3 papers
Multi-Large Language Model Orchestrated Severity Assessment of Clinical Records (MOSAIC)
Manuela Del Castillo Suero, Arnault-Quentin Vermillet, Nicole Sonne Heckmann +2
Background: Disease severity is a multidimensional construct difficult to capture with rule-based approaches in Electronic Healthcare Records (EHR). Agentic large language model (L…
Optimizing Large Language Models for Causality Assessment in Pharmacovigilance: Developing a Performance Metric as Objective for Bayesian Hyperparameter Optimization
Nicole Sonne Heckmann, Arnault-Quentin Vermillet, Søren Norlin Mølgaard +4
Background: Growing individual case safety report (ICSR) volumes have intensified demand for scalable automated causality assessment. Large Language Models (LLMs) show promise, yet…
-- Semantic Signal Separation
Márton Kardos, Jan Kostkan, Arnault-Quentin Vermillet +3
Topic models are useful tools for discovering latent semantic structures in large textual corpora. Recent efforts have been oriented at incorporating contextual representations in…