For example, from the paraphrase pair (caught/not escape), we can derive the antonym pair (caught/escape) by just removing the negating word 'not'.
automated methods have been proposed to determine for a given term-pair (x, y), whether x and y are antonyms of each other, based on their occurrences in a large corpus.