Across nine Medico 2025 systems, answer accuracy on GI endoscopy VQA does not predict explanation faithfulness; structured reasoning and grounding correlate with better trustworthiness.
Kvasir- VQA-x1:A Multimodal Dataset for Medical Reasoning and Robust MedVQA in Gastrointestinal Endoscopy,
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Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA
Across nine Medico 2025 systems, answer accuracy on GI endoscopy VQA does not predict explanation faithfulness; structured reasoning and grounding correlate with better trustworthiness.