interactive-benchmarks

This paper proposes a prompt-based uncertainty decomposition method for LLM agents that separates action confidence from request uncertainty, enabling proactive clarification seeking in underspecified tasks. The method is evaluated on new clarification-augmented benchmarks across five LLM backbones, showing significant improvements.