Human Trust of AI Agents

Controlled laboratory experiment finds humans make significantly different strategic choices when playing against LLMs compared to other humans in a p-beauty contest game. The shift toward Nash-equilibrium (zero) choices is driven primarily by high-reasoning-ability subjects who perceive LLMs as more rational and cooperative. The work has implications for designing systems that mix human and LLM participants.