From Perception to Cognition: A Survey of Vision-Language Interactive Reasoning in Multimodal Large Language Models

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From Perception to Cognition: A Survey of Vision-Language Interactive Reasoning in Multimodal Large Language Models

29 September 2025

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V-Thinker: Interactive Thinking with Images Runqi Qiao Qiuna Tan Minghan Yang Guanting Dong Peiqing Yang ... Yida Xu Lan Yang Chong Sun Chen Li Honggang Zhang MLLM LRM 201 0 0 06 Nov 2025