Review
Knowledge Graphs Data Quality at Scale: Challenges, Solutions, and Applications
Stefano Marchesin, Omar Alonso
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Preprint
Aug 2026
Ontology-Driven Structural Regularization for Document-Level Relation Extraction
This work introduces an ontology-driven framework to quantify and enforce structural consistency in DocRE datasets and reveals substantial structural noise in DocRED distant and demonstrates that such inconsistencies propagate to model predictions.
Laura Menotti, Stefano Marchesin, Gianmaria Silvello
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