"under realistic conditions, contemporary LLMs ... consistently favor otherwise identical resumes with female or stereotypically black names over those with male or stereotypically white names, even when explicitly prompted not to show any race or sex preferences"

https://arctotherium.substack.com/p/llm-fairness-in-realisti...