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This article discusses the recent progress made in natural language processing, particularly in relation to large language models. It also highlights some of the challenges that still need to be addressed in this field, such as the amount of data needed for human-level performance and the transferability of models between languages. The article invites original research and reviews on various areas of natural language processing for a special issue.