In this presentation, we introduce the concept of probabilistic fuzzy linguistic description to the theory of fuzzy natural logic. This is to integrate the probabilistic uncertainty to the standard fuzzy linguistic description. The focus is on the architecture and the interpretation of the proposed concept. An example is considered to illustrate how it works in practice.