3 papers
cs.CL2025
Emerging categories in scientific explanations
Giacomo Magnifico, Eduard Barbu
Clear and effective explanations are essential for human understanding and knowledge dissemination. The scope of scientific research aiming to understand the essence of explanation…
cs.AI2025
Towards Unifying Evaluation of Counterfactual Explanations: Leveraging Large Language Models for Human-Centric Assessments
Marharyta Domnich, Julius Välja, Rasmus Moorits Veski +4
As machine learning models evolve, maintaining transparency demands more human-centric explainable AI techniques. Counterfactual explanations, with roots in human reasoning, identi…
cs.CL2025
Can summarization approximate simplification? A gold standard comparison
Giacomo Magnifico, Eduard Barbu
This study explores the overlap between text summarization and simplification outputs. While summarization evaluation methods are streamlined, simplification lacks cohesion, prompt…