How the complex verb phrase complexity measures predict Chinese L2 writing quality

Yuxin Hao Shanghai International Studies University ; Jinshu Li Hefei University ; Xuelin Wang Guangdong University of Foreign Studies ; Haitao Liu Fudan University

Abstract

Previous studies on L2 phrase complexity predominantly focused on noun phrases, while the verb phrase complexity are few and mostly simple verb phrase structures, they have limited expressive capacity. Complex verb phrase structures (e.g., n-grams, VACs) also have limitations. The present study proposes a set of 41 Chinese complex verb phrase structures and are meaningful. A total of 246 verb phrase complexity measures are calculated from the dimensions of account, frequency, diversity, and density. The ability of these measures to predict writing quality is compared with that of 10 large-grained syntactic complexity measures. The results show that large-grained measures (Average sentence length) and verb phrase complexity measures (two verb-object structures and three adverbial-head structures) can respectively explain 14.4% and 41.9% of variance in writing scores. Our results illustrate the importance of Chinese complex verb phrase structures in assessing L2 writing quality.

Journal
Assessing Writing
Published
2026-10-01
DOI
10.1016/j.asw.2026.101109
CompPile
Open Access
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References (58) · 4 in this index

  1. Register, genre, and style
  2. Should we use characteristics of conversation to measure grammatical complexity in L2 wri…
    TESOL Quarterly  ↗
  3. Investigating grammatical complexity in L2 English writing research: Linguistic descripti…
    Journal of English for Academic Purposes  ↗
  4. Conceptualizing and measuring short-term changes in L2 writing complexity
    Journal of Second Language Writing  ↗
  5. Usage-based grammar and second language acquisition
    Routledge eBooks
Show all 58 →
  1. Cross-linguistic collocational networks in the L1 Turkish–L2 English mental lexicon
    Lingua  ↗
  2. Syntactic complexity and writing quality in assessed first-year L2 writing
    Journal of Second Language Writing  ↗
  3. Statistical power analysis for the behavioral sciences
  4. Assessing Writing
  5. Sequencing in SLA: Phonological memory, chunking, and points of order[J]
    Studies in Second Language Acquisition  ↗
  6. Frequency effects in language processing: A review with implications for theories of impl…
    Studies in Second Language Acquisition  ↗
  7. Construction learning as a function of frequency, frequency distribution, and function
    The Modern Language Journal  ↗
  8. The processing of verb-argument constructions is sensitive to form, function, frequency, …
    Cognitive Linguistics  ↗
  9. Beginning and intermediate L2 writer’s use of n-grams: an association measures study
    International Review of Applied Linguistics in Language Teaching  ↗
  10. n-grams measures and L2 writing proficiency
    System  ↗
  11. Disentangling the phraseological web
    John Benjamins Publishing Company eBooks
  12. On the relationship between collocation-based syntactic complexity and Chinese second lan…
    Yuyan Wenzi Yingyong [Applied Linguistics
  13. Word-Combination-Based measures of phraseological diversity, sophistication, and complexi…
    Language Learning  ↗
  14. Measurements of development in L2 written production: the case of L2 Chinese
    Applied Linguistics  ↗
  15. Phraseological complexity and low- and intermediate-level L2 learners’ writing quality
    International Review of Applied Linguistics in Language Teaching  ↗
  16. Syntactic maturity in second language writings: A case of Chinese as a foreign language (CFL)
    Journal of the Chinese Language Teachers Association
  17. Predicting L2 Writing Proficiency Using Linguistic Complexity Measures: A Corpus-Based Study
    English Teaching  ↗
  18. Assessing Writing
  19. Assessing syntactic sophistication in L2 writing: A usage-based approach
    Language Testing  ↗
  20. Measuring syntactic complexity in L2 writing using fine-grained clausal and phrasal measures
    The Modern Language Journal  ↗
  21. A corpus-based investigation on noun phrase complexity in L1 and L2 English writing
    English for Specific Purposes  ↗
  22. Mandarin Chinese: A functional reference grammar
  23. Chinese as a verb-based language: A discussion on the typological differences between ver…
    Chinese Teaching in the World
  24. Investigating the Use of Article-Adjective-Noun Constructions in EFL Writing
    Teaching English as a Second or Foreign Language
  25. Automatic analysis of syntactic complexity in second language writing
    International Journal of Corpus Linguistics  ↗
  26. A Corpus-Based evaluation of syntactic complexity measures as measures of College-Level E…
    TESOL Quarterly  ↗
  27. Syntactic complexity in college-level English writing: Differences among writers with div…
    Journal of Second Language Writing  ↗
  28. Problems of Chinese grammar analysis
  29. Toward an organic approach to investigating CAF in instructed SLA: the case of complexity
    Applied Linguistics  ↗
  30. Syntactic Complexity Measures and their Relationship to L2 Proficiency: A Research Synthe…
    Applied Linguistics  ↗
  31. The phraseological dimension in interlanguage complexity research
    Second Language Research  ↗
  32. Same language, different functions: A cross-genre analysis of Chinese EFL learners’ writi…
    Journal of Second Language Writing  ↗
  33. A comprehensive grammar of the English language
  34. Using COBUILD grammar patterns for a large-scale analysis of verb-argument constructions
  35. Linking learner corpus and experimental data in studying second language learners’ knowle…
    ICAME Journal  ↗
  36. A comparison of prepositions in English and Chinese
    Foreign Language Teaching and Research
  37. The scientific nature of the HSK
    Chinese Teaching in the World
  38. Multivariate statistics were used (version 6)
  39. What linguistic features are indicative of writing quality? A case of argumentative essay…
    TESOL Quarterly  ↗
  40. Constructing a language: A usage-based theory of language acquisition
  41. Verb argument construction complexity measures and L2 writing quality: Effects of writing…
    Journal of Second Language Writing  ↗
  42. Classification of L2 thesis statement writing performance using syntactic complexity measures
    Proceedings of the Fourth International Conference Computational Linguistics in Bulgaria (CLIB 2020)
  43. Assessing Writing
  44. Second language development in writing: Measures of Fluency, Accuracy, & Complexity
  45. The grammatical complexity in English native speakers’ Chinese writing
    Language Teaching and Linguistic Studies
  46. The research of measures of the grammatical complexity in South Korean native speakers’ C…
    Linguistic Sciences
  47. Effects of production modalities on syntactic complexity in intermediate level CSL learners
    Chinese Teaching in the World
  48. The relationship between syntactic complexity and L2 Chinese writing quality: Large-grain…
    Yuyan Wenzi Yingyong [Applied Linguistics]
  49. Different topics, different discourse: Relationships among writing topic, measures of syn…
    Journal of Second Language Writing  ↗
  50. The Linguistic Development of Students of English as a Second Language in Two Written Genres
    TESOL Quarterly  ↗
  51. An organic syntactic complexity measure for the Chinese language: the TC-Unit
    Applied Linguistics  ↗
  52. Effects of n-grams on the rated L2 writing quality of expository essays: A conceptual rep…
    System  ↗
  53. Assessing Writing