The cognitive architecture for chaining of two mental operations
Abstract
A simple view, which dates back to Turing, proposes that complex cognitive operations are composed of serially arranged elementary operations, each passing intermediate results to the next. However, whether and how such serial processing is achieved with a brain composed of massively parallel processors, remains an open question. Here, we study the cognitive architecture for chained operations with an elementary arithmetic algorithm: we required participants to add (or subtract) two to a digit, and then compare the result with five. In four experiments, we probed the internal implementation of this task with chronometric analysis, the cued-response method, the priming method, and a subliminal forced-choice procedure. We found evidence for an approximately sequential processing, with an important qualification: the second operation in the algorithm appears to start before completion of the first operation. Furthermore, initially the second operation takes as input the stimulus number rather than the output of the first operation. Thus, operations that should be processed serially are in fact executed partially in parallel. Furthermore, although each elementary operation can proceed subliminally, their chaining does not occur in the absence of conscious perception. Overall, the results suggest that chaining is slow, effortful, imperfect (resulting partly in parallel rather than serial execution) and dependent on conscious control.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Studies of interference in serial verbal reactions
Stroop, J. R. (1935) · Journal of Experimental Psychology · doi:10.1037/h0054651 · Cited by 18,622 · see citing works
A feature-integration theory of attention.
Treisman, A. M., & Gelade, G. (1980) · Cognitive Psychology · doi:10.1016/0010-0285(80)90005-5 · Cited by 12,366 · see citing works
Elman, J. L. (1990) · Cognitive Science · doi:10.1207/s15516709cog1402_1 · Cited by 11,212 · see citing works
On computable numbers, with an application to the entscheidungsproblem
Turing, A. M. (1937) · Proceedings of the London Mathematical Society · doi:10.1112/plms/s2-42.1.230 · Cited by 8,283 · see citing works
Anderson, J. R. (2013) · doi:10.4324/9781315799438 · Cited by 6,761 · see citing works
Half a century of research on the Stroop effect: An integrative review.
MacLeod, C. M. (1991) · Psychological Bulletin · doi:10.1037/0033-2909.109.2.163 · Cited by 5,500 · see citing works
Lane, S. D. (2016) · Routledge eBooks · doi:10.4324/9781315506173-8 · Cited by 4,724 · see citing works
Ratcliff, R. (1978) · Psychological Review · doi:10.1037/0033-295x.85.2.59 · Cited by 4,513 · see citing works
Introduction to Metamathematics
Rasiowa, H. (1952) · Medical Entomology and Zoology · Cited by 4,354 · see citing works
Depth of Processing and the Retention of Words in Episodic Memory
Craik, F. I. M., & Tulving, E. (1975) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.104.3.268 · Cited by 4,121 · see citing works
(1988) · Cited by 3,656 · see citing works
High-speed scanning in human memory
Sternberg, S. (1966) · Science · doi:10.1126/science.153.3736.652 · Cited by 3,576 · see citing works
Brown, R. W. (1960) · Language · doi:10.2307/411065 · Cited by 3,525 · see citing works
Toward an instance theory of automatization.
Logan, G. D. (1988) · Psychological Review · doi:10.1037/0033-295x.95.4.492 · Cited by 3,466 · see citing works
The discovery of processing stages: Extensions of Donders' method
Sternberg, S. (1969) · Acta Psychologica · doi:10.1016/0001-6918(69)90055-9 · Cited by 3,137 · see citing works
Dual-task interference in simple tasks: data and theory
Pashler, H. (1994) · Psychological Bulletin · doi:10.1037/0033-2909.116.2.220 · Cited by 3,112 · see citing works
An Integrated Theory of the Mind.
Anderson, J. R., Bothell, D., Byrne, M. D., Douglass, S., Lebiere, C. J., & Qin, Y. (2004) · Psychological Review · doi:10.1037/0033-295x.111.4.1036 · Cited by 3,051 · see citing works
Neely, J. H. (1977) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.106.3.226 · Cited by 2,826 · see citing works
Towards a cognitive neuroscience of consciousness: basic evidence and a workspace framework
Dehaene, S. (2001) · Cognition · doi:10.1016/s0010-0277(00)00123-2 · Cited by 2,498 · cited 2× · see citing works
“Indeed, many theories of conscious access associate such simple automatic operations with non-conscious processing (Baars, 1988; Dehaene & Naccache, 2001; Jack & Shallice, 2001; Posner & Klein, 1973; Shallice, 1972).”
BackgroundSelf-citationThe problem of serial order in behavior
Lashley, K. S. (1951) · MPG.PuRe (Max Planck Society) · Cited by 2,228 · see citing works
Solso, R. L., & Chase, W. G. (1974) · The American Journal of Psychology · doi:10.2307/1421395 · Cited by 2,133 · see citing works
Time required for Judgements of Numerical Inequality
MOYER, R. S., & LANDAUER, T. K. (1967) · Nature · doi:10.1038/2151519a0 · Cited by 2,068 · see citing works
Conscious, preconscious, and subliminal processing: a testable taxonomy
Dehaene, S., Changeux, J.-P., Naccache, L., Sackur, J., & Sergent, C. (2006) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2006.03.007 · Cited by 2,067 · see citing works
Self-citationBogacz, R., Brown, E., Moehlis, J., Holmes, P. J., & Cohen, J. D. (2006) · Psychological Review · doi:10.1037/0033-295x.113.4.700 · Cited by 1,845 · see citing works
An Unsolvable Problem of Elementary Number Theory
Church, A. (1936) · American Journal of Mathematics · doi:10.2307/2371045 · Cited by 1,787 · see citing works
Newell, A. (1980) · Cognitive Science · doi:10.1207/s15516709cog0402_2 · Cited by 1,458 · see citing works
Meyer, D. E., & Kieras, D. E. (1997) · Psychological Review · doi:10.1037/0033-295x.104.1.3 · Cited by 1,401 · see citing works
Elements of a theory of human problem solving.
Newell, A., Shaw, J. C., & Simon, H. A. (1958) · Psychological Review · doi:10.1037/h0048495 · Cited by 1,380 · see citing works
On the time relations of mental processes: An examination of systems of processes in cascade.
McClelland, J. L. (1979) · Psychological Review · doi:10.1037/0033-295x.86.4.287 · Cited by 1,298 · see citing works
Tuning Curves for Approximate Numerosity in the Human Intraparietal Sulcus
Manuela Piazza, A., Véronique Izard, A., Pinel, P., Bihan, D. L., & Dehaene, S. (2004) · Neuron · doi:10.1016/j.neuron.2004.10.014 · Cited by 1,104 · see citing works
Self-citationImaging unconscious semantic priming
Dehaene, S., Naccache, L., Le Clec'H, G., Koechlin, E., Mueller, M., Dehaene-Lambertz, G., van de Moortele, P.-F., & Le Bihan, D. (1998) · Nature · doi:10.1038/26967 · Cited by 1,081 · see citing works
Self-citationUllman, S. (1984) · Cognition · doi:10.1016/0010-0277(84)90023-4 · Cited by 1,049 · see citing works
The conscious access hypothesis: origins and recent evidence
Baars, B. J. (2002) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(00)01819-2 · Cited by 994 · see citing works
Ritchie, D. M., & Thompson, K. (1983) · Communications of the ACM · doi:10.1145/357980.358014 · Cited by 960 · see citing works
Information theory of choice-reaction times
Laming, D. (1968) · Medical Entomology and Zoology · Cited by 952 · see citing works
THE ‘PSYCHOLOGICAL REFRACTORY PERIOD’ AND THE TIMING OF HIGH‐SPEED PERFORMANCE—A REVIEW AND A THEORY
Welford, A. T. (1952) · British Journal of Psychology General Section · doi:10.1111/j.2044-8295.1952.tb00322.x · Cited by 935 · see citing works
Dehaene, S., & Cohen, L. (1997) · Cortex · doi:10.1016/s0010-9452(08)70002-9 · Cited by 927 · see citing works
Self-citationAbstract representations of numbers in the animal and human brain
Dehaene, S., Dehaene‐Lambertz, G., & Cohen, L. (1998) · Trends in Neurosciences · doi:10.1016/s0166-2236(98)01263-6 · Cited by 926 · see citing works
Self-citationTiming of the brain events underlying access to consciousness during the attentional blink
Sergent, C., Baillet, S., & Dehaene, S. (2005) · Nature Neuroscience · doi:10.1038/nn1549 · Cited by 888 · see citing works
Self-citationvon Neumann, J. (2017) · Yale University Press eBooks · doi:10.12987/9780300188080 · Cited by 882 · see citing works
Brain Dynamics Underlying the Nonlinear Threshold for Access to Consciousness
Del Cul, A., Baillet, S., & Dehaene, S. (2007) · PLoS Biology · doi:10.1371/journal.pbio.0050260 · Cited by 753 · see citing works
Self-citationCerebral Mechanisms in Behavior
Morgan, C. T., & Jeffress, L. A. (1953) · The American Journal of Psychology · doi:10.2307/1417992 · Cited by 737 · see citing works
Competition for consciousness among visual events: The psychophysics of reentrant visual processes.
Lollo, V. D., Enns, J. T., & Rensink, R. A. (2000) · Journal of Experimental Psychology General · doi:10.1037//0096-3445.129.4.481 · Cited by 722 · see citing works
Models for choice-reaction time
Stone, M. (1960) · Psychometrika · doi:10.1007/bf02289729 · Cited by 696 · see citing works
Pinel, P., Manuela Piazza, A., Bihan, D. L., & Dehaene, S. (2004) · Neuron · doi:10.1016/s0896-6273(04)00107-2 · Cited by 695 · see citing works
Self-citationProcessing stages in overlapping tasks: Evidence for a central bottleneck.
Pashler, H. (1984) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037//0096-1523.10.3.358 · Cited by 601 · see citing works
A central capacity sharing model of dual-task performance.
Tombu, M. N., & Jolicoeur, P. (2003) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037//0096-1523.29.1.3 · Cited by 584 · see citing works
The refractory phase of voluntary and associative responses.
Telford, C. W. (1931) · Journal of Experimental Psychology · doi:10.1037/h0073262 · Cited by 544 · see citing works
PRODUCTION SYSTEMS: MODELS OF CONTROL STRUCTURES
Newell, A. (1973) · Elsevier eBooks · doi:10.1016/b978-0-12-170150-5.50016-0 · Cited by 539 · see citing works
Hierarchical models of behavior and prefrontal function
Botvinick, M. M. (2008) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2008.02.009 · Cited by 532 · see citing works
Unconscious Masked Priming Depends on Temporal Attention
Naccache, L., Blandin, E., & Dehaene, S. (2002) · Psychological Science · doi:10.1111/1467-9280.00474 · Cited by 501 · see citing works
Self-citationMeyer, D. E., & Kieras, D. E. (1997) · Psychological Review · doi:10.1037/0033-295x.104.4.749 · Cited by 489 · see citing works
An instance theory of attention and memory.
Logan, G. D. (2002) · Psychological Review · doi:10.1037/0033-295x.109.2.376 · Cited by 467 · see citing works
What determines initial feeling of knowing? Familiarity with question terms, not with the answer.
Reder, L. M., & Ritter, F. E. (1992) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/0278-7393.18.3.435 · Cited by 464 · see citing works
Different time courses for visual perception and action priming
Vorberg, D., Mattler, U., Heinecke, A., Schmidt, T., & Schwarzbach, J. (2003) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0931489100 · Cited by 450 · see citing works
Memory structures that subserve sentence comprehension
Brian Mcelree, A., Foraker, S. M., & Dyer, L. (2003) · Journal of Memory and Language · doi:10.1016/s0749-596x(02)00515-6 · Cited by 437 · see citing works
Mayr, U. (2001) · Psychology and Aging · doi:10.1037/0882-7974.16.1.96 · Cited by 408 · see citing works
Sergent, C., & Dehaene, S. (2004) · Psychological Science · doi:10.1111/j.0956-7976.2004.00748.x · Cited by 384 · see citing works
Self-citationSerial position and set size in short-term memory: The time course of recognition.
McElree, B., & Dosher, B. A. (1989) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.118.4.346 · Cited by 372 · see citing works
Unconscious Activation of the Cognitive Control System in the Human Prefrontal Cortex
Lau, H. C., & Passingham, R. E. (2007) · The Journal of Neuroscience · doi:10.1523/jneurosci.4335-06.2007 · Cited by 358 · see citing works
Automatic stimulus-response translation in dual-task performance.
Hommel, B. (1998) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037//0096-1523.24.5.1368 · Cited by 355 · see citing works
Logan, G. D. (1992) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037//0278-7393.18.5.883 · Cited by 342 · see citing works
Conscious control over the content of unconscious cognition
Kunde, W., Kiesel, A., & Hoffmann, J. (2003) · Cognition · doi:10.1016/s0010-0277(03)00023-4 · Cited by 327 · see citing works
Dual functions of consciousness.
Shallice, T. (1972) · Psychological Review · doi:10.1037/h0033135 · Cited by 318 · see citing works
Approximate quantities and exact number words: dissociable systems
Lemer, C., Dehaene, S., Spelke, E. S., & Cohen, L. (2003) · Neuropsychologia · doi:10.1016/s0028-3932(03)00123-4 · Cited by 297 · see citing works
Self-citationFrontal cortex mediates unconsciously triggered inhibitory control.
van Gaal, S., Ridderinkhof, K. R., Fahrenfort, J. J., Scholte, H. S., & Lamme, V. A. F. (2008) · The Journal of Neuroscience · doi:10.1523/jneurosci.1278-08.2008 · Cited by 285 · see citing works
Separate modifiability, mental modules, and the use of pure and composite measures to reveal them
Sternberg, S. (2001) · Acta Psychologica · doi:10.1016/s0001-6918(00)00045-7 · Cited by 266 · see citing works
Taatgen, N. A., van Rijn, H., & Anderson, J. R. (2007) · Psychological Review · doi:10.1037/0033-295x.114.3.577 · Cited by 254 · see citing works
Human Symbol Manipulation Within an Integrated Cognitive Architecture
Anderson, J. R. (2005) · Cognitive Science · doi:10.1207/s15516709cog0000_22 · Cited by 253 · see citing works
Electrophysiological evidence for temporal overlap among contingent mental processes.
Miller, J. O., & Hackley, S. A. (1992) · Journal of Experimental Psychology General · doi:10.1037//0096-3445.121.2.195 · Cited by 242 · see citing works
Automatizing alphabet arithmetic: I. Is extended practice necessary to produce automaticity?
Logan, G. D., & Klapp, S. T. (1991) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.17.2.179 · Cited by 236 · see citing works
Parsing a Cognitive Task: A Characterization of the Mind's Bottleneck
Sigman, M., & Dehaene, S. (2005) · PLoS Biology · doi:10.1371/journal.pbio.0030037 · Cited by 235 · see citing works
Self-citationThe discovery of processing stages
Sternberg, S. (1969) · Max Planck Digital Library · Cited by 235 · see citing works
Task preparation and task repetition: Two-component model of task switching.
Sohn, M.-H., & Anderson, J. R. (2001) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.130.4.764 · Cited by 206 · see citing works
Introspective physicalism as an approach to the science of consciousness
Jack, A. (2001) · Cognition · doi:10.1016/s0010-0277(00)00128-1 · Cited by 198 · see citing works
Object substitution and its relation to other forms of visual masking
Enns, J. T. (2004) · Vision Research · doi:10.1016/j.visres.2003.10.024 · Cited by 197 · see citing works
Dynamics of the Central Bottleneck: Dual-Task and Task Uncertainty
Sigman, M., & Dehaene, S. (2006) · PLoS Biology · doi:10.1371/journal.pbio.0040220 · Cited by 196 · see citing works
Self-citationOn the transmission of partial information: Inferences from movement-related brain potentials.
Osman, A. M., Bashore, T. R., COLES, M. G. H., Donchin, E., & al, E. (1992) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/0096-1523.18.1.217 · Cited by 194 · see citing works
Parallel memory retrieval in dual-task situations: I. Semantic memory.
Logan, G. D., & Schulkind, M. D. (2000) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037//0096-1523.26.3.1072 · Cited by 191 · see citing works
A Neuronal Model of a Global Workspace in Effortful Cognitive Tasks
DEHAENE, S., KERSZBERG, M., & CHANGEUX, J. (2001) · Annals of the New York Academy of Sciences · doi:10.1111/j.1749-6632.2001.tb05714.x · Cited by 190 · see citing works
Self-citationCognitive arithmetic: Evidence for obligatory activation of arithmetic facts
LeFevre, J., Bisanz, J., & Mrkonjic, L. (1988) · Memory & Cognition · doi:10.3758/bf03197744 · Cited by 178 · see citing works
Serial modules in parallel: The psychological refractory period and perfect time-sharing.
Byrne, M. D., & Anderson, J. R. (2001) · Psychological Review · doi:10.1037/0033-295x.108.4.847 · Cited by 175 · see citing works
The implementation of visual routines
Roelfsema, P. R., Lamme, V. A. F., & Spekreijse, H. (2000) · Vision Research · doi:10.1016/s0042-6989(00)00004-3 · Cited by 162 · see citing works
Expe: An expandable programming language for on-line psychological experiments
Pallier, C., Emmanuel Dupoux, A., & Jeannin, X. (1997) · Behavior Research Methods, Instruments, & Computers · doi:10.3758/bf03200583 · Cited by 148 · see citing works
The serial-parallel dilemma: A case study in a linkage of theory and method
Townsend, J. T., & Wenger, M. J. (2004) · Psychonomic Bulletin & Review · doi:10.3758/bf03196588 · Cited by 143 · see citing works
The change of the brain activation patterns as children learn algebra equation solving
Qin, Y., Carter, C. S., Silk, E. M., Stenger, V. A., Fissell, K., Goode, A., & Anderson, J. R. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0401227101 · Cited by 142 · see citing works
Graded capacity-sharing in dual-task interference?
Pashler, H. (1994) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/0096-1523.20.2.330 · Cited by 134 · see citing works
Testing the Predictions of the Central Capacity Sharing Model.
Tombu, M. N., & Jolicœur, P. (2005) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/0096-1523.31.4.790 · Cited by 134 · see citing works
Long-term semantic memory versus contextual memory in unconscious number processing.
Greenwald, A. G., Abrams, R. L., Naccache, L., & Dehaene, S. (2003) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.29.2.235 · Cited by 115 · see citing works
Self-citationPreserved Subliminal Processing and Impaired Conscious Access in Schizophrenia
Cul, A. D., Dehaene, S., & Leboyer, M. (2006) · Archives of General Psychiatry · doi:10.1001/archpsyc.63.12.1313 · Cited by 109 · see citing works
Self-citationTemporal properties of human information processing: Tests of discrete versus continuous models
Meyer, D. E., Yantis, S., Osman, A. M., & Smith, J. E. K. (1985) · Cognitive Psychology · doi:10.1016/0010-0285(85)90016-7 · Cited by 95 · see citing works
Determinants of reaction time for digit inequality judgments
Moyer, R. S., & Landauer, T. K. (1973) · Bulletin of the Psychonomic Society · doi:10.3758/bf03334328 · Cited by 92 · see citing works
On the functions of consciousness
Posner, M. I., & Klein, M. (1973) · Cited by 84 · see citing works
Donders's assumption of pure insertion: an evaluation on the basis of response dynamics
Ulrich, R., Mattes, S., & Miller, J. O. (1999) · Acta Psychologica · doi:10.1016/s0001-6918(99)00019-0 · Cited by 82 · see citing works
Miller, J. O. (2005) · Psychological Research · doi:10.1007/s00426-005-0011-9 · Cited by 77 · see citing works
Parallel memory retrieval in dual-task situations: II. Episodic memory.
Logan, G. D., & Delheimer, J. A. (2001) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.27.3.668 · Cited by 73 · see citing works
Automatizing alphabet arithmetic: II. Are there practice effects after automaticity is achieved?
Klapp, S. T., Boches, C. A., Trabert, M. L., & Logan, G. D. (1991) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.17.2.196 · Cited by 61 · see citing works
Backward response-level crosstalk in the psychological refractory period paradigm.
Miller, J. O., & Alderton, M. (2006) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/0096-1523.32.1.149 · Cited by 54 · see citing works
Miller, J. O. (1993) · Psychological Review · doi:10.1037/0033-295x.100.4.702 · Cited by 41 · see citing works
A violation of pure insertion: Mental rotation and choice reaction time.
Ilan, A. B., & Miller, J. O. (1994) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037//0096-1523.20.3.520 · Cited by 39 · see citing works
Unconscious priming according to multiple S-R rules
Kiesel, A., Kunde, W., & Hoffmann, J. (2006) · Cognition · doi:10.1016/j.cognition.2006.05.008 · Cited by 36 · see citing works
The influence of intention on masked priming: A study with semantic classification of words
Eckstein, D., & Perrig, W. J. (2006) · Cognition · doi:10.1016/j.cognition.2006.07.005 · Cited by 33 · see citing works
Mixing costs in task shifting reflect sequential processing stages in a multicomponent task
Steinhauser, M., & Hübner, R. (2005) · Memory & Cognition · doi:10.3758/bf03193380 · Cited by 29 · see citing works
Implicit Temporal Tuning of Working Memory Strategy during Cognitive Skill Acquisition
Sohn, M.-H., & Carlson, R. A. (2003) · The American Journal of Psychology · doi:10.2307/1423579 · Cited by 23 · see citing works
A memory-based account of automatic numerosity processing
Choplin, J. M., & Logan, G. D. (2005) · Memory & Cognition · doi:10.3758/bf03195294 · Cited by 21 · see citing works
La vitesse des actes psychiques
Donders, F. C. (1868) · Max Planck Digital Library · Cited by 15 · see citing works
The asynchronous discrete coding model: Further tests with single-attribute stimuli
Trevena, J. A., & Miller, J. O. (1998) · Perception & Psychophysics · doi:10.3758/bf03207997 · Cited by 3 · see citing works
Flagged first, then by citations
2 of the 109 references couldn’t be matched to a known paper.
Research works printed but not linked: 7
- Logan, G. D., & Delheimer, J. A. (2001). Parallel memory retrieval in dualtask situations: Ii. Episodic memory. Journal of Experimental Psychology: Learning, Memory, and Cognition, 27 (3), 668-685.
- Logan, G. D., & Schulkind, M. D. (2000). Parallel memory retrieval in dualtask situations: I. Semantic memory. Journal of Experimental Psychology: Human Perception and Performance, 26 (3), 1072-1090.
- Miller, G. A., Galanter, E., & Pribram, K. H. (1960). Plans and the structure of behavior (2 ed.). New-York: Adams-Bannister-Cox.
- Pashler, H., & Johnston, J. (1998). Attentional limitations in dual-tasks performance. In H. Pashler (Ed.), Attention (pp. 155-189). Hove, England: Psychology Press.
- Simon, H. A. (1996). The sciences of the artificial (3 ed.). Cambridge: MIT Press.
- Turing, A. (1948/1969). Intelligent machinery. In B. Meltzer & D. Michie (Eds.). Machine intelligence (Vol. 5). Edinburgh: Edinburgh University Press.
- Wolfe, J. M. (1998). Visual search. In H. Pashler (Ed.), Attention (pp. 13-73). Hove: Psychology Press.
Cited by
Sorted by citations
Experimental and theoretical approaches to conscious processing
Dehaene, S., & Changeux, J.-P. (2011) · Neuron · doi:10.1016/j.neuron.2011.03.018 · Cited by 2,573 · see citing works
Self-citationWhat is consciousness, and could machines have it?
Dehaene, S., Lau, H., & Kouider, S. (2017) · Science · doi:10.1126/science.aan8871 · Cited by 855 · see citing works
Self-citationToward a computational theory of conscious processing
Dehaene, S., Charles, L., King, J.-R., & Marti, S. (2014) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2013.12.005 · Cited by 404 · see citing works
Self-citationReading and doing arithmetic nonconsciously
Sklar, A. Y., Levy, N., Goldstein, A., Mandel, R., Maril, A., & Hassin, R. R. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1211645109 · Cited by 304 · see citing works
Information integration without awareness
Mudrik, L., Faivre, N., & Koch, C. (2014) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2014.04.009 · Cited by 277 · see citing works
The neural basis of one's own conscious and unconscious emotional states
Smith, R. S., & Lane, R. D. (2015) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2015.08.003 · Cited by 240 · see citing works
The role of consciousness in cognitive control and decision making
van Gaal, S., de Lange, F. P., & Cohen, M. X. (2012) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2012.00121 · Cited by 182 · see citing works
van Gaal, S., & Lamme, V. A. F. (2012) · The Neuroscientist · doi:10.1177/1073858411404079 · Cited by 181 · see citing works
Cortical activity is more stable when sensory stimuli are consciously perceived
Schurger, A., Sarigiannidis, I., Naccache, L., Sitt, J. D., & Dehaene, S. (2015) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1418730112 · Cited by 155 · see citing works
Self-citationThe human Turing machine: a neural framework for mental programs
Zylberberg, A., Dehaene, S., Roelfsema, P. R., & Sigman, M. (2011) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2011.05.007 · Cited by 151 · see citing works
Self-citationReproducibility Distinguishes Conscious from Nonconscious Neural Representations
Schurger, A., Pereira, F., Treisman, A., & Cohen, J. D. (2009) · Science · doi:10.1126/science.1180029 · Cited by 140 · see citing works
Can the meaning of multiple words be integrated unconsciously?
van Gaal, S., Naccache, L., Meuwese, J. D. I., van Loon, A. M., Leighton, A. H., Cohen, L., & Dehaene, S. (2014) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2013.0212 · Cited by 139 · see citing works
Self-citationA cognitive framework for explaining serial processing and sequence execution strategies
Verwey, W. B., Shea, C. H., & Wright, D. L. (2014) · Psychonomic Bulletin & Review · doi:10.3758/s13423-014-0773-4 · Cited by 139 · see citing works
Deep learning and the global workspace theory
VanRullen, R., & Kanai, R. (2021) · Trends in Neurosciences · doi:10.1016/j.tins.2021.04.005 · Cited by 128 · see citing works
Smith, R., Killgore, W. D., & Lane, R. (2017) · Emotion · doi:10.1037/emo0000376 · Cited by 106 · see citing works
The brain's connective core and its role in animal cognition
Shanahan, M. (2012) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2012.0128 · Cited by 115 · see citing works
Unconscious emotion: A cognitive neuroscientific perspective
Smith, R. S., & Lane, R. D. (2016) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2016.08.013 · Cited by 113 · see citing works
Distinct cortical codes and temporal dynamics for conscious and unconscious percepts
Salti, M., Monto, S., Charles, L., King, J.-R., Parkkonen, L., & Dehaene, S. (2015) · eLife · doi:10.7554/elife.05652 · Cited by 121 · see citing works
Self-citationProbing the limits of activity-silent non-conscious working memory
Trübutschek, D., Marti, S., Ueberschär, H., & Dehaene, S. (2019) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1820730116 · Cited by 88 · see citing works
Self-citationWhat Is Consciousness, and Could Machines Have It?
Dehaene, S., Lau, H. C., & Kouider, S. (2021) · Springer eBooks · doi:10.1007/978-3-030-54173-6_4 · Cited by 76 · see citing works
Self-citationDirnberger, G., Hesselmann, G., Roiser, J. P., Preminger, S., Jahanshahi, M., & Paz, R. (2012) · NeuroImage · doi:10.1016/j.neuroimage.2012.06.041 · Cited by 74 · see citing works
Space, time, and number: a Kantian research program
Dehaene, S., & Brannon, E. M. (2010) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2010.09.009 · Cited by 72 · see citing works
Self-citationHow Awareness Changes the Relative Weights of Evidence During Human Decision-Making
de Lange, F. P., van Gaal, S., Lamme, V. A. F., & Dehaene, S. (2011) · PLoS Biology · doi:10.1371/journal.pbio.1001203 · Cited by 65 · see citing works
Self-citationHite, R. L., Jones, M. G., Childers, G. M., Ennes, M. E., Chesnutt, K. M., Pereyra, M., & Cayton, E. M. (2019) · Journal of Science Education and Technology · doi:10.1007/s10956-018-9764-y · Cited by 69 · see citing works
Rapid parallel semantic processing of numbers without awareness
Filip Van Opstal, A., de Lange, F. P., & Dehaene, S. (2011) · Cognition · doi:10.1016/j.cognition.2011.03.005 · Cited by 57 · see citing works
Self-citationKnotty-Centrality: Finding the Connective Core of a Complex Network
Shanahan, M., & Wildie, M. (2012) · PLoS ONE · doi:10.1371/journal.pone.0036579 · Cited by 55 · see citing works
de Gardelle, V., Kouider, S., & Sackur, J. (2010) · Journal of Vision · doi:10.1167/10.10.6 · Cited by 56 · see citing works
Self-citationNonconscious Learning From Crowded Sequences
Atas, A., Faivre, N., Timmermans, B., Cleeremans, A., & Kouider, S. (2013) · Psychological Science · doi:10.1177/0956797613499591 · Cited by 52 · see citing works
Consciousness: a unique way of processing information
Marchetti, G. (2018) · Cognitive Processing · doi:10.1007/s10339-018-0855-8 · Cited by 42 · see citing works
von Braun, J., Archer, M. S., Reichberg, G. M., & Sorondo, M. S. (2021) · Springer eBooks · doi:10.1007/978-3-030-54173-6 · Cited by 41 · see citing works
Setting the stage subliminally: Unconscious context effects
Filip Van Opstal, A., Calderon, C. B., Gevers, W., & Verguts, T. (2011) · Consciousness and Cognition · doi:10.1016/j.concog.2011.09.004 · Cited by 35 · see citing works
From a single decision to a multi-step algorithm
Dehaene, S., & Sigman, M. (2012) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2012.05.006 · Cited by 34 · see citing works
Self-citationTemporal structure coding with and without awareness
Faivre, N., & Christof Koch, A. (2014) · Cognition · doi:10.1016/j.cognition.2014.02.008 · Cited by 34 · see citing works
Information of the chassis and information of the program in synthetic cells
Danchin, A. (2009) · Systems and Synthetic Biology · doi:10.1007/s11693-009-9036-5 · Cited by 31 · see citing works
Adaptive and Evolutive Algorithms: A Natural Logic for Artificial Mind
Maldonato, M. N., & Dell’Orco, S. (2016) · Intelligent systems reference library · doi:10.1007/978-3-319-31053-4_3 · Cited by 21 · see citing works
Perceptual awareness and categorical representation of faces: Evidence from masked priming
de Gardelle, V., Charles, L., & Kouider, S. (2011) · Consciousness and Cognition · doi:10.1016/j.concog.2011.02.001 · Cited by 21 · see citing works
Guggenmos, M., Thoma, V., Haynes, J., Richardson‐Klavehn, A., Cichy, R. M., & Sterzer, P. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2015.04.004 · Cited by 19 · see citing works
Evidence for graded central processing resources in a sequential movement task
Verwey, W. B., Abrahamse, E. L., de Kleine, E., & Ruitenberg, M. F. L. (2013) · Psychological Research · doi:10.1007/s00426-013-0484-x · Cited by 20 · see citing works
Role of consciousness in temporal integration of semantic information
Yang, Y., Tien, Y.-H., Yang, P.-L., & Yeh, S. (2017) · Cognitive Affective & Behavioral Neuroscience · doi:10.3758/s13415-017-0525-9 · Cited by 20 · see citing works
A theory of visibility measures in the dissociation paradigm
Schmidt, T., & Biafora, M. (2023) · Psychonomic Bulletin & Review · doi:10.3758/s13423-023-02332-z · Cited by 19 · see citing works
The same-different task as a tool to study unconscious processing
Filip Van Opstal, A. (2020) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2020.06.014 · Cited by 17 · see citing works
Syntactic processing in the absence of awareness and semantics.
Hung, S., & Hsieh, P. (2015) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/xhp0000094 · Cited by 17 · see citing works
The functional contributions of consciousness
Ludwig, D. (2022) · Consciousness and Cognition · doi:10.1016/j.concog.2022.103383 · Cited by 16 · see citing works
We do as we construe: extended behavior construed as one task is executed as one cognitive entity
Farooqui, A. A., & Manly, T. (2018) · Psychological Research · doi:10.1007/s00426-018-1051-2 · Cited by 12 · see citing works
The cost of serially chaining two cognitive operations
Fan, Z., Singh, K. D., Muthukumaraswamy, S. D., Sigman, M., Dehaene, S., & Shapiro, K. L. (2011) · Psychological Research · doi:10.1007/s00426-011-0375-y · Cited by 12 · see citing works
Self-citationRefuting the unfolding-argument on the irrelevance of causal structure to consciousness
Usher, M. (2021) · Consciousness and Cognition · doi:10.1016/j.concog.2021.103212 · Cited by 10 · see citing works
Hirschhorn, R., Biderman, D., Biderman, N., Yaron, I., Bennet, R., Plotnik, M., & Mudrik, L. (2024) · Behavior Research Methods · doi:10.3758/s13428-024-02401-8 · Cited by 11 · see citing works
The relationship between consciousness, understanding, and rationality
Smith, R. S. (2016) · Philosophical Psychology · doi:10.1080/09515089.2016.1172700 · Cited by 10 · see citing works
Hierarchical organization of human physical activity
Búzás, A., Makai, A., Groma, G. I., Dancsházy, Z., Szendi, I., Kish, L. B., Santa-Maria, A. R., & Dér, A. (2024) · Scientific Reports · doi:10.1038/s41598-024-56185-0 · Cited by 7 · see citing works
DIKWP-TRIZ: A Revolution on Traditional TRIZ Towards Invention for Artificial Consciousness
Wu, K., & Duan, Y. (2024) · Applied Sciences · doi:10.3390/app142310865 · Cited by 7 · see citing works
Extrapolating Other Consciousnesses: The Prospects and Limits of Analogical Abduction
Negro, N., & Mudrik, L. (2025) · Philosophy of Science · doi:10.1017/psa.2025.10104 · Cited by 6 · see citing works
Activation of the intermediate sum in intentional and automatic calculations
Abramovich, Y., & Goldfarb, L. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.01512 · Cited by 6 · see citing works
Risk Analysis of Nuclear Power Plant (NPP) Operations by Artificial Intelligence (AI) in Robot
Jang, K. B., Baek, C. H., & Woo, T. H. (2022) · Journal of Robotics and Control (JRC) · doi:10.18196/jrc.v3i2.13984 · Cited by 6 · see citing works
Rapaport, W. J. (2018) · Minds and Machines · doi:10.1007/s11023-018-9465-6 · Cited by 6 · see citing works
Fan, Z., Muthukumaraswamy, S. D., Singh, K. D., & Shapiro, K. L. (2012) · Psychophysiology · doi:10.1111/j.1469-8986.2012.01391.x · Cited by 5 · see citing works
Deep Learning and the Global Workspace TheoryPreprint
Rufin Vanrullen, A., & Ryota Kanai, C. (2020) · arXiv (Cornell University) · doi:10.48550/arxiv.2012.10390 · Cited by 4 · see citing works
An Integration of Deep Learning and Neuroscience for Machine Consciousness
Mallakin, A. (2019) · Global Journal of Computer Science and Technology · doi:10.34257/gjcstdvol19is1pg21 · Cited by 3 · see citing works
Psychologie cognitive expérimentale
Dehaene, S. (2010) · L’annuaire du Collège de France · doi:10.4000/annuaire-cdf.357 · Cited by 3 · see citing works
Self-citationThe neural basis of cognitive processing: A review and a speculative architecture
Verwey, W. B. (2025) · Brain and Cognition · doi:10.1016/j.bandc.2025.106351 · Cited by 2 · see citing works
Elbaz, E., Yaron, I., & Mudrik, L. (2025) · Behavior Research Methods · doi:10.3758/s13428-025-02872-3 · Cited by 1 · see citing works
Variable Processing Shifts during Perceptual Acceleration: Evidence from Temporal Integration
Wolff, M. J., & Akyürek, E. G. (2025) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.a.2421 · Cited by 1 · see citing works
Apprentissages et attribution d’états de conscience
Forest, D. (2024) · Revue de Métaphysique et de Morale · doi:10.3917/rmm.241.0067
Dehaene, S., & Brannon, E. M. (2011) · Elsevier eBooks · doi:10.1016/b978-0-12-385948-8.00025-6 · Cited by 1 · see citing works
Self-citationThe same-different task as a tool to study unconscious processingPreprint
Filip Van Opstal, A. (2020) · doi:10.31234/osf.io/xdgn9 · Cited by 1 · see citing works
When order matters: Last-come first-served effect in sequential arithmetic operations
Zylberberg, A. D., Kamienkowski, J. E., Farall, A. R., & Sigman, M. (2012) · Journal of Integrative Neuroscience · doi:10.1142/s0219635212500252
Correction: How Awareness Changes the Relative Weights of Evidence During Human Decision-Making
de Lange, F. P., van Gaal, S., Lamme, V. A. F., & Dehaene, S. (2013) · PLoS Biology · doi:10.1371/annotation/10373881-f9b9-4ca9-8121-3ea8b6fc0dc5
Self-citationREL-AT: A relational-attentional account of consciousness
Marchetti, G. (2011)
Integración de información en tareas secuenciales
Kamienkowski, J. E. (2011) · Repositorio Digital Institucional de la Universidad de Buenos Aires (Universidad de Buenos Aires)
Correction: How Awareness Changes the Relative Weights of Evidence During Human Decision-Making
de Lange, F. P., van Gaal, S., Lamme, V. A. F., & Dehaene, S. (2013) · PLoS Biology · doi:10.1371/annotation/34c56efb-aa58-47a6-9ac0-09097219f751
Self-citationElbaz, E., Yaron, I., & Mudrik, L. (2025) · doi:10.31234/osf.io/2dspj_v1
- Authors
- Sackur, J., & Dehaene, S.
- Affiliations
- Centre National de la Recherche Scientifique (FR)
- Inserm (FR)
- Corresponding author
- Sackur, Jérôme
- Venue
- Cognition
- Publisher
- Elsevier BV
- Published
- 2009-05
- Volume
- 111
- Issue
- 2
- Pages
- 187-211
- ISSN
- 0010-0277 (ISSN-L)
- OpenAlex
- W1978936274
- Cited by
- 73
- References
- 109
- Citations by year
- 2025: 5 · 2024: 4 · 2023: 2 · 2022: 2 · 2021: 4 · 2020: 3 · 2019: 3 · 2018: 5 · 2017: 3 · 2016: 3 · 2015: 6 · 2014: 5 · 2013: 4 · 2012: 8
- FWCI
- 3.87
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Cognition (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Physical Sciences › Mathematics › Statistics and Probability › Cognitive and developmental aspects of mathematical skills
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Keywords
- cognitive architecture, serial processing, parallel computing, arithmetic algorithms, addition and subtraction, chronometric analysis, priming, subliminal processing, conscious perception, conscious control, elementary operations
- MeSH terms
- Adult, Cognition, Cues, Factor Analysis, Statistical, Female, Humans, Male, Mental Processes, Models, Psychological, Perceptual Masking, Photic Stimulation, Psychomotor Performance, Reaction Time, Young Adult
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