Web-imageability of the Behavioral Features of Basic-level Concepts

Yoshihiko Hayashi


Abstract
The recent research direction toward multimodal semantic representation would be further advanced, if we could have a machinery to collect adequate images from the Web, given a target concept. With this motivation, this paper particularly investigates into the Web imageabilities of the behavioral features (e.g. “beaver builds dams”) of a basic-level concept (beaver). The term Web-imageability denotes how adequately the images acquired from the Web deliver the intended meaning of a complex concept. The primary contributions made in this paper are twofold: (1) “beaver building dams”-type queries can better yield relevant Web images, suggesting that the present participle form (“-ing” form) of a verb (“building”), as a query component, is more effective than the base form; (2) the behaviors taken by animate beings are likely to be more depicted on the Web, particularly if the behaviors are, in a sense, inherent to animate beings (e.g.,motion, consumption), while the creation-type behaviors of inanimate beings are not. The paper further analyzes linguistic annotations that were independently given to some of the images, and discusses an aspect of the semantic gap between image and language.
Anthology ID:
L14-1500
Volume:
Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC'14)
Month:
May
Year:
2014
Address:
Reykjavik, Iceland
Editors:
Nicoletta Calzolari, Khalid Choukri, Thierry Declerck, Hrafn Loftsson, Bente Maegaard, Joseph Mariani, Asuncion Moreno, Jan Odijk, Stelios Piperidis
Venue:
LREC
SIG:
Publisher:
European Language Resources Association (ELRA)
Note:
Pages:
3609–3614
Language:
URL:
http://www.lrec-conf.org/proceedings/lrec2014/pdf/627_Paper.pdf
DOI:
Bibkey:
Cite (ACL):
Yoshihiko Hayashi. 2014. Web-imageability of the Behavioral Features of Basic-level Concepts. In Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC'14), pages 3609–3614, Reykjavik, Iceland. European Language Resources Association (ELRA).
Cite (Informal):
Web-imageability of the Behavioral Features of Basic-level Concepts (Hayashi, LREC 2014)
Copy Citation:
PDF:
http://www.lrec-conf.org/proceedings/lrec2014/pdf/627_Paper.pdf