Brush lamb chops on both sides with olive oil and season with half the salt and half the pepper; place on a broiler pan. Broil for about 4 minutes per side for medium rare.
Meanwhile mix together remaining salt and pepper, yogurt, lemon juice, mint and paprika; blend well. Serve lamb chops drizzled with yogurt sauce.