Before revision:  In order to address these issues, we propose TED, a transformer-based unsupervised  summarization system with pretraining on large-scale data.
After revision:  In order to address these issues, we propose TED, a transformer-based unsupervised abstractive summarization system with pretraining on large-scale data.