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Yun Peng, Shuqing Li, Wenwei Gu, Yichen Li, Wenxuan Wang, Cuiyun Gao, Michael R · 2023 · arXiv 2022.319706

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Beyond APIs: Probing the Limits of MLLMs in Physical Tool Use

cs.CL · 2026-06-09 · unverdicted · novelty 8.0

PhysTool-Bench shows leading MLLMs identify at most 58.7% of tools in scenes and complete only 21% of physical tool-use queries end-to-end.

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Beyond APIs: Probing the Limits of MLLMs in Physical Tool Use cs.CL · 2026-06-09 · unverdicted · none · ref 1
PhysTool-Bench shows leading MLLMs identify at most 58.7% of tools in scenes and complete only 21% of physical tool-use queries end-to-end.

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