MedConceal provides 300 cases and a simulator that withholds hidden concerns to evaluate confirmation and intervention in medical dialogue, finding frontier models vary on surfacing concerns while humans outperform on guiding patients to care plans.
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MedConceal: A Benchmark for Clinical Hidden-Concern Reasoning Under Partial Observability
MedConceal provides 300 cases and a simulator that withholds hidden concerns to evaluate confirmation and intervention in medical dialogue, finding frontier models vary on surfacing concerns while humans outperform on guiding patients to care plans.