Bad Seeing or Bad Thinking? Rewarding Perception for Multimodal Reasoning 事件

Bad Seeing or Bad Thinking? Rewarding Perception for Multimodal Reasoning arXiv:2605.14054v2 Announce Type: replace-cross Abstract: Achieving robust perception-reasoning synergy is a central goal for advanced Vision-Language Models (VLMs). Recent advancements have pursued this goal via architectural designs or agentic workflows. However, these approaches are often limited by static textual reasoning or complicated by the significant compute and engineering burden of external agentic complexity.