Perception or Reasoning? Diagnosing and Tackling Reinforcement Learning Bottlenecks in VLMs

Reinforcement learning has brought strong gains to language model reasoning, but its improvements on visual tasks remain less consistent. One difficulty is that visual task failures can arise from different sources: the same benchmark may be limited by perception for one model and by reasoning for a