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Natural language has garnered interest as a useful modality for users to converse with data and visualizations. Understanding intents behind input queries is a way of understanding a user’s analytical needs. In this talk, we explore how we can better address intent using principles from linguistics and visual analytics. With examples and demos from both our engineering and research teams, we hope to indulge you one (analytical) conversation at a time.