Hi,
You can have a try in updating to OSX 10.11 El Capitan. The pdf performance is much better than 10.10, especially turning on 'always show scroll bar' in System Preference (I don't know why, and it makes UI a little bit ugly, since you've to bear a scroll bar all the time). The overall FPS when scroll a whole-text PDF file is around 55-60, which is excellent, but is only 40-55 in those pdf containing pictures, formulae.
This performance is good comparing to Yosemite, but still can't hit the height in Mavericks. However, there are lots of new features worth in trying in 10.11, such as split views. Therefore, if you are the kind not sensitive in slight frames dropping, I suggest you can have an update when the version of El Capitan is least 10.11.2, since the 10.11 and 10.11.1 is sometimes buggy.
Kind Regards,
Lufei