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Mohna Chakraborty

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Book Open access Nov 2026

Beyond Answer Accuracy: Diagnosing Perception Failures in Multimodal Mathematical Reasoning

Multimodal Large Language Models (MLLMs) have shown strong performance on mathematical reasoning tasks that combine textual and visual information. However, final-answer accuracy offers limited insight into whether errors arise from incorrect perception, modality-dependent information extraction, or downstream reasonin...

Aniket Mitra, Arpit Chhabra, Aditya Desai et al. · 0 citations

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