AINeutralarXiv – CS AI · 7h ago6/10
🧠
Mapping how LLMs debate societal issues when shadowing human personality traits, sociodemographics and social media behavior
Researchers have created Cognitive Digital Shadows (CDS), a 190,000-record synthetic dataset of LLM-generated responses on controversial societal topics, designed to measure how language models shift their outputs based on persona prompting and sociodemographic attributes. The dataset enables systematic auditing of LLM bias, alignment, and social sensitivity across 19 different models.