Li Yu

Towards Robust Tool Use in Agents via Experience-Driven Adaptive Guidance

Extensive experiments show that ExpG brings consistent improvements across the tool selection, tool calling, and response generation tasks, enabling smaller agents to outperform larger ones that do not use ExpG, suggesting a promising path toward more robust tool use.