Article published In: Pragmatics
Vol. 33:1 (2023) ► pp.49–77
Development of the use of discourse markers across different fluency levels of CEFR
A learner corpus analysis
Available under the Creative Commons Attribution-NonCommercial (CC BY-NC) 4.0 license.
Published online: 13 June 2022
https://doi.org/10.1075/prag.21016.hua
https://doi.org/10.1075/prag.21016.hua
Abstract
Fluent L2 English speakers frequently use discourse markers (DMs) as a speech management strategy, but research has largely ignored how this develops across different proficiency levels and how it is related to immersive experiences. This study examines the developmental patterns of three DMs – well, you know and like – in the speech of learners at A2-C1 in CEFR with and without immersive experiences in target language environments. The fluency-rated LINDSEI corpus (173 learners) and a parallel native corpus (50 speakers) provided approximately 350,000 tokens and 3,395 instances of the analyzed DMs. Overall, DM frequency (especially with well and you know) among C1 speakers increases with rising fluency levels up to almost native-like levels. Immersive experience correlates positively with overall and individual DM frequency (except for like). As the skillful use of DMs results in more fluent speech production, the didactic implications for L2 instructors should be developed.
Keywords: discourse marker, speech fluency, immersive experience, learner corpus, CEFR, LINDSEI
Article outline
- 1.Introduction
- 2.Discourse markers in speech
- 2.1Discourse markers and speech fluency
- 2.2Discourse markers in native and learner discourse
- 2.3Discourse markers and immersive experience
- 2.4Focal discourse markers
- 3.Research questions
- 4.Methodology
- 4.1Corpus data under investigation
- 4.2Data analysis
- 5.Corpus analysis results
- 5.1Overall frequencies of the three discourse markers
- 5.2Three focal discourse markers in learner and native groups
- 5.2.1Discourse marker well
- 5.2.2Discourse marker you know;
- 5.2.3Discourse marker like
- 5.3Use of discourse markers and learners’ immersive experience
- 6.Discussion
- 6.1Developmental pattern of discourse markers across fluency levels in CEFR
- 6.2Effects of immersive experience on the use of discourse markers
- 7.Conclusion
- Acknowledgements
- Notes
References
References (61)
Aijmer, Karin. 2011. “Well I’m Not Sure I Think… The Use of Well by Non-Native Speakers.” International Journal of Corpus Linguistics 16 (2): 231–254.
Biber, Douglas, Edward Finegan, Stig Johansson, Susan Conrad, and Geoffrey Leech. 1999. Longman Grammar of Spoken and Written English. Essex: Pearson Education Limited.
Brinton, Laurel J. 1996. Pragmatic Markers in English: Grammaticalization and Discourse Functions. New York: Mouton de Gruyter.
Buysse, Lieven. 2012. “So as a Multifunctional Discourse Marker in Native and Learner Speech.” Journal of Pragmatics 44 (13): 1764–1782.
Carlsen, Cecilie. 2012. “Proficiency Level – A Fuzzy Variable in Computer Learner Corpora.” Applied Linguistics 33 (2): 161–183.
Carter, Ronald. 2008. “Right, Well, OK, So, It’s Like, You Know, Isn’t It, I Suppose: Spoken Words, Written Words and Why Speaking Is Different.” In The Sound and the Silence: Key Perspectives on Speaking and Listening and Skills for Life, ed. by Caroline Hudson, 11–23. Coventry: Quality Improvement Agency.
Carter, Ronald, and Michael McCarthy. 2006. Cambridge Grammar of English. Cambridge: Cambridge University Press.
Cohen, Jacob. 1988. Statistical Power Analysis for the Behavioral Sciences (2nd ed.). Hillsdale, NJ: Lawrence Earlbaum Associates.
Council of Europe. 2001. Common European Framework of Reference for Languages: Learning, Teaching, Assessment. Cambridge: Cambridge University Press.
. 2018. Common European Framework of Reference for Languages: Learning, Teaching, Assessment. Companion Volume with New Descriptors. Strasbourg Cedex: Council of Europe.
Crible, Ludivine. 2017. “Discourse Markers and (Dis)fluency across Registers: A Contrastive Usage-based Study in English and French.” PhD diss., Université de Berne.
Crible, Ludivine, Liesbeth Degand, and Gaëtanelle Gilquin. 2017. “The Clustering of Discourse Markers and Filled Pauses: A Corpus-Based French-English Study of (Dis)fluency.” Languages in Contrast 17 (1): 69–95.
De Cock, Sylvie. 2004. “Preferred Sequences of Words in NS and NNS Speech.” Belgian Journal of English Language and Literatures New Series 21: 225–246.
Dumont, Amandine. 2018. Fluency and Disfluency: A Corpus Study of Non-Native and Native Speaker (Dis)fluency Profiles. PhD thesis, Université Catholique de Louvain, Louvain-la-Neuve.
Fox Tree, Jean E., and Josef C. Schrock. 2002. “Basic Meanings of You Know and I Mean.” Journal of Pragmatics 34 (6): 727–747.
Fuller, Janet M. 2003. “Use of the Discourse Marker Like in Interviews.” Journal of Sociolinguistics 7 (3): 365–377.
Fung, Loretta, and Ronald Carter. 2007. “Discourse Markers and Spoken English: Native and Learner Use in Pedagogic Settings.” Applied Linguistics 28 (3): 410–439.
Gilquin, Gaëtanelle. 2008. “Hesitation Markers among EFL Learners: Pragmatic Deficiency or Difference?” In Pragmatics and Corpus Linguistics: A Mutualistic Entente, ed. by Jesús Romero-Trillo, 119–149. Berlin, Heidelberg and New York: Mouton de Gruyter.
. 2016. “Discourse Markers in L2 English: From Classroom to Naturalistic Input.” In New Approaches to English Linguistics: Building Bridges, ed. by Olga Timofeeva, Anne-Christine Gardner, Alpo Honkapohja, and Sarah Chevalier, 213–249. Amsterdam: John Benjamins.
Gilquin, Gaëtanelle, and Sylviane Granger. 2015. “Learner Language.” In The Cambridge Handbook of English Corpus Linguistics, ed. by Douglas Biber and Rand Reppen, 418–435. Cambridge: Cambridge University Press.
Gilquin, Gaëtanelle, Sylvie De Cock, and Sylviane Granger (eds.). 2010. LINDSEI Louvain International Database of Spoken English Interlanguage. Handbook and CD-ROM. Louvain-la-Neuve: Presses Universitaires de Louvain.
Götz, Sandra. 2013. Fluency in Native and Non-Native English Speech. Amsterdam: John Benjamins.
Götz, Sandra, and Joybrato Mukherjee. 2018. “Investigating the Effect of the Study Abroad Variable on Learner Output: A Pseudo-Longitudinal Study on Spoken German Learner English.” In Learner Corpus Research, ed. by Vaclav Brezina, and Lynne Flowerdew, 47–65. London: Bloomsbury.
Gráf, Tomáš. 2017. “The Story of the Learner Corpus LINDSEI_CZ.” Studie z Aplikované Lingvistiky [Studies in Applied Linguistics] 8 (2): 22–35.
Hasselgren, Angela. 2002. “Learner Corpora and Language Testing: Smallwords as Markers of Learner Fluency.” In Computer Learner Corpora, Second Language Acquisition and Foreign Language Teaching, ed. by Sylviane Granger, Joseph Hung, and Stephanie Petch-Tyson, 143–173. Amsterdam: John Benjamins.
Hellermann, John, and Andrea Vergun. 2007. “Language Which Is Not Taught: The Discourse Marker Use of Beginning Adult Learners of English.” Journal of Pragmatics 391: 157–179.
Hoey, Michael. 2002. “Spoken Discourse.” In Macmillan English Dictionary for Advanced Learners of American English, ed. by Michael Rundell, LA16–LA17. Oxford: Macmillan Education.
House, Juliane. 2009. “Subjectivity in English as Lingua Franca Discourse: The Case of You Know.” Intercultural Pragmatics 6 (2): 171–193.
Housen, Alex, Folkert Kuiken, and Ineke Vedder (eds.). 2012. Dimensions of L2 Performance and Proficiency: Complexity, Accuracy and Fluency in SLA. Amsterdam: John Benjamins.
Huang, Lan-fen. 2014. “Constructing the Taiwanese Component of the Louvain International Database of Spoken English Interlanguage (LINDSEI).” Taiwan Journal of TESOL 11 (1): 31–74.
. 2019. “A Corpus-Based Exploration of the Discourse Marker Well in Spoken Interlanguage.” Language and Speech 62 (3): 570–593.
Huang, Lan-fen, and Tomáš Gráf. (2021). “Expanding LINDSEI to Spoken Learner English from Several L1s across CEFR Levels.” Corpora 16 (2): 271–285.
Huang, Lan-fen, Simon Kubelec, Nicole Keng, and Lung-hsun Hsu. 2018. “Evaluating CEFR Rater Performance through the Analysis of Spoken Learner Corpora.” Language Testing in Asia 8 (14): 1–17.
Jones, Christian, Shelley Byrne, and Nicola Halenko. 2018. Successful Spoken English: Findings from Learner Corpora. Oxon: Routledge.
Leech, Nancy L., Karen C. Barrett, and George A. Morgan. 2005. SPSS for Intermediate Statistics: Use and Interpretation (2nd ed.). Mahwah, NJ: Lawrence Erlbaum Associates.
Liao, Silvie. 2009. “Variation in the Use of Discourse Markers by Chinese Teaching Assistants in the US.” Journal of Pragmatics 41 (7): 1313–1328.
Lin, Yen-liang. 2016. “Discourse Marking in Spoken Intercultural Communication between British and Taiwanese Adolescent Learners.” Pragmatics 26 (2): 221–245.
Liu, Binmei. 2016. “Effect of L2 Exposure: From a Perspective of Discourse Markers.” Applied Linguistics Review 7 (1): 73–98.
Lomax, Richard G., and Debbie L. Hahs-Vaughn. 2012. Statistical Concepts – A Second Course (4th ed.). New York: Routledge.
Mora, Joan C., and Margalida Valls-Ferrer. 2012. “Oral Fluency, Accuracy, and Complexity in Formal Instruction and Study Abroad Learning Contexts.” TESOL Quarterly 46 (4): 610–641.
Müller, Simone. 2005. Discourse Markers in Native and Non-Native English Discourse (Vol. 1381). Amsterdam: John Benjamins.
Neary-Sundquist, Colleen. 2014. “The Use of Pragmatic Markers across Proficiency Levels in Second Language Speech.” Studies in Second Language Learning and Teaching 4 (4): 637–663.
O’Keeffe, Anne, Michael McCarthy, and Ronald Carter. 2007. From Corpus to Classroom: Language Use and Language Teaching. Cambridge: Cambridge University Press.
Polat, Brittany. 2011. “Investigating Acquisition of Discourse Markers through a Developmental Learner Corpus.” Journal of Pragmatics 431: 3745–3756.
Romero-Trillo, Jesús. 2002. “The Pragmatic Fossilization of Discourse Markers in Non-Native Speakers of English.” Journal of Pragmatics 34 (6): 769–784.
Svartvik, Jan. 1980. “Well in Conversation.” In Studies in English Linguistics for Randolph Quirk, ed. by Sidney Greenbaum, Geoffrey Leech, and Jan Svartvik, 167–177. London: Longman.
Tabachnick, Barbara G., and Linda S. Fidell. 2012. Using Multivariate Statistics (6th ed.). Boston: Pearson.
Tottie, Gunnel. 2011. “Uh and Um as Sociolinguistic Markers in British English.” International Journal of Corpus Linguistics 16 (2): 173–197.
Tsai, Pei-shu., and Wo-hsin Chu. 2017. “The Use of Discourse Markers among Mandarin Chinese Teachers, and Chinese as a Second Language and Chinese as a Foreign Language Learners.” Applied Linguistics 38 (5): 638–665.
Vygotsky, Lev Semenovich. 1978. Mind in Society: The Development of Higher Psychological Processes. Cambridge, MA: Harvard University Press.
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