Fuzzy logic deals with degrees of truth, representing uncertainty via a range of values between 0 and 1, reflecting how true a statement is. Probabilistic logic, however, handles likelihood, conveying uncertainty through probabilities that a statement is true or false, focusing on the chances of occurrence.