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Schaaf JV, Johansson A, Visser I, Huizenga HM. What's in a name: The role of verbalization in reinforcement learning. Psychon Bull Rev 2024:10.3758/s13423-024-02506-3. [PMID: 38769270 DOI: 10.3758/s13423-024-02506-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/25/2024] [Indexed: 05/22/2024]
Abstract
(e.g., characters or fractals) and concrete stimuli (e.g., pictures of everyday objects) are used interchangeably in the reinforcement-learning literature. Yet, it is unclear whether the same learning processes underlie learning from these different stimulus types. In two preregistered experiments (N = 50 each), we assessed whether abstract and concrete stimuli yield different reinforcement-learning performance and whether this difference can be explained by verbalization. We argued that concrete stimuli are easier to verbalize than abstract ones, and that people therefore can appeal to the phonological loop, a subcomponent of the working-memory system responsible for storing and rehearsing verbal information, while learning. To test whether this verbalization aids reinforcement-learning performance, we administered a reinforcement-learning task in which participants learned either abstract or concrete stimuli while verbalization was hindered or not. In the first experiment, results showed a more pronounced detrimental effect of hindered verbalization for concrete than abstract stimuli on response times, but not on accuracy. In the second experiment, in which we reduced the response window, results showed the differential effect of hindered verbalization between stimulus types on accuracy, not on response times. These results imply that verbalization aids learning for concrete, but not abstract, stimuli and therefore that different processes underlie learning from these types of stimuli. This emphasizes the importance of carefully considering stimulus types. We discuss these findings in light of generalizability and validity of reinforcement-learning research.
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Affiliation(s)
- Jessica V Schaaf
- Department of Psychology, University of Amsterdam, Amsterdam, The Netherlands.
- Cognitive Neuroscience Department, Radboud University Medical Centre, Nijmegen, The Netherlands.
- Donders Institute for Brain, Cognition and Behaviour, Nijmegen, The Netherlands.
| | - Annie Johansson
- Department of Psychology, University of Amsterdam, Amsterdam, The Netherlands
| | - Ingmar Visser
- Department of Psychology, University of Amsterdam, Amsterdam, The Netherlands
- Yield, Research Institute for Child Development and Education, Amsterdam, The Netherlands
- ABC, Amsterdam Brain and Cognition Centre, Amsterdam, The Netherlands
| | - Hilde M Huizenga
- Department of Psychology, University of Amsterdam, Amsterdam, The Netherlands
- Yield, Research Institute for Child Development and Education, Amsterdam, The Netherlands
- ABC, Amsterdam Brain and Cognition Centre, Amsterdam, The Netherlands
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Adam KCS, Zhao C, Vogel EK. Behavioral signatures of the rapid recruitment of long-term memory to overcome working memory capacity limits. Mem Cognit 2024:10.3758/s13421-024-01566-z. [PMID: 38744775 DOI: 10.3758/s13421-024-01566-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/28/2024] [Indexed: 05/16/2024]
Abstract
Working- and long-term memory are often studied in isolation. To better understand the specific limitations of working memory, effort is made to reduce the potential influence of long-term memory on performance in working memory tasks (e.g., asking participants to remember artificial, abstract items rather than familiar real-world objects). However, in everyday life we use working- and long-term memory in tandem. Here, our goal was to characterize how long-term memory can be recruited to circumvent capacity limits in a typical visual working memory task (i.e., remembering colored squares). Prior work has shown that incidental repetitions of working memory arrays often do not improve visual working memory performance - even after dozens of incidental repetitions, working memory performance often shows no improvement for repeated arrays. Here, we used a whole-report working memory task with explicit rather than incidental repetitions of arrays. In contrast to prior work with incidental repetitions, in two behavioral experiments we found that explicit repetitions of arrays yielded robust improvement to working memory performance, even after a single repetition. Participants performed above chance at recognizing repeated arrays in a later long-term memory test, consistent with the idea that long-term memory was used to rapidly improve performance across array repetitions. Finally, we analyzed inter-item response times and we found a response time signature of chunk formation that only emerged after the array was repeated (inter-response time slowing after two to three items); thus, inter-item response times may be useful for examining the coordinated interaction of visual working and long-term memory in future work.
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Affiliation(s)
- Kirsten C S Adam
- Department of Psychological Sciences, Rice University, 6100 Main St, Houston, TX, MS-651, USA.
| | - Chong Zhao
- Department of Psychology, University of Chicago, Chicago, IL, USA
| | - Edward K Vogel
- Department of Psychology, University of Chicago, Chicago, IL, USA
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Logie RH. Strategies, debates, and adversarial collaboration in working memory: The 51st Bartlett Lecture. Q J Exp Psychol (Hove) 2023; 76:2431-2460. [PMID: 37526243 PMCID: PMC10585951 DOI: 10.1177/17470218231194037] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Revised: 07/03/2023] [Accepted: 07/05/2023] [Indexed: 08/02/2023]
Abstract
Frederic Bartlett championed the importance of individual strategy differences when remembering details of events. I will describe how long-running theoretical debates in the area of working memory may be resolved by considering differences across participants in the strategies that they use when performing cognitive tasks, and through adversarial collaboration between rival laboratories. In common with the established view within experimental cognitive psychology, I assume that adults have a range of cognitive functions, evolved for everyday life. However, I will present evidence showing that these functions can be engaged selectively for laboratory tasks, and that how they are deployed may differ between and within individuals for the same task. Reliance on aggregate data, while treating inter- and intra-participant variability in data patterns as statistical noise, may lead to misleading conclusions about theoretical principles of cognition, and of working memory in particular. Moreover, different theoretical perspectives may be focused on different levels of explanation and different theoretical goals rather than being mutually incompatible. Yet researchers from contrasting theoretical frameworks pursue science as a competition, rarely do researchers from competing labs work in collaboration, and debates self-perpetuate. These approaches to research can stall debate resolution and generate ever-increasing scientific diversity rather than scientific progress. The article concludes by describing a recent extended adversarial collaboration (the WoMAAC project) focused on theoretical contrasts in working memory, and illustrates how this approach to conducting research may help resolve scientific debate and facilitate scientific advance.
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Nicholls LAB, Stewart ME. Autistic traits are associated with enhanced working memory capacity for abstract visual stimuli. Acta Psychol (Amst) 2023; 236:103905. [PMID: 37086664 DOI: 10.1016/j.actpsy.2023.103905] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Revised: 03/03/2023] [Accepted: 04/10/2023] [Indexed: 04/24/2023] Open
Abstract
We tested whether the association between autistic traits and enhanced performance in visual-perceptual tasks extends to visual working memory capacity. We predicted that any positive effect of autistic traits on visual working memory performance would be greatest during domain-specific tasks, in which visual resources must be relied upon. We used a visual 'matrix' task, involving recall of black-and-white chequered patterns which increased in size, to establish participants' capacity (span). We assessed 144 young adults' (M = 22.0 years, SD = 2.5) performance on abstract, 'low semantic' versus 'high semantic' task versions. The latter offered multimodal coding due to the availability of long-term memory resources that could supplement visual working memory. Participants also completed measures of autistic traits and trait anxiety. Autistic traits, especially Attention to Detail, Attention Switching, and Communication, positively predicted visual working memory capacity, specifically in the low semantic task, which relies on visual working memory resources. Autistic traits are therefore associated with enhanced processing and recall of visual information. The benefit is removed, however, when multimodal coding may be incorporated, emphasising the visual nature of the benefit. Strengths in focused attention to detail therefore appear to benefit domain-specific visual working memory task performance.
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Affiliation(s)
- Louise A Brown Nicholls
- School of Psychological Sciences & Health, University of Strathclyde, 40 George Street, Glasgow, G1 1QE, UK.
| | - Mary E Stewart
- Centre for Applied Behavioural Sciences, Department of Psychology, School of Social Sciences, Heriot-Watt University, Edinburgh, EH14 4AS, UK.
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Jaroslawska AJ, Rhodes S, Belletier C, Doherty JM, Cowan N, Neveh-Benjamin M, Barrouillet P, Camos V, Logie RH. What affects the magnitude of age-related dual-task costs in working memory? The role of stimulus domain and access to semantic representations. Q J Exp Psychol (Hove) 2021; 74:682-704. [PMID: 33073696 PMCID: PMC8044618 DOI: 10.1177/1747021820970744] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2020] [Revised: 10/06/2020] [Accepted: 10/11/2020] [Indexed: 12/02/2022]
Abstract
Although there is evidence that the effect of including a concurrent processing demand on the storage of information in working memory is disproportionately larger for older than younger adults, not all studies show this age-related impairment, and the critical factors responsible for any such impairment remain elusive. Here we assess whether domain overlap between storage and processing activities, and access to semantic representations, are important determinants of performance in a sample of younger and older adults (N = 119). We developed four versions of a processing task by manipulating the type of stimuli involved (either verbal or non-verbal) and the decision that participants had to make about the stimuli presented on the screen. Participants either had to perform a spatial judgement, in deciding whether the verbal or non-verbal item was presented above or below the centre of the screen, or a semantic judgement, in deciding whether the stimulus refers to something living or not living. The memory task was serial-ordered recall of visually presented letters. The study revealed a large increase in age-related memory differences when concurrent processing was required. These differences were smaller when storage and processing activities both used verbal materials. Dual-task effects on processing were also disproportionate for older adults. Age differences in processing performance appeared larger for tasks requiring spatial decisions rather than semantic decisions. We discuss these findings in relation to three competing frameworks of working memory and the extant literature on cognitive ageing.
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Affiliation(s)
- Agnieszka J Jaroslawska
- School of Philosophy, Psychology and Language Sciences, University of Edinburgh, Edinburgh, UK
- School of Psychology, Queen’s University Belfast, Belfast, UK
| | - Stephen Rhodes
- Department of Psychological Sciences, University of Missouri, Columbia, MO, USA
| | - Clément Belletier
- School of Philosophy, Psychology and Language Sciences, University of Edinburgh, Edinburgh, UK
| | - Jason M Doherty
- School of Philosophy, Psychology and Language Sciences, University of Edinburgh, Edinburgh, UK
| | - Nelson Cowan
- Department of Psychological Sciences, University of Missouri, Columbia, MO, USA
| | | | - Pierre Barrouillet
- Faculty of Psychology and Educational Sciences, University of Geneva, Geneva, Switzerland
| | - Valerie Camos
- Department of Psychology, University of Fribourg, Fribourg, Switzerland
| | - Robert H Logie
- School of Philosophy, Psychology and Language Sciences, University of Edinburgh, Edinburgh, UK
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The role of working memory in long-term learning: Implications for childhood development. PSYCHOLOGY OF LEARNING AND MOTIVATION 2021. [DOI: 10.1016/bs.plm.2021.02.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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