mlsanityData to 7 Oct 2026

Exploring the Constructicon: Linguistic Analysis of a Computational CxG

arXiv 2301.12642 ↗First posted 30 Jan 2023cs.CLcited by 3

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Abstract (arXiv)

Recent work has formulated the task for computational construction grammar as producing a constructicon given a corpus of usage. Previous work has evaluated these unsupervised grammars using both internal metrics (for example, Minimum Description Length) and external metrics (for example, performance on a dialectology task). This paper instead takes a linguistic approach to evaluation, first learning a constructicon and then analyzing its contents from a linguistic perspective. This analysis shows that a learned constructicon can be divided into nine major types of constructions, of which Verbal and Nominal are the most common. The paper also shows that both the token and type frequency of constructions can be used to model variation across registers and dialects.

Key facts. Cited by 3 papers in the map (data through 7 Oct 2026). Builds on 14 of its 33 references that are in the map. First posted on arXiv 30 Jan 2023.

Builds on

14 of 33 references.

References · 14

  1. 2015Character-level Convolutional Networks for Text Classificationcited by 2,293
  2. 2019Compressive Transformers for Long-Range Sequence Modellingcited by 699
  3. 2018Learning Word Vectors for 157 Languagescited by 279
  4. 2020Mapping Languages: The Corpus of Global Language Usecited by 42
  5. 2019Modeling Global Syntactic Variation in English Using Dialect Classificationcited by 13
  6. 2019Frequency vs. Association for Constraint Selection in Usage-Based Construction Grammarcited by 11
  7. 2021Finding Variants for Construction-Based Dialectometry: A Corpus-Based Approach to Regional CxGscited by 11
  8. 2021Global Syntactic Variation in Seven Languages: Towards a Computational Dialectologycited by 11
  9. 2014A Robust Transformation-Based Learning Approach Using Ripple Down Rules for Part-of-Speech Taggingcited by 9
  10. 2019Modeling the Complexity and Descriptive Adequacy of Construction Grammarscited by 9
  11. 2021Production vs Perception: The Role of Individuality in Usage-Based Grammar Inductioncited by 6
  12. 2021Learned Construction Grammars Converge Across Registers Given Increased Exposurecited by 6
2 more
  1. 2022Exposure and Emergence in Usage-Based Grammar: Computational Experiments in 35 Languagescited by 6
  2. 2022Stability of Syntactic Dialect Classification Over Space and Timecited by 5

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Citing papers per year: 2023: 2; 2024: 1.

3 papers.