Gradable antonyms are pairs of words that represent opposite ends of a spectrum, allowing for varying degrees between the two extremes. Unlike complementary antonyms, which are mutually exclusive, gradable antonyms can have degrees of comparison that allow for a range of meaning, making them crucial in understanding nuances in language and expression.