I limit my actively being read books down so that I've never got more than 2 on the go at once, though quite often I'll only have one being actively read.

It has certainly made a difference for me, as I now get through about 60 books each year.

If you're wanting to read shorter fiction books then try looking at some of the older classics, as they tend to be a lot shorter than modern books.