you can either pay more during the year(less take home pay but bigger refund at tax time) or pay during tax time(more take home pay but usually end up owing the gov some money when doing taxes) depending of how many dependents you claim.
I take the most take home pay I can, I don’t like the goverment holding my money for a year and giving it back to me as a refund.