Text: During the march, a black gang called the Invaders began looting, the cops attacked them (and the peaceful demonstrators), and a full-scale riot left dozens hurt.
Entailment: The peaceful demonstrators were caught up in an attack by the cops.
Contradiction: The march went off without a hitch and peacefully concluded in front of courthouse.