Do Multimodal Agents Really Benefit from Tool Use? A Systematic Study of Capability Gains

Garvin Guo, Donglei Yu, Yu Chen +6

Tool-augmented multimodal agents show strong benchmark gains, often taken as evidence that agents have learned to use tools. We argue that this interpretation can be premature: a t…