Note: Previously the translations had the name translated as "Cavemen."
Troglodytes are humanoid creatures. Due to living underground for so long, they are totally blind. Similarly to humans, they have their own language.
When Ye Yan discovers the base of the Dark Guild it is in an underground crypt and there is evidence of Troglodytes and Dark Elves. Nie Li is familiar with their language.