I can't see your scheme, but if you need a more soluble carbonate, try Cs2CO3 - it has slight solubility in organic solvents, dramatically reduces reaction times in comparison to, say, K2CO3 and without a massive molar excess.
I'm doing a lot of sulfinate eliminations at the moment, and 10 eq K2CO3 in THF at reflux takes 8-16 hours, whereas 2.5 eq Cs2CO3 in refluxing THF takes 30-60 min.