Cluster based search and recommendation method to rapidly on-board commands in personal assistants

A non-transitory computer storage medium storing computer-usable instructions that, when used by at least one processor, cause the at least one processor to perform operations, comprising:

• obtaining a command set associated with an action, each command of the command set being recognizable by a digital assistant to execute the action;
• generating a search query based on the command set;
• searching a language model utilizing the search query;
• identifying a ranked set of additional commands that are each relevant to the command set based on the search, wherein each additional command of the ranked set of additional commands is unrecognizable by the digital assistant;
• and
• generating an association between a first ranked command of the ranked set of additional commands and the action such that the digital assistant can recognize the first ranked command to execute the action.

A computer-implemented method for updating a digital assistant system, comprising:

• receiving, by the digital assistant system, a command set associated with an action being generated, each command of the command set being recognizable by a digital assistant as speech input to execute the generated action;
• determining, by the digital assistant system, a set of additional commands from a language model based on the command set;
• ranking, by the digital assistant system, the set of additional commands based on relevance to the command set, each additional command of the ranked set of additional commands being unrecognizable by the digital assistant;
• and
• generating, by the digital assistant system, an association between a first ranked command of the ranked set of additional commands and the action such that the digital assistant can recognize the first ranked command to execute the generated action.

A computerized system, comprising:

• at least one processor, and
• at least one computer storage device storing computer-usable instructions that, when used by the at least one processor, cause the at least one processor to:
• obtain a command set associated with an action, each command of the command set being recognizable by a digital assistant to execute the action;
• determine, based on the command set, a set of additional commands that are ranked based on a relevant command score determined for each additional command of the set of additional commands, wherein each additional command of the ranked set of additional commands is unrecognizable by the digital assistant to execute the action;
• and
• generate an association between a first ranked command of the ranked set of additional commands and the action such that the digital assistant can recognize the first ranked command to execute the action.