Significant achievements have been obtained in the area of text summarization(Gambhir, 2017)(Ibrahim Altmami & El Bachir Menai, 2020). Different researchers have proposed many techniques to generate summary using features, using graphs as a collection of sentences as nodes, the edges denoting the similarity among sentences or by using cluster as a similarity measure or by using knowledge base or by using maximum diversity among sentences(Manju, David Peter, & Mary Idicula, 2021). These approaches may be divided into several categories: