The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images

Zhiheng Wang, Bo Peng, Lai Wei +1

The "thinking-with-images" paradigm equips multimodal LLMs with active visual operations such as crop-and-zoom. However, models using these operations often achieve only marginal o…