Interactive and conversational data exploration
Example embodiments are disclosed where a narrative generation platform is integrated with a conversational interface such as a Chatbot to support interactive and dynamic narrative generation in response to speech inputs from users. Such a system can be further integrated with a visualization platform to allow the speech input through the conversational interface to interactively and dynamically focus and control visualizations and/or narratives that accompany the visualizations.
1. A narrative generation system comprising:
a narrative generation artificial intelligence platform for teaching a natural language conversational interface how to understand natural language inputs from users, the narrative generation artificial intelligence platform comprising a processor and a platform interface;
wherein the processor is configured to (1) receive data from the natural language conversational interface via the platform interface, wherein the received data is indicative of a communication goal with respect to a data set and comprises information derived from a natural language input to the natural language conversational interface, (2) determine a natural language expression for referring to an element represented by the data set in a narrative story, (3) generate the narrative story about the data set in natural language and in accordance with the communication goal based on the received data, wherein the generated narrative story uses the determined natural language expression to refer to the element, and (4) provide the determined natural language expression to the natural language conversational interface via the platform interface for use by the natural language conversational interface as a language pattern for identifying a reference to the element in subsequent natural language inputs to the natural language conversational interface.
2. The system of claim 1 wherein the narrative generation artificial intelligence platform further comprises a second platform interface, wherein the processor is further configured to (1) receive visualization parameter data from a visualization platform via the second platform interface and (2) generate the narrative story about the data set in natural language and in accordance with the communication goal based on (i) the received data and (ii) the received visualization parameter data.
3. The system of claim 2 further comprising the visualization platform.
4. The system of claim 1 further comprising the natural language conversational interface.
5. The system of claim 4 wherein the natural language conversational interface comprises a chatbot.
6. The system of claim 1 wherein the processor is further configured to (1) parameterize a narrative analytics model and a story outline in response to the received data and (2) generate the narrative story about the data set in natural language and in accordance with the communication goal based on the parameterized narrative analytics model and the story outline.
7. The system of claim 1 wherein the natural language input includes a specification of a notional entity, wherein the processor is further configured to determine a specific entity to which the notional entity refers based on an analysis of the data set, and wherein the determined natural language expression that is provided to the natural language conversational interface comprises a natural language expression for the determined specific entity.
8. The system of claim 1 wherein the element comprises an entity.
9. The system of claim 8 wherein the entity comprises a notional entity.
10. The system of claim 1 wherein the natural language input comprises speech input.
11. The system of claim 1 wherein the natural language input comprises text input.