Language Acquisition as Rational Contingency Learning

This paper considers how fluent language users are rational in their language processing, their unconscious language representation systems optimally prepared for comprehension and production, how language learners are intuitive statisticians, and how acquisition can be understood as contingency learning. But there are important aspects of second language acquisition that do not appear to be rational, where input fails to become intake. The paper describes the types of situation where cognition deviates from rationality and it introduces how the apparent irrationalities of L2 acquisition result from standard phenomena of associative learning as encapsulated in the models of Rescorla and Wagner (1972) and Cheng and Holyoak (1995), which describe how cue salience, outcome importance, and the history of learning from multiple probabilistic cues affect the development of ‘learned selective attention’ and transfer. This article considers how fluent language users are rational in their language processing, rational in the sense that their unconscious language representation systems are optimally prepared for comprehension and production. In this view, language learners are intuitive statisticians, weighing the likelihoods of interpretations and predicting which constructions are likely in the current context, and language acquisition is contingency learning, that is the gathering of information about the relative frequencies of form‐function mappings. These arguments are well supported by the psycholinguistic evidence relating to first language. But there are important aspects of second language acquisition that do not appear to accord with this characterization, those aspects where despite massive experience of naturalistic input and usage, the system fails to become optimally tuned to represent the second language forms, their functions, and their contextualized likelihoods of occurrence. The article builds the framework for an explanation of the seeming irrationalities of L2 acquisition in terms of standard phenomena of associative learning involving ‘learned selective attention.’ In order to place L1 and L2 in the context of a rational analysis of language learning, I first illustrate the problem by considering the design of word processors of a more mechanical kind than is the ultimate goal of our inquiry. Having thus set a concrete stage, I outline the process of the rational analysis of learning and memory (Anderson 1989, 1991b; Anderson and Milson 1989; Anderson and Schooler 2000). Next I describe some statistical

[1]  D. Spalding The Principles of Psychology , 1873, Nature.

[2]  G S REYNOLDS,et al.  Attention in the pigeon. , 1961, Journal of the experimental analysis of behavior.

[3]  A Wingfield,et al.  Response Latencies in Naming Objects , 1965, The Quarterly journal of experimental psychology.

[4]  L. Beach,et al.  Man as an Intuitive Statistician , 2022 .

[5]  L. Kamin Predictability, surprise, attention, and conditioning , 1967 .

[6]  S. Coder Significance of learners' errors , 1967 .

[7]  L. Kamin Attention-like processes in classical conditioning , 1967 .

[8]  H. Kelley Attribution theory in social psychology , 1967 .

[9]  R. Rescorla Probability of shock in the presence and absence of CS in fear conditioning. , 1968, Journal of comparative and physiological psychology.

[10]  K. Haberlandt,et al.  Stimulus selection in animal discrimination learning. , 1968, Journal of experimental psychology.

[11]  A. Tversky,et al.  Subjective Probability: A Judgment of Representativeness , 1972 .

[12]  R. Rescorla,et al.  A theory of Pavlovian conditioning : Variations in the effectiveness of reinforcement and nonreinforcement , 1972 .

[13]  D. Bannister,et al.  Inquiring Man: the Theory of Personal Constructs , 1974 .

[14]  A. Tversky,et al.  Judgment under Uncertainty: Heuristics and Biases , 1974, Science.

[15]  N. Mackintosh A Theory of Attention: Variations in the Associability of Stimuli with Reinforcement , 1975 .

[16]  Lynn Hasher,et al.  The Processing of Frequency Information: An Automatic Mechanism?. , 1977 .

[17]  L. Allan A note on measurement of contingency between two binary variables in judgment tasks , 1980 .

[18]  QUENTIN BURRELL,et al.  A Simple stochastic Model for Library loans , 1980, J. Documentation.

[19]  A. Tversky,et al.  Evidential impact of base rates , 1981 .

[20]  Allen and Rosenbloom Paul S. Newell,et al.  Mechanisms of Skill Acquisition and the Law of Practice , 1993 .

[21]  John R. Anderson Acquisition of cognitive skill. , 1982 .

[22]  R. Schmidt The Strengths and Limitations of Acquisition: A Case Study of an Untutored Language Learner , 1983 .

[23]  R. Langacker Foundations of cognitive grammar , 1983 .

[24]  B. MacWhinney,et al.  Cue validity and sentence interpretation in English, German, and Italian , 1984 .

[25]  Alan Jay Smith,et al.  Branch Prediction Strategies and Branch Target Buffer Design , 1995, Computer.

[26]  M. Rao Probability theory with applications , 1984 .

[27]  B. MacWhinney,et al.  The development of sentence interpretation in Hungarian , 1985, Cognitive Psychology.

[28]  James L. McClelland,et al.  Psychological and biological models , 1986 .

[29]  Janet L. McDonald,et al.  The Development of Sentence Comprehension Strategies in English and Dutch. , 1986 .

[30]  James L. McClelland,et al.  Parallel distributed processing: explorations in the microstructure of cognition, vol. 1: foundations , 1986 .

[31]  Linda Robertson,et al.  Book Review: Inquiring Man — The Psychology of Personal Constructs , 1987 .

[32]  R. Langacker Foundations of Cognitive Grammar: Volume I: Theoretical Prerequisites , 1987 .

[33]  J. Farley,et al.  Contingency learning and causal detection in Hermissenda: I. Behavior. , 1987, Behavioral neuroscience.

[34]  Roger W. Andersen,et al.  Models, Processes, Principles, and Strategies: Second Language Acquisition in and out of the Classroom. , 1988 .

[35]  B. Baars A cognitive theory of consciousness , 1988 .

[36]  John R. Anderson,et al.  A rational analysis of human memory. , 1989 .

[37]  B. MacWhinney,et al.  The Crosslinguistic Study of Sentence Processing. , 1992 .

[38]  John R. Anderson,et al.  Human memory: An adaptive perspective. , 1989 .

[39]  P. Cheng,et al.  A probabilistic contrast model of causal induction. , 1990, Journal of personality and social psychology.

[40]  John R. Anderson The Adaptive Character of Thought , 1990 .

[41]  G. Chapman,et al.  Cue interaction in human contingency judgment , 1990, Memory & cognition.

[42]  J. Wixted,et al.  On the Form of Forgetting , 1991 .

[43]  Richard Reviewer-Granger Unified Theories of Cognition , 1991, Journal of Cognitive Neuroscience.

[44]  John R. Anderson Is human cognition adaptive? , 1991, Behavioral and Brain Sciences.

[45]  B. MacWhinney,et al.  Levels of learning: A comparison of concept formation and language acquisition , 1991 .

[46]  John R. Anderson,et al.  The Adaptive Nature of Human Categorization , 1991 .

[47]  G. Altmann Cognitive models of speech processing , 1991 .

[48]  T. Bayes An essay towards solving a problem in the doctrine of chances , 2003 .

[49]  William D. Marslen-Wilson,et al.  Activation, competition, and frequency in lexical access , 1991 .

[50]  John Sinclair,et al.  Corpus, Concordance, Collocation , 1991 .

[51]  James M. Hodgson Informational constraints on pre-lexical priming , 1991 .

[52]  Clive Perdue,et al.  Adult language acquisition : cross-linguistic perspectives , 1993 .

[53]  Donald A. Norman,et al.  Things That Make Us Smart: Defending Human Attributes In The Age Of The Machine , 1993 .

[54]  E. Wasserman,et al.  Rating causal relations: Role of probability in judgments of response-outcome contingency. , 1993 .

[55]  Gerd Gigerenzer,et al.  How to Improve Bayesian Reasoning Without Instruction: Frequency Formats , 1995 .

[56]  David R. Shanks,et al.  The Psychology of Associative Learning , 1995 .

[57]  James L. McClelland,et al.  Understanding normal and impaired word reading: computational principles in quasi-regular domains. , 1996, Psychological review.

[58]  J. Elman,et al.  Rethinking Innateness: A Connectionist Perspective on Development , 1996 .

[59]  John N. Williams Is Automatic Priming Semantic , 1996 .

[60]  D. Slobin From “thought and language” to “thinking for speaking” , 1996 .

[61]  B. Baars In the theater of consciousness : the workspace of the mind , 1997 .

[62]  N. Ellis,et al.  Implicit and explicit learning of languages , 1997 .

[63]  John R. Anderson,et al.  The Role of Process in the Rational Analysis of Memory , 1997, Cognitive Psychology.

[64]  B. MacWhinney Second language acquisition and the competition model , 1997 .

[65]  Susan Conrad,et al.  Corpus Linguistics: Investigating Language Structure and Use , 1998 .

[66]  W. Klein The Contribution of Second Language Acquisition Research , 1998 .

[67]  N. Ellis Emergentism, Connectionism, and Language Learning. , 1998 .

[68]  M. Tomasello The new psychology of language : cognitive and functional approaches to language structure , 1998 .

[69]  Nick C. Ellis,et al.  Rules or associations in the acquisition of morphology ? The frequency by Regularity interaction in human and PDP learning of morphosyntax , 1998 .

[70]  飯島 周 「会話の文法」に関する一考察 : Longman Grammar of Spoken and Written Englishの場合 , 1999 .

[71]  William C. Ritchie,et al.  Handbook of Second Language Acquisition , 1998 .

[72]  Michael Barlow,et al.  Usage-based models of language , 2000 .

[73]  Michael Matessa,et al.  Modelling focused learning in role assignment , 2000 .

[74]  B. MacWhinney Emergentist Approaches to Language , 2001, Encyclopedia of Evolutionary Psychological Science.

[75]  Robert M. Dekeyser,et al.  Cognition and Second Language Instruction: Automaticity and automatization , 2001 .

[76]  B. MacWhinney,et al.  The Competition Model: the Input, the Context, and the Brain Part of the First and Second Language Acquisition Commons, and the Psychology Commons , 2022 .

[77]  J. Pearce,et al.  Theories of associative learning in animals. , 2001, Annual review of psychology.

[78]  R. Hamilton The Insignificance of Learners' Errors: A Philosophical Investigation of the Interlanguage Hypothesis. , 2001 .

[79]  G. Gigerenzer,et al.  Teaching Bayesian reasoning in less than two hours. , 2001, Journal of experimental psychology. General.

[80]  Gerd Gigerenzer,et al.  How to Improve Bayesian Reasoning without Instruction , 2002 .

[81]  Hinrich Schütze,et al.  Book Reviews: Foundations of Statistical Natural Language Processing , 1999, CL.

[82]  Tilmann Betsch,et al.  Etc. frequency processing and cognition , 2002 .

[83]  N. Ellis REFLECTIONS ON FREQUENCY EFFECTS IN LANGUAGE PROCESSING , 2002, Studies in Second Language Acquisition.

[84]  David J. Ward,et al.  Artificial intelligence: Fast hands-free writing by gaze direction , 2002, Nature.

[85]  Nick C. Ellis,et al.  FREQUENCY EFFECTS IN LANGUAGE PROCESSING , 2002, Studies in Second Language Acquisition.

[86]  Daniel A. Jiménez,et al.  Neural methods for dynamic branch prediction , 2002, TOCS.

[87]  Christopher D. Manning,et al.  Probabilistic Syntax , 2002 .

[88]  David J. Ward,et al.  Fast Hands-free Writing by Gaze Direction , 2002, ArXiv.

[89]  C. Gallistel,et al.  Conditioning from an information processing perspective , 2003, Behavioural Processes.

[90]  R. Barnard Cognition and Second Language Instruction , 2003 .

[91]  D. Biber,et al.  If you look at …: Lexical Bundles in University Teaching and Textbooks , 2004 .

[92]  N. Schmitt Formulaic Sequences: Acquisition, Processing and Use , 2004 .

[93]  M. Tomasello Constructing a Language , 2005 .

[94]  Jean Christophe Verstraeh Frequency and the emergence of linguistic structure , 2005 .

[95]  N. Ellis AT THE INTERFACE: DYNAMIC INTERACTIONS OF EXPLICIT AND IMPLICIT LANGUAGE KNOWLEDGE , 2005, Studies in Second Language Acquisition.

[96]  Dan Jurafsky,et al.  Probabilistic Modeling in Psycholinguistics: Linguistic Comprehension and Production , 2006 .

[97]  B. MacWhinney,et al.  The Handbook of East Asian Psycholinguistics: The competition model , 2006 .

[98]  Lourdes Ortega,et al.  Synthesizing research on language learning and teaching , 2006 .

[99]  Sang Joon Kim,et al.  A Mathematical Theory of Communication , 2006 .

[100]  N. Ellis Selective Attention and Transfer Phenomena in L2 Acquisition: Contingency, Cue Competition, Salience, Interference, Overshadowing, Blocking, and Perceptual Learning , 2006 .

[101]  Nick C. Ellis,et al.  Constructions, Chunking, and Connectionism: The Emergence of Second Language Structure , 2008 .