Large language models (LLMs) sometimes generate factually incorrect answers, posing a critical challenge.The proposed Streaming-VR approach allows real-time verification and refinement of LLM outputs.Streaming-VR checks and corrects tokens as they are being generated, ensuring factual accuracy.Comprehensive evaluations show that Streaming-VR is an efficient solution compared to prior methods.