Cross-Domain Sentence Compression With Auxiliary Tasks

In this paper, we study how to improve sentence compression using sequence-to-sequence models in a cross domain setting. Hypothesizing that syntax plays an important role in cross-domain sentence compression, we adopt an existing domain adaptation method and explore three auxiliary tasks closely related to syntax. Our experiment results demonstrate the effectiveness of our model.