After Jeremie Frimpong slid in on Armin Gigovic, Jann-Fiete Arp scored from the penalty spot in the 69th minute to tie the score for his team.
Victor Boniface and Jonas Hofmann gave Leverkusen the lead in the first eight minutes of manager Xabi Alonso's 100th game in charge of the team.
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