CPC G10L 13/08 (2013.01) [G06N 5/04 (2013.01); G06N 20/00 (2019.01)] | 20 Claims |
1. A method comprising:
determining, by a computer-implemented chatbot system comprising a master bot and a plurality of chatbots, whether an utterance received from a user while the user is interacting with the chatbot system includes an invocation name of a particular chatbot of the plurality of chatbots or does not include the invocation name of the particular chatbot, wherein the master bot is associated with a set of system intents and each chatbot of the plurality of chatbots is associated with a set of chatbot intents;
in response to determining that the utterance includes the invocation name, routing the utterance to the particular chatbot; and
in response to determining that the utterance does not include the invocation name, routing the utterance to the master bot or a chatbot intent of the set of chatbots intents of a respective chatbot of the plurality of chatbots, wherein the utterance is routed based at least in-part on:
calculating, using a first model, a plurality of system intent confidence scores for the set of system intents,
calculating, using a second model, a plurality of chatbot confidence scores for the plurality of chatbots by calculating a chatbot confidence score for each chatbot of the plurality of chatbots, each respective chatbot confidence score of the plurality of chatbot confidence scores indicating a likelihood of the utterance being representative of a task that a respective chatbot of the plurality of chatbots is configured to perform, and
calculating, using the plurality of chatbots, a plurality of chatbot intent confidence scores for the set of chatbot intents for each respective chatbot of the plurality of chatbots.
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