From Stages to States: Unified Iterative Reasoning for MLLMs.

arXiv:2610.15620v2 Announce Type: replace Abstract: Multimodal Chain-of-Thought (MCoT) substantially enhances the complex reasoning capabilities of Multimodal Large Language Models (MLLMs) by explicitly modeling intermediate reasoning processes. However, most