When Should Active RAG Retrieve? A Budget-Aware Evaluation of Utility, Calibration, and Cost

Pin Qian, Su Wang, Chong Peng +5

Active RAG systems decide when to retrieve external knowledge during generation, making them a budget-sensitive case of agentic RAG and self-adaptive retrieval. Yet evaluations oft…