Sadly it won't, it doesn't matter if it is one siege engine, or three or even none (sometimes normal units just get stuck on a rock outside the map).
But in terms of handling, if you've used larger siege engine units (like 5... 7 engines) it is ridiculously annoying. Two or three is ok, but still very bothersome as just about anything will make the little soldiers and engines get confused.