Temporal predictive codes for spoken words in auditory cortex
Open accessAbstract
Humans can recognize spoken words with unmatched speed and accuracy. Hearing the initial portion of a word such as "formu…" is sufficient for the brain to identify "formula" from the thousands of other words that partially match. Two alternative computational accounts propose that partially matching words (1) inhibit each other until a single word is selected ("formula" inhibits "formal" by lexical competition) or (2) are used to predict upcoming speech sounds more accurately (segment prediction error is minimal after sequences like "formu…"). To distinguish these theories we taught participants novel words (e.g., "formubo") that sound like existing words ("formula") on two successive days. Computational simulations show that knowing "formubo" increases lexical competition when hearing "formu…", but reduces segment prediction error. Conversely, when the sounds in "formula" and "formubo" diverge, the reverse is observed. The time course of magnetoencephalographic brain responses in the superior temporal gyrus (STG) is uniquely consistent with a segment prediction account. We propose a predictive coding model of spoken word recognition in which STG neurons represent the difference between predicted and heard speech sounds. This prediction error signal explains the efficiency of human word recognition and simulates neural responses in auditory regions.
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Posterior temporal cortex appears to track changes in sensory detail and predictability.
“while posterior temporal cortex appears to track changes in sensory detail (Sohoglu et al., 2012) and predictability (Gagnepain et al., 2012).”
From Distinct processing of ambiguous speech in people with non-clinical auditory verbal hallucinations (2017) · cites this paper as Gagnepain et al., 2012
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Cites
A Mathematical Theory of Communication
Shannon, C. E. (1948) · Bell System Technical Journal · doi:10.1002/j.1538-7305.1948.tb01338.x · Cited by 88,486 · see citing works
Elman, J. L. (1990) · Cognitive Science · doi:10.1207/s15516709cog1402_1 · Cited by 11,212 · see citing works
The free-energy principle: a unified brain theory?
Friston, K. (2010) · Nature Reviews Neuroscience · doi:10.1038/nrn2787 · Cited by 8,120 · cited 1× · see citing works
“Our findings are also consistent with other proposals for predictive coding [25–28], which have become increasingly prominent in various domains of perception including object vision [29] and multimodal integration [30–32].”
The cortical organization of speech processing
Hickok, G., & Poeppel, D. (2007) · Nature Reviews Neuroscience · doi:10.1038/nrn2113 · Cited by 5,495 · see citing works
Rao, R. P. N., & Ballard, D. H. (1999) · Nature Neuroscience · doi:10.1038/4580 · Cited by 5,483 · see citing works
A theory of cortical responses.
Friston, K. (2005) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2005.1622 · Cited by 4,578 · see citing works
The TRACE model of speech perception
McClelland, J. L., & Elman, J. L. (1986) · Cognitive Psychology · doi:10.1016/0010-0285(86)90015-0 · Cited by 2,940 · see citing works
The temporal structure of spoken language understanding
Marslen‐Wilson, W. D., & TYLER, L. K. (1980) · Cognition · doi:10.1016/0010-0277(80)90015-3 · Cited by 1,295 · see citing works
On the computational architecture of the neocortex: II The role of cortico-cortical loops
Mumford, D. (1992) · Biological Cybernetics · doi:10.1007/bf00198477 · Cited by 1,074 · see citing works
On the computational architecture of the neocortex: I. The role of the thalamo-cortical loop
Mumford, D. (1991) · Biological Cybernetics · doi:10.1007/bf00202389 · Cited by 929 · see citing works
Morphology and meaning in the English mental lexicon.
Marslen‐Wilson, W. D., TYLER, L. K., Waksler, R., & Older, L. (1994) · Psychological Review · doi:10.1037/0033-295x.101.1.3 · Cited by 913 · see citing works
Merging information in speech recognition: Feedback is never necessary
Norris, D. G., McQueen, J. M., & Cutler, A. (2000) · Behavioral and Brain Sciences · doi:10.1017/s0140525x00003241 · Cited by 755 · see citing works
Shortlist B: A Bayesian model of continuous speech recognition.
Norris, D. G., & McQueen, J. M. (2008) · Psychological Review · doi:10.1037/0033-295x.115.2.357 · Cited by 687 · see citing works
Categorical speech representation in human superior temporal gyrus
Chang, E. F., Rieger, J. W., Johnson, K. A., Berger, M. S., Barbaro, N. M., & Knight, R. T. (2010) · Nature Neuroscience · doi:10.1038/nn.2641 · Cited by 588 · see citing works
A complementary systems account of word learning: neural and behavioural evidence
Davis, M. H., & Gaskell, M. G. (2009) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2009.0111 · Cited by 577 · see citing works
Self-citationIntegrating Form and Meaning: A Distributed Model of Speech Perception
Gaskell, M. G., & Marslen‐Wilson, W. D. (1997) · Language and Cognitive Processes · doi:10.1080/016909697386646 · Cited by 544 · see citing works
Morphological decomposition based on the analysis of orthography
Rastle, K., & Davis, M. H. (2008) · Language and Cognitive Processes · doi:10.1080/01690960802069730 · Cited by 494 · see citing works
Self-citationSleep spindle activity is associated with the integration of new memories and existing knowledge
Tamminen, J., Payne, J. D., Stickgold, R., Wamsley, E. J., & Gaskell, M. G. (2010) · The Journal of Neuroscience · doi:10.1523/jneurosci.3028-10.2010 · Cited by 478 · see citing works
Sleep-Associated Changes in the Mental Representation of Spoken Words
Dumay, N., & Gaskell, M. G. (2007) · Psychological Science · doi:10.1111/j.1467-9280.2007.01845.x · Cited by 449 · see citing works
The locus of the effects of sentential-semantic context in spoken-word processing
Zwitserlood, P. (1989) · Cognition · doi:10.1016/0010-0277(89)90013-9 · Cited by 432 · see citing works
Lexical competition and the acquisition of novel words
Gaskell, M. G., & Dumay, N. (2003) · Cognition · doi:10.1016/s0010-0277(03)00070-2 · Cited by 399 · see citing works
Transitions in neural oscillations reflect prediction errors generated in audiovisual speech
Arnal, L. H., Wyart, V., & Giraud, A.-L. (2011) · Nature Neuroscience · doi:10.1038/nn.2810 · Cited by 353 · see citing works
Expectation and Surprise Determine Neural Population Responses in the Ventral Visual Stream
Egner, T., Monti, J. M., & Summerfield, C. (2010) · The Journal of Neuroscience · doi:10.1523/jneurosci.2770-10.2010 · Cited by 350 · see citing works
Putting the bits together: an information theoretical perspective on morphological processing
Martı́n, F. M. D. P., Kostić, A., & Baayen, R. H. (2004) · Cognition · doi:10.1016/j.cognition.2003.10.015 · Cited by 328 · see citing works
Implicit multisensory associations influence voice recognition
von Kriegstein, K., & Giraud, A.-L. (2006) · PLoS Biology · doi:10.1371/journal.pbio.0040326 · Cited by 309 · see citing works
Harris, Z. S. (1970) · Springer eBooks · doi:10.1007/978-94-017-6059-1_2 · Cited by 303 · see citing works
Learning and Consolidation of Novel Spoken Words
Davis, M. H., Betta, A. M. D., Macdonald, M. J. E., & Gaskell, M. G. (2008) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2009.21059 · Cited by 293 · see citing works
Self-citationHarris, Z. S. (1955) · Language · doi:10.2307/411036 · Cited by 256 · see citing works
Are there interactive processes in speech perception?
McClelland, J. L., Mirman, D., & Holt, L. L. (2006) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2006.06.007 · Cited by 247 · see citing works
Bihemispheric foundations for human speech comprehension
Bozic, M., TYLER, L. K., Ives, D. T., Randall, B., & Marslen‐Wilson, W. D. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1000531107 · Cited by 207 · see citing works
Phonological Grammar Shapes the Auditory Cortex: A Functional Magnetic Resonance Imaging Study
Jacquemot, C., Pallier, C., Bihan, D. L., Dehaene, S., & Emmanuel Dupoux, A. (2003) · Journal of Neuroscience · doi:10.1523/jneurosci.23-29-09541.2003 · Cited by 197 · see citing works
The Effect of Prior Visual Information on Recognition of Speech and Sounds
Noppeney, U., Josephs, O., Hocking, J., Price, C. J., & Friston, K. J. (2007) · Cerebral Cortex · doi:10.1093/cercor/bhm091 · Cited by 172 · see citing works
Bootstrapping Word Boundaries: A Bottom-up Corpus-Based Approach to Speech Segmentation
Cairns, P., Shillcock, R. C., Nick Chater, A., & Levy, J. (1997) · Cognitive Psychology · doi:10.1006/cogp.1997.0649 · Cited by 168 · see citing works
Reconciling predictive coding and biased competition models of cortical function
Spratling, M. W. (2008) · Frontiers in Computational Neuroscience · doi:10.3389/neuro.10.004.2008 · Cited by 153 · see citing works
Lexical effects on compensation for coarticulation: the ghost of Christmash past
Magnuson, J. S. (2003) · Cognitive Science · doi:10.1016/s0364-0213(03)00004-1 · Cited by 118 · see citing works
Recognizing Sequences of Sequences
Kiebel, S. J., von Kriegstein, K., Jean Daunizeau, A., & Friston, K. J. (2009) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1000464 · Cited by 114 · see citing works
Selective Amplification of Stimulus Differences during Categorical Processing of Speech
Raizada, R. D. S., & Poldrack, R. A. (2007) · Neuron · doi:10.1016/j.neuron.2007.11.001 · Cited by 109 · see citing works
Tracking speech comprehension in space and time
Pulvermüller, F., Shtyrov, Y. Y., Ilmoniemi, R. J., et al. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2006.01.030 · Cited by 103 · see citing works
Lexical effects on compensation for coarticulation: the ghost of Christmash past
Magnuson, J. S., McMurray, B., Tanenhaus, M. K., et al. (2003) · Cognitive Science · doi:10.1207/s15516709cog2702_6 · Cited by 102 · see citing works
Electrophysiological evidence for the efficiency of spoken word processing
O'Rourke, T. B., & Holcomb, P. J. (2002) · Biological Psychology · doi:10.1016/s0301-0511(02)00045-5 · Cited by 94 · see citing works
Neural Systems underlying Lexical Competition: An Eye Tracking and fMRI Study
Righi, G., Blumstein, S. E., Mertus, J., & Worden, M. S. (2009) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2009.21200 · Cited by 75 · see citing works
Gagnepain, P., Chételat, G., Landeau, B., Dayan, J., Eustache, F., & Lebreton, K. (2008) · Journal of Neuroscience · doi:10.1523/jneurosci.0565-08.2008 · Cited by 75 · see citing works
Self-citationLexical activity in speech processing: evidence from pause detection
Mattys, S. L., & Clark, J. H. (2002) · Journal of Memory and Language · doi:10.1016/s0749-596x(02)00037-2 · Cited by 69 · see citing works
Neural processing of spoken words in specific language impairment and dyslexia
Helenius, P., Parviainen, T. M., Paetau, R., & Salmelin, R. H. (2009) · Brain · doi:10.1093/brain/awp134 · Cited by 57 · see citing works
Neural correlates of partial lexical activation
Revill, K. P., Aslin, R. Ν., Tanenhaus, M. K., et al. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0807054105 · Cited by 55 · see citing works
Spatiotemporal Interaction between Sound Form and Meaning during Spoken Word Perception
Uusvuori, J., Parviainen, T. M., Inkinen, M., et al. (2007) · Cerebral Cortex · doi:10.1093/cercor/bhm076 · Cited by 47 · see citing works
Leminen, A., Leminen, M., Lehtonen, M., Nevalainen, P., Ylinen, S., Kimppa, L., Sannemann, C., Mäkelä, J. P., & Kujala, T. (2011) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2011.00066 · Cited by 35 · see citing works
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Cortical oscillations and sensory predictions
Arnal, L. H., & Giraud, A.-L. (2012) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2012.05.003 · Cited by 1,114 · see citing works
The free-energy self: a predictive coding account of self-recognition
Apps, M. A. J., & Tsakiris, M. (2014) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2013.01.029 · Cited by 514 · see citing works
Great Expectations: Is there Evidence for Predictive Coding in Auditory Cortex?
Heilbron, M., & Chait, M. (2018) · Neuroscience · doi:10.1016/j.neuroscience.2017.07.061 · Cited by 428 · see citing works
A hierarchy of linguistic predictions during natural language comprehension
Heilbron, M., Armeni, K., Schoffelen, J.-M., Hagoort, P., & de Lange, F. P. (2022) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2201968119 · Cited by 343 · see citing works
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Shain, C., Blank, I. A., van Schijndel, M., Schuler, W., & Fedorenko, E. (2020) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2019.107307 · Cited by 215 · see citing works
Blank, H., & Davis, M. H. (2016) · PLOS Biology · doi:10.1371/journal.pbio.1002577 · Cited by 181 · see citing works
Self-citationPrediction, Bayesian inference and feedback in speech recognition
Norris, D., McQueen, J. M., & Cutler, A. (2016) · Language, Cognition and Neuroscience · doi:10.1080/23273798.2015.1081703 · Cited by 170 · see citing works
Distinct processing of ambiguous speech in people with non-clinical auditory verbal hallucinations
Alderson-Day, B., Lima, C. F., Evans, S., Krishnan, S., Shanmugalingam, P., Fernyhough, C., & Scott, S. K. (2017) · Brain · doi:10.1093/brain/awx206 · Cited by 108 · see citing works
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Gaskell, M. G., Cairney, S. A., & Rodd, J. M. (2019) · Cognition · doi:10.1016/j.cognition.2018.09.007 · Cited by 98 · see citing works
Yildiz, I. B., von Kriegstein, K., & Kiebel, S. J. (2013) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1003219 · Cited by 55 · see citing works
Ylinen, S., Nora, A., Leminen, A., Hakala, T., Huotilainen, M., Shtyrov, Y., Mäkelä, J. P., & Service, E. (2015) · Cerebral Cortex · doi:10.1093/cercor/bht351 · Cited by 42 · see citing works
Auditory verbal hallucinations and inner speech: a predictive processing perspective
Wilkinson, S., & Fernyhough, C. (2017) · Before Consciousness : In Search of the Fundamentals of Mind · doi:10.26530/oapen_1001597 · Cited by 18 · see citing works
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Kocagoncu, E., Klimovich-Gray, A., Hughes, L. E., & Rowe, J. B. (2021) · Brain · doi:10.1093/brain/awab254 · Cited by 3 · see citing works
- Authors
- Gagnepain, P., Henson, R. N., & Davis, M. H.
- Affiliations
- MRC Cognition and Brain Sciences Unit (GB)
- Corresponding author
- Davis, Matthew H.
- Venue
- Current Biology
- Publisher
- Elsevier BV
- Published
- 2012-04
- Volume
- 22
- Issue
- 7
- Pages
- 615-621
- ISSN
- 0960-9822 (ISSN-L)
- PMC
- PMC3405519
- OpenAlex
- W2043090466
- Cited by
- 235
- References
- 47
- Citations by year
- 2026: 8 · 2025: 10 · 2024: 12 · 2023: 14 · 2022: 51 · 2021: 19 · 2020: 11 · 2019: 17 · 2018: 17 · 2017: 10 · 2016: 8 · 2015: 24 · 2014: 15 · 2013: 11 · 2012: 8
- FWCI
- 9.51
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Current Biology (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neurobiology of Language and Bilingualism
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Phonetics and Phonology Research
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neuroscience and Music Perception
- Keywords
- spoken word recognition, predictive coding, lexical competition, auditory cortex, superior temporal gyrus, novel words, prediction error signal
- MeSH terms
- Adult, Auditory Cortex, Female, United Kingdom, Humans, Male, Speech, Speech Perception, Time Factors, Magnetoencephalography, Recognition, Psychology, Young Adult
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