AIBearisharXiv – CS AI · 7h ago7/10
🧠
LLM Bias Evaluation: Gender, Racial, and Age Disparities in Occupational and Crime Scenarios
A comprehensive study of four leading 2024 LLMs reveals significant gender, racial, and age biases in occupational and crime scenario depictions, with deviations up to 54% from real-world data. The research identifies a critical 'debiasing paradox' where efforts to reduce certain biases inadvertently over-correct and exacerbate other disparities, highlighting fundamental limitations in current bias mitigation techniques.
🧠 GPT-4🧠 Claude🧠 Gemini