November 8, 2025Open Access

Why Reasoning Matters? A Survey of Advancements in Multimodal Reasoning (v1)

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Multimodal reasoning enhances reasoning capabilities across diverse tasks, enabling improved problem-solving.
Recent algorithms boost commonsense reasoning in large language models, showcasing integration of visual and textual inputs.
Evaluation methodologies are crucial for assessing reasoning accuracy in multimodal contexts and addressing challenges ahead.
The findings highlight essential strategies for post-training optimization and set directions for future research efforts.

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Survey finds multimodal reasoning integrates text and visual inputs, highlighting evaluation and algorithmic enhancements.

Bi et al. (2025) studied this question.

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