Sunshang Wang

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Publication activitypapers/week, last 8 weeks

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Multimodal Models (1)Reasoning & Chain-of-Thought (1)

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Mingbo Yang (1)Wenqiang Wang (1)Zhaolu Kang (1)Yannan Chen (1)

Papers (1)

Sep 9, 2026

Mingbo Yang +41w ago

Beyond Surface Imitation: Contrastive Modeling for Reasoning Path Alignment in Multimodal In-Context Learning

Instead of mimicking gold-standard examples, MLLMs reason significantly better when shown suboptimal outputs alongside explicit contrastive paths to correct them.

Mingbo Yang, Wenqiang Wang, Zhaolu Kang +2

Multimodal Models Reasoning & Chain-of-Thought

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Sunshang Wang

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)