A good talk about the problem of the dried-too-much solder paste here:
Going Beyond Your Solder Paste Work Life?
http://www.ipcoutlook.org/mart/52084F.shtml
transcript here: http://www.ipcoutlook.org/mart/52084D.shtml
Rosin Flux or Water Soluble – Which To Use?
http://www.ipcoutlook.org/mart/50553P.shtml