Abstract: Methods, apparatus, systems and articles of manufacture are disclosed for generating an audiovisual response for an avatar. An example method includes converting a first digital signal representative of first audio including a first tone, the first digital signal incompatible with a model, to a plurality of binary values representative of a first characteristic value of the first tone, the plurality of binary values compatible with the model, selecting one of a plurality of characteristic values associated with a plurality of probability values output from the model, the probability values incompatible for output via a second digital signal representative of second audio, as a second characteristic value associated with a second tone to be included in the second audio, the second characteristic value compatible for output via the second digital signal, and controlling the avatar to output an audiovisual response based on the second digital signal and a first response type.