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 builds a weighted graph where documents form vertices, and edges signify semantic relationships between them. Through this graph representation, NG-Rank can effec