“No assumptions are needed on the distributions of the variables.”
Pearson’s correlation only sees straight lines. Two variables can depend on each other completely and still score zero. Chatterjee’s coefficient is zero only when they’re independent and one when one is a function of the other. It’s as easy to compute as the old ones. Statistics students got taught the wrong default for a century.