There might be something up with your install--- run away plugin? I read lots of journal articles in FF, many in the 15-30page range with figures, with no problem on an old dual-core iMac.
My install?! As I mentioned, in all computer systems I have access to.
I just get the spinning wheel effect, while the CPU usage scales all the way up, until the whole document is downloaded, processed and finally displayed.