Premise: A group of people are walking through a bunch of leaves.

Hypothesis: A group of people are shoveling snow.
Relation: contradiction

Hypothesis: Some friends take a stroll in the autumn afternoon.
Relation: neutral

Hypothesis: A group of people are walking.
Relation: entailment