Abstract In this study, we investigate the process of generating single-sentence representations for purpose Dialogue Act (DA) classification, including several aspects text pre-processing and input representation which are often overlooked or underreported within literature, example, number words to keep in vocabulary sequences. We assess each these with respect two DA-labelled corpora, using ...