Next Question: Given the sentence "A man without a shirt is working on the roof of a house." is it true that "A shirtless man is hammering shingles on the roof a house."?
My Answer: Let's think. Working on the roof of a house does not always mean hammering shingles. The answer is it is not possible to tell.

Next Question: Premise: "A white woman in a dress walks down the sidewalk."
Based on this premise, can we conclude that the hypothesis "A woman wearing pants walks down the sidewalk." is true?
Options:
- yes
- it is not possible to tell
- no
My Answer: Let's think. The woman was unlikely to be wearing pants and a dress. The answer is no.

Next Question: If "A man wearing suspenders and a fedora hat is playing the keyboard and singing." does that mean that "Entertaining a crowd."?
Options:
- yes
- it is not possible to tell
- no
My Answer: Let's think. A male entertainer in a hat and suspenders is playing for a crowd. The answer is yes.

Next Question: Test for natural language inference.
Premise: "Two men walking down a city street."
Hypothesis: "The men are walking."
Is the hypothesis entailed by the premise?
Options:
- yes
- no
- it is not possible to tell
My Answer:
Let's think. Men who are walking could be two in number and they could be walking down a city street. The answer is yes.