Discriminative sentence compression with conditional random fields

@article{Nomoto2007DiscriminativeSC,
  title={Discriminative sentence compression with conditional random fields},
  author={Tadashi Nomoto},
  journal={Inf. Process. Manage.},
  year={2007},
  volume={43},
  pages={1571-1587}
}
The paper focuses on a particular approach to automatic sentence compression which makes use of a discriminative sequence classifier known as Conditional Random Fields (CRF). We devise several features for CRF that allow it to incorporate information on nonlinear relations among words. Along with that, we address the issue of data paucity by collecting data from RSS feeds available on the Internet, and turning them into training data for use with CRF, drawing on techniques from biology and… CONTINUE READING
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