Marco Valentino

NLI4CT: Multi-Evidence Natural Language Inference for Clinical Trial Reports

2023

How can we interpret and retrieve medical evidence to support clinical decisions? Clinical trial reports (CTR) amassed over the years contain indispensable information for the development of personalized medicine. However, it is practically infeasible to …

Multi-Relational Hyperbolic Word Embeddings from Natural Language Definitions

2024

Natural language definitions possess a recursive, self-explanatory semantic structure that can support representation learning methods able to preserve explicit conceptual relations and constraints in the latent space.This paper presents a multi-relational model that explicitly leverages …