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arXiv CS.AI
7/21/2026
The original title is "Some Large Language Models Exhibit Consistent Risk Attitudes"

The original title is "Some Large Language Models Exhibit Consistent Risk Attitudes"

Original: Some Large Language Models Exhibit Consistent Risk Attitudes

Short summary

This paper tests whether LLMs exhibit systematic risk attitudes across spatial navigation, clinical triage, and financial allocation tasks using a cross-domain framework applied to six LLMs and 100 humans. Results show most LLMs display robust intra-task consistency, cross-domain rank-order stability, and convergence toward a restricted risk-attitude distribution relative to humans, establishing risk attitude as a stable dimension of LLM behavior.

  • Six LLMs tested across spatial, clinical, and financial tasks show consistent risk attitudes
  • LLMs preserve relative risk posture across domains, unlike broader human baseline variation
  • Risk attitude identified as a stable, previously uncharacterized dimension for AI alignment evaluation

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