The remainder is paid in a lump sum as per company policy, just to be clear. It's not a law or anything like that. Given that the 22% bracket starts at $40K for single filers, you're not going to get anything back - and the 24% bracket starts at $86K, so you might even owe more money on your tax return. And of course you might live in a state with an income tax.
Married filing jointly, it's a little better: the 22% bracket goes all the way to $172K, so most people should have some room. Still have to watch out for state taxes, though. The big thing is that, depending on where your income lands, you could get phased out of certain tax credits if you get a few months salary in one lump sum.
There's no nice way around it -- it's a pain no matter what, and you're getting less money in your pocket than you think. There's always collecting unemployment (taxable!)