Author

Gianmaria Silvello

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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 · 0 citations