That is not the impression she got from the history of the latest (fourth) war/crusade? Admittedly she only skimmed it, but she's pretty sure demon armies featured in it!
...no, this makes sense. If the books are correct (and complete) the demons only organized into armies much later, presumably in response to the Wardstone line which blocked individuals or small groups. This is plausible; if you don't have that sort of organization already it's not going to spring up overnight, or possibly ever.
The demons seem to be like inmates in a prison. When the wall was broken they all wanted to escape, but getting criminals who spent the last eternity fighting each other to cooperate is presumably very hard. The defenders ought to focus on whatever enables the demons to form armies; organizations can be decapitated, organizational knowledge forgotten. If a demon army does make it past the Wardstone line to where they can teleport, or if the Wardstones break down, they'll probably disperse into small groups again and be impossible to confront as an army, even aside from all the teleporting.
A horde of criminal mages randomly spreading around the world is in many respects scarier than an army. An army has coordination which can be disrupted; commanders who can be negotiated with; goals which can be fulfilled or denied. An army wants, on some level, to stop fighting for at least some of the time, to have and enjoy victory in a way that includes peace, to demobilize most of its soldiers. A prison break has people who just want to live in peace and some who are serial murderers, and the latter don't have a win condition after which they'll stop. As individuals they can be stopped by ordinary police or the home guard, but you'd need police on the scale of a fully mobilized army to catch them all - and because they don't have specific goals, they'll teleport whereever your police aren't.
Something is still wrong with this picture. It implies individual demons freely teleported out of Sarkoris into the rest of the world for thirty years. Wouldn't all the demons have left the Abyss? How many demons are there, anyway?
Does the book or the librarian have any explanation for this?