What are the advantages of safe following distance of 3 seconds or more?

Maintaining a three seconds gap - or bigger - gives you a basic chance to to brake in time to avoid rear-ending the car ahead if that car should brake suddenly.

A shorter gap doesn't leave you enough time to react to what the car ahead of you does, and make you likely to hit it, if it should brake suddenly.