Preprint
Jul 2026
Beyond the Eye: Efficient Multimodal Reasoning via Self-Regulated Implicit Visual Tools
Recent multimodal large language models (MLLMs) have made remarkable progress on fine-grained perception tasks under the"Thinking with Images"(TwI) paradigm by iteratively performing various visual tool operations. However, this paradigm relies heavily on frequent external tool calls and repeated image re-encoding, whi...
Xiuwei Chen, Quanlin Chen, Wentao Hu et al.
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