While antonymy applies to expressions that represent contrasting meanings, paraphrases are phrases expressing the same meaning, which usually occur in similar textual contexts (Barzilay and McKeown, 2001) or have common translations in other languages (Bannard and Callison-Burch, 2005).
if two words or phrases are paraphrases, they are unlikely to be antonyms of each other.