An apparatus and method of identifying semantically related records, including receiving input data from an input device, splitting the input data into a plurality of clusters according to semantic relationship, each of the clusters including a plurality of source terms and a plurality of target terms, transforming each of the plurality of clusters based on the transformation which includes tokenization of the plurality of clusters, for each of the plurality of clusters that are transformed, finding relatedness scores of a plurality of semantic relatedness measures with the plurality of target terms, building a vector of similarity scores for each of the plurality of target terms, and for each of the plurality of source terms, selecting a predetermined number of the plurality of target terms according to the similarity scores.