Grammar-checking is a concept of interest in many natural language environments. It typically involves the evaluation of the grammaticality of transmitted messages, be it written or verbal. Automated grammaticality evaluation is the examination of natural language text for grammatical accuracy using computer software. The current study examined different deep parsing approaches adopted in computational linguistics for analysing the grammar of given texts. The study showed that the deep parsing approach proved to be quite precise in the outlining of grammatical rules.