Bertrand's Ballot Problem

In an election, candidate A receives $a$ votes and B receives $b$ votes, with $a > b$. The $a + b$ votes are counted in a uniformly random order.

What is the probability that A is strictly ahead of B throughout the entire count?

(Concretely: for $a = 7$, $b = 3$, what's the answer?)