you can remove the paper as you work along but the paper should be left until all pieces have been added to it...so as you finish a section and no more has to be added to the outer edges the inside papers can be removed...then when the whole project is pieced (before sandwich and quilting) remove the rest of the paper.
if it is a wall hanging/something that will not be washed; you can leave the papers in for added stability.