Devvrat Joshi

2 accepted papers

2026

HGNet: Scalable Foundation Model for Automated Knowledge Graph Generation from Scientific Literature

ICLR 2026poster

Automated knowledge graph (KG) construction is essential for navigating the rapidly expanding body of scientific literature. However, existing approaches face persistent challenges: they struggle to recognize long multi-word entities, often fail to generalize across domains, and typically overlook t…

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2025

Dependency Parsing-Based Syntactic Enhancement of Relation Extraction in Scientific Texts

Devvrat Joshi, Islem Rekik

EMNLP 2025

Extracting entities and relations from scientific text is challenging due to long sentences with densely packed entities. Pipeline approaches address this by first extracting entities and then predicting relations between all possible entity pairs. Since the relation extraction phase operates over t

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