Police were called to Court Recreation Ground in Pound Lane at 3:30pm.
One of the boys used a glass bottle to attack the victims, which left two of them with injuries.
The groups had dispersed before police arrived.
The park was busy at the time and police believe this incident was witnessed by other people in the park.