Researchers analyzed whether a specific preference relation exists to yield a desired labeling in Preference-based Argumentation Frameworks. This inverse problem helps determine if an argumentation graph can produce a specific outcome. The findings aid preference elicitation and explainability. Practitioners can now better validate if specific argument preferences align with intended logical conclusions.