LLMs can't cite. They don't know what a citation is other than a collection of text of a specific style
You'd be lucky if the number of references equalled the number of referenced items even if you were lucky enough to get real sources out of an LLM
If the student is clever enough to remove the trap reference, the fact that the other references won't be in the University library should be enough to sink the paper