Nah, the enchants only stay if you exchange a weapon at mammon for a weapon of the same crystal value.
Otherwise (in the case of duals) you could just buy/craft two lower value single swords, OE them at less financial risk (because if one of them breaks you won't lose the whole value of the duals) and when you succeed with the OE, combine them and get much higher value OE'd duals.