OJML  Vol.4 No.1 , March 2014
A Review of Models in Experimental Studies of Implicit Language Learning
Abstract: 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.

[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.

[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.

[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.

[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.

[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.

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

[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.

[24]   Fu, Q., Fu, X., & Dienes, Z. (2008). Implicit Sequence Learning and Conscious Awareness. Consciousness and Cognition, 17, 185-202.

[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.

[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.

[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.

[34]   Millward, R. B., & Reber, A. S. (1968). Event-Recall in Probability Learning. Journal of Verbal Learning and Verbal Behavior, 7, 980-989.

[35]   Nissen, M. J., & Bullemer, P. (1987). Attentional Requirement of Learning: Evidence from Performance Measures. Cognitive Psychology, 19, 1-32.

[36]   O’Brien, G., & Opie, J. (1999). A Connectionist Theory of Phenomenal Experience. Behavioral and Brain Sciences, 22, 127-196.

[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.

[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.

[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.

[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.

[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.

[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.

[55]   Shanks, D. R., & St. John, M. F. (1994). Characteristics of Dissociable Human Learning Systems. Behavioral and Brain Sciences, 17, 367-447.

[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.