If the Fajr (dawn) call to prayer is given and there is something in your mouth, you should spit it out and refrain from continuing to eat. However, if someone accidentally swallows what was in their mouth after the adhan has started, their fast is still valid as long as the adhan was given at the correct time.
Fatwa by Dr. Khālid Naṣr