Question Answering under Temporal Conflict: Evaluating and Organizing Evolving Knowledge with LLMs

Atahan Özer, Çağatay Yıldız

Large language models (LLMs) exhibit remarkable capabilities in question answering and reasoning thanks to their extensive parametric memory. However, their knowledge is inherently…