AIBearisharXiv – CS AI · Jun 47/10
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Can I Take Another Dose? Evaluating LLM Decision-Making Under Temporal Uncertainty in OTC Dosing QA
Researchers introduced DOSEBENCH, a benchmark of 81 OTC medication dosing scenarios, to evaluate how well large language models handle safety-critical medical decisions involving temporal reasoning and constraint adherence. Testing four LLMs revealed significant weaknesses in rolling-window calculations, ambiguity handling, and consistency—critical gaps for a use case where incorrect answers pose real health risks.