Phonotactic Complexity and its Trade-offs
Not on the map. Why?
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.
Builds on
No reference list yet.
Built on by
Citing papers per year: 2021: 7; 2022: 2; 2023: 4; 2024: 1; 2025: 5; 2026: 4.
23 papers.
Sort:
- 2022Locally Typical Samplingcited by 108
- 2021A surprisal--duration trade-off across and within the world's languagescited by 22
- 2023An Information-Theoretic Analysis of Self-supervised Discrete Representations of Speechcited by 15
- 2025POWSM: A Phonetic Open Whisper-Style Speech Foundation Modelcited by 14
- 2021How (Non-)Optimal is the Lexicon?cited by 11
- 2021Disambiguatory Signals are Stronger in Word-initial Positionscited by 9
- 2021Modeling the Unigram Distributioncited by 7
- 2025IPA-CHILDES & G2P+: Feature-Rich Resources for Cross-Lingual Phonology and Phonemic Language Modelingcited by 6
- 2023Information-Theoretic Characterization of Vowel Harmony: A Cross-Linguistic Study on Word Listscited by 4
- 2026PRiSM: Benchmarking Phone Realization in Speech Modelscited by 4
- 2021Finding Concept-specific Biases in Form--Meaning Associationscited by 3
- 2025Using Information Theory to Characterize Prosodic Typology: The Case of Tone, Pitch-Accent and Stress-Accentcited by 3
11 more
- 2021On Homophony and R'enyi Entropycited by 2
- 2023Colexifications for Bootstrapping Cross-lingual Datasets: The Case of Phonology, Concreteness, and Affectivenesscited by 2
- 2025BabyLM's First Words: Word Segmentation as a Phonological Probing Taskcited by 2
- 2023Minimal Effective Theory for Phonotactic Memory: Capturing Local Correlations due to Errors in Speechcited by 1
- 2025Transformer-Enabled Diachronic Analysis of Vedic Sanskrit: Neural Methods for Quantifying Types of Language Changecited by 1
- 2026The Distribution of Phoneme Frequencies across the World's Languages: Macroscopic and Microscopic Information-Theoretic Modelscited by 1
- 2021Dependency distance minimization predicts compressioncited by 0
- 2022NU HLT at CMCL 2022 Shared Task: Multilingual and Crosslingual Prediction of Human Reading Behavior in Universal Language Spacecited by 0
- 2024Phonotactic Complexity across Dialectscited by 0
- 2026Modelling the Diachronic Emergence of Phoneme Frequency Distributionscited by 0
- 2026A Modular Architecture for Typologically Controlled Lexicon Generationcited by 0
- 2026A Modular Architecture for Typologically Controlled Lexicon Generation7 Apr 2026
- 2026Modelling the Diachronic Emergence of Phoneme Frequency Distributions10 Mar 2026
- 2026The Distribution of Phoneme Frequencies across the World's Languages: Macroscopic and Microscopic Information-Theoretic Models3 Mar 2026
- 2026PRiSM: Benchmarking Phone Realization in Speech Models20 Jan 2026
- 2025Transformer-Enabled Diachronic Analysis of Vedic Sanskrit: Neural Methods for Quantifying Types of Language Change5 Dec 2025
- 2025POWSM: A Phonetic Open Whisper-Style Speech Foundation Model28 Oct 2025
- 2025Using Information Theory to Characterize Prosodic Typology: The Case of Tone, Pitch-Accent and Stress-Accent12 May 2025
- 2025BabyLM's First Words: Word Segmentation as a Phonological Probing Task4 Apr 2025
- 2025IPA-CHILDES & G2P+: Feature-Rich Resources for Cross-Lingual Phonology and Phonemic Language Modeling3 Apr 2025
- 2024Phonotactic Complexity across Dialects20 Feb 2024
- 2023Minimal Effective Theory for Phonotactic Memory: Capturing Local Correlations due to Errors in Speech4 Sep 2023
- 2023Information-Theoretic Characterization of Vowel Harmony: A Cross-Linguistic Study on Word Lists9 Aug 2023
11 more
- 2023Colexifications for Bootstrapping Cross-lingual Datasets: The Case of Phonology, Concreteness, and Affectiveness5 Jun 2023
- 2023An Information-Theoretic Analysis of Self-supervised Discrete Representations of Speech4 Jun 2023
- 2022NU HLT at CMCL 2022 Shared Task: Multilingual and Crosslingual Prediction of Human Reading Behavior in Universal Language Space22 Feb 2022
- 2022Locally Typical Sampling1 Feb 2022
- 2021A surprisal--duration trade-off across and within the world's languages30 Sep 2021
- 2021On Homophony and R'enyi Entropy28 Sep 2021
- 2021Dependency distance minimization predicts compression18 Sep 2021
- 2021Modeling the Unigram Distribution4 Jun 2021
- 2021How (Non-)Optimal is the Lexicon?29 Apr 2021
- 2021Finding Concept-specific Biases in Form--Meaning Associations13 Apr 2021
- 2021Disambiguatory Signals are Stronger in Word-initial Positions3 Feb 2021
- 2022Locally Typical Samplingcited by 108
- 2021A surprisal--duration trade-off across and within the world's languagescited by 22
- 2023An Information-Theoretic Analysis of Self-supervised Discrete Representations of Speechcited by 15
- 2025POWSM: A Phonetic Open Whisper-Style Speech Foundation Modelcited by 14
- 2021How (Non-)Optimal is the Lexicon?cited by 11
- 2021Disambiguatory Signals are Stronger in Word-initial Positionscited by 9
- 2021Modeling the Unigram Distributioncited by 7
- 2025IPA-CHILDES & G2P+: Feature-Rich Resources for Cross-Lingual Phonology and Phonemic Language Modelingcited by 6
- 2023Information-Theoretic Characterization of Vowel Harmony: A Cross-Linguistic Study on Word Listscited by 4
- 2026PRiSM: Benchmarking Phone Realization in Speech Modelscited by 4
- 2021Finding Concept-specific Biases in Form--Meaning Associationscited by 3
- 2025Using Information Theory to Characterize Prosodic Typology: The Case of Tone, Pitch-Accent and Stress-Accentcited by 3
12 most cited of 23 All 23 (JSON)
- 2026A Modular Architecture for Typologically Controlled Lexicon Generation7 Apr 2026
- 2026Modelling the Diachronic Emergence of Phoneme Frequency Distributions10 Mar 2026
- 2026The Distribution of Phoneme Frequencies across the World's Languages: Macroscopic and Microscopic Information-Theoretic Models3 Mar 2026
- 2026PRiSM: Benchmarking Phone Realization in Speech Models20 Jan 2026
- 2025Transformer-Enabled Diachronic Analysis of Vedic Sanskrit: Neural Methods for Quantifying Types of Language Change5 Dec 2025
- 2025POWSM: A Phonetic Open Whisper-Style Speech Foundation Model28 Oct 2025
- 2025Using Information Theory to Characterize Prosodic Typology: The Case of Tone, Pitch-Accent and Stress-Accent12 May 2025
- 2025BabyLM's First Words: Word Segmentation as a Phonological Probing Task4 Apr 2025
- 2025IPA-CHILDES & G2P+: Feature-Rich Resources for Cross-Lingual Phonology and Phonemic Language Modeling3 Apr 2025
- 2024Phonotactic Complexity across Dialects20 Feb 2024
- 2023Minimal Effective Theory for Phonotactic Memory: Capturing Local Correlations due to Errors in Speech4 Sep 2023
- 2023Information-Theoretic Characterization of Vowel Harmony: A Cross-Linguistic Study on Word Lists9 Aug 2023
12 newest of 23 All 23 (JSON)