Automatically generating speech markup language tags for text

In particular embodiments, an apparatus comprises a non-transitory computer-readable storage media and a processor coupled to the media executes instructions to: access a plurality of text, generate, using one or more natural language understanding (NLU) models, one or more scores for at least a portion of the plurality of text. The apparatus determines, based on the scores, one or more prosodic values corresponding to the portion of the plurality of text. The apparatus determines, based on the one or more prosodic values, one or more speech synthesis markup language (SSML) tags. The apparatus then generates, based on the prosodic values, SSML-tagged data comprising each determined SSML tag and that tag's location in the plurality of text.