A woman was walking towards the town centre on Friday night when she was attacked from behind by two men.
Both were in their early to mid 30s, white, and one had a Romanian or Russian accent.
One of the men has been released under investigation, but two are in custody.
Anyone with information should contact police on 101, or Crimestoppers to remain anonymous.