mlsanityData to 7 Oct 2026

Phonotactic Complexity and its Trade-offs

arXiv 2005.03774 ↗First posted 7 May 2020cs.CLcited by 23

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Abstract (arXiv)

We present methods for calculating a measure of phonotactic complexity---bits per phoneme---that permits a straightforward cross-linguistic comparison. When given a word, represented as a sequence of phonemic segments such as symbols in the international phonetic alphabet, and a statistical model trained on a sample of word types from the language, we can approximately measure bits per phoneme using the negative log-probability of that word under the model. This simple measure allows us to compare the entropy across languages, giving insight into how complex a language's phonotactics are. Using a collection of 1016 basic concept words across 106 languages, we demonstrate a very strong negative correlation of -0.74 between bits per phoneme and the average length of words.

Key facts. Cited by 23 papers in the map (data through 7 Oct 2026). First posted on arXiv 7 May 2020.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 7; 2022: 2; 2023: 4; 2024: 1; 2025: 5; 2026: 4.

23 papers.

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  1. 2022Locally Typical Samplingcited by 108
  2. 2021A surprisal--duration trade-off across and within the world's languagescited by 22
  3. 2023An Information-Theoretic Analysis of Self-supervised Discrete Representations of Speechcited by 15
  4. 2025POWSM: A Phonetic Open Whisper-Style Speech Foundation Modelcited by 14
  5. 2021How (Non-)Optimal is the Lexicon?cited by 11
  6. 2021Disambiguatory Signals are Stronger in Word-initial Positionscited by 9
  7. 2021Modeling the Unigram Distributioncited by 7
  8. 2025IPA-CHILDES & G2P+: Feature-Rich Resources for Cross-Lingual Phonology and Phonemic Language Modelingcited by 6
  9. 2023Information-Theoretic Characterization of Vowel Harmony: A Cross-Linguistic Study on Word Listscited by 4
  10. 2026PRiSM: Benchmarking Phone Realization in Speech Modelscited by 4
  11. 2021Finding Concept-specific Biases in Form--Meaning Associationscited by 3
  12. 2025Using Information Theory to Characterize Prosodic Typology: The Case of Tone, Pitch-Accent and Stress-Accentcited by 3
11 more
  1. 2021On Homophony and R'enyi Entropycited by 2
  2. 2023Colexifications for Bootstrapping Cross-lingual Datasets: The Case of Phonology, Concreteness, and Affectivenesscited by 2
  3. 2025BabyLM's First Words: Word Segmentation as a Phonological Probing Taskcited by 2
  4. 2023Minimal Effective Theory for Phonotactic Memory: Capturing Local Correlations due to Errors in Speechcited by 1
  5. 2025Transformer-Enabled Diachronic Analysis of Vedic Sanskrit: Neural Methods for Quantifying Types of Language Changecited by 1
  6. 2026The Distribution of Phoneme Frequencies across the World's Languages: Macroscopic and Microscopic Information-Theoretic Modelscited by 1
  7. 2021Dependency distance minimization predicts compressioncited by 0
  8. 2022NU HLT at CMCL 2022 Shared Task: Multilingual and Crosslingual Prediction of Human Reading Behavior in Universal Language Spacecited by 0
  9. 2024Phonotactic Complexity across Dialectscited by 0
  10. 2026Modelling the Diachronic Emergence of Phoneme Frequency Distributionscited by 0
  11. 2026A Modular Architecture for Typologically Controlled Lexicon Generationcited by 0