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Hits 1 – 2 of 2
1
A Layered Bridge from Sound to Meaning: Investigating Cross-linguistic Phonosemantic Correspondences ...
43rd Annual Meeting of the Cognitive Science Society 2021
;
de Varda, Andrea Gregor
;
Strapparava, Carlo
. - : Underline Science Inc., 2021
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2
A Layered Bridge from Sound to Meaning: Investigating Cross-linguistic Phonosemantic Correspondences ...
43rd Annual Meeting of the Cognitive Science Society 2021
;
de Varda, Andrea Gregor
;
Strapparava, Carlo
. - : Underline Science Inc., 2021
Abstract:
The present paper addresses the study of cross-linguistic phonosemantic correspondences within a deep learning framework. An LSTM-based Recurrent Neural Network is trained to associate the phonetic representation of a word, encoded as a sequence of feature vectors, to its corresponding semantic representation in a multilingual and cross-family vector space. The processing network is then tested, without further training, in a language that does not appear in the training set and belongs to a different language family. The performance of the model is evaluated through a comparison with a monolingual and mono-family upper bound and a randomized baseline. After the assessment of the network's performance, the distribution of phonosemantic properties in the lexicon is inspected in relation to different (psycho)linguistic variables, showing a link between lexical non-arbitrariness and semantic, syntactic, pragmatic, and developmental factors. ...
Keyword:
Cognitive Linguistics
;
Cognitive Science
;
Computational Intelligence
;
Deep Learning
;
Epidemiology
;
Neural Network
;
Phonetics
;
Phonology
;
Psycholinguistics
;
Semiotics
URL:
https://dx.doi.org/10.48448/nmx9-4170
https://underline.io/lecture/26858-a-layered-bridge-from-sound-to-meaning-investigating-cross-linguistic-phonosemantic-correspondences
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