[QUESTION] Given the sentence "Several construction workers paving a parking lot." is it true that "A few workers are about to take a break from the parking lot."?
The workers are paving a parking lot and not necessarily about to take a break.
The answer is it is not possible to tell.

Q: Test for natural language inference.
Premise: "A person in a hoodie and red cap holding pizza and root beer advertisements."
Hypothesis: "A pizzeria employee is handing out coupons."
Is the hypothesis entailed by the premise?
Options:
- yes
- no
- it is not possible to tell
A: Sentence 1 is just describing the character. It does not hint towards him handing out coupons.
The answer is it is not possible to tell.

QUESTION: Given the sentence "Two men looking at each other and playing pool." can we conclude that "The men are playing pool in a bar."?
Options:
- yes
- it is not possible to tell
- no

Let's solve it slowly: You can't assume that just because these two men are playing pool means it is in a bar.
The answer is it is not possible to tell.

[QUESTION] Premise: "Two surgeons performing a surgery."
Hypothesis: "A pair of surgeons performing an operation."
Is the hypothesis entailed by the premise?
Options:
- yes
- it is not possible to tell
- no
Surgeons performing surgery is another way of saying surgeons are performing operation.
The answer is yes.

Q: Given the sentence "A little boy lies down on a picnic table bench." is it true that "A boy lies down on a picnic table bench."?
A: Just because a boy lies down on a picnic table it does not mean the boy is little.
The answer is yes.

[QUESTION] Test for natural language inference.
Premise: "A construction worker fits metal pipes together."
Hypothesis: "The worker is sleeping."
Is the hypothesis entailed by the premise?
Options:
- yes
- no
- it is not possible to tell
You construction worker cannot be sleeping while he fits metal pipes together.
The answer is no.