By the same authors

Advanced Structural Representations for Question Classification and Answer Re-ranking

Research output: Contribution to conferencePaper

Author(s)

  • Silvia Quarteroni
  • Alessandro Moschitti
  • Suresh Manandhar
  • Roberto Basili
  • Giambattista Amati
  • Claudio Carpineto
  • Giovanni Romano

Department/unit(s)

Publication details

DatePublished - 2007
Original languageUndefined/Unknown

Abstract

In this paper, we study novel structures to represent information in three vital tasks in question answering: question classification, answer classification and answer reranking. We define a new tree structure called PAS to represent predicate-argument relations, as well as a new kernel function to exploit its representative power. Our experiments with Support Vector Machines and several tree kernel functions suggest that syntactic information helps specific task as question classification, whereas, when data sparseness is higher as in answer classification, studying coarse semantic information like PAS is a promising research area.

Discover related content

Find related publications, people, projects, datasets and more using interactive charts.

View graph of relations