risk-decision-making

Researchers evaluate 28 LLMs on the St. Petersburg game to distinguish between outcome-level resemblance and mechanism-level alignment in risk decision-making, finding that LLMs often produce human-like bids without underlying human-consistent reasoning mechanisms. The study demonstrates that behavioral alignment can be superficial, urging high-stakes evaluations to go beyond outcome similarity.