Exploring Sound Change Over Time: A Review of Computational and Human Perception
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Abstract (arXiv)
Computational and human perception are often considered separate approaches for studying sound changes over time; few works have touched on the intersection of both. To fill this research gap, we provide a pioneering review contrasting computational with human perception from the perspectives of methods and tasks. Overall, computational approaches rely on computer-driven models to perceive historical sound changes on etymological datasets, while human approaches use listener-driven models to perceive ongoing sound changes on recording corpora. Despite their differences, both approaches complement each other on phonetic and acoustic levels, showing the potential to achieve a more comprehensive perception of sound change. Moreover, we call for a comparative study on the datasets used by both approaches to investigate the influence of historical sound changes on ongoing changes. Lastly, we discuss the applications of sound change in computational linguistics, and point out that perceiving sound change alone is insufficient, as many processes of language change are complex, with entangled changes at syntactic, semantic, and phonetic levels.
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References · 10
- 2015Effective Approaches to Attention-based Neural Machine Translationcited by 1,024
- 2016Diachronic Word Embeddings Reveal Statistical Laws of Semantic Changecited by 219
- 2020SemEval-2020 Task 1: Unsupervised Lexical Semantic Change Detectioncited by 105
- 2024Graph-based Clustering for Detecting Semantic Change Across Time and Languagescited by 10
- 2024Automating Sound Change Prediction for Phylogenetic Inference: A Tukanoan Case Studycited by 4
- 2022Letters From the Past: Modeling Historical Sound Change Through Diachronic Character Embeddingscited by 3
- 2024Are Sounds Sound for Phylogenetic Reconstruction?cited by 3
- 2024Syntactic Language Change in English and German: Metrics, Parsers, and Convergencescited by 3
- 2024Presence or Absence: Are Unknown Word Usages in Dictionaries?cited by 3
- 2019Detecting Syntactic Change Using a Neural Part-of-Speech Taggercited by 1
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