claim
Retrieval-Augmented Generation (RAG) (Lewis et al., 2020), Grounded pretraining (Zhang et al., 2023), and contrastive decoding techniques (Li et al., 2022) have been explored to counter hallucinations by integrating external knowledge sources during inference or introducing architectural changes that enforce factuality.

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