Although reinforcement learning (RL) can effectively enhance the reasoning capabilities of vision–language models (VLMs), current methods remain heavily dependent on labor-intensive datasets that ...

!!! We have open-sourced the code and model checkpoints. Note that the performance reproduced with the refactored code is fully aligned with, and in some cases shows a slight improvement over, the ...