[QUESTION] Given the sentence "A man with a mustache and black hat holds a small yellow item up to the camera." is it true that "A person holds an item."?
One who holds a small item must be a person who holds an item.
The answer is yes.

Q: Test for natural language inference.
Premise: "Dog standing in grass playing with green flying disc."
Hypothesis: "A dog playing at a dog park."
Is the hypothesis entailed by the premise?
Options:
- yes
- no
- it is not possible to tell
A: Dog standing in grass playing with green flying disc need not necessarily be at a dog park.
The answer is it is not possible to tell.

QUESTION: If "Several women are making flower arrangements behind a green counter." does that mean that "Many girls writing the test."?
Options:
- yes
- it is not possible to tell
- no

Let's solve it slowly: One cannot be making flower arrangements and writing a test simultaneously.
The answer is no.

[QUESTION] If "There is a lady in the kitchen making some food with flour." does that mean that "The lady is in the livingroom watching tv."?
Options:
- yes
- it is not possible to tell
- no
One can not be in the kitchen and living room simultaneously. One can not be making food and watching TV simultaneously.
The answer is no.

Q: Given the sentence "A surfer in blue shorts surfs over water." can we conclude that "The surfer is in the desert."?
Options:
- yes
- it is not possible to tell
- no
A: A surfer that surfs over water cannot be in the desert.
The answer is no.

[QUESTION] Premise: "The man is driving his equipment under the archway."
Hypothesis: "The sad man is driving his equipment under the archway."
Is the hypothesis entailed by the premise?
Options:
- yes
- it is not possible to tell
- no
The man's mood is not known. He might not be sad.
The answer is it is not possible to tell.