Place tomatoes in a baking pan; skin side down. Season with salt, pepper, basil and Pecorino.
Add half of the sliced Mozzarella. Start another layer and repeat.
Drizzle with olive oil. Cover with tin foil and bake at 400F for about 30 minutes.
Remove foil and bake another 15 minutes uncovered.