The paper proposes a novel approach to enhance decision-making processes using Large Language Models (LLMs) by integrating a method that supports argumentative reasoning.### Key Insights - Development of argumentative LLMs to create argumentation frameworks. - Enhancement of the decision-making process with reliable and contestable outputs. - Demonstrated effectiveness through rigorous experiments in claim verification.### Author Opinion This innovative integration of argumentative frameworks with LLMs could greatly improve the transparency and reliability of automated decision-making systems. Such advancements could lead to broader applications in fields requiring critical judgement and justify complex decisions in an interpretable manner.