The tom yum soup recipe is one of the most popular dishes in Thailand, a real firestorm in your mouth due to its intense and complex flavor. Tom yum (or tom yam) is a  richly flavored, spicy and tangy Thai soup made with lemongrass and lime leaf (or bergamot if you don't have kaffir lime).