Premise: Many people gathered inside talking to one another.

Hypothesis: Many people are getting in fist fights
Relation: contradiction

Hypothesis: There were lots of people talking together inside
Relation: entailment

Hypothesis: Many people were gathered together for a conference
Relation: neutral