Especially for spoken dialog systems, NLU is based on Automatic Speech Recognition (ASR) hypotheses or transcripts, in which we cannot make any assumption of punctuation such as periods, commas and question marks for segmentation.
dA segmentation becomes essential for spoken dialog systems.