Beyond Accuracy: Cognitive Speed in Speechin-Noise Processing and Its Implications for the Ease of Language Understanding Model.

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Title: Beyond Accuracy: Cognitive Speed in Speechin-Noise Processing and Its Implications for the Ease of Language Understanding Model.
Authors: Rönnberg, Jerker1,2 jerker.ronnberg@liu.se, Marsja, Erik1,2, Danielsson, Henrik1,2, Holmer, Emil1,2, Dahlström, Örjan2
Source: Journal of Speech, Language & Hearing Research. May2026, Vol. 69 Issue 5, p2303-2322. 20p.
Subject Terms: *Speech perception, *Hearing disorders, *Factor analysis, *Auditory perception, *Cognition, Noise, Conceptual models, Task performance, Research funding, Executive function, Cognitive processing speed, Hearing aids, Descriptive statistics, Psychology, Reaction time, Data analysis software
Geographic Terms: Sweden
Abstract: Purpose: The ease of language understanding (ELU) model predicts two processing streams—fast, implicit prediction and slower, explicit postdiction— challenging single-factor "general speed" accounts. The present study examined whether cognitive speed is unitary or fractionated, whether both speed and accuracy predict speech in noise (SPIN), and how SPIN relates to rapid automatized naming (RAN). Method: Adults with normal hearing or hearing loss (n= 303) from the N200 study completed latency-based tasks indexing long-term memory access, executive control, Working Memory Tests, SPIN, and RAN. Exploratory and confirmatory factor analyses were used. Results: Two speed factors emerged—long-term memory access speed and executive speed—contradicting a general speed model. Speed–SPIN associations were small and clearest in easier listening conditions. Executive speed predicted RAN. SPIN correlated with RAN, especially among hard of hearing participants. Conclusions: Cognitive speed fractionates in line with the ELU. Working memory speed, unlike accuracy, does not drive SPIN. Executive speed selectively predicts RAN, and SPIN relates to RAN, supporting SPIN’s potential as an early proxy for cognitive decline. [ABSTRACT FROM AUTHOR]
Copyright of Journal of Speech, Language & Hearing Research is the property of American Speech-Language-Hearing Association and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
Database: Education Research Complete
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  Data: Beyond Accuracy: Cognitive Speed in Speechin-Noise Processing and Its Implications for the Ease of Language Understanding Model.
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  Data: <searchLink fieldCode="AR" term="%22Rönnberg%2C+Jerker%22">Rönnberg, Jerker</searchLink><relatesTo>1,2</relatesTo><i> jerker.ronnberg@liu.se</i><br /><searchLink fieldCode="AR" term="%22Marsja%2C+Erik%22">Marsja, Erik</searchLink><relatesTo>1,2</relatesTo><br /><searchLink fieldCode="AR" term="%22Danielsson%2C+Henrik%22">Danielsson, Henrik</searchLink><relatesTo>1,2</relatesTo><br /><searchLink fieldCode="AR" term="%22Holmer%2C+Emil%22">Holmer, Emil</searchLink><relatesTo>1,2</relatesTo><br /><searchLink fieldCode="AR" term="%22Dahlström%2C+Örjan%22">Dahlström, Örjan</searchLink><relatesTo>2</relatesTo>
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  Data: <searchLink fieldCode="JN" term="%22Journal+of+Speech%2C+Language+%26+Hearing+Research%22">Journal of Speech, Language & Hearing Research</searchLink>. May2026, Vol. 69 Issue 5, p2303-2322. 20p.
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  Data: *<searchLink fieldCode="DE" term="%22Speech+perception%22">Speech perception</searchLink><br />*<searchLink fieldCode="DE" term="%22Hearing+disorders%22">Hearing disorders</searchLink><br />*<searchLink fieldCode="DE" term="%22Factor+analysis%22">Factor analysis</searchLink><br />*<searchLink fieldCode="DE" term="%22Auditory+perception%22">Auditory perception</searchLink><br />*<searchLink fieldCode="DE" term="%22Cognition%22">Cognition</searchLink><br /><searchLink fieldCode="DE" term="%22Noise%22">Noise</searchLink><br /><searchLink fieldCode="DE" term="%22Conceptual+models%22">Conceptual models</searchLink><br /><searchLink fieldCode="DE" term="%22Task+performance%22">Task performance</searchLink><br /><searchLink fieldCode="DE" term="%22Research+funding%22">Research funding</searchLink><br /><searchLink fieldCode="DE" term="%22Executive+function%22">Executive function</searchLink><br /><searchLink fieldCode="DE" term="%22Cognitive+processing+speed%22">Cognitive processing speed</searchLink><br /><searchLink fieldCode="DE" term="%22Hearing+aids%22">Hearing aids</searchLink><br /><searchLink fieldCode="DE" term="%22Descriptive+statistics%22">Descriptive statistics</searchLink><br /><searchLink fieldCode="DE" term="%22Psychology%22">Psychology</searchLink><br /><searchLink fieldCode="DE" term="%22Reaction+time%22">Reaction time</searchLink><br /><searchLink fieldCode="DE" term="%22Data+analysis+software%22">Data analysis software</searchLink>
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  Data: <searchLink fieldCode="DE" term="%22Sweden%22">Sweden</searchLink>
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  Label: Abstract
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  Data: Purpose: The ease of language understanding (ELU) model predicts two processing streams—fast, implicit prediction and slower, explicit postdiction— challenging single-factor "general speed" accounts. The present study examined whether cognitive speed is unitary or fractionated, whether both speed and accuracy predict speech in noise (SPIN), and how SPIN relates to rapid automatized naming (RAN). Method: Adults with normal hearing or hearing loss (n= 303) from the N200 study completed latency-based tasks indexing long-term memory access, executive control, Working Memory Tests, SPIN, and RAN. Exploratory and confirmatory factor analyses were used. Results: Two speed factors emerged—long-term memory access speed and executive speed—contradicting a general speed model. Speed–SPIN associations were small and clearest in easier listening conditions. Executive speed predicted RAN. SPIN correlated with RAN, especially among hard of hearing participants. Conclusions: Cognitive speed fractionates in line with the ELU. Working memory speed, unlike accuracy, does not drive SPIN. Executive speed selectively predicts RAN, and SPIN relates to RAN, supporting SPIN’s potential as an early proxy for cognitive decline. [ABSTRACT FROM AUTHOR]
– Name: AbstractSuppliedCopyright
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  Data: <i>Copyright of Journal of Speech, Language & Hearing Research is the property of American Speech-Language-Hearing Association and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.)
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RecordInfo BibRecord:
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      – Type: doi
        Value: 10.1044/2026_JSLHR-25-00773
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      – Code: eng
        Text: English
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      Pagination:
        PageCount: 20
        StartPage: 2303
    Subjects:
      – SubjectFull: Speech perception
        Type: general
      – SubjectFull: Hearing disorders
        Type: general
      – SubjectFull: Factor analysis
        Type: general
      – SubjectFull: Auditory perception
        Type: general
      – SubjectFull: Cognition
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      – SubjectFull: Noise
        Type: general
      – SubjectFull: Conceptual models
        Type: general
      – SubjectFull: Task performance
        Type: general
      – SubjectFull: Research funding
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      – SubjectFull: Executive function
        Type: general
      – SubjectFull: Cognitive processing speed
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      – SubjectFull: Hearing aids
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      – SubjectFull: Descriptive statistics
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      – SubjectFull: Reaction time
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      – SubjectFull: Data analysis software
        Type: general
      – SubjectFull: Sweden
        Type: general
    Titles:
      – TitleFull: Beyond Accuracy: Cognitive Speed in Speechin-Noise Processing and Its Implications for the Ease of Language Understanding Model.
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              M: 05
              Text: May2026
              Type: published
              Y: 2026
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