Premise: A couple walking hand and hand by the waves on the beach.

Hypothesis: A man and his girlfriend are enjoying a romantic walk at dusk on the beach.
Relation: neutral

Hypothesis: Two people are walking by the beach.
Relation: entailment

Hypothesis: Three men are looking for seashells on the beach.
Relation: contradiction