Predicting patterns of grammatical complexity across language exam task types and proficiency levels
Abstract
In the present article, we explore the extent to which previous research on register variation can be used to predict spoken/written task-type variation as well as differences across score levels in the context of a major standardized language exam (TOEFL iBT). Specifically, we carry out two sets of linguistic analyses based on a large corpus of TOEFL iBT responses: one investigating the use of 23 grammatical complexity features, and the second based on co-occurrence patterns among linguistic features, using Multi-Dimensional (MD) analysis. The first set of analyses confirms the predictions from research on register variation: there are systematic linguistic differences among spoken versus written and independent versus integrated task types. However, hypothesized developmental progressions in the use of these grammatical complexity features were generally not confirmed by score-level differences. In contrast, the MD analysis yielded more robust predictors of both task types and score-level differences, indicating that linguistic descriptions are more reliable and informative when they are based on dimensions of co-occurring lexico-grammatical features. In conclusion, we discuss the application of such dimensions as holistic complexity measures in language development/testing research.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Previous studies have found differences in syntactic performance across modalities and genres in both first language systems and interlanguage systems.
“Previous studies have found differences in the syntactic performance across modalities and genres in both first language systems and interlanguage systems (Biber, 1988; Kormos, 2014; Biber et al., 2016; Qin and Uccelli, 2016; Zalbidea, 2017; Bulté and Roothooft, 2020).”
From Syntactic Networks of Interlanguage Across L2 Modalities and Proficiency Levels (2021) · cites this paper as Biber et al., 2016
Cited by
Sorted by citations
Measuring Syntactic Complexity in L2 Writing Using Fine‐Grained Clausal and Phrasal Indices
KYLE, K., & CROSSLEY, S. A. (2018) · The Modern Language Journal · doi:10.1111/modl.12468 · Cited by 405 · see citing works
Shen, C., Shi, P., Guo, J., Xu, S., & Tian, J. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1258286 · Cited by 42 · see citing works
Linguistic complexity in second language acquisition
Kuiken, F. (2023) · Linguistics Vanguard · doi:10.1515/lingvan-2021-0112 · Cited by 34 · see citing works
Linguistic complexity as the predictor of EFL independent and integrated writing quality
Zhang, Y., & Ouyang, J. (2023) · Assessing Writing · doi:10.1016/j.asw.2023.100727 · Cited by 28 · see citing works
Dense and Disconnected: Analyzing the Sedimented Style of ChatGPT-Generated Text at Scale
Markey, B., Brown, D. W., Laudenbach, M., & Kohler, A. (2024) · Written Communication · doi:10.1177/07410883241263528 · Cited by 27 · see citing works
Syntactic Networks of Interlanguage Across L2 Modalities and Proficiency Levels
Hao, Y., Wang, X., Wu, M., & Liu, H. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.643120 · Cited by 8 · see citing works
- Authors
- Biber, D., Gray, B., & Staples, S.
- Affiliations
- Northern Arizona University (US)
- Iowa State University (US)
- Purdue University West Lafayette (US)
- Corresponding author
- Staples, Shelley
- Venue
- Applied Linguistics
- Publisher
- Oxford University Press (OUP)
- Published
- 2014-10-21
- Volume
- 37
- Issue
- 5
- Pages
- 639-668
- ISSN
- 0142-6001 (ISSN-L)
- 1477-450X
- OpenAlex
- W2324353111
- Cited by
- 297
- References
- 0
- Citations by year
- 2026: 24 · 2025: 46 · 2024: 35 · 2023: 38 · 2022: 35 · 2021: 30 · 2020: 25 · 2019: 33 · 2018: 12 · 2017: 10 · 2016: 5 · 2015: 2 · 2013: 1
- FWCI
- 40.01
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Applied Linguistics (publishedVersion)
- HighWire Press Open Archive (submittedVersion)
- Topics
- Social Sciences › Arts and Humanities › Language and Linguistics › EFL/ESL Teaching and Learning
- Social Sciences › Psychology › Developmental and Educational Psychology › Second Language Acquisition and Learning
- Social Sciences › Arts and Humanities › Literature and Literary Theory › Discourse Analysis in Language Studies
- Keywords
- grammatical complexity, register variation, TOEFL iBT, proficiency level, written vs. spoken language, linguistic features, co-occurrence patterns, multidimensional analysis, language assessment, language development
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review