Text: To everyone's surprise, New Orleans became the stage for the most glorious, indeed the only, American victory of the whole conflict.
Entailment: Everyone was surprised that New Orleans was the location for the sole American victory of the fighting.
Contradiction: The Americans achieved many victories during the conflict.