MEASURING LONGITUDINAL WRITING DEVELOPMENT USING INDICES OF SYNTACTIC COMPLEXITY AND SOPHISTICATION
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Measures of syntactic complexity such as mean length of T-unit have been common measures of language proficiency in studies of second language acquisition. Despite the ubiquity and usefulness of such structure-based measures, they could be complemented with measures based on usage-based theories, which focus on the development of not just syntactic forms but also form-meaning pairs, called constructions (Ellis, 2002). Recent cross-sectional research (Kyle & Crossley, 2017) has indicated that indices related to usage-based characteristics of verb argument construction (VAC) use may be better indicators of writing proficiency than structure-based indices of syntactic complexity. However, because cross-sectional studies can only show general trends across proficiency benchmarks, it is important to test these findings in individuals over time (Lowie & Verspoor, 2019). Thus, this study investigates the developmental trajectories of second language learners of English across two academic years with regard to syntactic complexity and VAC sophistication.
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EFL writers tend to employ a narrower vocabulary range, favor high-frequency items, and produce lower scores on established lexical diversity measures compared to more proficient or native speakers.
“EFL writers tend to employ a narrower vocabulary range, favor high-frequency items, and produce lower scores on established lexical diversity measures compared to more proficient or native speakers”
From ARE AI DETECTORS FAIR TO EFL LEARNERS? A LIBRARY RESEARCH ON DETECTION BIAS AND ACADEMIC INTEGRITY (2026) · cites this paper as Kyle et al., 2021
The VAC SOPHISTICATION section says more proficient L2 users tend to use a higher proportion of low-frequency words, supporting the claim about word frequency. It does not establish that EFL writers have a narrower vocabulary range or lower scores on lexical-diversity measures than more proficient or native speakers. The paper's longitudinal findings concern syntactic complexity and verb-argument-construction sophistication, not those lexical-diversity comparisons. (LLM, conf=0.87)
Experimental — accuracy not yet measuredOne empirically observable property of interlanguage writing is its constrained lexical and syntactic profile.
“One of the empirically observable properties of interlanguage writing is its constrained lexical and syntactic profile.”
From ARE AI DETECTORS FAIR TO EFL LEARNERS? A LIBRARY RESEARCH ON DETECTION BIAS AND ACADEMIC INTEGRITY (2026) · cites this paper as Kyle et al., 2021
The Conclusion (page unavailable) reports observable lexical and syntactic differences as learners developed: they used more dependent clauses and less frequent main verbs over time. This supports the idea that learner writing has a measurable lexical and syntactic profile, but the paper does not establish that interlanguage writing generally has a constrained profile across proficiency levels. (LLM, conf=0.78)
Experimental — accuracy not yet measured
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L2 language development in oral and written modalities
Son, M. (2024) · Studies in Second Language Acquisition · doi:10.1017/s0272263124000329 · Cited by 3 · see citing works
ARE AI DETECTORS FAIR TO EFL LEARNERS? A LIBRARY RESEARCH ON DETECTION BIAS AND ACADEMIC INTEGRITY
Patty, J., & Matatula, M. Y. (2026) · J-Shelves of Indragiri (JSI) · doi:10.61672/jsi.v8i1.3557
“EFL writers tend to employ a narrower vocabulary range, favor high-frequency items, and produce lower scores on established lexical diversity measures compared to more proficient or native speakers (Crossley, 2020; Kyle et al., 2021).”
- Authors
- Kyle, K., Crossley, S., & Verspoor, M.
- Affiliations
- University of Oregon (US)
- Georgia State University (US)
- University of Groningen (NL)
- Corresponding author
- Kyle, Kristopher
- Crossley, Scott
- Verspoor, Marjolijn
- Venue
- Studies in Second Language Acquisition
- Publisher
- Cambridge University Press (CUP)
- Published
- 2020-10-27
- Volume
- 43
- Issue
- 4
- Pages
- 781-812
- ISSN
- 0272-2631 (ISSN-L)
- 1470-1545
- OpenAlex
- W3097478885
- Cited by
- 83
- References
- 4
- Citations by year
- 2026: 18 · 2025: 15 · 2024: 22 · 2023: 16 · 2022: 11 · 2020: 1
- FWCI
- 10.57
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Studies in Second Language Acquisition (publishedVersion)
- University of Groningen research database (University of Groningen / Centre for Information Technology) (submittedVersion, other-oa)
- Topics
- Social Sciences › Psychology › Developmental and Educational Psychology › Second Language Acquisition and Learning
- Social Sciences › Arts and Humanities › Language and Linguistics › EFL/ESL Teaching and Learning
- Social Sciences › Psychology › Developmental and Educational Psychology › Language Development and Disorders
- Keywords
- syntactic complexity, construction grammar, usage-based theory, second language writing, writing skills, developmental trajectories, longitudinal development, L2 English learners
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