Saki wouldn't go at all. She'd hide away from all the revelers in the library. Assuming she doesn't have a choice, she'd go solo and spend the entire night by the punch bowl.
Midori would insist that either Yuuri or Touma take her, since even she is not silly enough to hope Cross would.