mlsanityData to 14 Oct 2026

The Impact of Big Five Personality Traits on AI Agent Decision-Making in Public Spaces: A Social Simulation Study

arXiv 2503.15497 ↗First posted 15 Jan 2025cs.HC cs.AI cs.CYcited by 0

On the map: LLM agents and tool use → Social simulation and multi-agent debate

Abstract (arXiv)

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.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Placed in Social simulation and multi-agent debate, one of 16 directions in LLM agents and tool use. Builds on 2 of its 7 references that are in the map. First posted on arXiv 15 Jan 2025.

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2 of 7 references.

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  1. 2024PersonaGym: Evaluating Persona Agents and LLMs25 Jul
  2. 2023Generative Agents: Interactive Simulacra of Human Behavior7 Apr

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  1. 2024Designing AI-Agents with Personalities: A Psychometric Approach
  2. 2025Exploring Big Five Personality and AI Capability Effects in LLM-Simulated Negotiation Dialogues
  3. 2025The Power of Personality: A Human Simulation Perspective to Investigate Large Language Model Agents
  4. 2024AFSPP: Agent Framework for Shaping Preference and Personality with Large Language Models
  5. 2026Behavioral Determinants of Deployed AI Agents in Social Networks: A Multi-Factor Study of Personality, Model, and Guardrail Specification
  6. 2026On the Behavioral Traits of LLM Agents
  7. 2025Identifying Cooperative Personalities in Multi-agent Contexts through Personality Steering with Representation Engineering
  8. 2026Effects of personality steering on cooperative behavior in Large Language Model agents