Putting category learning in order: Category structure and temporal arrangement affect the benefit of interleaved over blocked study
Abstract
Recent research in inductive category learning has demonstrated that interleaved study of category exemplars results in better performance than does studying each category in separate blocks. However, the questions of how the category structure influences this advantage and how simultaneous presentation interacts with the advantage are open issues. In this article, we present three experiments. The first experiment indicates that the advantage of interleaved over blocked study is modulated by the structure of the categories being studied. More specifically, interleaved study results in better generalization for categories with high within- and between-category similarity, whereas blocked presentation results in better generalization for categories with low within- and between-category similarity. In Experiment 2, we present evidence that when presented simultaneously, between-category comparisons (interleaved presentation) result in a performance advantage for high-similarity categories, but no differences were found for low-similarity categories. In Experiment 3, we directly compared simultaneous and successive presentation of low-similarity categories. We again found an overall benefit for blocked study with these categories. Overall, these results are consistent with the proposal that interleaving emphasizes differences between categories, whereas blocking emphasizes the discovery of commonalities among objects within the same category.
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Interleaved practice was more effective for high-similarity categories (Carvalho and Goldstone, 2014).
“The results again found that interleaved practice was more effective for highsimilarity categories.”
From Spacing and Interleaving Effects Require Distinct Theoretical Bases: a Systematic Review Testing the Cognitive Load and Discriminative-Contrast Hypotheses (2021) · cites this paper as Carvalho and Goldstone (2014)
Cites
The Psychology of Learning and Motivation: Advances in Research and Theory
(2010) · The Psychology of learning and motivation/The psychology of learning and motivation · doi:10.1016/c2009-0-62209-1 · Cited by 6,035 · see citing works
Journal of Experimental Psychology: Human Learning and Memory
Bourne, L. E. (1977) · Cited by 4,328 · see citing works
Memory: A Contribution to Experimental Psychology
Ebbinghaus, H. (2013) · Annals of Neurosciences · doi:10.5214/ans.0972.7531.200408 · Cited by 2,827 · see citing works
Attention, similarity, and the identification-categorization relationship.
Nosofsky, R. M. (1986) · Journal of Experimental Psychology General · doi:10.1037//0096-3445.115.1.39 · Cited by 2,207 · see citing works
Attention, similarity, and the identification–categorization relationship.
Nosofsky, R. M. (1986) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.115.1.39 · Cited by 2,136 · see citing works
(1994) · The MIT Press eBooks · doi:10.7551/mitpress/4561.001.0001 · Cited by 1,741 · see citing works
Memory: A contribution to experimental psychology.
Ebbinghaus, H. (1913) · doi:10.1037/10011-000 · Cited by 1,645 · see citing works
ALCOVE: An exemplar-based connectionist model of category learning.
Kruschke, J. K. (1992) · Psychological Review · doi:10.1037/0033-295x.99.1.22 · Cited by 1,582 · see citing works
Memory and Metamemory Considerations in the Training of Human Beings
Bjork, R. A. (1994) · Metacognition · doi:10.7551/mitpress/4561.003.0011 · Cited by 1,084 · see citing works
Proceedings of the 35th Annual Conference of the Cognitive Science Society
Dale, R. A. C., Yu, C., Nagai, Y., Coco, M. I., & Kopp, S. (2013) · Cited by 1,006 · see citing works
SUSTAIN: A Network Model of Category Learning.
Love, B. C., Medin, D. L., & Gureckis, T. M. (2004) · Psychological Review · doi:10.1037/0033-295x.111.2.309 · Cited by 778 · see citing works
Proceedings of the 33rd Annual Conference of the Cognitive Science Society
Dziemianko, M., Keller, F., & Coco, M. I. (2011) · Cited by 730 · see citing works
Learning Concepts and Categories: Is Spacing the “Enemy of Induction”?
Kornell, N., & Bjork, R. A. (2008) · Psychological Science · doi:10.1111/j.1467-9280.2008.02127.x · Cited by 602 · see citing works
Proceedings of the 32nd Annual Conference of the Cognitive Science Society
Rohde, H., & Ettlinger, M. (2010) · Cited by 462 · see citing works
Comparison and Categorization in the Development of Relational Similarity
Kotovsky, L., & Gentner, D. (1996) · Child Development · doi:10.1111/j.1467-8624.1996.tb01889.x · Cited by 458 · see citing works
Comparison in the Development of Categories
Gentner, D., & Namy, L. L. (1999) · Cognitive Development · doi:10.1016/s0885-2014(99)00016-7 · Cited by 400 · see citing works
Category use and category learning.
Markman, A. B., & Ross, B. H. (2003) · Psychological Bulletin · doi:10.1037/0033-2909.129.4.592 · Cited by 369 · see citing works
Making a silk purse out of two sow's ears: Young children's use of comparison in category learning.
Namy, L. L., & Gentner, D. (2002) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.131.1.5 · Cited by 362 · see citing works
Optimising learning using flashcards: Spacing is more effective than cramming
Kornell, N. (2009) · Applied Cognitive Psychology · doi:10.1002/acp.1537 · Cited by 350 · see citing works
Proceedings of the 32nd Annual Conference of the Cognitive Science Society
Ohlsson, S., & Catrambone, R. (2010) · Cited by 299 · see citing works
The effects of interleaved practice
Taylor, K., & Rohrer, D. (2010) · Applied Cognitive Psychology · doi:10.1002/acp.1598 · Cited by 288 · cited 2× · see citing works
“…2008), bird species (Kornell, Castel, Eich, & Bjork, 2010; Wahlheim, Dunlosky, & Jacoby, 2011), novel category learning in children (Vlach et al., 2008) and older adults (Kornell et al., 2010; Wahlheim et al., 2011), and mathematical operations in primary school students (Taylor & Rohrer, 2010).”
Comparison and Categorization in the Development of Relational Similarity
Kotovsky, L., & Gentner, D. (1996) · Child Development · doi:10.2307/1131753 · Cited by 280 · see citing works
Recent research on human learning challenges conventional instructional strategies
Rohrer, D., & Pashler, H. (2010) · Educational Researcher · doi:10.3102/0013189x10374770 · Cited by 269 · cited 2× · see citing works
“…2008), bird species (Kornell, Castel, Eich, & Bjork, 2010; Wahlheim, Dunlosky, & Jacoby, 2011), novel category learning in children (Vlach et al., 2008) and older adults (Kornell et al., 2010; Wahlheim et al., 2011), and mathematical operations in primary school students (Taylor & Rohrer, 2010).”
Why interleaving enhances inductive learning: The roles of discrimination and retrieval
Birnbaum, M. S., Kornell, N., Bjork, E. L., & Bjork, R. A. (2013) · Memory & Cognition · doi:10.3758/s13421-012-0272-7 · Cited by 264 · cited 1× · see citing works
“The results showed that only the interleaved condition resulted in better performance than did the blocked condition, thus providing evidence that greater temporal spacing of presentations is not the critical factor for the interleaved advantage (but see Birnbaum et al., 2013).”
(2010) · Psychology of Learning and Motivation · doi:10.1016/s0079-7421(10)53003-2 · Cited by 255 · see citing works
Learning Painting Styles: Spacing is Advantageous when it Promotes Discriminative Contrast
Kang, S. H. K., & Pashler, H. (2012) · Applied Cognitive Psychology · doi:10.1002/acp.1801 · Cited by 246 · see citing works
Quantitative aspects of evolution of concepts: An experimental study.
Hull, C. L. (1920) · The Psychological Monographs · doi:10.1037/h0093130 · Cited by 221 · see citing works
The effects of category generalizations and instance similarity on schema abstraction.
Elio, R., & Anderson, J. R. (1981) · Journal of Experimental Psychology: Human Learning and Memory · doi:10.1037/0278-7393.7.6.397 · Cited by 205 · see citing works
Isolated and interrelated concepts
Goldstone, R. L. (1996) · Memory & Cognition · doi:10.3758/bf03201087 · Cited by 182 · see citing works
Self-citationSpacing as the friend of both memory and induction in young and older adults.
Kornell, N., Castel, A. D., Eich, T. S., & Bjork, R. A. (2010) · Psychology and Aging · doi:10.1037/a0017807 · Cited by 179 · see citing works
Wahlheim, C. N., Dunlosky, J., & Jacoby, L. L. (2011) · Memory & Cognition · doi:10.3758/s13421-010-0063-y · Cited by 172 · see citing works
The effects of information order and learning mode on schema abstraction
Elio, R., & Anderson, J. R. (1984) · Memory & Cognition · doi:10.3758/bf03196994 · Cited by 169 · see citing works
The spacing effect in children’s memory and category induction
Vlach, H. A., Sandhofer, C. M., & Kornell, N. (2008) · Cognition · doi:10.1016/j.cognition.2008.07.013 · Cited by 165 · cited 1× · see citing works
“…& Kornell, 2008), bird species (Kornell, Castel, Eich, & Bjork, 2010; Wahlheim, Dunlosky, & Jacoby, 2011), novel category learning in children (Vlach et al., 2008) and older adults (Kornell et al., 2010; Wahlheim et al., 2011), and mathematical operations in primary school students (Taylor &…”
Minda, J. P., & Smith, J. D. (2002) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037//0278-7393.28.2.275 · Cited by 149 · see citing works
Proceedings of the 33rd Annual Conference of the Cognitive Science Society
Dalzel-Job, S., & Oberlander, J. (2011) · Cited by 145 · see citing works
Blair, M. R., Watson, M. R., Walshe, R. C., & Maj, F. (2009) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/a0016272 · Cited by 131 · see citing works
Minda, J. P., & Smith, J. D. (2002) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.28.2.275 · Cited by 107 · see citing works
Sequence effects in categorization of simple perceptual stimuli.
Stewart, N., Brown, G. D. A., & Chater, N. (2002) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037//0278-7393.28.1.3 · Cited by 106 · see citing works
Making a silk purse out of two sow's ears: Young children's use of comparison in category learning.
Namy, L. L., & Gentner, D. (2002) · Journal of Experimental Psychology General · doi:10.1037//0096-3445.131.1.5 · Cited by 100 · see citing works
Mundy, M. E., Honey, R. C., & Dwyer, D. M. (2007) · Journal of Experimental Psychology Animal Behavior Processes · doi:10.1037/0097-7403.33.2.124 · Cited by 97 · see citing works
Vlach, H. A., Ankowski, A. A., & Sandhofer, C. M. (2011) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/a0025260 · Cited by 80 · see citing works
Homa, D. L., & Chambliss, D. F. (1975) · Journal of Experimental Psychology Human Learning & Memory · doi:10.1037/0278-7393.1.4.351 · Cited by 80 · see citing works
Sequence effects in categorization of simple perceptual stimuli.
Stewart, N., Brown, G. D. A., & Chater, N. (2002) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.28.1.3 · Cited by 78 · see citing works
Jones, M., Love, B. C., & Maddox, W. T. (2006) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.32.3.316 · Cited by 76 · see citing works
The role of comparison in preschoolers’ novel object categorization
Graham, S. A., Namy, L. L., Gentner, D., et al. (2010) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2010.04.017 · Cited by 75 · see citing works
Comparison-based learning: Effects of comparing instances during category learning.
Spalding, T. L., & Ross, B. H. (1994) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.20.6.1251 · Cited by 73 · see citing works
Learning myopia: An adaptive recency effect in category learning.
Jones, M., & Sieck, W. R. (2003) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.29.4.626 · Cited by 68 · see citing works
Proceedings of the 34th Annual Conference of the Cognitive Science Society
Frassinelli, D., & Keller, F. (2012) · Cited by 68 · see citing works
The intermixed-blocked effect in human perceptual learning is not the consequence of trial spacing.
Mitchell, C. J., Nash, S., & Hall, G. (2008) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.34.1.237 · Cited by 66 · see citing works
Concept learning with differing sequences of instances.
Kurtz, K. H., & Hovland, C. I. (1956) · Journal of Experimental Psychology · doi:10.1037/h0040295 · Cited by 60 · see citing works
Sequence Effects in the Categorization of Tones Varying in Frequency.
Stewart, N., & Brown, G. D. A. (2004) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.30.2.416 · Cited by 50 · see citing works
Order of Presentation Effects in Learning Color Categories
Sandhofer, C. M., & Doumas, L. A. A. (2008) · Journal of Cognition and Development · doi:10.1080/15248370802022639 · Cited by 49 · see citing works
Short Article: Superior Discrimination between Similar Stimuli after Simultaneous Exposure
Mundy, M. E., Honey, R. C., & Dwyer, D. M. (2008) · Quarterly Journal of Experimental Psychology · doi:10.1080/17470210802240614 · Cited by 48 · see citing works
SIMULTANEOUS AND SUCCESSIVE DISCRIMINATION LEARNING IN CHILDREN1,2
Lipsitt, L. P. (1961) · Child Development · doi:10.1111/j.1467-8624.1961.tb05032.x · Cited by 47 · see citing works
Comparison processes in category learning: From theory to behavior
Hammer, R., Bar-Hillel, A., Hertz, T., Weinshall, D., & Hochstein, S. (2008) · Brain Research · doi:10.1016/j.brainres.2008.04.079 · Cited by 43 · see citing works
Spiering, B. J., & Ashby, F. G. (2008) · Psychological Science · doi:10.1111/j.1467-9280.2008.02219.x · Cited by 43 · see citing works
A rule-based presentation order facilitates category learning
Mathy, F., & Feldman, J. (2009) · Psychonomic Bulletin & Review · doi:10.3758/pbr.16.6.1050 · Cited by 37 · see citing works
The effect of category variability in perceptual categorization.
Stewart, N., & Chater, N. (2002) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037//0278-7393.28.5.893 · Cited by 37 · see citing works
Concept learning as a function of form of internal structure
Whitman, J. R., & Garner, W. R. (1963) · Journal of Verbal Learning and Verbal Behavior · doi:10.1016/s0022-5371(63)80085-7 · Cited by 32 · see citing works
Successive and Simultaneous Discrimination as a Function of Stimulus-Similarity
MacCaslin, E. F. (1954) · The American Journal of Psychology · doi:10.2307/1418632 · Cited by 32 · see citing works
Comparisons in Category Learning: How Best to Compare For What
Higgins, E. J., & Ross, B. H. (2011) · eScholarship (California Digital Library) · Cited by 30 · see citing works
The role of stimulus comparison in human perceptual learning: Effects of distractor placement.
Dwyer, D. M., Mundy, M. E., & Honey, R. C. (2011) · Journal of Experimental Psychology Animal Behavior Processes · doi:10.1037/a0023078 · Cited by 24 · see citing works
Category learning in the context of co-presented items
Andrews, J., Livingston, K. R., & Kurtz, K. J. (2010) · Cognitive Processing · doi:10.1007/s10339-010-0377-5 · Cited by 20 · see citing works
The influence of intervening tasks on the spacing effect for frequency judgments.
Proctor, R. W. (1980) · Journal of Experimental Psychology Human Learning & Memory · doi:10.1037//0278-7393.6.3.254 · Cited by 12 · see citing works
The effects of error transformations on classification performance.
Lee, E. S., MacGregor, J. N., Bavelas, A., et al. (1988) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.14.1.66 · Cited by 11 · see citing works
Role of stimulus comparison in children's discrimination learning.
Rieber, M. (1966) · Journal of Experimental Psychology · doi:10.1037/h0023504 · Cited by 10 · see citing works
Re-learning labeled categories reveals structured representations
Hendrickson, A., Kachergis, G., Fausey, C. M., & Goldstone, R. L. (2012) · Cited by 7 · see citing works
Self-citationThe influence of intervening tasks on the spacing effect for frequency judgments.
Proctor, R. W. (1980) · Journal of Experimental Psychology Human Learning & Memory · doi:10.1037/0278-7393.6.3.254 · Cited by 4 · see citing works
Sims, C. E., & Colunga, E. (2010) · eScholarship (California Digital Library) · Cited by 2 · see citing works
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Kang, S. H. K. (2016) · Policy Insights from the Behavioral and Brain Sciences · doi:10.1177/2372732215624708 · Cited by 408 · see citing works
Foster, N. L., Mueller, M. L., Was, C., Rawson, K. A., & Dunlosky, J. (2019) · Memory & Cognition · doi:10.3758/s13421-019-00918-4 · Cited by 67 · see citing works
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Firth, J., Rivers, I., & Boyle, J. (2021) · Review of Education · doi:10.1002/rev3.3266 · Cited by 65 · see citing works
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- Authors
- Carvalho, P. F., & Goldstone, R. L.
- Affiliations
- Indiana University Bloomington (US)
- Corresponding author
- Carvalho, Paulo F.
- Venue
- Memory & Cognition
- Published
- 2013-10-03
- Volume
- 42
- Issue
- 3
- Pages
- 481-495
- ISSN
- 0090-502X (ISSN-L)
- 1532-5946
- OpenAlex
- W2061832492
- Cited by
- 175
- References
- 69
- Citations by year
- 2026: 12 · 2025: 20 · 2024: 14 · 2023: 15 · 2022: 16 · 2021: 15 · 2020: 17 · 2019: 13 · 2018: 12 · 2017: 5 · 2016: 20 · 2015: 8 · 2014: 7
- FWCI
- 6.37
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Memory & Cognition (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory Processes and Influences
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Categorization, perception, and language
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Visual and Cognitive Learning Processes
- Keywords
- category learning, category structure, simultaneous presentation, successive presentation, generalization, inductive learning
- MeSH terms
- Adult, Concept Formation, Generalization, Psychological, Humans, Learning, Young Adult
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