...inference questions: “Lily is a Swan. Lily is white. Greg is a swan. What color is Greg?” (white). On those questions, the relation network scored 98%, whereas its competitors each scored about 45%.

Well, I would have guessed that one wrong, because there's no clause stating that all swans are white. Greg could be a black swan for all I know.