A Supervised Approach for Enriching the Relational Structure of Frame Semantics in FrameNet - Archive ouverte HAL Access content directly
Conference Papers Year : 2016

A Supervised Approach for Enriching the Relational Structure of Frame Semantics in FrameNet

Abstract

Frame semantics is a theory of linguistic meanings, and is considered to be a useful framework for shallow semantic analysis of natural language. FrameNet, which is based on frame semantics, is a popular lexical semantic resource. In addition to providing a set of core semantic frames and their frame elements, FrameNet also provides relations between those frames (hence providing a network of frames i.e. FrameNet). We address here the limited coverage of the network of conceptual relations between frames in FrameNet, which has previously been pointed out by others. We present a supervised model using rich features from three different sources: structural features from the existing FrameNet network, information from the WordNet relations between synsets projected into semantic frames, and corpus-collected lexical associations. We show large improvements over baselines consisting of each of the three groups of features in isolation. We then use this model to select frame pairs as candidate relations, and perform evaluation on a sample with good precision.
Fichier principal
Vignette du fichier
virk_18831.pdf (114.07 Ko) Télécharger le fichier
Origin : Files produced by the author(s)
Loading...

Dates and versions

hal-01709130 , version 1 (14-02-2018)

Identifiers

  • HAL Id : hal-01709130 , version 1
  • OATAO : 18831

Cite

Shafqat Mumtaz Virk, Philippe Muller, Juliette Conrath. A Supervised Approach for Enriching the Relational Structure of Frame Semantics in FrameNet. 26th International Conference on Computational Linguistics (COLING 2016), Dec 2016, Osaka, Japan. pp. 3542-3552. ⟨hal-01709130⟩
162 View
49 Download

Share

Gmail Facebook X LinkedIn More