Abstract
A method for remediating duplication errors associated with first and second documents includes obtaining a first document and a second document, generating a corresponding first document string set and a second document string set, generating a second document string subset that is a proper subset of the second document string set, dividing the second document string subset into second document substring, transforming the second document substrings into a synthetic substring set, converting the first document string set into first document embeddings in vector space, converting the synthetic substrings into synthetic embeddings, generate a closest embedding set of one or more first document embeddings, generating, using a respective one of the closest embedding sets and a linking string generator, a linking string defining an association between the respective substring and one or more respective first document portions, and generating a string match matrix data.