AIBullisharXiv – CS AI · 6h ago7/10
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Uncertainty Decomposition for Clarification Seeking in LLM Agents
Researchers introduce a prompt-based uncertainty decomposition method that enables LLM agents to proactively seek clarification when task specifications are ambiguous. The approach separates action confidence from request uncertainty and demonstrates 36-73% improvements in clarification performance across multiple LLM backbones compared to existing uncertainty frameworks.
🧠 GPT-5