LSTM

Also known as: Long Short-Term Memory

LSTM cells use gates (input, forget, output) to control information flow through a memory cell, mitigating vanishing gradients in long sequences versus vanilla RNNs.

They powered pre-Transformer NLP (translation, speech). For most new LLM work, Transformers dominate.

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