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Wen et al. (2024) demonstrated that generalized RNNs, even when equipped with chain-of-thought reasoning, cannot perform associative recall or tasks requiring precise contextual retrieval unless they are augmented with retrieval-augmented generation (RAG) or followed by a Transformer layer.

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