Computer-assisted second language vocabulary learning in a paired-associate paradigm: a critical investigation of flashcard software
Abstract
The present study aims to conduct a comprehensive investigation of flashcard software for learning vocabulary in a second language. Nine flashcard programs were analysed using 17 criteria derived from previous studies on flashcard learning as well as paired-associate learning. Results suggest that in general, most programs have been developed in a way that maximises vocabulary learning. For instance, seven of the nine programs allow flashcard creation, offer multilingual support and allow learners to add contexts, audios or images to flashcards. Furthermore, eight programs provide various types of exercises, and nine programs support scheduling. At the same time, the present study has also shown that existing flashcard programs have some room for improvement. More specifically, most programs are limited in their ability to support data entry, increase retrieval effort and promote generative use of target words. When individual programs are compared, iKnow! seems to be the best program among those investigated. It offers the most comprehensive support for data entry, automatically generates distractors for multiple-choice exercises and increases retrieval effort by systematically introducing various types of exercises. The variations among the programs in their design suggest that there do not exist commonly accepted guidelines for how flashcard software should be designed.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Cites
From dissertation abstracts international
(1974) · ACM SIGGRAPH Computer Graphics · doi:10.1145/988616.988619 · Cited by 12,207 · see citing works
Learning Vocabulary in Another Language
Nation, I. S. P. (2001) · Cambridge University Press · doi:10.1017/cbo9781139524759 · Cited by 6,608 · see citing works
Journal of Experimental Psychology: Human Learning and Memory
Bourne, L. E. (1977) · Cited by 4,328 · see citing works
Human memory : theory and practice
Baddeley, A. (1990) · Cited by 3,045 · see citing works
Formulaic Language and the Lexicon
Wray, A. (2002) · doi:10.1017/cbo9780511519772 · Cited by 2,873 · see citing works
Language Learning with Technology
Castillo, D. G. (2021) · Springer eBooks · doi:10.1007/978-981-16-2697-5 · Cited by 2,211 · see citing works
Teaching and learning vocabulary
Nation, P. (1994) · System · doi:10.1016/0346-251x(94)90065-5 · Cited by 1,742 · see citing works
(1994) · The MIT Press eBooks · doi:10.7551/mitpress/4561.001.0001 · Cited by 1,741 · see citing works
A retrieval model for both recognition and recall.
Gillund, G., & Shiffrin, R. M. (1984) · Psychological Review · doi:10.1037/0033-295x.91.1.1 · Cited by 1,506 · see citing works
Teaching and Learning Vocabulary
Gader, R., & Taylor, L. K. (1991) · TESOL Quarterly · doi:10.2307/3587090 · Cited by 1,443 · see citing works
Stewart, E. C. (1982) · Language Sciences · doi:10.1016/s0388-0001(82)80008-9 · Cited by 1,248 · 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
Hulstijn, J. H. (2001) · Cognition and Second Language Instruction · doi:10.1017/cbo9781139524780.011 · Cited by 769 · see citing works
Effects of Multimedia Annotations on Vocabulary Acquisition
CHUN, D. M., & PLASS, J. L. (1996) · The Modern Language Journal · doi:10.1111/j.1540-4781.1996.tb01159.x · Cited by 759 · see citing works
Karpicke, J. D., Butler, A. C., & Roediger III, H. L. (2009) · Memory · doi:10.1080/09658210802647009 · Cited by 745 · see citing works
Testing Vocabulary Knowledge: Size, Strength, and Computer Adaptiveness.
Laufer, B., & Goldstein, Z. (2004) · Language Learning · doi:10.1111/j.0023-8333.2004.00260.x · Cited by 705 · see citing works
Pyc, M. A., & Rawson, K. A. (2009) · Journal of Memory and Language · doi:10.1016/j.jml.2009.01.004 · Cited by 551 · see citing works
Multimedia CALL: Lessons to be learned from research on instructed SLA
Chapelle, C. A. (1998) · Language learning & technology · doi:10.64152/10125/25030 · Cited by 469 · see citing works
Stahl, S. A., & Nagy, W. E. (2007) · Routledge eBooks · doi:10.4324/9781410615381 · Cited by 448 · see citing works
Karpicke, J. D., & Roediger, H. L. (2007) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/0278-7393.33.4.704 · Cited by 421 · see citing works
Teaching Vocabulary: Strategies and Techniques
Nation, P. (2008) · Cited by 401 · 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
Size and strength: do we need both to measure vocabulary knowledge?
Laufer, B., Elder, C., Hill, K., & Congdon, P. D. (2004) · Language Testing · doi:10.1191/0265532204lt277oa · Cited by 344 · see citing works
Assessing Our Own Competence: Heuristics and Illusions
Bjork, R. A. (1999) · The MIT Press eBooks · doi:10.7551/mitpress/1480.003.0023 · Cited by 340 · see citing works
Maintenance of Foreign Language Vocabulary and the Spacing Effect
Bahrick, H. P., Bahrick, L. E., Bahrick, A. S., & Bahrick, P. E. (1993) · Psychological Science · doi:10.1111/j.1467-9280.1993.tb00571.x · Cited by 334 · cited 1× · see citing works
“According to this effect, the larger the intervals between study opportunities for a given item, the better the retention will be (e.g. Baddeley, 1997, pp. 108–114; H. P. Bahrick et al., 1993; H. P. Bahrick & Phelps, 1987; Kornell, 2009).”
Metacognitive control and strategy selection: Deciding to practice retrieval during learning.
Karpicke, J. D. (2009) · Journal of Experimental Psychology: General · doi:10.1037/a0017341 · Cited by 310 · see citing works
Research on text comprehension in multimedia environments
Chun, D. M., & Plass, J. (1997) · Language Learning & Technology · doi:10.64152/10125/25004 · Cited by 301 · see citing works
Semantic and Structural Elaboration in L2 Lexical Acquisition
Barcroft, J. (2002) · Language Learning · doi:10.1111/0023-8333.00186 · Cited by 301 · see citing works
Memorizing New Words: Does Teaching Have Anything To Do With It?
Laufer, B., & Shmueli, K. (1997) · RELC Journal · doi:10.1177/003368829702800106 · Cited by 287 · see citing works
What Effects Do Text-based Tasks Promoting Generation Have on Incidental Vocabulary Acquisition?
JOE, A. (1998) · Applied Linguistics · doi:10.1093/applin/19.3.357 · Cited by 245 · see citing works
Computer assisted second language vocabulary acquisition
Groot, P. J. M. (2000) · Language learning & technology · doi:10.64152/10125/25087 · Cited by 233 · see citing works
Retention of Spanish vocabulary over 8 years.
Bahrick, H. P., & Phelphs, E. (1987) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/0278-7393.13.2.344 · Cited by 228 · see citing works
The effects of semantic and thematic clustering on the learning of second language vocabulary
Tinkham, T. (1997) · Second language Research · doi:10.1191/026765897672376469 · Cited by 222 · see citing works
Beginning to Learn Foreign Vocabulary: A Review of the Research
Nation, I. (1982) · RELC Journal · doi:10.1177/003368828201300102 · Cited by 215 · see citing works
The negative effects of learning words in semantic sets: A replication
Waring, R. (1997) · System · doi:10.1016/s0346-251x(97)00013-4 · Cited by 203 · see citing works
Pimsleur, P. (1967) · Modern Language Journal · doi:10.1111/j.1540-4781.1967.tb06700.x · Cited by 197 · see citing works
The effect of semantic clustering on the learning of second language vocabulary
Tinkham, T. (1993) · System · doi:10.1016/0346-251x(93)90027-e · Cited by 196 · see citing works
Effects of Opportunities for Word Retrieval During Second Language Vocabulary Learning
Barcroft, J. (2007) · Language Learning · doi:10.1111/j.1467-9922.2007.00398.x · Cited by 164 · see citing works
Optimising self-regulated study: The benefits—and costs—of dropping flashcards
Kornell, N., & Bjork, R. A. (2008) · Memory · doi:10.1080/09658210701763899 · Cited by 156 · see citing works
THE PSYCHOLOGY OF FOREIGN LANGUAGE VOCABULARY ACQUISITION: IMPLICATIONS FOR CALL
Ellis, N. C. (1995) · Computer Assisted Language Learning · doi:10.1080/0958822940080202 · Cited by 156 · see citing works
Nakata, T. (2008) · ReCALL · doi:10.1017/s0958344008000219 · Cited by 138 · see citing works
Self-citationLogan, J. M., & Balota, D. A. (2008) · Aging Neuropsychology and Cognition · doi:10.1080/13825580701322171 · Cited by 135 · see citing works
List learning of second language vocabulary
Griffin, G., & Harley, T. A. (1996) · Applied Psycholinguistics · doi:10.1017/s0142716400008195 · Cited by 129 · see citing works
Text-based tasks and incidental vocabulary learning
Joe, A. (1995) · Second Language Research · doi:10.1177/026765839501100206 · Cited by 123 · see citing works
The Effects of Receptive and Productive Learning of Word Pairs on Vocabulary Knowledge
Webb, S. (2009) · RELC Journal · doi:10.1177/0033688209343854 · Cited by 121 · see citing works
Steinel, M. P., Hulstijn, J., & Steinel, W. (2007) · Studies in Second Language Acquisition · doi:10.1017/s0272263107070271 · Cited by 110 · see citing works
Plass, J. L. (1998) · Language learning & technology · doi:10.64152/10125/25031 · Cited by 108 · see citing works
Effects of sentence writing in second language lexical acquisition
Barcroft, J. (2004) · Second Language Research · doi:10.1191/0267658304sr233oa · Cited by 105 · see citing works
Examining the efficiency of schedules of distributed retrieval practice
Pyc, M. A., & Rawson, K. A. (2007) · Memory & Cognition · doi:10.3758/bf03192925 · Cited by 104 · see citing works
The Effects of Pre-learning Vocabulary on Reading Comprehension and Writing
Webb, S. (2009) · Canadian Modern Language Review/ La Revue canadienne des langues vivantes · doi:10.3138/cmlr.65.3.441 · Cited by 83 · see citing works
Godwin‐Jones, R. (2010) · Cited by 80 · see citing works
Mobile-computing trends: Lighter, faster, smarter
Godwin‐Jones, R. (2008) · Language learning & technology · doi:10.64152/10125/44150 · Cited by 73 · see citing works
Adaptive feedback and review paradigm for computer-based drills.
Siegel, M., & Misselt, A. L. (1984) · Journal of Educational Psychology · doi:10.1037/0022-0663.76.2.310 · Cited by 72 · see citing works
Effects on a later recall by delaying initial recall.
Modigliani, V. (1976) · Journal of Experimental Psychology Human Learning & Memory · doi:10.1037/0278-7393.2.5.609 · Cited by 72 · see citing works
A Generation Advantage for Multiplication Skill Training and Nonword Vocabulary Acquisition
McNamara, D. S., & Healy, A. F. (1995) · Sage eBooks · doi:10.4135/9781483326887.n5 · Cited by 71 · see citing works
Collocations in CALL: An Investigation of Vocabulary-Building Software for EFL
Nesselhauf, N., & Tschichold, C. (2002) · Computer Assisted Language Learning · doi:10.1076/call.15.3.251.8190 · Cited by 67 · see citing works
Thorndike, E. L. (1908) · Psychological Review · doi:10.1037/h0073570 · Cited by 67 · see citing works
Cobb, T., & Horst, M. (2011) · CALICO Journal · doi:10.11139/cj.28.3.639-661 · Cited by 67 · see citing works
The semantization of vocabulary in foreign language learning
Beheydt, L. (1987) · System · doi:10.1016/0346-251x(87)90048-0 · Cited by 63 · see citing works
Memory Effects for Test-Like-Events during Acquisition of Foreign Language Vocabulary
Royer, J. M. (1973) · Psychological Reports · doi:10.2466/pr0.1973.32.1.195 · Cited by 63 · see citing works
A Comparative Study in Motivation and Learning through Print-Oriented and Computer-Oriented Tests
García, M. R., & Arias, F. V. (2000) · Computer Assisted Language Learning · doi:10.1076/0958-8221(200012)13:4-5;1-e;ft457 · Cited by 58 · see citing works
Intensive vocabulary learning: a case study
Fitzpatrick, T., Alqarni, I. R., & Meara, P. M. (2008) · Language Learning Journal · doi:10.1080/09571730802390759 · Cited by 56 · see citing works
Independence of verbal and visual codes of the same stimuli.
Bahrick, H. P., & Bahrick, P. O. (1971) · Journal of Experimental Psychology · doi:10.1037/h0031834 · Cited by 40 · see citing works
Computer-assisted language learning
Hanson‐Smith, E. (2001) · Cambridge University Press eBooks · doi:10.1017/cbo9780511667206.016 · Cited by 34 · see citing works
<i>Evaluation of CALL: Initial vocabulary learning</i>
ALLUM, P. (2004) · ReCALL · doi:10.1017/s0958344004001624 · Cited by 31 · see citing works
(1988) · The Journal of Computer Based Instruction · Cited by 21 · see citing works
Pictures and Words as Stimuli in Learning Foreign Language Responses
Webber, N. E. (1978) · The Journal of Psychology · doi:10.1080/00223980.1978.9915946 · Cited by 20 · see citing works
Investigating the Effects of Learning Tasks on Vocabulary Knowledge
Webb, S. A. (2021) · doi:10.26686/wgtn.16945963 · Cited by 18 · see citing works
Design rules for computer-aided learning of vocabulary items in a second language
van Bussel, F. J. J. (1994) · Computers in Human Behavior · doi:10.1016/0747-5632(94)90029-9 · Cited by 13 · see citing works
Review article: For future reference? Current English learners' dictionaries in electronic form
Nesi, H. (1996) · System · doi:10.1016/s0346-251x(97)88214-0 · Cited by 12 · see citing works
Which concordancer? A comparative review of MS-DOS software
Higgins, J. H. (1991) · System · doi:10.1016/0346-251x(91)90010-m · Cited by 11 · see citing works
Review of five English learners' dictionaries on CD-ROM
Rodríguez, A. J. R. (2008) · Language learning & technology · doi:10.64152/10125/44129 · Cited by 4 · see citing works
Review of Multimedia Learning Suite: Chinese Characters
Hsieh, C., & Fei, F. (2009) · Language learning & technology · doi:10.64152/10125/44188 · Cited by 4 · see citing works
Review of eSpindle Vocabulary & Spelling Program Online
Olmanson, J. (2007) · Language learning & technology · doi:10.64152/10125/44115 · Cited by 3 · see citing works
Burston, J. (2007) · CALICO Journal · doi:10.1558/cj.32438 · Cited by 2 · see citing works
VTrain 4.0 (Vocabulary Trainer)
Böhlke, O. (2013) · CALICO Journal · doi:10.1558/cj.32637 · Cited by 1 · see citing works
Flagged first, then by citations
Research works printed but not linked: 25
- Chapelle C. A., 1998, Language Learning & Technology, 2, 21
- 10.2307/328635 · DOI
- Chun D., 1997, Language Learning & Technology, 1, 60
- Cobb T., CALICO Journal
- Elgort I., 2007, The role of intentional decontextualised learning in second language vocabulary acquisition: Evidence from primed lexical decision tasks with advanced bilinguals (Unpublished doctoral dissertation)
- Foster H., 2009, The Language Teacher, 33, 23
- Godwin-Jones R., 2008, Language Learning & Technology, 12, 3
- Godwin-Jones R., 2010, Language Learning & Technology, 14, 4
- Groot P. J.M., 2000, Language Learning & Technology, 4, 60
- Hsieh C., 2009, Language Learning & Technology, 13, 16
- Ishikawa S., 2004, How to make the best of JACET 8000: For educational and research application, 7
- Lado R., 1967, Massive vocabulary expansion in a foreign language beyond the basic course: The effects of stimuli, timing and order of presentation
- Lexxica., 2010, Word Engine
- Mishima T., 1967, Dissertation Abstracts International, 27, 3030A
- Nation I. S.P., 1980, RELC Guidelines, 3, 18
- Olmanson J., 2007, Language Learning & Technology, 11, 18
- Plass J. L., 1998, Language Learning & Technology, 2, 35
- Quizlet, 2010, Quizlet
- Rädle P., 2009, VTrain.net
- Rizo-Rodríguez A., 2008, Language Learning & Technology, 12, 23
- Salisbury D. F., 1988, Journal of Computer-Based Instruction, 15, 136
- Sökmen A. J., 1992, TESOL Journal, 1, 16
- Tamaki K., 2007, Mainichi Newspaper, 28
- Walker B., 2006, TESL-EJ, 10
- Waring R., 1997, Studies in Foreign Languages and Literature (Notre Dame Seishin University, Okayama), 21, 94
Cited by
Sorted by citations
Quizlet and podcasts: effects on vocabulary acquisition
Bueno-Alastuey, M. C., & Nemeth, K. (2022) · Computer Assisted Language Learning · doi:10.1080/09588221.2020.1802601 · Cited by 58 · see citing works
Effects of retrieval formats on second language vocabulary learning
Nakata, T. (2016) · International Review of Applied Linguistics in Language Teaching · doi:10.1515/iral-2015-0022 · Cited by 28 · see citing works
Self-citationAyedoun, E., Hayashi, Y., & Seta, K. (2020) · IEEE Transactions on Learning Technologies · doi:10.1109/tlt.2020.2989776 · Cited by 24 · see citing works
- Authors
- Nakata, T.
- Affiliations
- Victoria University of Wellington (NZ)
- Corresponding author
- Nakata, Tatsuya
- ORCID
- Nakata, Tatsuya
- Venue
- Computer Assisted Language Learning
- Publisher
- Informa UK Limited
- Published
- 2011-01-25
- Volume
- 24
- Issue
- 1
- Pages
- 17-38
- ISSN
- 0958-8221 (ISSN-L)
- 1744-3210
- OpenAlex
- W2002202341
- Cited by
- 167
- References
- 78
- Citations by year
- 2026: 5 · 2025: 7 · 2024: 14 · 2023: 11 · 2022: 11 · 2021: 10 · 2020: 20 · 2019: 3 · 2018: 15 · 2017: 8 · 2016: 38 · 2015: 9 · 2014: 4 · 2013: 6 · 2012: 4
- FWCI
- 10.30
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Computer Assisted Language Learning (publishedVersion)
- Funders
- Victoria University of Wellington
- Japan Student Services Organization
- Topics
- Social Sciences › Psychology › Developmental and Educational Psychology › Second Language Acquisition and Learning
- Physical Sciences › Computer Science › Information Systems › English Language Learning and Teaching
- Physical Sciences › Computer Science › Information Systems › Mobile Learning in Education
- Keywords
- second language vocabulary acquisition, paired-associate learning, retrieval effort
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review