Visual tool calls often fail to influence multimodal answers
Across six models and five perception benchmarks, researchers found tools were sometimes called even when returned images had no causal effect, while other runs gathered useful observations under an incoherent plan.
Why it matters: A crop, zoom, or image-inspection trace does not prove that the answer was grounded in the returned visual evidence.