Premise: A man wearing a blue sleeveless shirt punching a punching bag.

Hypothesis: The zombie is hungry.
Relation: contradiction

Hypothesis: The athlete is training for a fight.
Relation: neutral

Hypothesis: The man is hitting a punching bag.
Relation: entailment