LLM Bias Evaluation: Gender, Racial, and Age Disparities in Occupational and Crime Scenarios 事件

LLM Bias Evaluation: Gender, Racial, and Age Disparities in Occupational and Crime Scenarios arXiv:2409.14583v4 Announce Type: replace Abstract: LLM bias evaluation is critical as large language models (LLMs) increasingly influence high-stakes decisions. This paper provides a comprehensive assessment of gender, racial, and age disparities in leading LLMs, revealing that debiasing efforts often create new fairness trade-offs. Recent advancements in LLMs have been notable, yet widespread enterpri