The benefit of generating errors during learning: What is the locus of the effect?
Open accessAbstract
seeing correct answers did not produce better memory than studying without generating, suggesting that an element of surprise or anticipation is necessary for generating to benefit memory. Experiments 2a-2c found enhanced recognition memory for targets following generating, suggesting increased focus on targets following a guess. In Experiments 3 and 4, participants rated their curiosity to learn correct answers higher when ratings were given after generating than before, suggesting that the act of generation increases curiosity to learn the answers. These findings imply that enhanced processing of feedback is a key consequence of errorful generation. (PsycINFO Database Record (c) 2019 APA, all rights reserved).
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The retrieval attempt alone can promote learning of the correct answer.
“Nevertheless, the retrieval attempt alone can promote learning of the correct answer (Potts et al., 2019; Seabrooke et al., 2021).”
From Predicting as a learning strategy (2021) · cites this paper as Potts et al., 2019
The Abstract (page unavailable) reports that generating an incorrect guess before seeing corrective feedback improved later memory for the correct answer. This supports a benefit from an attempt that does not retrieve the right answer, but the experiments involved generating a response and then receiving the correct answer; they do not establish that a retrieval attempt alone, without those steps, promotes learning. (LLM, conf=0.82)
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“hispid) and asked how curious they were to learn their meaning [45].”
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“Learners also appear to be unaware of this “errorful generation effect,” as measured by item-level JOLs, aggregate JOLs, and questionnaires assessing learners’ beliefs (Huelser and Metcalfe 2012; Potts and Shanks 2014; Potts et al. 2019; Yang et al. 2017; Zawadzka and Hanczakowski 2019).”
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Zhang, Q., & Fiorella, L. (2022) · Educational Psychologist · doi:10.1080/00461520.2022.2149525 · Cited by 73 · see citing works
“When errors are not semantically associated with targets, generating errors benefits memory for targets only through increased attention, motivation, and/or positive emotions (e.g., Clark et al., 2021; Potts et al., 2019).”
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Brod, G., & Breitwieser, J. (2019) · npj Science of Learning · doi:10.1038/s41539-019-0056-y · Cited by 60 · see citing works
Mera, Y., Rodrı́guez, G., & Marin-Garcia, E. (2021) · Psychonomic Bulletin & Review · doi:10.3758/s13423-021-02022-8 · Cited by 59 · see citing works
Pan, S. C., & Carpenter, S. K. (2023) · Educational Psychology Review · doi:10.1007/s10648-023-09814-5 · Cited by 60 · see citing works
“…illustrated in Table 1, studies involving paired or triple associate words (e.g., Kornell et al., 2009; Pan et al., 2019; Yan et al., 2014; see also Potts et al., 2019), trivia facts (e.g., Kor-nell, 2014), and text passages (e.g., Kliegl et al., 2022; Little & Bjork, 2016) have all shown memory…”
BackgroundResultSupporting curiosity in schools and classrooms
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A meta-analytic investigation of the impact of curiosity-enhancing interventions
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Learning from errors is attributable to episodic recollection rather than semantic mediation
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Learning from failure: Errorful generation improves memory for items, not associations
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Two routes to memory benefits of guessing.
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Selective effects of errorful generation on recognition memory: the role of motivation and surprise
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“This might be especially likely given recent evidence to suggest that errorful generation increases participants’ curiosity (Potts et al., 2019) and motivation (in the present experiments) to learn the true answers.”
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“It may also be that generating errors enhances encoding of their subsequent correction (e.g., Hays et al., 2013; Kornell et al., 2009; Potts et al., 2019), such that correcting one’s deliberate errors has been found to produce better learning than leaving them uncorrected (Wong and Lim, 2022b).”
BackgroundUsing curiosity to counter health information avoidance
Horn, S., Litovsky, Y., & Loewenstein, G. F. (2023) · Social Science & Medicine · doi:10.1016/j.socscimed.2023.116383 · Cited by 15 · see citing works
“There is also evidence that stimulating curiosity for information by guessing it before it is learned improves recall of the information (Berlyne, 1954; Brod et al., 2018; Kang et al., 2009; Potts et al., 2019).”
InfluentialLukešová, A., & Jennings, P. (2026) · Innovation in Language Learning and Teaching · doi:10.1080/17501229.2025.2612532 · Cited by 16 · see citing works
Prompting language learners to guess the meaning of idioms: do wrong guesses linger?
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“A guessing or inferencing task can also pique learners’ curiosity, which will then make them attend more closely to the correct meaning when it is offered as feedback (e.g. Hays et al., 2013; Potts et al., 2019; Potts & Shanks, 2014; Zawadzka & Hanczakowski, 2019).”
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The pretesting effect thrives in the presence of competing information
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“Critically, however, attentional accounts typically assume that pretesting enhances primarily attentive encoding of the response word itself, but does not strengthen the association between stimulus and response word (Potts et al., 2019; Seabrooke et al., 2021).”
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“…that prequestions make learners curious to learn the correct answers, and this increased curiosity directs attention to the learning material during the study phase (Berlyne, 1954a, b, 1962; Bull & Dizney, 1973; Patrick, 1976; see also Metcalfe & Finn, 2011; Potts et al., 2019; Wade & Kidd, 2019).”
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“This chimes with the findings of Seabrooke et al. (2019), who were the first to demonstrate that guessing might not be the best strategy for foreign vocabulary acquisition.”
ResultFeedback at Test Can Reverse the Retrieval-Effort Effect
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“For instance, recent research suggests that when participants are unable to provide a correct answer at test, their motivation to learn the correct answer when it is subsequently presented as feedback may be particularly high (e.g., Kang et al., 2009; Potts and Shanks, 2019).”
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“Thus, there may be enhanced encoding of corrective feedback relative to other aspects of learning trials (Potts et al., 2019), even when the feedback is not necessarily surprising (cf.”
BackgroundResultInfluentialChapter 10. Forcing prediction increases priming and adaptation in second language production
Grüter, T., Zhu, Y., & Jackson, C. (2021) · Bilingual processing and acquisition · doi:10.1075/bpa.12.10gru · Cited by 10 · see citing works
“Recent work by Potts et al. (2019) on novel vocabulary learning has shown better learning success when participants had to guess the meaning of a novel word first than when they were presented with form-meaning pairs from the start.”
BackgroundMaraver, M. J., Lapa, A., Garcia‐Marques, L., Carneiro, P., & Raposo, A. (2022) · PLoS ONE · doi:10.1371/journal.pone.0272427 · Cited by 7 · see citing works
“Overall, we provide additional support for the enhanced processing of feedback as a key consequence of error generation [24].”
BackgroundMethodPre-testing effects are target-specific and are not driven by a generalised state of curiosity
Hollins, T. J., Seabrooke, T., Inkster, A. B., Wills, A. J., & Mitchell, C. J. (2022) · Memory · doi:10.1080/09658211.2022.2153141 · Cited by 8 · see citing works
“While some have theorised that such states might explain the pre-testing e ff ect (e.g., Potts et al., 2019; Potts & Shanks, 2014), they have done so only with respect to memory of the corrective feedback itself and have not explored whether there is a wider bene fi t to learning after a guess.”
InfluentialDo hints make students become curious about boring content?
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“Moreover, investigations into the antecedents of retroactive curiosity have mostly been limited to one type of prediction error, when individuals’ confident response is incorrect (negative prediction error) (e.g., Potts et al., 2019).”
Guessing can benefit memory for related word pairs even when feedback is delayed
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“First, it has been proposed that what drives the benefits of guessing is curiosity, by which making a guess makes participants more eager to learn the correct answer, resulting in greater attention towards feedback and hence its better encoding (Potts et al., 2018).”
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Habenicht, S., & Schutte, N. S. (2023) · Journal of Happiness Studies · doi:10.1007/s10902-023-00641-7 · Cited by 9 · see citing works
“Priming curiosity through drawing participants’ attention to the unknown can increase engagement retention of material (Potts et al., 2019; Ruan et al., 2018).”
BackgroundPretesting boosts item but not source memory
Seabrooke, T., Mitchell, C. J., & Hollins, T. J. (2021) · Memory · doi:10.1080/09658211.2021.1977328 · Cited by 6 · see citing works
“This pattern is consistent with previous results (Potts et al., 2019; Potts & Shanks, 2014; Seabrooke, Hollins, et al., 2019; Seabrooke, Mitchell, et al., 2019; Seabrooke, Mitchell, Wills, & Hollins, 2021; Seabrooke, Mitchell, Wills, Inkster, et al., 2021).”
InfluentialPretesting effects on incidental L2 vocabulary learning through reading
Puimège, E., Caltabellotta, E., & Peters, E. (2025) · Studies in Second Language Acquisition · doi:10.1017/s0272263125100910 · Cited by 5 · see citing works
“In a later study by Potts, Davies and Shanks (2019), participants either attempted to retrieve the translations of L2 words immediately before or after receiving corrective feedback.”
Umanath, S., Barrett, T. E., Kim, S., Walsh, C. A., & Coane, J. H. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1145278 · Cited by 5 · see citing works
“One possibility is that participants attend more to the feedback when it contradicts a response participants thought was correct and therefore encode it more effectively (Potts et al., 2019).”
BackgroundThe art of negative feedback: A neuroeducational perspective
Kim, S., & Shin, D. D. (2025) · Contemporary Educational Psychology · doi:10.1016/j.cedpsych.2025.102392 · Cited by 8 · see citing works
Effects of category learning strategies on recognition memory
O’Neill, K., Siqi-Liu, A., Yin, S., Brady, T. F., & Brigard, F. D. (2021) · Memory & Cognition · doi:10.3758/s13421-021-01207-9 · Cited by 6 · see citing works
On the Role of Generation Rules in Moderating the Beneficial Effects of Errorful Generation
Clark, C. M., Bjork, E. L., & Bjork, R. A. (2021) · Zeitschrift für Psychologie · doi:10.1027/2151-2604/a000442 · Cited by 5 · see citing works
The role of mediators for the pretesting effect
Bartl, J., Kliegl, O., & Bäuml, K. T. (2024) · Memory · doi:10.1080/09658211.2024.2323930 · Cited by 5 · see citing works
“This account assumes that pretesting boosts the encoding of the target item itself, without strengthening the link between the cue and the target items (e.g., Potts et al., 2019; Seabrooke et al., 2021).”
BackgroundKeppenne, V., Hopman, E. W. M., & Jackson, C. N. (2021) · Applied Psycholinguistics · doi:10.1017/s014271642100014x · Cited by 6 · see citing works
“The second mechanism that can account for our findings suggests that the errorful generation of language forms, especially in the absence of prior knowledge, is particularly beneficial for learning, as has previously been shown for vocabulary learning (Potts & Shanks, 2014; Potts et al., 2019).”
BackgroundResultInfluentialRetrieval practice transfer effects for multielement event triplets
Pickering, J. S., Henderson, L. M., & Horner, A. J. (2021) · Royal Society Open Science · doi:10.1098/rsos.201456 · Cited by 4 · see citing works
Strong, B., & Leeming, P. (2024) · Language Teaching Research · doi:10.1177/13621688241239058 · Cited by 3 · see citing works
“Yet , a growing body of evidence shows that incorrect guessing can improve memory for second-language vocabulary items compared to errorless learning (Potts & Shanks, 2014; Potts et al., 2019; Seabrooke et al., 2019).”
The role of prediction in second language vocabulary learning
Gambi, C. (2021) · Bilingual processing and acquisition · doi:10.1075/bpa.12.09gam · Cited by 3 · see citing works
What is the next structure? Guessing enhances L2 syntactic learning in a syntactic priming task
Alzahrani, A. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1188344 · Cited by 3 · see citing works
Examining the influence of list composition on the mnemonic benefit of errorful generation
DiMarco, D., Laursen, S. J., Churey, K. R., & Fiacconi, C. M. (2024) · Memory · doi:10.1080/09658211.2024.2413159 · Cited by 2 · see citing works
“As discussed, most studies investigating the errorful generation effect have utilised a cued-recall test in the context of a mixed-list design (Metcalfe & Xu, 2018; Pan & Rivers, 2023; Potts et al., 2019; Potts & Shanks, 2014; Seabrooke et al., 2019a; Seabrooke et al., 2019b; Yang et al., 2017).”
The impact of guessing and retrieval strategies for learning phrasal verbs
Strong, B. (2023) · IRAL - International Review of Applied Linguistics in Language Teaching · doi:10.1515/iral-2023-0048 · Cited by 1 · see citing works
Interpolated pretesting can boost memory of related and distinct prose materials
Kliegl, O., & Bäuml, K. T. (2024) · Psychological Research · doi:10.1007/s00426-024-02042-8 · Cited by 1 · see citing works
“Recent research indeed has yielded evi - dence that both types of processes may play a central role for the pretesting effect (e.g., Bartl et al., 2024 ; Huelser & Metcalfe, 2012 ; Potts et al., 2019 ; Sana & Carpenter, 2023 ).”
Chen, A. M., Whatley, M. C., Halamish, V., & Castel, A. D. (2025) · Memory · doi:10.1080/09658211.2025.2471972 · Cited by 1 · see citing works
“A study by Potts et al. (2019) demonstrated that individuals learning pairs of rare English words and their definitions gave higher curiosity ratings when they had to guess a definition and when ratings were solicited after, and not prior to, the act of generation.”
The pretesting effect under divided attention
Bartl, J., Kliegl, O., & Bäuml, K. T. (2025) · Psychological Research · doi:10.1007/s00426-025-02106-3 · Cited by 1 · see citing works
“…showing that participants rated their curiosity about the correct response higher if the rating was given after, rather than before, a guessing attempt had been made during pretesting, suggesting that pretests may indeed raise participants’ curiosity about the correct response (Potts et al., 2019).”
How does error correction occur during lexical learning?
Iwaki, N., Takahashi, I., & Kaneko, S. (2024) · Psychological Research · doi:10.1007/s00426-024-01937-w · Cited by 2 · see citing works
“As an alternative hypothesis, Potts et al. (2019) proposed an information gap, defined as the difference between what we know and want to know.”
InfluentialPan, S. C., & Carpenter, S. K. (2023) · doi:10.31234/osf.io/9rqpm · Cited by 1 · see citing works
Burt, J. S., Leggett, J. M. I., Chalmers, K. A., & Boulton, P. A. (2021) · Memory · doi:10.1080/09658211.2021.1988645
Deryagina, L. E., Тихомиров, С. Н., Lebedev, I. B., et al. (2021) · Revista de la Universidad del Zulia · doi:10.46925//rdluz.35.09
Retrieval practice transfer effects for multielement event tripletsPreprint
Pickering, J. S., Henderson, L. M., & Horner, A. J. (2021) · doi:10.31234/osf.io/54bgy
Pan, S. C., & Rivers, M. L. (2022) · doi:10.31234/osf.io/qh2ty
Encouraging Errors Through Gradual Feedback to Improve Vocabulary Learning
Ansteeg, L., Dijkstra, T., & Leone, F. T. (2023) · International Conference on Computer Supported Education · doi:10.5220/0011975100003470
“Evidence from Potts et al. (2019) suggests a beneficial effect of ‘guessing’ on vocabulary retrieval.”
BackgroundCombining Persuasive Texts with Retrieval Practice Promotes Learning But Not Attitude ChangePreprint
Weber, E. M. G., Lehnen, L., Lombardi, D., et al. (2023) · SSRN Electronic Journal · doi:10.2139/ssrn.4586594
Erring on the Side of Caution: Two Failures to Replicate the Derring EffectPreprint
Mera, Y., Modirrousta-Galian, A., Thomas, G., et al. (2024) · doi:10.31234/osf.io/4u526
Attention and the forward testing effect
Mulligan, N. W., & Buchin, Z. L. (2024) · Memory & Cognition · doi:10.3758/s13421-024-01661-1
“…target information, possibly due to guessing increasing curiosity about the upcoming answer, causing the participant to allocate greater attentional resources to process that information (e.g., Potts & Shanks, 2014; Potts et al., 2019; Sana & Carpenter, 2023; Zawadzka & Hanczakowski, 2019).”
Older Adults Self-Regulate Learning and Update Knowledge Regarding Psychology-Related Misconceptions
DeCaro, R. E., & Thomas, A. K. (2025) · Experimental Aging Research · doi:10.1080/0361073x.2025.2508100
“Previous work has shown that learners corrected knowledge based on self-reported motivation (Seabrooke et al., 2019), perceived usefulness of the to-be-learned information (Iwaki et al., 2013), and reported curiosity to learn the answers (Potts et al., 2019).”
Practice testing enhances learning but not attitude change from persuasive texts
Weber, E. M. G., Lehnen, L., Lombardi, D., & Brod, G. (2025) · Scientific Reports · doi:10.1038/s41598-025-20874-1
“Pretesting, also known as errorful generation, aligns with prediction-based learning: by making knowledge gaps salient, it can heighten attention to key arguments and trigger coactivation of relevant prior knowledge, facilitating integration of new content 13,19,28–31 .”
How mindful and mindless online searching affects curiosity and information recall
Kim, J. A., Kim, J., Kim, S., & Bong, M. (2025) · Educational Technology Research and Development · doi:10.1007/s11423-025-10570-2 · Cited by 1 · see citing works
Feedback at test can reverse the retrieval-effort effectPreprint
Bjork, R. A., Bäuml, K.-H. T., & Kliegl, O. (2020) · OSF Preprints (OSF Preprints)
Mnemonic benefits of state curiosity–A meta-analysis
Radhakrishna, P., & Padakannaya, P. (2026) · Psychonomic Bulletin & Review · doi:10.3758/s13423-025-02800-8
Duolingo-inspired pretesting with words and pictures improves vocabulary learning
Chua, T. J. E., & Pan, S. C. (2026) · Cognitive Research Principles and Implications · doi:10.1186/s41235-026-00708-y
“The multiple-choice findings, however, better align with prior results involving purely verbal materials (e.g., Hol-lins et al., 2023; Potts & Shanks, 2014; Potts et al., 2019).”
Kliegl, O. (2026) · Psychologische Rundschau · doi:10.1026/0033-3042/a000750
Generative Processing Strengthens Learning Across Errorful and Non-Errorful Contexts
Khin, T. H. K., & Pan, S. C. (2026) · The Journal of Experimental Education · doi:10.1080/00220973.2026.2636103
Error replication as an instructional strategy in simulation‐based procedural learning
Faurholdt, J., Jacobsen, M. E., Tolsgaard, M. G., & Gustafsson, A. (2026) · Medical Education · doi:10.1111/medu.70290
- Authors
- Potts, R., Davies, G., & Shanks, D. R.
- Venue
- Journal of Experimental Psychology: Learning, Memory, and Cognition
- Published
- 2019-06
- Volume
- 45
- Issue
- 6
- Pages
- 1023-1041
- ISSN
- 0278-7393 (ISSN-L)
- 1939-1285
- OpenAlex
- W2884633520
- Cited by
- 75
- References
- 0
- Citations by year
- 2026: 6 · 2025: 8 · 2024: 7 · 2023: 16 · 2022: 7 · 2021: 18 · 2020: 6 · 2019: 5 · 2018: 2
- FWCI
- 4.61
- Type
- journal article
- Language
- en
- Open access
- green
- discovery.ucl.ac.uk
- Locations
- Journal of Experimental Psychology Learning Memory and Cognition (publishedVersion)
- PubMed (publishedVersion)
- UCL Discovery (University College London) (submittedVersion)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory Processes and Influences
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Visual and Cognitive Learning Processes
- Social Sciences › Psychology › Developmental and Educational Psychology › Innovative Teaching and Learning Methods
- Keywords
- retrieval practice, memory enhancement, recognition memory, curiosity, feedback processing, surprise, anticipation, learning from mistakes
- MeSH terms
- Adult, Attention, Exploratory Behavior, Female, Humans, Learning, Male, Pattern Recognition, Visual, Psychological Theory, Reading, Translating, Feedback, Psychological, Young Adult
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