Language models have been found to hallucinate, with some research suggesting that evaluating them for accuracy may actually incentivize this behavior. However, there is disagreement over whether hallucination is an inherent property of language models or a result of their deployment. Various approaches to mitigating hallucinations in large language models are being explored, with some proposing new methods to reduce their occurrence.