This can be solved by using the binomial distribution, where the probability of guessing the correct answer to a question is 0.25.
P(5 correct) = 0.0584
P(6 correct) = 0.0162
P(7 correct) = 0.0031
P(8 correct) = 0.0004
P(9 correct) = 0.0000
P(10 correct) = 0.0000
P(5 to 10 correct) = 0.0781 or 7.81%