Staged VLM Training Shows Perception Bottlenecks Reasoning; RL Beats SFT for Visual Tasks

Decomposing VLM post-training into three sequential stages — visual perception, visual reasoning, and textual reasoning — shows that perception is the primary bottleneck, and RL outperforms caption-based SFT for learning visual perception.