Dynamic Variability Patterns of L2 Lexical Processing

Total Page:16

File Type:pdf, Size:1020Kb

Dynamic Variability Patterns of L2 Lexical Processing Rika Plat & Wander Lowie & Kees de Boot The Colour of Noise: Dynamic Variability Patterns of L2 Lexical Processing Series A: General & Theoretical Papers ISSN 1435-6473 Essen: LAUD 2012 Paper No.A775 Universität Duisburg-Essen Rika Plat & Wander Lowie & Kees de Boot University of Groningen, Germany The Colour of Noise: Dynamic Variability Patterns of L2 Lexical Processing Copyright by the author Reproduced by LAUD 2012 Linguistic Agency Series A University of Duisburg-Essen General and Theoretical FB Geisteswissenschaften Paper No.775 Universitätsstr. 12 D- 45117 Essen Order LAUD-papers online: http://www.linse.uni-due.de/linse/laud/index.html Or contact: [email protected] ii Rika Plat, Wander Lowie & Kees de Bot The Colour of Noise: Dynamic Variability Patterns of L2 Lexical Processing Abstract Lexical knowledge is not stable and unchanging within an individual; instead, it is constantly influenced by experiences and context dependent language use. Therefore, lexical knowledge should be looked at as inseparable from the time and context in which it is used, and is highly variable. Consequently, the variability in language production will have to be regarded as a source of information rather than as meaningless noise. In this paper, we report on a study in which one single participant took part in a word naming experiment in his mother tongue (L1) and his second language (L2) for a period of two years. The lexical processing data resulting from this experiment are explored using linear and non-linear statistical methods to make sense of the variability in L1 and L2 language production on a variety of time scales. The Dynamics of Lexical Knowledge L2 acquisition is a variable and dynamic process, during which the linguistic knowledge system is constantly changing and reorganizing, resulting in newly added knowledge to the system, but also loss of information. However, the amount of variability in the L2 acquisition process is still often underestimated and disregarded. The bulk of research on L2 acquisition seems to assume that language acquisition is linear and that in the course of time only new knowledge is gained; however, as has now repeatedly been demonstrated, language acquisition is by its nature constantly open to outside influence and thus constantly affected by it, in a nonlinear way (see, for instance, Lowie & Verspoor, 2011). Studies of language acquisition that look at means over a large group of learners offer a lot of useful information, but a closer look at individual variation shows that a great deal of valuable information concerning actual, real time development is also filtered out and overlooked in group studies. L2 acquisition is a very individual process, since it depends on a multitude of dynamically interacting factors leading to constant variability. This variability arises from both a constantly changing language environment and from self-organisation within the system. The dynamic interactions are not confined to the internal system; the external influence and thus the context in which a language is learned and used, can in itself also be seen as a dynamic system that is constantly changing. In this view, context can never be reduced to a mere backdrop against which language is learned; it is in constant interaction with the language learner and vice versa, and can impossibly be separated from the learner. 1 The context in which language develops includes many components that will have different effects on different learners. There is for instance the cultural context that includes the role of student and teacher in a particular cultural environment. There is the social context, including the relationship with the teacher and other learners, and the educational context, including what materials are used. Every individual also has a different starting point due to a unique history, experiences, intelligence etc. All of these contextual factors, and many more not mentioned here, determine the developmental path of language acquisition. This interaction between language user and context works both ways; a language user will adapt to the contextual conditions, and the environment will adapt in response to the language user’s actions (Larsen-Freeman, 2008). Since context and language-user thus co-evolve, it would be untenable to separate them and try to explain language learning as if it took place independent from context. Apart from the context that causes variation among individual language learner’s developmental paths, every learner also has internal variability inherent to the developmental process. In a self-organising system, variability is necessary for the system to develop. An increased amount of variability is in fact often a precursor to a jump in development to a higher level of performance. This was also found in the L2 writing performance of an advanced student of English whose writing over the course of three years was analysed on sentence complexity and vocabulary use. Looking at measurements for average word length showed a relatively stable period that was followed by a period showing many fluctuations in performance (Verspoor, Lowie & van Dijk, 2008). After this period of variability, performance stabilizes again on a higher level of performance. The high amount of variability therefore seems a consequence of a necessary re-organisation of the system in order to enable a big step in development. That active second language learning means constant change may not sound very surprising, since a language learner is by definition adding new words and acquiring new grammatical patterns all the time. However, the idea that even one’s L1 is in constant flux is often implicitly denied in the way language research is being conducted. When measuring L2 performance, L2 speakers are almost always compared to a control group of L1 speakers, the assumption being that the performance of L1 speakers provides a static baseline. Even though the L1 is usually quite entrenched in a speaker’s mind, it is still developing over time. A bulk of attrition research proves that the L1 is not immune to loss when it is not being used over an extensive period of time. The area most susceptible to loss in the L1 is lexical access; grammatical knowledge seems to be quite stable; since even when L1 attrition is quite severe, people long retain a grammatical knowledge surpassing all but the most advanced L2 speakers (Schmid 2010). However, it is possible to lose the L1 completely, as shown by Palier et al. (2003), who tested Korean children that had been adopted in France. Some of his subjects had used their native language for as much as 8 years; however, when presented with Korean words and sentences when the subjects were 2 in their 20s, they could not distinguish these any better than a group of French control subjects could. Also without a drastic change in circumstances such as migration or adoption, the L1 shows a great deal of variability between individuals. Sparks & Ganschow (1993) found that poor performance in learning an L2 could be led back to native language problems. Otherwise successful students who were not successful in learning a second language often had limited linguistic coding skills in their L1. Based on this finding, they formulated their Linguistic Coding Differences Hypothesis (LCDH), which states that difficulties with the rule system of the first language correspond directly to related problems in learning a second language. Looking at language development closely reveals a lot of variation between ultimate level of attainment of the L1 and the L2. Storage of Lexical Knowledge The amount of variability in language use between and within individual learners has implications for how lexical knowledge may be organised in the brain, which in turn should influence the ways linguists devise their experiments in order to get a glimpse of what this organisation might be like. This may seem like a self-evident statement; however, really accepting that language is a complex system should entail completely rethinking some of the experimental methods that have become widely accepted in linguistic research. Even though more and more linguists assume language to be organised as a structured network in the brain that is continuously developing, many of these linguists still use ‘old-school’ experimental methods that seem to suppose the lexicon a mere list of words not unlike a dictionary, and representations to be fixed and stable, even across groups of people. An example of the first presumption can still be found in a lot of attrition studies, where the level of attrition is usually determined by administering translation tasks; the number of words a subject does not remember is taken to correspond directly to the percentage of vocabulary the subject has supposedly lost (Meara, 2002). Also, the often used paradigm of lexical priming implicitly denies the variability of lexical representations, in assuming the use of a prime has a similar and fixed effect on reaction times across many individuals. One way of theorising about how language is organised in the brain that is consistent with language as a complex dynamic system is connectionism. Connectionism seeks to explain cognitive processes by using computer simulations of neural networks. Recent work in this area in trying to incorporate a more dynamic view of the lexicon in attrition research has been conducted by Paul Meara (2004). Meara moves away from the strong focus on the individual word or lexical entry, and uses a Boolean network to find out what the implications for attrition research are when thinking of the lexicon as a structured network. Assuming, as Meara does, that words are connected, and that the activation of one lexical item influences the activation level of other lexical items it is connected with, attrition is by no means a simple and linear process in which words get removed from the lexicon one by one.
Recommended publications
  • Co-Adaptation Processes of Syntactic Complexity in Real-Time Kindergarten Teacher-Student Interactions
    1 Nonlinear Dynamics, Psychology, and Life Sciences, Vol. 23, No. 2, pp. 229-260. 2 © 2019 Society for Chaos Theory in Psychology & Life Sciences 3 Co-Adaptation Processes of Syntactic Complexity in 4 Real-Time Kindergarten Teacher-Student Interactions 5 Astrid Menninga, Marijn van Dijkler1, Ralf Cox, Henderien Steenbeek 6 and Paul van Geert, University of Groningen 7 Abstract: Under the premise that language learning is bidirectional in nature, 8 this study aimed to investigate syntactic coordination within teacher-student 9 interactions by using cross-recurrence quantification analysis (CRQA). Seven 10 teachers’ and a group of their students’ interactions were repeatedly measured in 11 the course of an intervention in early science education. Results showed changes 12 in the proportion of recurrent points; in case of simple sentences teachers and 13 students became less coordinated over time, whereas in case of complex sentences 14 teachers and students showed increasing coordination. Results also revealed less 15 rigid (more flexible) syntactic coordination, although there were no changes in 16 the relative contribution of teacher and students to this. In the light of the 17 intervention under investigation this is an important result. This means that 18 teachers and students learn to use more complex language and coordinate their 19 language complexity better in order to co-construct science discourse. The 20 application of CRQA provides new insights and contributes to better 21 understanding of the dynamics of syntactic coordination. 22 23 Key Words: cross-recurrence quantification analysis (CRQA), syntactic 24 coordination, adaptation processes, kindergarten teacher-student interaction, 25 intervention 26 INTRODUCTION 27 The bidirectional properties of language learning have been 28 demonstrated in several studies (e.g., Bronfenbrenner & Morris, 2006; Sameroff 29 & MacKenzie, 2003; Van Dijk et al., 2013; Van Geert, Steenbeek, & van Dijk, 30 2011).
    [Show full text]
  • University of Groningen Changing Patterns of Scaffolding and Autonomy During Individual Music Lessons Kupers, Elisa; Van Dijk, M
    University of Groningen Changing Patterns of Scaffolding and Autonomy During Individual Music Lessons Kupers, Elisa; van Dijk, Marijn; van Geert, Paul Published in: Journal of the Learning Sciences DOI: 10.1080/10508406.2016.1259624 IMPORTANT NOTE: You are advised to consult the publisher's version (publisher's PDF) if you wish to cite from it. Please check the document version below. Document Version Publisher's PDF, also known as Version of record Publication date: 2017 Link to publication in University of Groningen/UMCG research database Citation for published version (APA): Kupers, E., van Dijk, M., & van Geert, P. (2017). Changing Patterns of Scaffolding and Autonomy During Individual Music Lessons: A Mixed Methods Approach. Journal of the Learning Sciences, 26(1), 131-166. https://doi.org/10.1080/10508406.2016.1259624 Copyright Other than for strictly personal use, it is not permitted to download or to forward/distribute the text or part of it without the consent of the author(s) and/or copyright holder(s), unless the work is under an open content license (like Creative Commons). Take-down policy If you believe that this document breaches copyright please contact us providing details, and we will remove access to the work immediately and investigate your claim. Downloaded from the University of Groningen/UMCG research database (Pure): http://www.rug.nl/research/portal. For technical reasons the number of authors shown on this cover page is limited to 10 maximum. Download date: 27-09-2021 Journal of the Learning Sciences ISSN: 1050-8406
    [Show full text]
  • Multilingualism and Third Language Acquisition
    Multilingualism and third language acquisition Learning and teaching trends Edited by Jorge Pinto Nélia Alexandre language Contact and Multilingualism 2 science press Contact and Multilingualism Editors: Isabelle Léglise (CNRS SeDyL), Stefano Manfredi (CNRS SeDyL) In this series: 1. Lucas, Christopher & Stefano Manfredi (eds.). Arabic and contact­induced change. 2. Pinto, Jorge & Nélia Alexandre. Multilingualism and third language acquisition: Learning and teaching trends. ISSN (print): 2700­8541 ISSN (electronic): 2700­855X Multilingualism and third language acquisition Learning and teaching trends Edited by Jorge Pinto Nélia Alexandre language science press Pinto, Jorge & Nélia Alexandre (eds.). 2021. Multilingualism and third language acquisition: Learning and teaching trends (Contact and Multilingualism 2). Berlin: Language Science Press. This title can be downloaded at: http://langsci-press.org/catalog/book/290 © 2021, the authors Published under the Creative Commons Attribution 4.0 Licence (CC BY 4.0): http://creativecommons.org/licenses/by/4.0/ ISBN: 978-3-96110-296-9 (Digital) 978-3-96110-297-6 (Hardcover) ISSN (print): 2700-8541 ISSN (electronic): 2700-855X DOI: 10.5281/zenodo.4449726 Source code available from www.github.com/langsci/290 Collaborative reading: paperhive.org/documents/remote?type=langsci&id=290 Cover and concept of design: Ulrike Harbort Typesetting: Marten Stelling, Sebastian Nordhoff Proofreading: Amir Ghorbanpour, Bojana Bašaragin, Dora Uštulica, Eliane Lorenz, Emma Vanden Wyngaerd, Havenol Schrenk, Jean Nitzke,
    [Show full text]
  • Gestures and Some Key Issues in the Study of Language Development Gullberg, Marianne; De Bot, Kees; Volterra, Virginia
    Gestures and some key issues in the study of language development Gullberg, Marianne; de Bot, Kees; Volterra, Virginia Published in: Gesture DOI: 10.1075/gest.8.2.03gul 2008 Link to publication Citation for published version (APA): Gullberg, M., de Bot, K., & Volterra, V. (2008). Gestures and some key issues in the study of language development. Gesture, 8(2), 149-179. https://doi.org/10.1075/gest.8.2.03gul Total number of authors: 3 General rights Unless other specific re-use rights are stated the following general rights apply: Copyright and moral rights for the publications made accessible in the public portal are retained by the authors and/or other copyright owners and it is a condition of accessing publications that users recognise and abide by the legal requirements associated with these rights. • Users may download and print one copy of any publication from the public portal for the purpose of private study or research. • You may not further distribute the material or use it for any profit-making activity or commercial gain • You may freely distribute the URL identifying the publication in the public portal Read more about Creative commons licenses: https://creativecommons.org/licenses/ Take down policy If you believe that this document breaches copyright please contact us providing details, and we will remove access to the work immediately and investigate your claim. LUND UNIVERSITY PO Box 117 221 00 Lund +46 46-222 00 00 Running title: Key issues in language development Gestures and some key issues in the study of language development Marianne Gullberg1, Kees de Bot2, & Virginia Volterra3 1 Max Planck Institute for Psycholinguistics, 2 Rijksuniversiteit Groningen, 3 Istituto di Scienze e Tecnologie della Cognizione, CNR In Gesture, 8(2), Special issue Gestures in language development, eds.
    [Show full text]
  • Finding the Key to Successful L2 Learning in Groups and Individuals
    Studies in Second Language Learning and Teaching Department of English Studies, Faculty of Pedagogy and Fine Arts, Adam Mickiewicz University, Kalisz SSLLT 7 (1). 2017. 127-148 doi: 10.14746/ssllt.2017.7.1.7 http://www.ssllt.amu.edu.pl Finding the key to successful L2 learning in groups and individuals Wander Lowie University of Groningen, The Netherlands [email protected] Marijn van Dijk University of Groningen, The Netherlands [email protected] Huiping Chan University of Groningen, The Netherlands [email protected] Marjolijn Verspoor University of Groningen, The Netherlands [email protected] Abstract A large body studies into individual differences in second language learning has shown that success in second language learning is strongly affected by a set of relevant learner characteristics ranging from the age of onset to moti- vation, aptitude, and personality. Most studies have concentrated on a limited number of learner characteristics and have argued for the relative importance of some of these factors. Clearly, some learners are more successful than oth- ers, and it is tempting to try to find the factor or combination of factors that can crack the code to success. However, isolating one or several global indi- vidual characteristics can only give a partial explanation of success in second language learning. The limitation of this approach is that it only reflects on rather general personality characteristics of learners at one point in time, 127 Wander Lowie, Marijn van Dijk, Huiping Chan, Marjolijn Verspoor while both language development and the factors affecting it are instances of complex dynamic processes that develop over time.
    [Show full text]
  • Chapter 7 Exploring Learner Attitudes in Multilingual Contexts
    Chapter 7 Exploring learner attitudes in multilingual contexts: An empirical investigation at the primary school level Barbara Hofer Dyme Research Group, Innsbruck University Recent research highlights the dynamic and complex nature and the situatedness of multilingual development. It emphasises the need for learners to have ample op- portunity for interaction in order to progress on their learning trajectories and sug- gests that positive attitudes and emotions are key to language learning motivation and learning outcomes. Indications are that how children feel about languages and language learning can impact their learning behavior and willingness to engage with a particular L2/Ln. In this paper I investigate how sociolinguistic and educa- tional context and amount of contact with the L2 (and/or other languages) relate to learner attitudes at the primary level. I report on work in progress carried out in variously multilingual settings in South Tyrol with the aim of establishing whether learning in multilingual contexts as opposed to monolingual surroundings has any effect on pupils’ attitudes and motivations. To my knowledge no previous studies in South Tyrol have looked into attitudinal factors and/or young learners’ beliefs with regards to language(s). The present research seeks to bridge this gap. 1 Introduction International research has found that the way children feel about languages and language learning can impact their learning behavior and willingness to engage. No previous studies carried out in South Tyrol that I know of, have looked into young learners’ (YLs) attitudes and/or beliefs relative to language(s) and lan- guage learning. The present study therefore sets out to fill this gap by probing into primary schoolers’ language-related attitudes and motivations.
    [Show full text]
  • Variability As Normal As Apple Pie
    Linguistics Vanguard 2021; 7(s2): 20200034 Marjolijn Verspoor*, Wander Lowie and Kees de Bot Variability as normal as apple pie https://doi.org/10.1515/lingvan-2020-0034 Abstract: In recent studies in second language (L2) development, notably within the focus of Complex Dy- namic Systems Theory (CDST), non-systematic variation has been extensively studied as intra-individual variation, which we will refer to as variability. This paper argues that variability is functional and is needed for development. With examples of four longitudinal case studies we hope to show that variability over time provides valuable information about the process of development. Phases of increased variability in linguistic constructions are often a sign that the learner is trying out different constructions, and as such variability can be evidence for change, and change can be learning. Also, a limited degree of variability is inherent in automatic or controlled processes. Conversely, the absence of variability is likely to show that no learning is going on or the system is frozen. Keywords: automatic processes, complex dynamic systems theory, free variation, longitudinal studies, second language development, variability 1 Introduction The title of this article is related to the presentation one of the authors, Kees de Bot, gave at the conference “Intra-speaker variation across time–Sociolinguistics meets psycholinguistics” held in Salzburg in February 2019, organized by the editors of the current special issue. In the paper he argued that variability is inherent in all processes and that actually stability—something being exactly the same as before—is something that hardly ever occurs, and he gave an extended example of baking apple pies.
    [Show full text]
  • Heuristic Techniques for the Analysis of Variability As a Dynamic Aspect of Change
    Heuristic techniques for the analysis of variability as a dynamic aspect of change Marijn van Dijk & Paul van Geert Department of Clinical and Developmental Psychology University of Groningen Grote Kruisstraat 2/1 9712 TS Groningen The Netherlands [email protected] [email protected] Abstract Due to the influence of dynamic systems and microgenetic perspectives, variability is nowadays often seen as an important phenomenon that helps us understand the underlying mechanisms of development. This paper aims at demonstrating several simple techniques that can be used to analyze variability in data of developing (or learning) individuals. These techniques will be illustrated by applying them to a time serial dataset of early child language (to be specific, the emergence of grammatical preposition use). First, we show some descriptive techniques that are essential first steps for generating hypotheses. Also, we propose a measure that expresses qualitative variability. Furthermore, we demonstrate how resampling techniques can be used to test the presence of performance peaks, which may be important because they indicate the emergence of new abilities. Finally, we show the use of a technique that is especially useful for exploring interactions between ordinal variables (the State Space Grid, or SSG). With this illustration, we hope to encourage researchers to take a more exploratory approach to variability in their data and to develop methods directed at analyzing dynamic aspects of change. Keywords: variability, development, repeated measures, methodology, dynamic systems, microgenetic perspective, language acquisition, prepositions 1 Técnicas heurísticas para analizar la variabilidad como un aspecto dinámico de cambio Resumen (Abstract) Debido a la influencia de los sistemas dinámicos y las perspectivas microgenéticas, hoy en día la variabilidad se vé frecuentemente como un fenómeno importante que nos ayude entender los mecanismos subyacentes de desarrollo.
    [Show full text]
  • Vol. 7 No. 1 March 2017
    Studies in Second Language Learning and Teaching Department of English Studies, Faculty of Pedagogy and Fine Arts, Adam Mickiewicz University, Kalisz http://www.ssllt.amu.edu.pl Editors: Editor: Mirosław Pawlak (Adam Mickiewicz University, Kalisz) Assistant to the Editor: Jakub Bielak (Adam Mickiewicz University, Kalisz) Assistant to the Editor: Anna Mystkowska-Wiertelak (Adam Mickiewicz University, Kalisz) Assistant to the Editor: Edyta Olejarczuk (Poznań University of Technology) Language Editor: Melanie Ellis (Language Teacher Training College, Zabrze) Vol. 7 No. 1 March 2017 Editorial Board: Larissa Aronin (Oranim Academic College of Education, Trinity College, Dublin) Helen Basturkmen (University of Auckland) Adriana Biedroń (Pomeranian University, Słupsk) Simon Borg (University of Leeds) Anne Burns (Aston University, Birmingham, University of New South Wales, Sydney) Anna Cieślicka (Texas A&M International University, Laredo) Kata Csizér (Eötvös University, Budapest) Maria Dakowska (University of Warsaw) Robert DeKeyser (University of Maryland) Jean-Marc Dewaele (Birkbeck College, University of London) Zoltán Dörnyei (University of Nottingham) Krystyna Droździał-Szelest (Adam Mickiewicz University, Poznań) Rod Ellis (University of Auckland) Danuta Gabryś-Barker (University of Silesia) Carol Griffiths (Fatih University, Istanbul) Rebecca Hughes (University of Sheffield) Hanna Komorowska (University of Warsaw, SWPS) Diane Larsen-Freeman (University of Michigan) Barbara Lewandowska-Tomaszczyk (University of Łódź) Jan Majer (University
    [Show full text]
  • The Effect of Dual Language Activation on L2-Induced Changes in L1 Speech Within a Code-Switched Paradigm
    languages Article The Effect of Dual Language Activation on L2-Induced Changes in L1 Speech within a Code-Switched Paradigm Ulrich Reubold 1,* , Sanne Ditewig 1 , Robert Mayr 2 and Ineke Mennen 1,* 1 Department of English, University of Graz, 8010 Graz, Austria; [email protected] 2 Centre for Speech and Language Therapy and Hearing Science, Cardiff School of Health Sciences, Cardiff Metropolitan University, Cardiff CF5 2YB, UK; [email protected] * Correspondence: [email protected] (U.R.); [email protected] (I.M.) Abstract: The present study sought to examine the effect of dual language activation on L1 speech in late English–Austrian German sequential bilinguals, and to identify relevant predictor variables. To this end, we compared the English speech patterns of adult migrants to Austria in a code-switched and monolingual condition alongside those of monolingual native speakers in England in a monolingual condition. In the code-switched materials, German words containing target segments known to trigger cross-linguistic interaction in the two languages (i.e., [v–w], [St(K)-st(ô)] and [l-ª]) were inserted into an English frame; monolingual materials comprised English words with the same segments. To examine whether the position of the German item affects L1 speech, the segments occurred either before the switch (“He wants a Wienerschnitzel”) or after (“I like Würstel with mustard”). Critical acoustic measures of these segments revealed no differences between the groups in the monolingual condition, but significant L2-induced shifts in the bilinguals’ L1 speech production in the code- switched condition for some sounds.
    [Show full text]
  • The Dynamic Systems Approach in the Study of L1 and L2 Acquisition: an Introduction
    The Dynamic Systems approach in the study of L1 and L2 acquisition: an introduction Paul van Geert University of Groningen Abstract The basic properties and concepts of dynamic systems theory are introduced by means of an imaginary, literary example, namely Alice (from Wonderland) walking to the Queen in Trough the Looking Glass (Carroll, 1872). The discussion encompasses notions such as time evolution, evolution term, attractor, self-organization, time scales and so forth. These abstract notions are then applied to the study of L2 and L1. A description is given of the steps that should be taken towards the construction of dynamic systems models of L2 learning, including a discussion of the difficulties but also of the theoretical opportunities that accompany this model building. Finally, a concrete example is given of model building and of the study of variability as an indicator of developmental transitions in first language acquisition. Dynamic Systems Introduction – Van Geert 2 About twenty years ago the term dynamic systems began to appear in the titles of articles in developmental psychology. Since then, dynamic systems has been steadily but rather slowly increasing in the field, in terms of numbers of publications and areas of application. Nevertheless, and to my view rather disappointingly, the dissemination has not been very spectacular. Disappointing, because I believe dynamic systems should be the central approach in studies of development, learning and acquisition, because these phenomena are prime examples of dynamic systems. They cannot be truly understood if they are treated in the way we got used to, which is through investigating associations between variables across populations (for a discussion of this viewpoint, see Van Geert, 1998a; Van Geert and Steenbeek, 2005).
    [Show full text]
  • Finding the Key to Successful L2 Learning in Groups and Individuals Lowie, Wander; Van Dijk, Marijn; Chan, Huiping; Verspoor, Marjolijn
    University of Groningen Finding the key to successful L2 learning in groups and individuals Lowie, Wander; van Dijk, Marijn; Chan, HuiPing; Verspoor, Marjolijn Published in: Studies in Second Language Learning and Teaching DOI: 10.14746/ssllt.2017.7.1.7 IMPORTANT NOTE: You are advised to consult the publisher's version (publisher's PDF) if you wish to cite from it. Please check the document version below. Document Version Publisher's PDF, also known as Version of record Publication date: 2017 Link to publication in University of Groningen/UMCG research database Citation for published version (APA): Lowie, W., van Dijk, M., Chan, H., & Verspoor, M. (2017). Finding the key to successful L2 learning in groups and individuals. Studies in Second Language Learning and Teaching, 7(1), 127-148. DOI: 10.14746/ssllt.2017.7.1.7 Copyright Other than for strictly personal use, it is not permitted to download or to forward/distribute the text or part of it without the consent of the author(s) and/or copyright holder(s), unless the work is under an open content license (like Creative Commons). Take-down policy If you believe that this document breaches copyright please contact us providing details, and we will remove access to the work immediately and investigate your claim. Downloaded from the University of Groningen/UMCG research database (Pure): http://www.rug.nl/research/portal. For technical reasons the number of authors shown on this cover page is limited to 10 maximum. Download date: 18-12-2018 Studies in Second Language Learning and Teaching Department of English Studies, Faculty of Pedagogy and Fine Arts, Adam Mickiewicz University, Kalisz SSLLT 7 (1).
    [Show full text]