I wouldn't count on it, she seems to be developing some mild romantic interest in the dunce and we all know that the loser never gets the girl

She might appear occasionally but i don't think she'll be very prominent in future arcs. I predict her getting back to Karate, getting over Mutou and kissing the loser in the cheek before fading away.