OJML  Vol.4 No.1 , March 2014
A Review of Models in Experimental Studies of Implicit Language Learning
Author(s) Si Liu, Huangmei Liu

The present review analyzes experimental research on implicit learning using linguistic stimuli, and proposes five key procedures of a framework for empirical studies of implicit learning. Our review begins with a brief overview of the current state of research on implicit learning, and then presents the procedures in detail: 1) choosing theoretical assumptions from psychology; 2) designing stimuli; 3) exposing subjects to information; 4) testing implicit learning; and 5) measuring subjects’ state of awareness. This framework is intended to assist researchers in designing experiments on implicit learning both more comprehensively and with fewer flaws.

Cite this paper
Liu, S. & Liu, H. (2014). A Review of Models in Experimental Studies of Implicit Language Learning. Open Journal of Modern Linguistics, 4, 54-64. doi: 10.4236/ojml.2014.41006.

[1]   Abrams, M., & Reber, A. S. (1988). Implicit Learning: Robustness in the Face of Psychiatric Disorders. Journal of Psycholinguistic Research, 17, 425-439.

[2]   Berry, D. C., & Broadbent, D. (1984). On the Relationship between Task Performance and Associated Verbalisable Knowledge. Quarterly Journal of Experimental Psychology, 36, 209-231. http://dx.doi.org/10.1080/14640748408402156

[3]   Berry, D. C., & Dienes, Z. (1993). Implicit Learning: Theoretical and Empirical Issues. Hove, UK: Lawrence Erlbaum.

[4]   Broadbent, D. (1977). Levels, Hierarchies and the Locus of Control. Quarterly Journal of Experimental Psychology, 29, 181-201. http://dx.doi.org/10.1080/14640747708400596

[5]   Carr, T. H., & Curran, T. (1994). Cognitive Factors in Learning about Structured Sequences: Applications to Syntax. Studies in Second Language Acquisition, 16, 205-230.

[6]   Chen, G., Tang, Z., Yang, & Dienes (2011). Unconscious Structural Knowledge of Form-meaning Connections. Consciousness and Cognition, 20, 1751-1760.

[7]   Chun, M. M., & Jiang, Y. (1999). Top-Down Attentional Guidance Based on Implicit Learning of Visual Covariation. Psychological Science, 10, 360-365. http://dx.doi.org/10.1111/1467-9280.00168

[8]   Cleeremans, A. (1997). Principles for Implicit Learning. In D. Berry (Ed.), How Implicit Is Implicit Learning? (pp. 196-234). Oxford: Oxford University Press.

[9]   Cleeremans, A., Destrebecqz, A., & Boyer, M. (1998). Implicit Learning: News from the Front. Trends in Cognitive Sciences, 2, 406-416. http://dx.doi.org/10.1016/S1364-6613(98)01232-7

[10]   Cleeremans, A., & Dienes, Z. (2008). Computational Models of Implicit Learning. In R. Sun (Ed.), Cambridge Handbook of Computational Psychology (pp. 396-421). Cambridge: Cambridge University Press.

[11]   Cleeremans, A., & McClelland, J. L. (1991). Learning the Structure of Event Sequences. Journal of Experimental Psychology: General, 120, 235-253. http://dx.doi.org/10.1037/0096-3445.120.3.235

[12]   Clegg, B. A., DiGirolamo, G. J., & Keele, S. W. (1998). Sequence Learning. Trends in Cognitive Sciences, 2, 275-281.

[13]   Dienes, Z. (1992). Connectionist and Memory-Array Models of Artificial Grammar Learning. Cognitive Science, 16, 41-79.

[14]   Dienes, Z. (2008). Subjective Measures of Unconscious Knowledge. Progress in Brain Research, 168, 49-64.

[15]   Dienes, Z., & Altmann, G. (1997). Transfer of Implicit Knowledge across Domains? How Implicit and How Abstract? In D. Berry (Ed.), How Implicit Is Implicit Learning? (pp. 107-123). Oxford: Oxford University Press.

[16]   Dienes, Z., Altmann, G. T. M., & Gao, S. J. (1999). Mapping across Domains without Feedback: A Neural Network Model of Transfer of Implicit Knowledge. Cognitive Science, 23, 53-82. http://dx.doi.org/10.1207/s15516709cog2301_3

[17]   Dienes, Z., & Berry, D. C. (1997). Implicit Learning: Below the Subjective Threshold. Psychonomic Bulletin and Review, 4, 3-23. http://dx.doi.org/10.3758/BF03210769

[18]   Dienes, Z., Broadbent, D. E., & Berry, D. C. (1991). Implicit and Explicit Knowledge Bases in Artificial Grammar Learning. Journal of Experimental Psychology: Learning, Memory, & Cognition, 17, 875-882.

[19]   Dienes, Z., & Scott, R. (2005). Measuring Unconscious Knowledge: Distinguishing Structural Knowledge and Judgment Knowledge. Psychological Research, 69, 338-351.

[20]   Elman, J. L. (1990). Finding Structure in Time. Cognitive Science, 14, 179-211.

[21]   Estes, W. K. (1957). Toward a Statistical Theory of Learning. Psychological Review, 57, 94-107.

[22]   Frensch, P. A., & Rünger, D. (2003). Implicit Learning. Current Directions in Psychological Science, 12, 13-18.

[23]   Fu, Q., Dienes, Z., & Fu, X. (2010). Can Unconscious Knowledge Allow Control in Sequence Learning? Consciousness & Cognition, 19, 462-475. http://dx.doi.org/10.1016/j.concog.2009.10.001

[24]   Fu, Q., Fu, X., & Dienes, Z. (2008). Implicit Sequence Learning and Conscious Awareness. Consciousness and Cognition, 17, 185-202. http://dx.doi.org/10.1016/j.concog.2007.01.007

[25]   Hintzmann, D. (1986). “Schema Abstraction” in a Multiple-Trace Memory Model. Psychological Review, 93, 411-428.

[26]   Holender, D. (1986). Semantic Activation without Conscious Identification in Dichotic Listening, Parafoveal Vision, and Visual Masking: A Survey and Appraisal. Behavioral and Brain Sciences, 9, 1-23.

[27]   James, W. (1890). Principles of Psychology. New York: Holt. http://dx.doi.org/10.1037/11059-000

[28]   Jiménez, L., Méndez, C., & Cleeremans, A. (1996). Comparing Direct and Indirect Measures of Implicit Learning. Journal of Experimental Psychology: Learning, Memory, and Cognition, 22, 948-969.

[29]   Kinder, A., & Shanks, D. R. (2001). Amnesia and the Declarative/Nondeclarative Distinction: A Recurrent Network Model of Classification, Recognition, and Repetition Priming. Journal of Cognitive Neuroscience, 13, 648-669.

[30]   Kinder, A., & Shanks, D. R. (2003). Neuropsychological Dissociations between Priming and Recognition: A Single-System Connectionist Account. Psychological Review, 110, 728-744. http://dx.doi.org/10.1037/0033-295X.110.4.728

[31]   Leung, J., & Williams, J. (2006). Implicit Learning of Form-Meaning Connections. In R. Sun, & N. Miyake (Eds.), Proceedings of the Annual Meeting of the Cognitive Science Society (pp. 465-470). Mahwah, NJ: Lawrence Erlbaum Associates.

[32]   Merikle, P. M., & Reingold, E. M. (1991). Comparing Direct (Explicit) and Indirect (Implicit) Measures to Study Unconscious Memory. Journal of Experimental Psychology: Learning, Memory and Cognition, 17, 224-233.

[33]   Merikle, P. M., Smilek, D., & Eastwood, J. D. (2001). Perception without Awareness: Perspectives from Cognitive Psychology. Cognition, 79, 115-134. http://dx.doi.org/10.1016/S0010-0277(00)00126-8

[34]   Millward, R. B., & Reber, A. S. (1968). Event-Recall in Probability Learning. Journal of Verbal Learning and Verbal Behavior, 7, 980-989. http://dx.doi.org/10.1016/S0022-5371(68)80056-8

[35]   Nissen, M. J., & Bullemer, P. (1987). Attentional Requirement of Learning: Evidence from Performance Measures. Cognitive Psychology, 19, 1-32. http://dx.doi.org/10.1016/0010-0285(87)90002-8

[36]   O’Brien, G., & Opie, J. (1999). A Connectionist Theory of Phenomenal Experience. Behavioral and Brain Sciences, 22, 127-196. http://dx.doi.org/10.1017/S0140525X9900179X

[37]   Payne, J. W. (1994). Thinking Aloud: Insights into Information Processing. Psychological Science, 5, 241-248.

[38]   Perruchet, P., & Vinter, A. (1998). PARSER: A Model for Word Segmentation. Journal of Memory and Language, 39, 246-263. http://dx.doi.org/10.1006/jmla.1998.2576

[39]   Pike, R. (1973). Response Latency Models for Signal Detection. Psychological Review, 80, 53-68.

[40]   Posner, M. I. (1994). Attention in Cognitive Neuroscience: An Overview. In M. Gazzaniga (Ed.), The Cognitive Neurosciences (pp. 615-624). Cambridge, MA: MIT Press.

[41]   Pothos, E. M. (2007). Theories of Artificial Grammar Learning. Psychological Bulletin, 133, 227-244.

[42]   Ratcliff, R., & Murdock, B. B. (1976). Retrieval Processes in Recognition Memory. Psychological Review, 83, 190-214.

[43]   Reber, A. S. (1967). Implicit Learning of artificial Grammars. Journal of Verbal Learning and Verbal Behavior, 6, 855-863.

[44]   Reber, A. S. (1989). Implicit Learning and Tacit Knowledge. Journal of Experimental Psychology: General, 118, 219-235.

[45]   Rebuschat, P. (2008). Implicit Learning of Natural Language Syntax. Unpublished Doctoral Dissertation, Cambridge: University of Cambridge.

[46]   Rebuschat, P. & Williams, J. (2009). Implicit Learning of Word Order. In N. A. Taatgen & H. van Rijn (Eds.), Proceedings of the 31st Annual Conference of the Cognitive Science Society. Austin, TX: Cognitive Science Society.

[47]   Rieckmann, A & Backman, L. (2009). Implicit Learning in Aging: Extant Patterns and New Directions. Neuropsychology Review, 19, 490-503. http://dx.doi.org/10.1007/s11065-009-9117-y

[48]   Reingold, E. M., & Merikle, P. M. (1990). On the Interrelatedness of Theory and Measurement in the Study of Unconscious Processes. Mind and Language, 5, 9-28. http://dx.doi.org/10.1111/j.1468-0017.1990.tb00150.x

[49]   Rohmeier, M., & Cross, I. (2010). Narmour’s Principles Affect Implicit Learning of Melody. In Demorest et al. (Eds.), Proceedings of the 11th International Conference on Music Perception and Cognition (ICMPC 2010), Seattle, 23-27 August 2010.

[50]   Schmidt, R. (2001). Attention. In P. Robinson (Ed.), Cognition and Second Language Instruction (pp. 3-32). Cambridge: Cambridge University Press. http://dx.doi.org/10.1017/CBO9781139524780.003

[51]   Searle, J. R. (1992). The Rediscovery of the Mind. Cambridge, MA: MIT Press.

[52]   Shanks, D. R. (1997). Distributed Representations and Implicit Knowledge: A Brief Introduction. In K. Lamberts & D. Shanks (Eds.), Knowledge, Concepts and Categories (pp. 197-214). Hove: Psychology Press.

[53]   Shanks, D. R. (2005). Implicit Learning. In K. Lamberts & R. Goldstone (Eds.), Handbook of Cognition (pp. 202-220). London: Sage. http://dx.doi.org/10.4135/9781848608177.n8

[54]   Shanks, D. R., & Perruchet, P. (2002). Dissociation between Priming and Recognition in the Expression of Sequential Knowledge. Psychonomic Bulletin and Review, 9, 362-367. http://dx.doi.org/10.3758/BF03196294

[55]   Shanks, D. R., & St. John, M. F. (1994). Characteristics of Dissociable Human Learning Systems. Behavioral and Brain Sciences, 17, 367-447. http://dx.doi.org/10.1017/S0140525X00035032

[56]   Shanks, D. R., Wilkinson, L., & Channon, S. (2003). Relationship between Priming and Recognition in Deterministic and Probabilistic Sequence Learning. Journal of Experimental Psychology: Learning, Memory, and Cognition, 29, 248-261.

[57]   Stadler, M. A., & Roediger III, H. L. (1998). The Question of Awareness in Research on Implicit Learning. In M. A. Stadler & P. A. Frensch (Eds.), Handbook of Implicit Learning (pp. 105-132). Thousand Oaks, CA: Sage.

[58]   Sun, R. (2002). Duality of the Mind. Mahwah, NJ: Lawrence Erlbaum.

[59]   Wan, L. L., Dienes, Z., & Fu, X. L. (2008). Intentional Control Based on Familiarity in Artificial Grammar Learning. Consciousness & Cognition, 17, 1209-1218.

[60]   Williams, J. N. (2004). Implicit Learning of Form-Meaning Connections. In B. VanPatten, J. Williams, S. Rott, & M. Overstreet (Eds.), Form-Meaning Connections in Second Language Acquisition (pp. 203-218). Mahwah, NJ: Erlbaum.

[61]   Williams, J. N. (2005). Learning without Awareness. Studies in Second Language Acquisition, 27, 269-304.

[62]   Williams, J. N. (2009). Implicit Learning. In W. C. Ritchie, & T. K. Bhatia (Eds.), New Handbook of Second Language Acquisition (pp. 319-353). Bingley: Emerald Group Publishing Ltd.