If you can definitely tell that they're fake reviews, have you tried reporting it or contacting Yelp? I've seen Yelp pages with over 500+ reviews removed because they were not authentic reviews (the shop bribed customers to leave them reviews).
Alternatively, if you could objectively and calmly reply to every negative review, it can actually work out in your benefit since customers like seeing a responsive business owner.