Premise: Two dogs run together through the leaves that have fallen.

Hypothesis: There are two dogs eating dinner in the kitchen.
Relation: contradiction

Hypothesis: Two dogs are moving through fallen leaves.
Relation: entailment

Hypothesis: A couple of dogs are playing in Autumn.
Relation: neutral