TrustMargin: Training-Free Arbitration between Parametric Memory and Retrieved Evidence in Large Language Models

Jingyan Xu, Hong Shi, Yi Shan +4

Large language models answer knowledge-intensive questions using both parametric memory and retrieved evidence, but neither source is uniformly reliable. Retrieval can fill knowled…