Perhaps, but I wouldn't use that as a starting dataset; noise resilience and a training set for enhancing this functionality is surely better developed on top o

Perhaps, but I wouldn't use that as a starting dataset; noise resilience and a training set for enhancing this functionality is surely better developed on top of a working implementation for a lower-noise input? Better to build the easier solution and reinforce it for hard problems than try to go straight at the hard problems. Put it another way; which would you start by teaching a student: the easy situations or the more complex situations?