QUESTION: Given the sentence "A man and a woman are sitting in beach chairs on a deck." is it true that "Man and woman just bought new house."?

Let's solve it slowly: Not everyone that is on a deck is in their new house.
The answer is it is not possible to tell.

[QUESTION] Test for natural language inference.
Premise: "Two white dogs are running along side one another in snowy grass."
Hypothesis: "Two dogs are at the beach."
Is the hypothesis entailed by the premise?
Options:
- yes
- no
- it is not possible to tell
Dogs can't be at the beach and in snowy grass at the same moment.
The answer is no.

Q: Premise: "A man opens in the middle of a crowd."
Hypothesis: "A human in a crowd."
Is the hypothesis entailed by the premise?
Options:
- yes
- it is not possible to tell
- no
A: A man who opens in the middle of a crowd is also a human in a crowd.
The answer is yes.

QUESTION: Premise: "A girl in a gray shirt is sweeping dust out the front door."
Hypothesis: "The girl is cleaning up the dust from inside."
Is the hypothesis entailed by the premise?
Options:
- yes
- it is not possible to tell
- no

Let's solve it slowly: If she is sweeping dust out the front door she would have to be inside.
The answer is yes.

[QUESTION] Test for natural language inference.
Premise: "The woman helps her child as the men sit and lay on the bench."
Hypothesis: "Five men play with a child while a woman sits on a bench and watches."
Is the hypothesis entailed by the premise?
Options:
- yes
- no
- it is not possible to tell
The men that sit is different from the women that sits.
The answer is no.

Q: Premise: "Crowd of people walking in the street."
Based on this premise, can we conclude that the hypothesis "People walking down the street during a parade." is true?
Options:
- yes
- it is not possible to tell
- no
A:
Just because crowd of people walking in the street does not indicate that they walking down the street during a parade.
The answer is it is not possible to tell.