Sounds like a good experiment.
One thing worth doing is to weigh the water tank (assuming there is a tank) and record the weight and the date each time it is emptied.
For example, if the tank is full but the humidity isn't going down, it suggests there's source of humidity somewhere (either water ingress, or a large collection of damp paper that needs drying out). You may find the buffering effect of the paper means it doesn't reduce the room RH as much as you might expect, until all the paper has dried out. It doesn't mean it isn't working, though.
I'm not sure how efficiency compares, a small unit running flat out compared with a larger unit. However once you have the data for what you have, maybe it's possible to check them against efficiency numbers of a larger unit.
Theo