Automated scoring of descriptive answers can find applications in educational assessment and is one of the applications of Natural Language Processing. Deep learning has contributed significantly to the growth of NLP in recent years. Deep NLP techniques are ideal for automated scoring especially short answer scoring tasks. We compare some common deep learning models for the SAS task. © BEIESP.