Time to REFLECT: Can We Trust LLM Judges for Evidence-based Research Agents?

Leyao Wang, Yanan He, Peng Chen +5

Deep research agents increasingly automate complex information-seeking tasks, producing evidence-grounded reports via multi-step reasoning, tool use, and synthesis. Their growing r…