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cs.AI2026

Do MLLMs Really See It: Reinforcing Visual Attention in Multimodal LLMs

Siqu Ou, Tianrui Wan, Zhiyuan Zhao +2

While chain-of-thought (CoT) reasoning has substantially improved multimodal large language models (MLLMs) on complex reasoning tasks, existing approaches largely rely on long text…