One of the four sentences given in the question is grammatically wrong. That alternative is your answer.
1
I would like both cake and ice cream.
2
My favorite sports are both baseball as well as basketball.
3
Neither Brian nor his wife mentioned anything.
4
I haven't read the novel yet.