"Deeds are louder than words."
That's a transliteration, not a translation. The English translation is "Actions speak louder than words", because that's how that concept is conveyed in English.
cf the French phrase: "Il est tombé dans les pommes". Literally, that means "he fell in(to) the apples", but that's not a translation. A translation would be "he passed out / fainted".