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Korea Institute of Science and Technology, Korea University, University of Science and Technology KIST School
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GUIDE reshapes how multimodal models utilize evidence, enhancing their robustness and alignment with language instructions during reasoning tasks.
Multimodal models can amplify biases by reinforcing modality dominance, leading to structured error patterns that traditional analyses miss.
