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Demographic Bias in LLM-Driven Caregiving

Korpan. "Demographic Bias in LLM-Driven Caregiving." arXiv:2503.05765, 2025.

Key findings used in wiki

  • Documents systematic demographic bias in LLM responses to caregiving queries
  • Response quality and safety vary significantly by race, age, gender, and socioeconomic indicators
  • Models provide less comprehensive care guidance for demographics already underserved by the healthcare system
  • Bias compounds with SDOH factors, creating disproportionate risk for vulnerable populations
  • Informs InvisibleBench's equity evaluation dimension and demographic stratification of results