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Large language models (LLMs) are AI programs that use big data to train transformer-based neural networks, allowing them to understand language and generate text. These models can handle large amounts of data and can be trained on GPUs, making them more efficient than previous models. LLMs have a wide range of applications, including generating text and recognizing words.