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...However, these systems do not work well for iterative visualization authoring, because they often require analysts to provide, in a single turn, a text-only prompt that fully describes the complex visualization task to be performed, which is unrealistic to both users and models in many cases. In this paper, we present Data Formulator 2, an LLM-powered visualization system to address these challenges.

...The biggest key differences between Tessera and other frontends are the separation of queries from presentations, and the ability to apply arbitrary transformations to the presentations & queries, allowing for a large degree of interactivity. Tessera is initially focused on information presentation - it does not NOT address the areas of metric discovery or query composition (although it may in the future). Tessera consists of a small python webserver written with Flask with a SQL backing store. The server manages storing and searching for dashboards, managing tags for organization, serving the basic UI assets, and providing a ReST API for the front-end to use.