Overcoming ambiguity in natural language: The research behind Ask Data

As with any natural language system, questions typed into Tableau’s recent natural language capability, Ask Data, are often simple, yet ambiguous and underspecified. People often ask questions about their data without explicitly specifying the attributes they are interested in seeing in the visualization response. Concepts used in these questions can also be vague and the system needs to interpret the questions sensibly with reasonable defaults.