Sep 2026
CARE-MVLM: Counterfactual Abstention and Region-Grounded Evidence in Mammography Vision-Language Models
B. Qu, W. Liu, M. Murrow et al.
· medRxiv · 0 citations
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Open access
Sep 2026
Accuracy Overstates Evidence Grounding and Abstention Reliability in Mammography Vision-Language Models
An evidence-grounded selective evaluation benchmark that evaluates Pathology classification and Abnormality identification together with label-aware lesion localization suggests that answer accuracy and abstention behavior can substantially overstate the reliability of current VLM when predictions are not verified agai...
B. Qu, W. Liu, M. Murrow et al.
· medRxiv · 0 citations