I am "seeing" a lot of stitches that the paper is caught in. Is that correct?
I think I would trim the paper as close as possible to the stitching lines - and leave it in. The alternative that I see is the rather tedious chore of picking it with cutting it up with cuticle scissors and picking it out with tweezers.