In the preview, Ali says, "She thought I was dead. I was trying to tell her I was alive." This is HUGE, because we know the gender of Ali's assailant! So, who was it? Top suspects at this point include CeCe, Spencer, Melissa, and Mrs. DiLaurentis herself.
Source: ABC Family