The overlap model: A model of letter position coding.
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Recent research has shown that letter identity and letter position are not integral perceptual dimensions (e.g., jugde primes judge in word-recognition experiments). Most comprehensive computational models of visual word recognition (e.g., the interactive activation model, J. L. McClelland & D. E. Rumelhart, 1981, and its successors) assume that the position of each letter within a word is perfectly encoded. Thus, these models are unable to explain the presence of effects of letter transposition (trial-trail), letter migration (beard-bread), repeated letters (moose-mouse), or subset/superset effects (faulty-faculty). The authors extend R. Ratcliff's (1981) theory of order relations for encoding of letter positions and show that the model can successfully deal with these effects. The basic assumption is that letters in the visual stimulus have distributions over positions so that the representation of one letter will extend into adjacent letter positions. To test the model, the authors conducted a series of forced-choice perceptual identification experiments. The overlap model produced very good fits to the empirical data, and even a simplified 2-parameter model was capable of producing fits for 104 observed data points with a correlation coefficient of .91.
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Open-bigram coding is only one possible implementation; replacing it with another scheme would not harm the approach if the new mechanism is flexible and maximizes diagnostic information under visibility constraints.
“Replacing this mechanism with an alternative coding scheme (e.g., Gomez et al., 2008) would not be detrimental to our approach, as long as the new mechanism exhibits the key properties of flexibility, and maximizing the use of diagnostic information given constraints in letter visibility.”
From A Dual-Route Approach to Orthographic Processing (2011) · cites this paper as Gomez et al., 2008
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Self-citationCarreiras, M., Dowens, M. G., Vergara‐Martínez, M., & Perea, M. (2008) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2008.21023 · Cited by 88 · see citing works
Self-citationVisual complexity in orthographic learning: Modeling learning across writing system variations
Chang, L., Plaut, D. C., & Perfetti, C. A. (2015) · Scientific Studies of Reading · doi:10.1080/10888438.2015.1104688 · Cited by 85 · see citing works
Carreiras, M., Vergara‐Martínez, M., & Perea, M. (2007) · Neuroscience Letters · doi:10.1016/j.neulet.2007.04.053 · Cited by 82 · see citing works
Self-citationLearning optimal decisions with confidence
Drugowitsch, J., Mendonça, A. G., Mainen, Z. F., & Pouget, A. (2019) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1906787116 · Cited by 75 · see citing works
Letter-transposition effects are not universal: The impact of transposing letters in Hebrew
Velan, H., & Frost, R. (2009) · Journal of Memory and Language · doi:10.1016/j.jml.2009.05.003 · Cited by 80 · see citing works
Lee, C. H., & Taft, M. (2009) · Journal of Memory and Language · doi:10.1016/j.jml.2009.01.002 · Cited by 79 · see citing works
Responding to nonwords in the lexical decision task: Insights from the English Lexicon Project.
Yap, M. J.-M., Sibley, D. E., Balota, D. A., Ratcliff, R., & Rueckl, J. G. (2014) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/xlm0000064 · Cited by 79 · see citing works
Self-citationDubois, M., Kyllingsbaek, S., Prado, C., Musca, S. C., Peiffer, E., Lassus-Sangosse, D., & Valdois, S. (2010) · Cortex; a journal devoted to the study of the nervous system and behavior · doi:10.1016/j.cortex.2009.11.002 · Cited by 78 · see citing works
Letters in time and retinotopic space.
Adelman, J. S. (2011) · Psychological Review · doi:10.1037/a0024811 · Cited by 78 · see citing works
Serial order in perception, memory, and action.
Logan, G. D. (2020) · Psychological Review · doi:10.1037/rev0000253 · Cited by 75 · see citing works
Rouder, J. N., Province, J. M., Morey, R. D., Gómez, P., & Heathcote, A. (2014) · Psychometrika · doi:10.1007/s11336-013-9396-3 · Cited by 75 · see citing works
Slattery, T. J., & Rayner, K. (2013) · Attention Perception & Psychophysics · doi:10.3758/s13414-013-0463-8 · Cited by 74 · see citing works
The search for an input-coding scheme: Transposed-letter priming in Arabic
Perea, M., Mallouh, R. A., & Carreiras, M. (2010) · Psychonomic Bulletin & Review · doi:10.3758/pbr.17.3.375 · Cited by 74 · see citing works
Self-citationParallel Processing of Whole Words and Morphemes in Visual Word Recognition
Beyersmann, E., Coltheart, M., & Castles, A. E. (2012) · Quarterly Journal of Experimental Psychology · doi:10.1080/17470218.2012.672437 · Cited by 71 · see citing works
Lupker, S. J., & Davis, C. J. (2009) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/a0015278 · Cited by 69 · see citing works
When ‘slime’ becomes ‘smile’: Developmental letter position dyslexia in English
Kohnen, S., Nickels, L., Castles, A. E., Friedmann, N., & McArthur, G. M. (2012) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2012.07.016 · Cited by 69 · see citing works
The importance of the first and last letter in words during sentence reading
Johnson, R. L., & Eisler, M. E. (2012) · Acta Psychologica · doi:10.1016/j.actpsy.2012.09.013 · Cited by 69 · see citing works
Do serifs provide an advantage in the recognition of written words?
Moret‐Tatay, C., & Perea, M. (2011) · Journal of Cognitive Psychology · doi:10.1080/20445911.2011.546781 · Cited by 68 · see citing works
Self-citationDo orthotactics and phonology constrain the transposed-letter effect?
Perea, M., & Carreiras, M. (2008) · Language and Cognitive Processes · doi:10.1080/01690960701578146 · Cited by 66 · see citing works
Self-citationTransposed-Letter Priming Effects for Close Versus Distant Transpositions
Perea, M., Duñabeitia, J. A., & Carreiras, M. (2008) · Experimental Psychology (formerly Zeitschrift für Experimentelle Psychologie) · doi:10.1027/1618-3169.55.6.384 · Cited by 66 · see citing works
Self-citationThe time course of orthography and phonology: ERP correlates of masked priming effects in Spanish
Carreiras, M., Perea, M., Vergara‐Martínez, M., & Pollatsek, A. (2009) · Psychophysiology · doi:10.1111/j.1469-8986.2009.00844.x · Cited by 66 · see citing works
Self-citationJonathan Grainger, B., Mathôt, S., & Vitu, F. (2013) · Acta Psychologica · doi:10.1016/j.actpsy.2013.11.014 · Cited by 65 · see citing works
ERP correlates of transposed‐letter priming effects: The role of vowels versus consonants
Carreiras, M., Vergara‐Martínez, M., & Perea, M. (2008) · Psychophysiology · doi:10.1111/j.1469-8986.2008.00725.x · Cited by 65 · see citing works
Self-citationCross-lingual neighborhood effects in generalized lexical decision and natural reading.
Dirix, N., Cop, U., Drieghe, D., & Duyck, W. (2017) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/xlm0000352 · Cited by 63 · see citing works
Scaltritti, M., & Balota, D. A. (2013) · Acta Psychologica · doi:10.1016/j.actpsy.2013.07.018 · Cited by 61 · see citing works
Reconsidering the role of orthographic redundancy in visual word recognition
Chetail, F. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.00645 · Cited by 62 · see citing works
Differential Sensitivity of Letters, Numbers, and Symbols to Character Transpositions
Duñabeitia, J. A., Dimitropoulou, M., Jonathan Grainger, B., Hernandez-Cabrera, J. A., & Carreiras, M. (2011) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00180 · Cited by 62 · see citing works
Beyond alphabetic orthographies: The role of form and phonology in transposition effects in Katakana
Perea, M., & Pérez, E. (2008) · Language and Cognitive Processes · doi:10.1080/01690960802053924 · Cited by 61 · see citing works
Self-citationOrthographic Coding: Brain Activation for Letters, Symbols, and Digits
Carreiras, M., Quiñones, I., Hernandez-Cabrera, J. A., & Duñabeitia, J. A. (2014) · Cerebral Cortex · doi:10.1093/cercor/bhu163 · Cited by 61 · see citing works
Duñabeitia, J. A., Kinoshita, S., Carreiras, M., & Norris, D. G. (2010) · Language and Cognitive Processes · doi:10.1080/01690965.2010.499215 · Cited by 60 · see citing works
Is the visual analyzer orthographic-specific? Reading words and numbers in letter position dyslexia
Friedmann, N., Dotan, D., & Rahamim, E. (2009) · Cortex · doi:10.1016/j.cortex.2009.08.007 · Cited by 60 · see citing works
Decision making on spatially continuous scales.
Ratcliff, R. (2018) · Psychological Review · doi:10.1037/rev0000117 · Cited by 57 · see citing works
Self-citationThe relative position priming effect depends on whether letters are vowels or consonants.
Duñabeitia, J. A., & Carreiras, M. (2011) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/a0023577 · Cited by 58 · see citing works
Character order processing in Chinese reading.
Gu, J., Li, X., & Liversedge, S. P. (2015) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/a0038639 · Cited by 57 · see citing works
Perea, M., & Acha, J. (2008) · Acta Psychologica · doi:10.1016/j.actpsy.2008.11.001 · Cited by 57 · see citing works
Self-citationSanocki, T., & Dyson, M. C. (2011) · Attention Perception & Psychophysics · doi:10.3758/s13414-011-0220-9 · Cited by 58 · see citing works
Winskel, H., Perea, M., & Ratitamkul, T. (2012) · Quarterly Journal of Experimental Psychology · doi:10.1080/17470218.2012.658409 · Cited by 55 · see citing works
Self-citationBoth-edges representation of letter position in reading
Fischer‐Baum, S., Charny, J., & McCloskey, M. E. (2011) · Psychonomic Bulletin & Review · doi:10.3758/s13423-011-0160-3 · Cited by 55 · see citing works
The effects of interletter spacing in visual-word recognition
Perea, M., Moret‐Tatay, C., & Gómez, P. (2011) · Acta Psychologica · doi:10.1016/j.actpsy.2011.04.003 · Cited by 55 · see citing works
Self-citationJohnson, R. L. (2009) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/a0015572 · Cited by 54 · see citing works
Stites, M. C., Federmeier, K. D., & Christianson, K. (2016) · Language Cognition and Neuroscience · doi:10.1080/23273798.2016.1212082 · Cited by 54 · see citing works
ERP correlates of letter identity and letter position are modulated by lexical frequency
Vergara‐Martínez, M., Perea, M., Gómez, P., & Swaab, T. Y. (2013) · Brain and Language · doi:10.1016/j.bandl.2012.12.009 · Cited by 54 · see citing works
Self-citationTransposed-letter similarity effects in naming pseudowords: Evidence from children and adults
Perea, M., & Estévez, A. (2007) · The European Journal of Cognitive Psychology · doi:10.1080/09541440701306941 · Cited by 54 · see citing works
Self-citationOn the interaction of letter transpositions and morphemic boundaries
Rueckl, J. G., & Rimzhim, A. (2010) · Language and Cognitive Processes · doi:10.1080/01690965.2010.500020 · Cited by 53 · see citing works
Representation of letter position in spelling: Evidence from acquired dysgraphia
Fischer-Baum, S., McCloskey, M., & Rapp, B. (2010) · Cognition · doi:10.1016/j.cognition.2010.03.013 · Cited by 39 · see citing works
Linking memory and language: Evidence for a serial-order learning impairment in dyslexia
Bogaerts, L., Szmalec, A., Hachmann, W. M., Page, M. P. A., & Duyck, W. (2015) · Research in Developmental Disabilities · doi:10.1016/j.ridd.2015.06.012 · Cited by 51 · see citing works
Increasing interletter spacing facilitates encoding of words
Perea, M., & Gómez, P. (2012) · Psychonomic Bulletin & Review · doi:10.3758/s13423-011-0214-6 · Cited by 52 · see citing works
Self-citationN250 effects for letter transpositions depend on lexicality: ‘casual’ or ‘causal’?
Duñabeitia, J. A., Molinaro, N., Laka, I., Estévez, A., & Carreiras, M. (2009) · Neuroreport · doi:10.1097/wnr.0b013e3283249b1c · Cited by 52 · see citing works
A compositional neural code in high-level visual cortex can explain jumbled word reading
Agrawal, A., Hari, K., & Arun, S. (2020) · eLife · doi:10.7554/elife.54846 · Cited by 35 · see citing works
Meletis, D., & Dürscheid, C. (2022) · De Gruyter eBooks · doi:10.1515/9783110757835 · Cited by 45 · see citing works
Lété, B., & Fayol, M. (2012) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2012.09.001 · Cited by 51 · see citing works
Word position coding in reading is noisy
Snell, J., & Jonathan Grainger, B. (2019) · Psychonomic Bulletin & Review · doi:10.3758/s13423-019-01574-0 · Cited by 51 · see citing works
Supporting the serial in the SERIOL model
Whitney, C. (2008) · Language and Cognitive Processes · doi:10.1080/01690960701828202 · Cited by 50 · see citing works
A Computational and Empirical Investigation of Graphemes in Reading
Perry, C., Ziegler, J. C., & Zorzi, M. (2013) · Cognitive Science · doi:10.1111/cogs.12030 · Cited by 51 · see citing works
Subtle Increases in Interletter Spacing Facilitate the Encoding of Words during Normal Reading
Perea, M., & Gómez, P. (2012) · PLoS ONE · doi:10.1371/journal.pone.0047568 · Cited by 49 · see citing works
Self-citationThe connectionist dual process (CDP) approach to modelling reading aloud
Zorzi, M. (2010) · European Journal of Cognitive Psychology · doi:10.1080/09541440903435621 · Cited by 40 · see citing works
The effects of character transposition within and across words in Chinese reading
Gu, J., & Li, X. (2014) · Attention Perception & Psychophysics · doi:10.3758/s13414-014-0749-5 · Cited by 48 · see citing works
Masked suffix priming and morpheme positional constraints
Crepaldi, D., Hemsworth, L., Davis, C. J., & Rastle, K. (2015) · Quarterly Journal of Experimental Psychology · doi:10.1080/17470218.2015.1027713 · Cited by 45 · see citing works
The influence of word frequency on the transposed-phoneme priming effect
Dufour, S., & Jonathan Grainger, B. (2020) · Attention Perception & Psychophysics · doi:10.3758/s13414-020-02060-9 · Cited by 44 · see citing works
Evidence for Letter-Specific Position Coding Mechanisms
Massol, S., Duñabeitia, J. A., Carreiras, M., & Jonathan Grainger, B. (2013) · PLoS ONE · doi:10.1371/journal.pone.0068460 · Cited by 44 · see citing works
There is no clam with coats in the calm coast : Delimiting the transposed-letter priming effect
Duñabeitia, J. A., Perea, M., & Carreiras, M. (2009) · Quarterly Journal of Experimental Psychology · doi:10.1080/17470210802696070 · Cited by 44 · see citing works
Self-citationPrimativo, S., Donatella Spinelli, A., Zoccolotti, P., Luca, M. D., & Martelli, M. (2016) · PLoS ONE · doi:10.1371/journal.pone.0153786 · Cited by 43 · see citing works
Häikiö, T., Hyönä, J., & Bertram, R. (2014) · Journal of Cognitive Psychology · doi:10.1080/20445911.2014.982126 · Cited by 43 · see citing works
Are Transposition Effects Specific to Letters?
García-Orza, J., Perea, M., & Muñoz, S. (2010) · Quarterly Journal of Experimental Psychology · doi:10.1080/17470210903474278 · Cited by 42 · see citing works
Self-citationPrecision of position signals for letters
Chung, S. T. L., & Legge, G. E. (2009) · Vision Research · doi:10.1016/j.visres.2009.05.004 · Cited by 41 · see citing works
Task-Dependent Masked Priming Effects in Visual Word Recognition
Kinoshita, S., & Norris, D. G. (2012) · Frontiers in Psychology · doi:10.3389/fpsyg.2012.00178 · Cited by 40 · see citing works
A developmental investigation of the first-letter advantage
Jonathan Grainger, B., Bertrand, D., Lété, B., Beyersmann, E., & Ziegler, J. C. (2016) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2016.07.016 · Cited by 40 · see citing works
Toward a scalable holographic word-form representation
Cox, G. E., Kachergis, G., Recchia, G. L., & Jones, M. N. (2011) · Behavior Research Methods · doi:10.3758/s13428-011-0125-5 · Cited by 40 · see citing works
Protein Analysis Meets Visual Word Recognition: A Case for String Kernels in the Brain
Hannagan, T., & Jonathan Grainger, B. (2012) · Cognitive Science · doi:10.1111/j.1551-6709.2012.01236.x · Cited by 39 · see citing works
Parafoveal preprocessing of word initial trigrams during reading in adults and children.
Pagán, A., Blythe, H. I., & Liversedge, S. P. (2015) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/xlm0000175 · Cited by 39 · see citing works
An ERP investigation of orthographic priming with relative-position and absolute-position primes
Jonathan Grainger, B., & Holcomb, P. J. (2009) · Brain Research · doi:10.1016/j.brainres.2009.02.080 · Cited by 38 · see citing works
Transposed-Letter Effects Reveal Orthographic Processing in Baboons
Ziegler, J. C., Hannagan, T., Dufau, S., Montant, M., Fagot, J., & Jonathan Grainger, B. (2013) · Psychological Science · doi:10.1177/0956797612474322 · Cited by 38 · see citing works
Vergara‐Martínez, M., Perea, M., Marín-Gutiérrez, A., & Carreiras, M. (2011) · Brain and Language · doi:10.1016/j.bandl.2010.09.006 · Cited by 38 · see citing works
Self-citation
- Authors
- Gomez, P., Ratcliff, R., & Perea, M.
- Venue
- Psychological Review
- Published
- 2008
- Volume
- 115
- Issue
- 3
- Pages
- 577-600
- ISSN
- 0033-295X (ISSN-L)
- 1939-1471
- PMC
- PMC2597794
- OpenAlex
- W1973816319
- Semantic Scholar
- 13280e57c8e593bdddf2df1846334c05c90f836f
- Cited by
- 405
- References
- 92
- Citations by year
- 2026: 18 · 2025: 21 · 2024: 22 · 2023: 16 · 2022: 25 · 2021: 20 · 2020: 22 · 2019: 24 · 2018: 18 · 2017: 20 · 2016: 17 · 2015: 22 · 2014: 21 · 2013: 28 · 2012: 35
- FWCI
- 42.85
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Psychological Review (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute of Mental Health (R37-MH44640; K05-MH01891)
- Spanish Ministry of Education and Science (SEJ2005-05205/EDU)
- National Science Foundation (SES-0446869)
- Topics
- Social Sciences › Psychology › Developmental and Educational Psychology › Reading and Literacy Development
- Life Sciences › Neuroscience › Cognitive Neuroscience › Visual perception and processing mechanisms
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neurobiology of Language and Bilingualism
- Keywords
- overlap model, letter position coding, visual word recognition, letter transposition, order relations, perceptual identification, interactive activation model, letter identity
- MeSH terms
- Cognition, Humans, Phonetics, Visual Perception, Vocabulary, Recognition, Psychology
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.
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