Large Margin Learning

We present a model for sentence com- pression that uses a discriminative large- margin learning framework coupled with a novel feature set defined on compressed bigrams as well as deep …...

Recent advances in large-margin learning have shown that better generalization can be achieved by incorporating higher order information into the optimization, such as the spread of the data. However, these …...

Previous researches on Text-level discourse parsing mainly made use of constituency structure to parse the whole document into one discourse tree. In this paper, we present the limitations of constituency …...