The optimality of syntactic dependency distances
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Abstract (arXiv)
It is often stated that human languages, as other biological systems, are shaped by cost-cutting pressures but, to what extent? Attempts to quantify the degree of optimality of languages by means of an optimality score have been scarce and focused mostly on English. Here we recast the problem of the optimality of the word order of a sentence as an optimization problem on a spatial network where the vertices are words, arcs indicate syntactic dependencies and the space is defined by the linear order of the words in the sentence. We introduce a new score to quantify the cognitive pressure to reduce the distance between linked words in a sentence. The analysis of sentences from 93 languages representing 19 linguistic families reveals that half of languages are optimized to a 70% or more. The score indicates that distances are not significantly reduced in a few languages and confirms two theoretical predictions, i.e. that longer sentences are more optimized and that distances are more likely to be longer than expected by chance in short sentences. We present a new hierarchical ranking of languages by their degree of optimization. The new score has implications for various fields of language research (dependency linguistics, typology, historical linguistics, clinical linguistics and cognitive science). Finally, the principles behind the design of the score have implications for network science.
Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). First posted on arXiv 30 Jul 2020.
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Citing papers per year: 2021: 3; 2022: 4; 2023: 0; 2024: 3; 2025: 0; 2026: 5.
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- 2021Linear-time calculation of the expected sum of edge lengths in random projective linearizations of treescited by 5
- 2021The Linear Arrangement Library. A new tool for research on syntactic dependency structurescited by 5
- 2024The optimal placement of the head in the noun phrase. The case of demonstrative, numeral, adjective and nouncited by 5
- 2022The distribution of syntactic dependency distancescited by 3
- 2024Syntactic Language Change in English and German: Metrics, Parsers, and Convergencescited by 3
- 2022The expected sum of edge lengths in planar linearizations of trees. Theory and applicationscited by 2
- 2022The optimality of word lengths. Theoretical foundations and an empirical studycited by 1
- 2024Predictability maximization and the origins of word order harmonycited by 1
- 2026How to measure the optimality of word or gesture order with respect to the principle of swap distance minimizationcited by 1
- 2021Dependency distance minimization predicts compressioncited by 0
- 2022The Maximum Linear Arrangement Problem for trees under projectivity and planaritycited by 0
- 2026Formal Constraints on Dependency Syntaxcited by 0
- 2026Psychosis involves a deficit of information compression in connected speech14 Sep 2026
- 2026Factors Influencing the Emergence of Dependency Length Minimization in Neural Agent Simulations5 Sep 2026
- 2026Ease of dependency distance minimization in star-like structures30 Apr 2026
- 2026Formal Constraints on Dependency Syntax6 Apr 2026
- 2026How to measure the optimality of word or gesture order with respect to the principle of swap distance minimization2 Apr 2026
- 2024Predictability maximization and the origins of word order harmony29 Aug 2024
- 2024Syntactic Language Change in English and German: Metrics, Parsers, and Convergences18 Feb 2024
- 2024The optimal placement of the head in the noun phrase. The case of demonstrative, numeral, adjective and noun15 Feb 2024
- 2022The distribution of syntactic dependency distances26 Nov 2022
- 2022The optimality of word lengths. Theoretical foundations and an empirical study22 Aug 2022
- 2022The expected sum of edge lengths in planar linearizations of trees. Theory and applications12 Jul 2022
- 2022The Maximum Linear Arrangement Problem for trees under projectivity and planarity14 Jun 2022
- 2021Linear-time calculation of the expected sum of edge lengths in random projective linearizations of treescited by 5
- 2021The Linear Arrangement Library. A new tool for research on syntactic dependency structurescited by 5
- 2024The optimal placement of the head in the noun phrase. The case of demonstrative, numeral, adjective and nouncited by 5
- 2022The distribution of syntactic dependency distancescited by 3
- 2024Syntactic Language Change in English and German: Metrics, Parsers, and Convergencescited by 3
- 2022The expected sum of edge lengths in planar linearizations of trees. Theory and applicationscited by 2
- 2022The optimality of word lengths. Theoretical foundations and an empirical studycited by 1
- 2024Predictability maximization and the origins of word order harmonycited by 1
- 2026How to measure the optimality of word or gesture order with respect to the principle of swap distance minimizationcited by 1
- 2021Dependency distance minimization predicts compressioncited by 0
- 2022The Maximum Linear Arrangement Problem for trees under projectivity and planaritycited by 0
- 2026Formal Constraints on Dependency Syntaxcited by 0
12 most cited of 15 All 15 (JSON)
- 2026Psychosis involves a deficit of information compression in connected speech14 Sep 2026
- 2026Factors Influencing the Emergence of Dependency Length Minimization in Neural Agent Simulations5 Sep 2026
- 2026Ease of dependency distance minimization in star-like structures30 Apr 2026
- 2026Formal Constraints on Dependency Syntax6 Apr 2026
- 2026How to measure the optimality of word or gesture order with respect to the principle of swap distance minimization2 Apr 2026
- 2024Predictability maximization and the origins of word order harmony29 Aug 2024
- 2024Syntactic Language Change in English and German: Metrics, Parsers, and Convergences18 Feb 2024
- 2024The optimal placement of the head in the noun phrase. The case of demonstrative, numeral, adjective and noun15 Feb 2024
- 2022The distribution of syntactic dependency distances26 Nov 2022
- 2022The optimality of word lengths. Theoretical foundations and an empirical study22 Aug 2022
- 2022The expected sum of edge lengths in planar linearizations of trees. Theory and applications12 Jul 2022
- 2022The Maximum Linear Arrangement Problem for trees under projectivity and planarity14 Jun 2022
12 newest of 15 All 15 (JSON)