Toward a Computational Multidimensional Lexical Similarity Measure for Modeling Word Association Tasks in Psycholinguistics

Bruno Gaume, Lydia Mai Ho-Dac, Ludovic Tanguy, Cécile Fabre, Bénédicte Pierrejean, Nabil Hathout, Jérôme Farinas, Julien Pinquier, Lola Danet, Patrice Péran, Xavier De Boissezon, Mélanie Jucla


Abstract
This paper presents the first results of a multidisciplinary project, the “Evolex” project, gathering researchers in Psycholinguistics, Neuropsychology, Computer Science, Natural Language Processing and Linguistics. The Evolex project aims at proposing a new data-based inductive method for automatically characterising the relation between pairs of french words collected in psycholinguistics experiments on lexical access. This method takes advantage of several complementary computational measures of semantic similarity. We show that some measures are more correlated than others with the frequency of lexical associations, and that they also differ in the way they capture different semantic relations. This allows us to consider building a multidimensional lexical similarity to automate the classification of lexical associations.
Anthology ID:
W19-2908
Volume:
Proceedings of the Workshop on Cognitive Modeling and Computational Linguistics
Month:
June
Year:
2019
Address:
Minneapolis, Minnesota
Venue:
CMCL
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
71–76
Language:
URL:
https://aclanthology.org/W19-2908
DOI:
10.18653/v1/W19-2908
Bibkey:
Cite (ACL):
Bruno Gaume, Lydia Mai Ho-Dac, Ludovic Tanguy, Cécile Fabre, Bénédicte Pierrejean, Nabil Hathout, Jérôme Farinas, Julien Pinquier, Lola Danet, Patrice Péran, Xavier De Boissezon, and Mélanie Jucla. 2019. Toward a Computational Multidimensional Lexical Similarity Measure for Modeling Word Association Tasks in Psycholinguistics. In Proceedings of the Workshop on Cognitive Modeling and Computational Linguistics, pages 71–76, Minneapolis, Minnesota. Association for Computational Linguistics.
Cite (Informal):
Toward a Computational Multidimensional Lexical Similarity Measure for Modeling Word Association Tasks in Psycholinguistics (Gaume et al., CMCL 2019)
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PDF:
https://aclanthology.org/W19-2908.pdf