Visual Tool-Use in Multimodal LLMs Is Mostly an Illusion, Study Finds
A causal audit of multimodal LLMs shows that active visual ops like crop‑and‑zoom rarely improve accuracy and often cost many extra tokens. Across six models and five benchmarks, the visual evidence rarely drives answers, exposing a "Calling Without Looking" failure mode. Designers should rethink visual tool reliance.