If it tastes something like cardboard you overdid it. I've never noticed it. The fact is that there still is a lot of CO2 coming out of the beer and it forces the air out.
If you add the sugar solution first, then lay the output of the siphon in the bottom of the bucket so that the flow creates a circular motion, then it mixes fine, IME.
Stir and your guaranteed a good even mix.