NG-Rank presents a novel approach for assessing document similarity by leveraging the power of graph structures. Instead of relying solely on traditional text matching techniques, NG-Rank constructs a weighted graph where documents act as nodes , and edges indicate semantic relationships between them. Leveraging this graph representation, NG-Rank c