Same Probabilities, Different Advice: Gain-Loss Framing Effects in High-Stakes LLM Decision Support.

arXiv:2610.29294v1 Announce Type: new Abstract: Large language models (LLMs) are increasingly used to support consequential decisions, yet their reliability under equivalent representations of uncertainty remains unclear. Existing work has documented prompt se