Can you explain in a bit layman terms what exactly has been done here ? What I understood is that there is a single NN trained for multiple tasks - but what is

Can you explain in a bit layman terms what exactly has been done here ? What I understood is that there is a single NN trained for multiple tasks - but what is the benefit ?