That is why existing research employs large-scale automatically extracted compression pairs, such as the first sentence and the presumably shorter headline of a news article.
such easy-to-extract source data is only available for a few tasks, domains, and genres and the corresponding models do not generalize well from the task of headline generation to other text compression tasks.