Overconfidence and Calibration in Medical VQA: Empirical Findings and Hallucination-Aware Mitigation

Ji Young Byun, Young-Jin Park, Jean-Philippe Corbeil +1

As vision-language models (VLMs) are increasingly deployed in clinical decision support, more than accuracy is required: knowing when to trust their predictions is equally critical…