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October 13, 2025Open Access

Evaluating and Aligning Human Economic Risk Preferences in LLMs

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Authors

JLJiaxin LiuYTYixuan TangYYYi Yang

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Overview

Analysis reveals LLMs' risk preferences across personas, indicating potential alignment with human economic rationality.

Key Points

  • LLMs show reasonable decisions in personalized risk contexts, but performance declines with complexity.
  • Results demonstrate varying levels of risk aversion and risk-seeking behavior in LLM responses.
  • The proposed alignment method enhances adherence to risk preferences, addressing economic rationality issues.
  • Implications suggest improved AI decision-making through better alignment with human preferences in risk contexts.

Cite This Study

Liu et al. (2025) studied this question.

synapsesocial.com/papers/68ece2abd1bb2827d12974c4https://doi.org/10.48550/arxiv.2503.06646
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