USE OF A DYNAMIC STORAGE NETWORK TO TRACK DIGITAL DIALOG STATES AND GENERATE ANSWERS

摘要

The present disclosure relates to the generation of digital responses based on digital dialog states generated by a neural network that includes a dynamic storage network architecture. For example, in one or more embodiments, the disclosed system provides a digital dialog with one or more segments for a dialog state tracking neural network with a dynamic storage network architecture that includes a set of a plurality of storage locations. In some embodiments, the dialog state tracking neural network further includes update gates and reset gates that are used in modifying the values stored in the memory locations. For example, the disclosed system may use a cross-site interaction update / reset gate to accurately generate a digital dialog state for each of the segments of a digital dialog. The system then generates a digital response for each segment of a digital dialog based on the digital dialog state.