Explore Separately, Adopt Selectively: Execution-Guided Tool Use over Large Tool Libraries

Large language model agents must discover relevant tools from large libraries, e.g., thousands of tools, as new needs arise during task execution. When several candidates could satisfy the same need, execution may be required to identify the relevant one.