The incident happened just before 1:30 a.m. on Tuesday on Holloway Street.
The unidentified woman was taken to the hospital with serious but non-life-threatening injuries.
Stay on top of breaking news stories with the ABC11 News App
Officers have not released information about a suspect or what led up to the stabbing.