Before revision:  In particular, we evaluate well-known traditional and neural coherence models on  sentence ordering tasks, and also on three downstream applications including coherence evaluation for machine translation, summarization and next utterance prediction . We also show model produced rankings for pre-trained language model outputs as another use-case.
After revision:  In particular, we evaluate well-known traditional and neural coherence models on sentence ordering tasks, and also on three downstream applications including coherence evaluation for machine translation, summarization and next utterance prediction in retrieval-based dialog.