Case-Based Calibration of Adaptive Reasoning and Execution for LLM Tool Use

Renning Pang, Tian Lan, Leyuan Liu +3

Tool use extends large language models beyond parametric knowledge, but reliable execution requires balancing appropriate reasoning depth with strict structural validity. We approa…