Author

Kebin Liu

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Preprint Aug 2026

Motion-as-Prompt: Enhancing Motion Reasoning in Multimodal Large Language Models via Motion-Guided Cross-Frame Visual Prompting

MaP provides a simple and effective solution for enhancing motion-centric video reasoning without model training or architectural modification, and consistently improves average motion-reasoning accuracy.

Xikai Sun, Kebin Liu, Haotian Wang et al. · 0 citations