The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images
By Zhiheng Wang · Paper · cs.AI
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 or negative gains over direct inference at substantially higher token cost. They may also repeatedly