Yes, but not because of more thrust. It is because of pitch speed.

You could have a 20" low pitch prop making 25lbs of static thrust that would only move a 5lb. plane at a top speed of 40 MPH.

Pitch is where the speed comes from and diameter is where thrust comes from.