I always leave the paper on the block until I join the blocks on all four sides since the edges are not cut on the grain and subject to stretching. The paper keeps them stable. Once the blocks are sewn together that will stabilize them so you can take the paper off at that point. You'll want to leave the paper on the perimeter blocks until the border is on.