A statement from the British Association of Otorhinolaryngology said that young patients, who often show no other symptoms, have shown loss of taste and smell. Their statement is here.
Source: https://nypost.com/2020/03/22/loss-of-taste-and-smell-could-be-crucial-symptoms-of-coronavirus/