Finding Concept-specific Biases in Form--Meaning Associations
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Abstract (arXiv)
This work presents an information-theoretic operationalisation of cross-linguistic non-arbitrariness. It is not a new idea that there are small, cross-linguistic associations between the forms and meanings of words. For instance, it has been claimed (Blasi et al., 2016) that the word for "tongue" is more likely than chance to contain the phone [l]. By controlling for the influence of language family and geographic proximity within a very large concept-aligned, cross-lingual lexicon, we extend methods previously used to detect within language non-arbitrariness (Pimentel et al., 2019) to measure cross-linguistic associations. We find that there is a significant effect of non-arbitrariness, but it is unsurprisingly small (less than 0.5% on average according to our information-theoretic estimate). We also provide a concept-level analysis which shows that a quarter of the concepts considered in our work exhibit a significant level of cross-linguistic non-arbitrariness. In sum, the paper provides new methods to detect cross-linguistic associations at scale, and confirms their effects are minor.
Key facts. Cited by 3 papers in the map (data through 7 Oct 2026). Builds on 3 of its 39 references that are in the map. First posted on arXiv 13 Apr 2021.
Builds on
3 of 39 references.
References · 3
- 2018Formal Limitations on the Measurement of Mutual Informationcited by 189
- 2020Phonotactic Complexity and its Trade-offscited by 23
- 2019Meaning to Form: Measuring Systematicity as Informationcited by 16
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Citing papers per year: 2021: 2; 2022: 0; 2023: 0; 2024: 0; 2025: 1.
3 papers.
- 2021How (Non-)Optimal is the Lexicon?cited by 11
- 2021Modeling the Unigram Distributioncited by 7
- 2025Adversarially Probing Cross-Family Sound Symbolism in 27 Languagescited by 0
- 2025Adversarially Probing Cross-Family Sound Symbolism in 27 Languages13 Dec 2025
- 2021Modeling the Unigram Distribution4 Jun 2021
- 2021How (Non-)Optimal is the Lexicon?29 Apr 2021