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Zayed University of Artificial Intelligence, University Of Liverpool
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Spatial reasoning in VLMs operates on coarse object localization rather than precise boundaries, revealing a surprising disconnect between knowing where objects are and how they relate.
Hallucination rates drop to just 8.1% with TAVR-VLM, revolutionizing the reliability of AI-generated surgical reports.
Simulating adversarial debate between specialized agents dramatically reduces hallucinations in medical diagnosis MLLMs, surpassing single-agent baselines in accuracy and trustworthiness.
Achieve state-of-the-art pulmonary nodule segmentation by distilling language guidance into a graph-reasoning framework, all while fine-tuning less than 1% of the parameters.
Forget brute-force scaling: smart data curation and reward-guided optimization can dramatically boost Chinese-to-Southeast Asian language translation, leaving larger models in the dust.
