Can't you rule a lot of those candidate (other than CV liars) out algorithmically?
>In addition, basic statistics suggests you need all new hires to be better than 50% of the existing company,
This seems especially difficult when hiring graduates/junior roles due to the lack of unknowns.
Thanks for taking the time to respond!