NG-Rank proposes a novel methodology for assessing document similarity by leveraging the power of graph structures. Instead of relying solely on traditional text matching techniques, NG-Rank generates a weighted graph where documents are represented , and edges signify semantic relationships between them. Leveraging this graph representation, NG-Ra