This Special Issue aims to explore the opportunities and challenges in data mining applied to natural language processing. It invites original research articles and reviews to advance our understanding of the interplay between these two fields and pave the way for future advancements. Topics may include deep learning, machine learning, and multimodal intelligence. Manuscripts can be submitted online and will undergo peer-review before being published in the journal.