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School of Physics, Mathematics and Computing, University of Western Australia, Crawley, Australia
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MonteRET significantly boosts chest CT report accuracy and completeness, reducing omitted findings while enhancing clinical relevance.
Current LLM benchmarks hide critical reasoning failures in long, multimodal documents, which BRIDGE exposes through step-level evaluation.
LVLMs struggle with causal reasoning not because they lack the capacity, but because they lack structured guidance on what's relevant.