Number feature distortion modulates cue-based retrieval in reading

In sentence comprehension, what are the cognitive constraints that determine number agreement computation? Two broad classes of theoretical proposals are: (i) Representation distortion accounts, which assume that the number feature on the subject noun gets overwritten probabilistically by the number...

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Published inJournal of memory and language Vol. 129; p. 104400
Main Authors Yadav, Himanshu, Smith, Garrett, Reich, Sebastian, Vasishth, Shravan
Format Journal Article
LanguageEnglish
Published Elsevier Inc 01.02.2023
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Online AccessGet full text
ISSN0749-596X
1096-0821
DOI10.1016/j.jml.2022.104400

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Abstract In sentence comprehension, what are the cognitive constraints that determine number agreement computation? Two broad classes of theoretical proposals are: (i) Representation distortion accounts, which assume that the number feature on the subject noun gets overwritten probabilistically by the number feature on a non-subject noun, leading to a non-veridical memory trace of the subject noun; and (ii) The cue-based retrieval account, a general account of dependency completion processes which assumes that the features on the subject noun remain intact, and that processing difficulty is only a function of the memory constraints on dependency completion. However, both these classes of model fail to account for the full spectrum of number agreement patterns observed in published studies. Using 17 benchmark datasets on number agreement from four languages, we implement seven computational models: three variants of representation distortion, two cue-based retrieval models, and two hybrid models that assume both representation-distortion and retrieval. Quantitative model comparison shows that the best fit is achieved by a hybrid model that assumes both feature distortion (specifically, feature percolation) and cue-based retrieval; numerically, the second-best quantitative fit was achieved by a distortion-based model of number attraction that assumes grammaticality bias during reading. More broadly, the work furnishes comprehensive evidence to support the idea that cue-based retrieval theory, which aims to be a general account of dependency completion, needs to incorporate a feature distortion process. •Seven models of number agreement processing are pitted against each other.•17 benchmark datasets (reading) are used to compare model performance.•Model comparisons show that no existing model can explain the benchmark data.•The best model is a hybrid that assumes both feature percolation and retrieval.•Probabilistic feature migration affects retrieval during number agreement processing.
AbstractList In sentence comprehension, what are the cognitive constraints that determine number agreement computation? Two broad classes of theoretical proposals are: (i) Representation distortion accounts, which assume that the number feature on the subject noun gets overwritten probabilistically by the number feature on a non-subject noun, leading to a non-veridical memory trace of the subject noun; and (ii) The cue-based retrieval account, a general account of dependency completion processes which assumes that the features on the subject noun remain intact, and that processing difficulty is only a function of the memory constraints on dependency completion. However, both these classes of model fail to account for the full spectrum of number agreement patterns observed in published studies. Using 17 benchmark datasets on number agreement from four languages, we implement seven computational models: three variants of representation distortion, two cue-based retrieval models, and two hybrid models that assume both representation-distortion and retrieval. Quantitative model comparison shows that the best fit is achieved by a hybrid model that assumes both feature distortion (specifically, feature percolation) and cue-based retrieval; numerically, the second-best quantitative fit was achieved by a distortion-based model of number attraction that assumes grammaticality bias during reading. More broadly, the work furnishes comprehensive evidence to support the idea that cue-based retrieval theory, which aims to be a general account of dependency completion, needs to incorporate a feature distortion process. •Seven models of number agreement processing are pitted against each other.•17 benchmark datasets (reading) are used to compare model performance.•Model comparisons show that no existing model can explain the benchmark data.•The best model is a hybrid that assumes both feature percolation and retrieval.•Probabilistic feature migration affects retrieval during number agreement processing.
ArticleNumber 104400
Author Yadav, Himanshu
Reich, Sebastian
Smith, Garrett
Vasishth, Shravan
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  givenname: Shravan
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  surname: Vasishth
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Keywords Cue-based retrieval
Lossy memory representations
Encoding interference
Agreement attraction
Subject–verb number agreement
Feature percolation
Language English
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  ident: 10.1016/j.jml.2022.104400_b26
  article-title: Publication bias and the failure of replication in experimental psychology
  publication-title: Psychonomic Bulletin & Review
  doi: 10.3758/s13423-012-0322-y
– volume: 45
  issue: 4
  year: 2021
  ident: 10.1016/j.jml.2022.104400_b68
  article-title: A computational evaluation of two models of retrieval processes in sentence processing in aphasia
  publication-title: Cognitive Science
  doi: 10.1111/cogs.12956
– start-page: 1
  year: 2021
  ident: 10.1016/j.jml.2022.104400_b55
  article-title: The reading signatures of agreement attraction
  publication-title: Open Mind
  doi: 10.1162/opmi_a_00047
– year: 2022
  ident: 10.1016/j.jml.2022.104400_b125
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Snippet In sentence comprehension, what are the cognitive constraints that determine number agreement computation? Two broad classes of theoretical proposals are: (i)...
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elsevier
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StartPage 104400
SubjectTerms Agreement attraction
Cue-based retrieval
Encoding interference
Feature percolation
Lossy memory representations
Subject–verb number agreement
Title Number feature distortion modulates cue-based retrieval in reading
URI https://dx.doi.org/10.1016/j.jml.2022.104400
Volume 129
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