Multi-Agent Reasoning with Consistency Verification Improves Uncertainty Calibration in Medical MCQA

John Ray B. Martinez

Miscalibrated confidence scores are a practical obstacle to deploying AI in clinical settings. A model that is always overconfident offers no useful signal for deferral. We present…