AdaExploreBench: Benchmarking LLM Agents for Proactive Exploration and Test-time Adaptation in Evolving Environments

What this work does

AdaExploreBench asks agents to design probes that reveal hidden decision rules and recognize when those rules become stale. It separates proactive exploration from reasoning over supplied evidence and measures adaptation throughout an episode.