision-Making: Assessing the Impact of Intrinsic Bias Mitigation on Downstream Fairness in LLMs
Mina Arzaghi, 'Mina Arzaghi', Alireza Dehghanpour Farashah +6
Large Language Models (LLMs) are increasingly used in high-stakes decision-making systems, where biased predictions can reinforce social and economic disparities. Although prior wo…
cs.CL2024
Understanding Intrinsic Socioeconomic Biases in Large Language Models
Mina Arzaghi, Florian Carichon, Golnoosh Farnadi
Large Language Models (LLMs) are increasingly integrated into critical decision-making processes, such as loan approvals and visa applications, where inherent biases can lead to di…