Synthetic Worlds for Temporal Evaluation and Knowledge Updating in LLMs

Jonathan Zheng, Zirui Shao, Alan Ritter +1

Large language models (LLMs) rely on static pretraining corpora, causing their knowledge to become outdated over time. Existing approaches for evaluating knowledge edits either suf…