It depends whether you are IMC or VMC.
If IMC I would take the engine back to idle and try to get VMC.
If VMC I would shut it down. You shouldn't be in the situation where you have performance, OEI landing site or other concerns that would prevent you from shutting it down. You could always re-start the engine for the landing if you need to though.