04:00
2026-06-19
arxiv.org
large-language-models
Uncertainty Decomposition for Clarification Seeking in LLM Agents
Researchers introduced a prompt-based uncertainty decomposition method that separates action confidence from request uncertainty, enabling LLM agents to proactively seek clarification when task specif…