Was going to say Autumn's Concerto, but that's not Korean. (lol, mentioned it anyway)
Hogu's Love / Fool's Love
Heard It Through The Grapevine
They both have unexpected pregnancies, though the characters skew younger, and they're tonally different from each other and Fated To Love You.