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This article announces a Special Issue in Big Data and Cognitive Computing dedicated to exploring Large Language Models (LLMs). LLMs have emerged as transformative tools with the potential to revolutionize language understanding, generation, and manipulation. The Special Issue aims to bring together researchers and practitioners to share their insights and advancements in the field of LLMs.