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We probably sense sense probabilities

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2023
Authors
Filipović Đurđević, Dušica
Kostić, Aleksandar
Article (Published version)
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Abstract
In this paper, we demonstrate the effects of Information Theory measures on the processing of polysemous nouns and reveal that the sensitivity to multiple related senses can be learned from the linguistic context. We collected large-scale data and applied a correlation design to show that an increase in sense uncertainty (or sense diversity) is followed by a faster visual lexical decision. The facilitatory effect of sense uncertainty was revealed by the predictive power of entropy, followed by the additional analysis, which revealed that both the number of senses and the balance of sense probabilities affected processing. For the first time, the balance of sense probabilities was described via redundancy to demonstrate the effect of the numerical description of the balance of sense probabilities. Finally, we crossed distribution semantics and discrimination learning to show that polysemy effects can arise as a consequence of the principles of error-driven learning.
Keywords:
entropy; lexical ambiguity; naïve discrimination learning; the number of senses; polysemy; redundancy; visual lexical decision
Source:
Language, Cognition and Neuroscience, 2023, 38, 4, 471-498
Publisher:
  • Taylor & Francis
Funding / projects:
  • Ministry of Education, Science and Technological Development of Republic of Serbia (grant number: 179006)
  • Ministry of Education, Science and Technological Development of Republic of Serbia (grant number: 179033)

DOI: 10.1080/23273798.2021.1909083

[ Google Scholar ]
URI
http://reff.f.bg.ac.rs/handle/123456789/4501
Collections
  • Radovi istraživača / Researcher's publications - Odeljenje za psihologiju
Institution/Community
Psihologija / Psychology
TY  - JOUR
AU  - Filipović Đurđević, Dušica
AU  - Kostić, Aleksandar
PY  - 2023
UR  - http://reff.f.bg.ac.rs/handle/123456789/4501
AB  - In this paper, we demonstrate the effects of Information Theory measures on the processing of
polysemous nouns and reveal that the sensitivity to multiple related senses can be learned from
the linguistic context. We collected large-scale data and applied a correlation design to show
that an increase in sense uncertainty (or sense diversity) is followed by a faster visual lexical
decision. The facilitatory effect of sense uncertainty was revealed by the predictive power of
entropy, followed by the additional analysis, which revealed that both the number of senses
and the balance of sense probabilities affected processing. For the first time, the balance of
sense probabilities was described via redundancy to demonstrate the effect of the numerical
description of the balance of sense probabilities. Finally, we crossed distribution semantics and
discrimination learning to show that polysemy effects can arise as a consequence of the
principles of error-driven learning.
PB  - Taylor & Francis
T2  - Language, Cognition and Neuroscience
T1  - We probably sense sense probabilities
EP  - 498
IS  - 4
SP  - 471
VL  - 38
DO  - 10.1080/23273798.2021.1909083
ER  - 
@article{
author = "Filipović Đurđević, Dušica and Kostić, Aleksandar",
year = "2023",
abstract = "In this paper, we demonstrate the effects of Information Theory measures on the processing of
polysemous nouns and reveal that the sensitivity to multiple related senses can be learned from
the linguistic context. We collected large-scale data and applied a correlation design to show
that an increase in sense uncertainty (or sense diversity) is followed by a faster visual lexical
decision. The facilitatory effect of sense uncertainty was revealed by the predictive power of
entropy, followed by the additional analysis, which revealed that both the number of senses
and the balance of sense probabilities affected processing. For the first time, the balance of
sense probabilities was described via redundancy to demonstrate the effect of the numerical
description of the balance of sense probabilities. Finally, we crossed distribution semantics and
discrimination learning to show that polysemy effects can arise as a consequence of the
principles of error-driven learning.",
publisher = "Taylor & Francis",
journal = "Language, Cognition and Neuroscience",
title = "We probably sense sense probabilities",
pages = "498-471",
number = "4",
volume = "38",
doi = "10.1080/23273798.2021.1909083"
}
Filipović Đurđević, D.,& Kostić, A.. (2023). We probably sense sense probabilities. in Language, Cognition and Neuroscience
Taylor & Francis., 38(4), 471-498.
https://doi.org/10.1080/23273798.2021.1909083
Filipović Đurđević D, Kostić A. We probably sense sense probabilities. in Language, Cognition and Neuroscience. 2023;38(4):471-498.
doi:10.1080/23273798.2021.1909083 .
Filipović Đurđević, Dušica, Kostić, Aleksandar, "We probably sense sense probabilities" in Language, Cognition and Neuroscience, 38, no. 4 (2023):471-498,
https://doi.org/10.1080/23273798.2021.1909083 . .

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