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The article discusses the development of a Time Capsule Language Model (TimeCapsuleLLM), a novel approach to natural language processing that aims to capture the evolution of language over time. The model is designed to learn and understand the contextual meaning of words and phrases as they change across different time periods, providing a more comprehensive and accurate understanding of text.