Author

Juliana Freire

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Data Gatherer Revisited: Scalable Dataset Reference Extraction from Biomedical Literature

This work improves evidence retrieval by combining semantic ranking and repository-specific identifier pattern matching and achieves recall close to that of proprietary models while reducing estimated inference cost by 330× to 1,300×, although with lower precision.

Pietro Marini, M. Peters, Nicole Contaxis et al. · 0 citations

Aug 2026

Semantic Data Systems: From Data Management to Data Understanding

It is argued that semantic understanding should be viewed as a new systems primitive for data management, enabling a new class of semantic data systems in which understanding becomes a first-class computational capability that complements syntactic and statistical representations of data.

Juliana Freire · Proceedings of the VLDB Endo... · 0 citations