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Jaroslaw B. Cwikla

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#machine learning Preprint Oct 2026

Diagnostic Loss: Asymmetric Supervision for Radiology Report Generation

Automated radiology report generation requires models to do more than produce fluent clinical narratives: they must explicitly state supported diagnoses while avoiding unsupported ones. However, existing medical vision-language models (MedVLMs) are typically trained with token-level maximum likelihood objectives, which...

Ignacy Kolton, Wen-Xuan Li, Zong-Wei Zhou et al. · 0 citations

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