Premise: A dog walks through some mud.

Hypothesis: A dog is walking through mud.
Relation: entailment

Hypothesis: A dog is sitting in the mud.
Relation: contradiction

Hypothesis: A dog is walking through mud to get his toy.
Relation: neutral