How does deep learning improve natural language processing?

Deep learning techniques, particularly recurrent neural networks (RNNs) and transformers, have significantly advanced NLP by enabling models to capture complex language patterns and semantics. This has led to breakthroughs in tasks such as machine translation, sentiment analysis, and text generation.