VeriTrail: Closed-Domain Hallucination Detection with Traceability

Researchers have developed VeriTrail, the first closed-domain hallucination detection method that can trace where AI-generated misinformation originates in multi-step processes. The system addresses a critical problem where language models generate unsubstantiated content even when instructed to stick to source material, with the risk being higher in complex multi-step generative processes.