1 / 10

Frame aided Multiple Document Summarization

Frame aided Multiple Document Summarization. Anish J. Adukuzhiyil (ajohna) Nuwan I. Senaratna (nuwans). The Problem. Multi-document Summarization (MDS) An exciting area, with many applications Opportunities to improve on current work. Conventional MDS Pipeline.

natalieward
Télécharger la présentation

Frame aided Multiple Document Summarization

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript

  1. Frame aided Multiple Document Summarization Anish J. Adukuzhiyil (ajohna) Nuwan I. Senaratna (nuwans)

  2. The Problem • Multi-document Summarization (MDS) • An exciting area, with many applications • Opportunities to improve on current work

  3. Conventional MDS Pipeline

  4. Frame Distribution within a Cluster

  5. Frame Distribution across 2 Clusters

  6. Our Approach

  7. Details • SummBank 1.0 corpus • Lemmatization • FrameNet Frame population • POS tagging • Extended Gloss Overlap algorithm • Inter sentence similarity • Optimizations • Sentence selection and Sentence ordering

  8. Test Results

  9. What next? • Enhancing Frame population • Enhancing Sentence similarity computation • Enhancing Sentence clustering • Enhancing Summary generation • Optimization for speed • Further Exploration of frame-based clustering techniques • Component Integration • Further Testing

  10. Thank you!

More Related