Before revision:  We show that our approach  outperforms multiple baselines and the state-of-the-art in narrative script induction on multiple event modeling tasks. We demonstrate that our approach converges more quickly.
After revision:  We show that our approach outperforms multiple baselines and the state-of-the-art in narrative script induction , but also converges more quickly.