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Decomposing dependency analysis

Revisiting the Relation Between Annotation Scheme and Structure-Based Textual Measures

Bibliographic Data

ID7151825
AuthorsTsy Yih (0000-0003-2401-8486, Tongji University), Haitao Liu (0000-0003-1724-4418, University of Languages and International Studies, corresponding author)
Year2025
Volume40
Issue1
Pages400-418
Publication date2025-04-01
Open AccessYes
TypeARTICLE
VenueDigital Scholarship in the Humanities (JOURNAL)
Journal identifiersISSN: 2055-7671 • E-ISSN: 2055-768X
PublisherOxford University Press (PUBLISHER • GB)
DOI10.1093/llc/fqaf003
OpenAlexW4406877718
LanguageEN
Citations received1
References cited28

Standardized quantitative measurement of texts lies at the heart of digital approaches to humanities. Structure-based textual measures are known to be influenced by the choice of syntactic annotation schemes. Building on previous research, the present article further explores the relation between annotation schemes and the index of mean dependency distance (MDD) by comparing the treebanks of seventeen languages, respectively, within a tree representation (basic universal dependencies, BUD) and within a graphic representation (enhanced universal dependencies, EUD). Following the idea of decomposing annotation schemes into the combinations of analyses of specific constructions (coordinate structures, control constructions, and relative clauses), we design algorithms to identify them in the CoNLL-U format treebanks and explore their influences. It is found that the overall MDD of the EUD representation is statistically higher than that of BUD at corpus level, primarily affected by the coordinate structure due to its high frequency. At sentence level, all three constructions might contribute to either increased or decreased MDD, with stochastically intervening words and word order being two important determinants of the values of the measure. Finally, we propose and argue for the view that MDDs calculated under different annotation schemes should be regarded as different textual measures in nature. In sum, the present study provides another case study to deepen our understanding of the nature of syntactic annotation schemes and its relation with textual indices, which paves the way for standard measurement of texts in future humanities research

Annotation · Data mining · Dependency (UML) · Epistemology · Linguistics · Natural language processing · Relation (database) · Scheme (mathematics) · Advanced Text Analysis Techniques · Artificial Intelligence · Computer Science · Mathematics · Natural Language Processing Techniques · Philosophy · Topic Modeling

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    Open Access•Haitao Liu, Haitao Liu Haitao Liu•Journal of Cognitive Science•2008

  • Large-scale evidence of dependency length minimization in 37 languages

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    Open Access•Haitao Liu, Chunshan Xu et al.•Physics of Life Reviews•2017

  • Semantic Roles or Syntactic Functions

    Open Access•Jianwei Yan, Haitao Liu•Studia Linguistica•2022

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    Lee Drown, Nikole Giovannone et al.•Linguistics Vanguard•2024

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    Lee Drown, Nikole Giovannone et al.•Linguistics Vanguard•2024

  • Effects of Syntactic Distance and Word Order on Language Processing

    Open Access•Ruochen Niu, Haitao Liu•Journal of Psycholinguistic…•2022

  • The effects of sentence length on dependency distance, dependency direction and the implications-Based on a parallel English-Chinese dependency treebank

    Open Access•Jingyang Jiang, Haitao Liu•Language Sciences•2015

  • The effects of genre on dependency distance and dependency direction

    Open Access•Yaqin Wang, Haitao Liu•Language Sciences•2017

  • Dependency direction as a means of word-order typology

    Open Access•Haitao Liu•Lingua•2010

  • Dependency locality as an explanatory principle for word order

    Open Access•Richard Futrell, Roger Levy et al.•Language•2020

Citations per year1
Citation span2026 - 2026 (1)
Highly citedNo

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