Article published In: Cumulative Knowledge Building in Learner Corpus Research
Edited by Tove Larsson and Douglas Biber
[International Journal of Learner Corpus Research 11:1] 2025
► pp. 145–177
Comparing theory-based models of grammatical complexity in student writing
Published online: 1 July 2024
https://doi.org/10.1075/ijlcr.23036.bib
https://doi.org/10.1075/ijlcr.23036.bib
Abstract
The present study tests the empirical adequacy of competing models of grammatical complexity in university student
writing, based on analysis of disciplinary texts from L1-English and L2-English students. The results show that grammatical
complexity in student writing must be treated as a multi-dimensional linguistic construct, distinguishing among both structural
types and syntactic functions. We compare the results here to previous research (Biber et al., 2024a, b), showing a similar patterning of complexity features in student writing and the broader domain of general
writing. Two of these groupings – dependent phrases functioning as noun modifiers, and finite dependent clauses functioning as
clause-level constituents – are especially interesting. These two groupings represent the strongest co-occurrence patterns in
general writing, but only the dependent clause grouping is represented in student writing. This discrepancy is interpreted
relative to the development of advanced proficiency in the use of complexity features by university students.
Article outline
- 1.Introduction
- 2.A survey of previous complexity research on written learner language
- 2.1The Measurement Approach
- 2.2The Descriptive Grammar Approach
- 2.3A comparison of the linguistic basis of Measurement Approaches versus Descriptive Grammar Approaches
- 3.The specific hypotheses: Motivating the models of grammatical complexity
- 4.Corpus, linguistic analyses, and statistical methods
- 5.Evaluation of the complexity models
- 6.Stereotypical clausal and phrasal complexity
- 7.Summary and conclusion
- Notes
References
References (63)
Ahn, H. (2019). From
interlanguage grammar to target grammar in L2 processing of definiteness as uniqueness. Second
Language Research, 371, 91–119.
Beers, S. F., & Nagy, W. E. (2011). Writing
development in four genres from grades three to seven: syntactic complexity and genre
differentiation. Reading and
Writing, 241, 183–202.
Bi, P., & Jiang, J. (2020). Syntactic
complexity in assessing young adolescent EFL learners’ writings: Syntactic elaboration and
diversity. System, 911.
(2014). Using
multi-dimensional analysis to explore cross-linguistic universals of register
variation. Languages in
Contrast, 141, 7–34.
Biber, D., & Gray, B. (2016). Grammatical
complexity in academic English: Linguistic change in writing. Cambridge University Press.
Biber, D., Gray, B., & Poonpon, K. (2011). Should
we use characteristics of conversation to measure grammatical complexity in L2 writing
development? TESOL
Quarterly, 45(1), 5–35.
Biber, D., Gray, B., Staples, S., & Egbert, J. (2020). Investigating
grammatical complexity in L2 English writing research: Linguistic description versus predictive
measurement. Journal of English for Academic
Purposes, 461, 1–14.
Biber, D., Johansson, S., Leech, G., Conrad, S., & Finegan, E. (2021). Grammar
of spoken and written English. John Benjamins. [Previously
published in 1999 by Longman]
Biber, D., Larsson, T., & Hancock, G. R. (2024a). The
linguistic organization of text complexity: Comparing the empirical adequacy of theory-based
models. Corpus Linguistics and Linguistic Theory. 20(2), 347–373.
(2024b). Dimensions
of text complexity in the spoken and written modes: A comparison of theory-based
models. Journal of English Linguistics. 52(1), 65–94.
Biber, D., Reppen, R., Staples, S., & Egbert, J. (2020). Exploring
the longitudinal development of grammatical complexity in the disciplinary writing of L2-English university
students. International Journal of Learner Corpus
Research, 6(1), 38–71.
Bulté, B., & Housen, A. (2012). Defining
and operationalising L2 complexity. In A. Housen, F. Kuiken, & I. Vedder (Eds.), Dimensions
of L2 performance and proficiency. Complexity, accuracy and fluency in
SLA (pp. 21–46). Benjamins.
(2014). Conceptualizing
and measuring short-term changes in L2 writing complexity. Journal of Second Language
Writing, 261, 42–65.
(2018). Syntactic
complexity in L2 writing: Individual pathways and emerging group trends. International Journal
of Applied
Linguistics, 281, 147–164.
Casal, J. E., & Lee, J. J. (2019). Syntactic
complexity and writing quality in assessed first-year L2 writing. Journal of Second Language
Writing, 441, 51–62.
Ellis, R., & Yuan, F. (2004). The
effects of planning on fluency, complexity, and accuracy in second language narrative
writing. Studies in Second Language
Acquisition, 261, 59–84.
Frear, M. W., & Bitchener, J. (2015). The
effects of cognitive task complexity on writing complexity. Journal of Second Language
Writing, 301, 45–57.
Jiang, J., Bi, P., & Liu, H. (2019). Syntactic
complexity development in the writings of EFL learners: Insights from a dependency syntactically-annotated
corpus. Journal of Second Language
Writing, 461, 100666.
Johnson, M. (2017). Cognitive
task complexity and L2 written syntactic complexity, accuracy, lexical complexity, and fluency: A research synthesis and
meta-analysis. Journal of Second Language
Writing, 371, 13–38.
Kormos, J. (2011). Task
complexity and linguistic and discourse features of narrative writing performance. Journal of
Second Language
Writing, 201, 148–161.
Kreyer, R., & Schaub, S. (2018). The
development of phrasal complexity in German intermediate learners of English. International
Journal of Learner Corpus
Research, 41, 82–111.
Kushik, G. A., & Huhta, A. (2020). Investigating
syntactic complexity in EFL learners’ writing across common European framework of reference levels A1, A2, and
B1. Applied
Linguistics, 411, 506–532.
Kyle, K. (2016). Measuring
syntactic development in L2 writing: Fine grained indices of syntactic complexity and usage-based indices of syntactic
sophistication. [Doctoral Dissertation, Georgia State University].
Kyle, K., & Crossley, S. A. (2018). Measuring
syntactic complexity in L2 writing using fine-grained clausal and phrasal indices. The Modern
Language
Journal, 1021, 333–349.
Kyle, K., Crossley, S. A., & Verspoor, M. (2021). Measuring
longitudinal writing development using indices of syntactic complexity and
sophistication. Studies in Second Language
Acquisition, 43(4), 781–812.
Lan, G., Lucas, K., & Sun, Y. (2019). Does
L2 writing proficiency influence noun phrase complexity? A case analysis of argumentative essays written by Chinese students
in a first-year composition
course. System, 851, 1–13.
Lan, G., & Sun, Y. (2019). A
corpus-based investigation of noun phrase complexity in the L2 writings of a first-year composition
course. Journal of English for Academic
Purposes, 381, 14–24.
Larsson, T., Biber, D., & Hancock, G. R. (forthcoming). On
the role of cumulative knowledge building and specific hypotheses: The case of grammatical
complexity. Corpora, 19(3).
Lei, L., Wen, J., & Yang, X. (2023). A
large-scale longitudinal study of syntactic complexity development in EFL writing: A mixed-effects model
approach. Journal of Second Language
Writing, 591.
Li, Y., Lin, S., Liu, Y., & Lu, X. (2023). The
predictive powers of fine-grained syntactic complexity indices for letter writing proficiency and their relationship to
pragmatic appropriateness. Assessing
Writing, 561.
Lu, X. (2010). Automatic
analysis of syntactic complexity in second language writing. International Journal of Corpus
Linguistics, 15(4), 474–496.
(2017). Automated
measurement of syntactic complexity in corpus-based L2 writing research and implications for writing
assessment. Language
Testing, 341, 493–511.
Lu, X., & Ai, H. (2015). Syntactic
complexity in college-level English writing: Differences among writers with diverse L1
backgrounds. Journal of Second Language
Writing, 291, 16–27.
Lu, X., Casal, E., & Liu, Y. (2020). The
rhetorical functions of syntactically complex sentences in social science research article
introductions. Journal of English for Academic
Purposes, 441.
Mancilla, R. L., Polat, N., & Akcay, A. O. (2017). An
investigation of native and nonnative English speakers’ levels of written syntactic complexity in asynchronous online
discussions. Applied
Linguistics, 381, 112–134.
Martínez, A. C. L. (2018). Analysis
of syntactic complexity in secondary education EFL writers at different proficiency
levels. Assessing
Writing, 351, 1–11.
Nasseri, M. (2021). Is
postgraduate English academic writing more clausal or phrasal? Syntactic complexification at the crossroads of genre,
proficiency, and statistical modeling. Journal of English for Academic
Purposes, 491.
Norris, J. M., & Ortega, L. (2009). Towards
an organic approach to investigating CAF in SLA: The case of complexity. Applied
Linguistics, 301, 555–578.
Ortega, L. (2003). Syntactic
complexity measures and their relationship to L2 proficiency: A research synthesis of college-level L2
writing. Applied
Linguistics, 241, 492–518.
Parkinson, J., & Musgrave, J. (2014). Development
of noun phrase complexity in the writing of English for Academic Purposes students. Journal of
English for Academic
Purposes, 141, 48–59.
Polat, N., Mahalingappa, L., & Mancilla, R. L. (2020). Longitudinal
growth trajectories of written syntactic complexity: The case of Turkish learners in an intensive English
program. Applied
Linguistics, 411, 688–711.
Polio, C., & Yoon, H-J. (2018). The
reliability and validity of automated tools for examining variation in syntactic complexity across
genres. International Journal of Applied
Linguistics, 281, 165–188.
Qian, L., Yang, Y., & Zhao, Y. (2021). Syntactic
complexity revisited: sensitivity of China’s AES-generated scores to syntactic measures, effects of discourse-mode and
topic. Reading and
Writing, 341, 681–704.
Qin, W., & Uccelli, P. (2020). Beyond
linguistic complexity: Assessing register flexibility in EFL writing across contexts. Assessing
Writing, 451.
Quirk, R., Greenbaum, S., Leech, G., & Svartvik, J. (1985). A
comprehensive grammar of the English
language. Longman.
Rankin, T. (2022). Input
and competing grammars in L2 syntax. Second Language
Research, 391, 581–596.
Seo, N., & Oh, S.-Y. (2024). Development
of clausal and phrasal complexity in L2 writing: A case of argumentative essays of Korean college
students. English for Specific
Purposes, 731. 46–60.
Shao, Z., Zhang, H., Zhang, J., Zhang, Y., & Xu, X. (2022). Phrasal
complexity in English argumentative writing: Variations across Chinese STEM versus English majors– production and EFL textbook
essays. Journal of English for Academic
Purposes, 551.
Staples, S., Egbert, J., Biber, D., & Gray, B. (2016). Academic
writing development at the university level: Phrasal and clausal complexity across level of study, discipline, and
genre. Written
Communication, 331, 149–183.
Staples, S., Gray, B., Biber, D., & Egbert, J. (2023). Writing
trajectories of grammatical complexity at the university: Comparing L1 and L2 English writers in
BAWE. Applied
Linguistics, 441, 46–71.
Willis, D. (2003). Rules,
patterns and words: Grammar and lexis in English language teaching. Cambridge University Press.
Wolfe-Quintero, K., Inagaki, S., & Kim, H-Y. (1998). Second
language development in writing: Measures of fluency, accuracy, and complexity [Technical Report No.
17]. University of Hawaii.
Wu, X., Mauranen, A., & Lei, L. (2020). Syntactic
complexity in English as a lingua franca academic writing. Journal of English for Academic
Purposes, 431.
Yoon, H.-J. (2017). Linguistic
complexity in L2 writing revisited: Issues of topic, proficiency, and construct
multidimensionality. System, 661, 130–141.
(2021). Challenging
the connection between task perceptions and language use in L2 writing: Genre, cognitive task complexity, and linguistic
complexity. Journal of Second Language
Writing, 541.
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