LLMs as Repositories of Factual Knowledge: Limitations and Solutions

ArXi:2501.12774v2 Announce Type: replace LLMs' sources of knowledge are data snapshots containing factual information about entities collected at different and from different media types (e.g. wikis, social media, etc.). Such unstructured knowledge is subject to change due to updates through time from past to present. Equally important are the inconsistencies and inaccuracies occurring in different information sources. Consequently, the model's knowledge about an entity may be perturbed while.