Yes, eating some type of bread or other absorbent food may help remove a soapy taste from your mouth. However, if the taste persists, it might be an underlying symptom of a more serious condition, such as gingivitis or liver disease. If the taste doesn't go away within a day, it would be a good idea to consult a doctor.