Grammar fixes, and a readme update

I've fixed some grammatical mistakes in the persistence doc and reworded the same section for clarity.  Additionally, I needed to `gem install batch rdiscount` to run `rake parse`, so I've added that to the readme.

Please let me know if any changes are necessary, and thanks!