#emvr

Evidence-Order Calibration for Selective Visual Reasoning under Progressive Loss of Question-Critical EvidenceNEW⭐9

A lightweight reliability head with evidence-order supervision improves selective visual reasoning in VLMs, reducing monotonicity violations under progressive m...