To answer your question, no, it is not going away on its own. The abscess is a sign of infection within your tooth which is expanding to the soft tissue around it. You definitely need treatment, which includes root canal treatment and taking antibiotics. You need to see a dentist as soon as possible.
Have a great day.
Maryam Haeri, DDS