It happened early Sunday morning on Kings Highway in Lynn Township, Lehigh County.
State troopers say several fights broke out at the end of a house party. Police believe one suspect slashed at least five people.
He is described as a thin man with dreadlocks, between the ages of 18 and 21-years old.
The victims' conditions have not been released.
Anyone with information is asked to contact police.