Expediting interaction with a digital assistant by predicting user responses
A computer-implemented technique is described herein for expediting a user's interaction with a digital assistant. In one implementation, the technique involves receiving a system prompt generated by a digital assistant in response to an input command provided by a user via an input device. The technique then generates a predicted response based on linguistic content of the system prompt, together with contextual features pertaining to a circumstance in which the system prompt was issued. The predicted response corresponds to a prediction of how the user will respond to the system prompt. The technique then selects one or more dialogue actions from a plurality of dialogue actions, based on a confidence value associated with the predicted response. The technique expedites the user's interaction with the digital assistant by reducing the number of system prompts that the user is asked to respond to.
1. A system, comprising:
a processor; and
a memory coupled to the processor and storing instructions that, when executed by the processor, perform operations, comprising:
receiving a natural language system prompt generated by a digital assistant;
generating a predicted response that comprises a prediction of how an individual will respond to the system prompt, the predicted response being generated based, at least in part, on at least one of:
a first contextual information associated with the system prompt;
a previously-generated system prompt;
a second contextual information describing a circumstance in which the previously-generated system prompt was issued; and
a previously-encountered response to the previously-generated system prompt;
selecting a dialogue action from a plurality of dialogue actions based, at least in part, on a confidence level associated with the predicted response, wherein the dialogue action expedites an interaction between the individual and the digital assistant by automatically providing the dialog action as a proxy response to the system prompt and by not providing the system prompt; and
causing the selected dialog action to be performed.
2. The system of claim 1 , further comprising instructions for selecting the dialogue action when the confidence level associated with the predicted response is above a threshold value.
3. The system of claim 1 , further comprising instructing the digital assistant to provide the system prompt to the individual.
4. The system of claim 1 , wherein the second contextual information includes a received query that caused generation of the previously-generated system prompt.
5. The system of claim 1 , wherein the second contextual information includes a time at which a query was received that caused generation of the previously-generated system prompt.
6. The system of claim 1 , wherein the second contextual information includes a location at which a query was received that caused generation of the previously-generated system prompt.
7. The system of claim 1 , further comprising instructions for providing a confirmation prompt to the individual, the confirmation prompt being based, at least in part, on providing the predicted response as the proxy response to the system prompt.
8. A method, comprising:
receiving a natural language system prompt generated by a digital assistant;
generating a predicted response that comprises a prediction of how an individual will respond to the system prompt, the predicted response being generated based, at least in part, on at least one of:
a previously-generated system prompt;
contextual information associated with the system prompt or the previously-generated system prompt; and
a previously-encountered response to the previously-generated system prompt;
selecting a dialogue action from a plurality of dialogue actions based, at least in part, on a confidence level associated with the predicted response, wherein the dialogue action expedites an interaction between the individual and the digital assistant by automatically providing the dialog action as a proxy response to the system prompt and by not providing the system prompt
and
and
performing the selected dialog action.
9. The method of claim 8 , further comprising selecting the dialogue action when a confidence level associated with the predicted response is above a threshold value.
10. The method of claim 8 , further comprising instructing the digital assistant to provide the system prompt to the individual.
11. The method of claim 8 , wherein the contextual information includes a received query that caused generation of the previously-generated system prompt.
12. The method of claim 8 , wherein the contextual information includes a time at which a query was received that caused generation of the previously-generated system prompt.
13. The method of claim 8 , wherein the contextual information includes a location at which a query was received that caused generation of the previously-generated system prompt.
14. The method of claim 8 , further comprising providing a confirmation prompt to the individual, the confirmation prompt being further based on providing the predicted response as the proxy response to the system prompt.
15. A method, comprising:
receiving a natural language system prompt generated by a digital assistant;
generating a predicted response including a prediction of how an individual will respond to the system prompt, the predicted response being generated based, at least in part, on a record entry in a data store, the record entry comprising one or more of:
a previously-generated system prompt;
contextual information associated with the system prompt or the previously-generated system prompt; and
a previously-encountered response to the previously-generated system prompt;
selecting a dialogue action from a plurality of dialogue actions based, at least in part, on a confidence level associated with the predicted response, wherein the dialogue action expedites an interaction between the individual and the digital assistant by automatically providing the dialog action as a proxy response to the system prompt and by not providing the system prompt; and
performing the selected dialog action.
16. The method of claim 15 , wherein the selected dialog action from the plurality of dialogue actions comprises one of:
providing the predicted response to the digital assistant as the proxy response to the system prompt;
instructing the digital assistant to provide the system prompt to the individual; and
providing a confirmation prompt to the individual, the confirmation prompt being based, at least in part, on the predicted response.
17. The method of claim 16 , further comprising providing the confirmation prompt to the individual, the confirmation prompt being further based on providing the predicted response as the proxy response to the system prompt.
18. The method of claim 15 , wherein the contextual information includes a time at which a query was received that caused generation of the previously-generated system prompt.
19. The method of claim 15 , wherein the contextual information includes a location at which a query was received that caused generation of the previously-generated system prompt.
20. The method of claim 15 , wherein the contextual information includes a received query that caused generation of the previously-generated system prompt.