Premise: It appears to be late fall or early winter.

Hypothesis: The beach is full of scantily-clad partygoers.
Relation: contradiction

Hypothesis: There is snow on the ground.
Relation: neutral

Hypothesis: It does not appear to be summer.
Relation: entailment

Hypothesis: It is sometime between October and December.
Relation: entailment

Hypothesis: It is colder outside.
Relation: entailment

Hypothesis: It is one of the colder seasons.
Relation: entailment

Hypothesis: It is summer.
Relation: contradiction

Hypothesis: There is snow on the ground.
Relation: neutral

Hypothesis: It's summertime.
Relation: contradiction

Hypothesis: Today is the hottest day of the year.
Relation: contradiction

Hypothesis: It looks cold outside.
Relation: entailment

Hypothesis: The leaves are changing colors.
Relation: neutral

Hypothesis: The leaves are changing on the trees.
Relation: neutral

Hypothesis: The sky is blue and it is hot outside.
Relation: contradiction

Hypothesis: It is late fall.
Relation: neutral