do they not understand how taxes work or do they just hope that their base doesn't?

GOP Leaders’ Spokesmen Reveal They Don’t Know Anything About Tax Policy
(Think Progress)
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Considering that the TEA Party doesn't understand that they are paying less taxes under Obama than they have been, I suppose asking them to understand this is a bit much....