ToolVision: Learning When and How to Use Visual Tools with Capability-Aligned Supervision

Delin Mao, Chenghao Sun, Jingwei Song +2

Thinking with images allows a multimodal model to compensate for limited perception by invoking visual tools through code. Yet the prevailing SFT-then-RL recipe creates a different…