Carl Du Plessis

Detecting reconciliation discrepancies in tabular data using transformers

Introduction Large organisations maintain heterogeneous datasets in data lakes, where schema variability, inconsistent formats, and semantic ambiguity complicate reconciliation. Achieving a unified view of entities requires methods that capture both structural equality and semantic relationships. Methods We propose a t...