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Detecting and pre- venting hallucinations in large vision language models

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Anatomically-Grounded Fact Checking of Automated Chest X-ray Reports

cs.CV · 2024-12-03 · conditional · novelty 6.0

A contrastive regression network trained on synthetic perturbed reports can detect false findings and misplaced findings in automated chest X-ray reports, and a correction step improves report quality by about 40 percent.

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  • Anatomically-Grounded Fact Checking of Automated Chest X-ray Reports cs.CV · 2024-12-03 · conditional · none · ref 6

    A contrastive regression network trained on synthetic perturbed reports can detect false findings and misplaced findings in automated chest X-ray reports, and a correction step improves report quality by about 40 percent.