Exploring Agentic Tool-Calling Decisions via Uncertainty-Aligned Reinforcement Learning

Yijin Zhou, Linqian Zeng, Xiaoya Lu +4

Large language model (LLM)-based agents often make suboptimal tool-use decisions, including unsupported tool invocation and hallucinated direct responses, which may accumulate erro…