mlsanityData to 14 Oct 2026

How (Non-)Optimal is the Lexicon?

arXiv 2104.14279 ↗First posted 29 Apr 2021cs.CLcited by 11

Not on the map. Why?

Abstract (arXiv)

The mapping of lexical meanings to wordforms is a major feature of natural languages. While usage pressures might assign short words to frequent meanings (Zipf's law of abbreviation), the need for a productive and open-ended vocabulary, local constraints on sequences of symbols, and various other factors all shape the lexicons of the world's languages. Despite their importance in shaping lexical structure, the relative contributions of these factors have not been fully quantified. Taking a coding-theoretic view of the lexicon and making use of a novel generative statistical model, we define upper bounds for the compressibility of the lexicon under various constraints. Examining corpora from 7 typologically diverse languages, we use those upper bounds to quantify the lexicon's optimality and to explore the relative costs of major constraints on natural codes. We find that (compositional) morphology and graphotactics can sufficiently account for most of the complexity of natural codes -- as measured by code length.

Key facts. Cited by 11 papers in the map (data through 14 Oct 2026). Builds on 10 of its 67 references that are in the map. First posted on arXiv 29 Apr 2021.

Builds on

10 of 67 references.

References · 10

  1. 2015Neural Machine Translation of Rare Words with Subword Unitscited by 2,918
  2. 2020Byte Pair Encoding is Suboptimal for Language Model Pretrainingcited by 192
  3. 2020Consistency of a Recurrent Language Model With Respect to Incomplete Decodingcited by 54
  4. 2020Phonotactic Complexity and its Trade-offscited by 23
  5. 2019Meaning to Form: Measuring Systematicity as Informationcited by 16
  6. 2019Optimal coding and the origins of Zipfian lawscited by 10
  7. 2021Disambiguatory Signals are Stronger in Word-initial Positionscited by 9
  8. 2019Polysemy and brevity versus frequency in languagecited by 8
  9. 2017The origins of Zipf's meaning-frequency lawcited by 7
  10. 2021Finding Concept-specific Biases in Form--Meaning Associationscited by 3

Built on by

Cited by year

Citing papers per year: 2021: 2; 2022: 4; 2023: 4; 2024: 1.

11 papers.