From Longman Dictionary of Contemporary Englishfall from somebody’s lipsfall from somebody’s lipsliterarySAY if words fall from someone’s lips, they say them → fall
Examples from the Corpus
fall from somebody’s lips• No false word ever falls from his lips.• In her excitement, words fell from her lips in a torrent. 