Uncertainty-Aware Clarification in LLM Agents with Information Gain

Mengyi Deng, Zhiwei Li, Xin Li +4

Large Language Model (LLM) agents often operate under underspecified user instructions, where latent uncertainty over user intent leads to erroneous tool actions. To address this c…