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Aug 16, 2018 · Artificial Intelligence

How Syntax‑Sensitive Entity Representations Boost Neural Relation Extraction

This paper introduces a syntax‑aware entity representation using Tree‑GRU and attention mechanisms, demonstrating that enriching entity semantics with dependency tree information significantly improves neural relation extraction performance on the NYT dataset compared to existing distant supervision models.