The Impact of Big Five Personality Traits on AI Agent Decision-Making in Public Spaces: A Social Simulation Study
Journal:
arXiv
Published Date:
Jan 15, 2025
Abstract
This study investigates how the Big Five personality traits influence
decision-making processes in AI agents within public spaces. Using AgentVerse
framework and GPT-3.5-turbo, we simulated interactions among 10 AI agents, each
embodying different dimensions of the Big Five personality traits, in a
classroom environment responding to misinformation. The experiment assessed
both public expressions ([Speak]) and private thoughts ([Think]) of agents,
revealing significant correlations between personality traits and
decision-making patterns. Results demonstrate that Openness to Experience had
the strongest impact on information acceptance, with curious agents showing
high acceptance rates and cautious agents displaying strong skepticism.
Extraversion and Conscientiousness also showed notable influence on
decision-making, while Neuroticism and Agreeableness exhibited more balanced
responses. Additionally, we observed significant discrepancies between public
expressions and private thoughts, particularly in agents with friendly and
extroverted personalities, suggesting that social context influences
decision-making behavior. Our findings contribute to understanding how
personality traits shape AI agent behavior in social settings and have
implications for developing more nuanced and context-aware AI systems.