Maybe. The pay gap is mostly explained by what sorts of jobs men and women go for. Women go for flexible working conditions that pay less. So it comes down to whether men without degrees can still out-earn women with college degrees by working longer less flexible hours.
A bit less, yeah, but most of the difference vanishes when controlling for certain factors.