Text segmentation for training text capitalization and punctuation model

Abstract

Systems and techniques that facilitate ASR capitalization and punctuation are provided. For example, one or more embodiments described herein can comprise a system, which can comprise a memory that can store computer executable components. The system can also comprise a processor, operably coupled to the memory that can execute the computer executable components stored in memory. The components can comprise a segmenter training component that trains a segmenter machine learning submodel with a set of speech transcriptions and segment boundary information of the speech transcriptions; the segmenter machine learning submodel that generates text segment boundary information of a text comprising a plurality of sentences; and a capitalizer training component that transforms the text into a plurality of segments based on the text segment boundary information and trains a capitalizer machine learning submodel of the text segmenter and capitalizer machine learning model with the plurality of segments.