premise: A woman is embracing a man holding the leash of a dog who is looking away from the couple. hypothesis: The couple are taking a dog for a walk.
entailment: Two people embracing indicates a level of familiarity between two people showing they are coupled. Holding on to a dog by the leash outdoors implies they are out for a stroll.