2026
Uncertainty-Aware Clarification in LLM Agents with Information Gain
ICML 2026poster
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 challenge, we propose a goal-oriented clarification framework that aligns clarification behavior with ambiguity resolutio…