Author

Timothy M. Hospedales

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#artificial intelligence May 2026

Better Later Than Sooner: Neuro-Symbolic Knowledge Graph Construction via Ontology-grounded Post-extraction Correction

A neuro-symbolic framework for ontology-grounded KG construction combining open-domain extraction, embedding-based canonicalization of types and predicates, and targeted LLM-based correction of ontology violations is proposed.

Lorenzo Loconte, Timothy M. Hospedales, Cristina Cornelio · arXiv.org · 1 citation

#artificial intelligence Preprint Nov 2025

MedVision: Benchmarking Quantitative Medical Image Analysis

This work introduces MedVision, a large-scale dataset and benchmark specifically designed to evaluate and improve VLMs on quantitative medical image analysis, and demonstrates how supervised and reinforcement fine-tuning on MedVision significantly enhances performance across detection, T/L size estimation, and A/D meas...

Yongcheng Yao, Yongshuo Zong, Raman Dutt et al. · 0 citations