There is no easy way to answer this question. How large is very large? The Pearl of Allah weighs over 14 pounds and is said to be worth millions.
A large cultured pearl's value will vary by its type and quality. A top-quality South Sea pearl as large as 20+ mm may be worth $20,000. A large, 15 mm cultured freshwater pearl may be worth up to $2000.