Crowdsourcing for the identification of event nominals: an experiment

Rachele Sprugnoli, Alessandro Lenci


Abstract
This paper presents the design and results of a crowdsourcing experiment on the recognition of Italian event nominals. The aim of the experiment was to assess the feasibility of crowdsourcing methods for a complex semantic task such as distinguishing the eventive interpretation of polysemous nominals taking into consideration various types of syntagmatic cues. Details on the theoretical background and on the experiment set up are provided together with the final results in terms of accuracy and inter-annotator agreement. These results are compared with the ones obtained by expert annotators on the same task. The low values in accuracy and Fleiss’ kappa of the crowdsourcing experiment demonstrate that crowdsourcing is not always optimal for complex linguistic tasks. On the other hand, the use of non-expert contributors allows to understand what are the most ambiguous patterns of polysemy and the most useful syntagmatic cues to be used to identify the eventive reading of nominals.
Anthology ID:
L14-1111
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:
1949–1955
Language:
URL:
http://www.lrec-conf.org/proceedings/lrec2014/pdf/1157_Paper.pdf
DOI:
Bibkey:
Cite (ACL):
Rachele Sprugnoli and Alessandro Lenci. 2014. Crowdsourcing for the identification of event nominals: an experiment. In Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC'14), pages 1949–1955, Reykjavik, Iceland. European Language Resources Association (ELRA).
Cite (Informal):
Crowdsourcing for the identification of event nominals: an experiment (Sprugnoli & Lenci, LREC 2014)
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PDF:
http://www.lrec-conf.org/proceedings/lrec2014/pdf/1157_Paper.pdf