Large-scale evidence of dependency length minimization in 37 languages
Open accessAbstract
Significance: We provide the first large-scale, quantitative, cross-linguistic evidence for a universal syntactic property of languages: that dependency lengths are shorter than chance. Our work supports long-standing ideas that speakers prefer word orders with short dependency lengths and that languages do not enforce word orders with long dependency lengths. Dependency length minimization is well motivated because it allows for more efficient parsing and generation of natural language. Over the last 20 y, the hypothesis of a pressure to minimize dependency length has been invoked to explain many of the most striking recurring properties of languages. Our broad-coverage findings support those explanations.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Human language dependencies tend to be much shorter than expected by chance (dependency length minimization).
“It has been observed in human language that dependencies tend to be much shorter than expected by chance, a phenomenon known as dependency length minimization (Ferrer-i-Cancho 2004; Futrell et al. 2015).”
From Contrasting Linguistic Patterns in Human and LLM-Generated News Text (2024) · cites this paper as Futrell et al. 2015
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Data Analysis Using Regression and Multilevel/Hierarchical Models
Gelman, A., & Hill, J. (2006) · doi:10.1017/cbo9780511790942 · Cited by 13,597 · see citing works
Human behavior and the principle of least effort
Zipf, G. K. (1949) · Max Planck Digital Library · Cited by 6,598 · see citing works
Linear Mixed-Effects Models using 'Eigen' and S4
Bates, D. M., Maechler, M., Bolker, B. M., & Walker, S. C. (2015) · Cited by 5,924 · see citing works
Linguistic complexity: locality of syntactic dependencies
Gibson, E. (1998) · Cognition · doi:10.1016/s0010-0277(98)00034-1 · Cited by 2,537 · see citing works
Self-citationHead-Driven Statistical Models for Natural Language Parsing
Collins, M. (2003) · Computational Linguistics · doi:10.1162/089120103322753356 · Cited by 1,848 · see citing works
A Performance Theory of Order and Constituency
Hawkins, J. A. (1995) · Cambridge University Press eBooks · doi:10.1017/cbo9780511554285 · Cited by 1,189 · see citing works
The Greenbergian word order correlations
Dryer, M. S. (1992) · Language · doi:10.1353/lan.1992.0028 · Cited by 1,141 · see citing works
Potter, S., & Greenberg, J. H. (1964) · The Modern Language Review · doi:10.2307/3721182 · Cited by 852 · see citing works
Covington, M. A. (1999) · Language · doi:10.2307/417736 · Cited by 762 · see citing works
Word lengths are optimized for efficient communication
Piantadosi, S. T., Tily, H., & Gibson, E. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1012551108 · Cited by 695 · see citing works
Self-citationDependency Theory: A Formalism and Some Observations
Hays, D. G. (1964) · Language · doi:10.2307/411934 · Cited by 604 · see citing works
Dependency Distance as a Metric of Language Comprehension Difficulty
Liu, H. (2008) · Journal of Cognitive Science · doi:10.17791/jcs.2008.9.2.159 · Cited by 467 · see citing works
Universal Stanford dependencies: A cross-linguistic typology
de Marneffe, M.-C., Dozat, T., Silveira, N., Haverinen, K., Ginter, F., Nivre, J., & Manning, C. D. (2014) · Language Resources and Evaluation Conference (LREC) · doi:10.63317/4ok3zdjx8t96 · Cited by 457 · see citing works
Consequences of the Serial Nature of Linguistic Input for Sentenial Complexity
Grodner, D. J., & Gibson, E. A. F. (2005) · Cognitive Science · doi:10.1207/s15516709cog0000_7 · Cited by 456 · see citing works
Self-citationCorpus-based induction of syntactic structure
Klein, D., & Manning, C. D. (2004) · Annual Meeting of the Association for Computational Linguistics (ACL) · doi:10.3115/1218955.1219016 · Cited by 450 · see citing works
Universal Dependency Annotation for Multilingual Parsing
McDonald, R., Nivre, J., Quirmbach-Brundage, Y., et al. (2013) · Cited by 440 · see citing works
The Prague Dependency Treebank
Böhmová, A., Hajič, J., Hajičová, E., et al. (2003) · Text, speech and language technology · doi:10.1007/978-94-010-0201-1_7 · Cited by 410 · see citing works
Cross-Linguistic Variation and Efficiency
Hawkins, J. A. (2014) · doi:10.1093/acprof:oso/9780199664993.001.0001 · Cited by 405 · see citing works
“Long before short” preference in the production of a head-final language
Yamashita, H., & Chang, F. (2001) · Cognition · doi:10.1016/s0010-0277(01)00121-4 · Cited by 317 · see citing works
AnCora: Multilevel Annotated Corpora for Catalan and Spanish
Taulé, M., Martí, M. A., & Recasens, M. V. (2008) · Language Resources and Evaluation Conference (LREC) · doi:10.63317/3e9335sw8bvc · Cited by 299 · see citing works
A parsing theory of word order universals
Hawkins, J. A. (1990) · Americanae (AECID Library) · Cited by 287 · see citing works
Kinship Categories Across Languages Reflect General Communicative Principles
Kemp, C., & Regier, T. (2012) · Science · doi:10.1126/science.1218811 · Cited by 284 · see citing works
A computational theory of human linguistic processing: memory limitations and processing breakdown
Gibson, E. A. F. (1991) · Cited by 254 · see citing works
Self-citationLocality and Parsing Complexity
Konieczny, L. (2000) · Journal of Psycholinguistic Research · doi:10.1023/a:1026528912821 · Cited by 250 · see citing works
Language learners restructure their input to facilitate efficient communication
Fedzechkina, M., Jaeger, T. F., & Newport, E. L. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1215776109 · Cited by 238 · see citing works
A Gold Standard Dependency Corpus for English
Silveira, N., Dozat, T., de Marneffe, M.-C., Bowman, S. R., Connor, M. K., Bauer, J., & Manning, C. D. (2014) · Language Resources and Evaluation Conference (LREC) · doi:10.63317/4esbhdz7y5u5 · Cited by 237 · see citing works
(1993) · Cambridge University Press eBooks · doi:10.1017/cbo9780511659454 · Cited by 213 · see citing works
Euclidean distance between syntactically linked words
Ferrer i Cancho, R. (2004) · Physical Review E · doi:10.1103/physreve.70.056135 · Cited by 212 · see citing works
Memory requirements and local ambiguities of parsing strategies
Abney, S. P., & Johnson, M. S. (1991) · Journal of Psycholinguistic Research · doi:10.1007/bf01067217 · Cited by 203 · see citing works
The Alpino Dependency Treebank
van der Beek, L., Bouma, G., Malouf, R., et al. (2002) · BRILL eBooks · doi:10.1163/9789004334038_003 · Cited by 177 · see citing works
Do Grammars Minimize Dependency Length?
Gildea, D., & Temperley, D. (2010) · Cognitive Science · doi:10.1111/j.1551-6709.2009.01073.x · Cited by 174 · see citing works
de Marneffe, M.-C., Manning, C. D., Nivre, J., & Zeman, D. (2025) · Elsevier eBooks · doi:10.1016/b978-0-323-95504-1.01150-9 · Cited by 159 · see citing works
Constituent Order in the Languages of Europe
Siewierska, A. (1998) · Mouton eBooks · doi:10.1515/9783110812206 · Cited by 156 · see citing works
Floresta Sintá(c)tica: A treebank for Portuguese
Afonso, S., Bick, E., Haber, R. R., et al. (2002) · Language Resources and Evaluation Conference (LREC) · doi:10.63317/45dcr6ebdxoy · Cited by 134 · see citing works
Left-corner parsing and psychological plausibility
Resnik, P. (1992) · International Conference on Computational Linguistics · doi:10.3115/992066.992098 · Cited by 122 · see citing works
The Annotation Process in the Turkish Treebank
Atalay, N. B., Oflazer, K., & Say, B. (2018) · doi:10.1184/r1/6377246.v1 · Cited by 111 · see citing works
Talbanken05: A Swedish Treebank with Phrase Structure and Dependency Annotation
Nivre, J., Nilsson, J., & Hall, J. (2006) · Language Resources and Evaluation Conference (LREC) · doi:10.63317/25vs6zxb65s7 · Cited by 110 · see citing works
Statistical French Dependency Parsing: Treebank Conversion and First Results
Candito, M., Crabbé, B., & Denis, P. (2010) · Language Resources and Evaluation Conference (LREC) · doi:10.63317/3kefxppz8men · Cited by 107 · see citing works
Towards a Slovene Dependency Treebank
Džeroski, S., Erjavec, T., Ledinek, N., et al. (2006) · Language Resources and Evaluation Conference (LREC) · doi:10.63317/2hhbs4saqn6v · Cited by 104 · see citing works
Building a tree-bank of modern hebrew text
Winter, Y., Altman, A., Sima’an, K., Itai, A., & Nativ, N. (2001) · UvA-DARE (University of Amsterdam) · Cited by 104 · see citing works
The Ancient Greek and Latin Dependency Treebanks
Bamman, D., & Crane, G. (2011) · Springer eBooks · doi:10.1007/978-3-642-20227-8_5 · Cited by 82 · see citing works
Explaining word order in the noun phrase
Rijkhoff, J. (1990) · Linguistics · doi:10.1515/ling.1990.28.1.5 · Cited by 78 · see citing works
Annealing structural bias in multilingual weighted grammar induction
Smith, N. A., & Eisner, J. M. (2006) · doi:10.3115/1220175.1220247 · Cited by 75 · see citing works
Converting Italian Treebanks: Towards an Italian Stanford Dependency Treebank
Bosco, C., Montemagni⋄, S., & Simi, M. (2013) · Cited by 74 · see citing works
Why do syntactic links not cross?
Ferrer‐i‐Cancho, R. (2006) · Europhysics Letters (EPL) · doi:10.1209/epl/i2006-10406-0 · Cited by 73 · see citing works
The risks of mixing dependency lengths from sequences of different length
Ferrer‐i‐Cancho, R., & Liu, H. (2014) · Glottotheory · doi:10.1515/glot-2014-0014 · Cited by 57 · see citing works
Mildly Non-Projective Dependency Grammar
Kuhlmann, M. (2012) · Computational Linguistics · doi:10.1162/coli_a_00125 · Cited by 54 · see citing works
HamleDT: Harmonized multi-language dependency treebank
Zeman, D., Dušek, O., Mareček, D., et al. (2014) · Language Resources and Evaluation · doi:10.1007/s10579-014-9275-2 · Cited by 53 · see citing works
Nivre, J. (2025) · HAL (Le Centre pour la Communication Scientifique Directe) · doi:10.57702/iv87i78q · Cited by 47 · see citing works
Some issues in a performance theory of word order
Hawkins, J. A. (1998) · Mouton eBooks · doi:10.1515/9783110812206.729 · Cited by 44 · see citing works
Dependency treebank for Russian
Boguslavsky, I., Grigorieva, S., Grigoriev, N., et al. (2000) · International Conference on Computational Linguistics · doi:10.3115/992730.992790 · Cited by 44 · see citing works
Optimizing Grammars for Minimum Dependency Length
Gildea, D., & Temperley, D. (2007) · Cited by 42 · see citing works
Case distinctions, rich verb agreement, and word order type (Comments on Hawkins’ paper)
Dryer, M. S. (2002) · Theoretical Linguistics · doi:10.1515/thli.2002.28.2.151 · Cited by 37 · see citing works
Minimal-length linearizations for mildly context-sensitive dependency trees
Park, Y. A., & Lévy, R. (2009) · Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL-HLT) · doi:10.3115/1620754.1620803 · Cited by 34 · see citing works
Prague Dependency Style Treebank for Tamil
Ramasamy, L., & Žabokrtský, Z. (2012) · Language Resources and Evaluation Conference (LREC) · doi:10.63317/4zrkzf4asgsp · Cited by 25 · see citing works
Croatian Dependency Treebank: Recent Development and Initial Experiments
Berovi'c, D., Agić, Ż., & Tadić, M. (2012) · Language Resources and Evaluation Conference (LREC) · doi:10.63317/2giqxg25nbf7 · Cited by 20 · see citing works
Indonesian Dependency Treebank: Annotation and Parsing
Green, N., Larasati, S. D., & Žabokrtský, Z. (2012) · Institutional Repositories DataBase (IRDB) · Cited by 19 · see citing works
Irish Treebanking and Parsing: A Preliminary Evaluation
Lynn, T., Çetinoğlu, Ö., Foster, J., et al. (2012) · Language Resources and Evaluation Conference (LREC) · doi:10.63317/3iiiqnanxops · Cited by 15 · see citing works
Left-corner Transitions on Dependency Parsing
Noji, H., & Miyao, Y. (2014) · International Conference on Computational Linguistics · Cited by 11 · see citing works
Arborest – a VISL-Style Treebank Derived from an Estonian Constraint Grammar Corpus
Bick, E., Uibo, H., & Müürisep, K. (2004) · University of Southern Denmark Research Portal (University of Southern Denmark) · Cited by 8 · see citing works
Case distinctions, rich verb agreement, and word order type
Dryer, M. S. (2002) · Theoretical Linguistics · Cited by 5 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- Jaeger TF (2006) Redundancy and syntactic reduction in spontaneous speech. PhD thesis (Stanford Univ, Stanford, CA).
Cited by
Sorted by citations
How Efficiency Shapes Human Language
Gibson, E., Futrell, R., Piantadosi, S. P., Dautriche, I., Mahowald, K., Bergen, L., & Levy, R. (2019) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2019.02.003 · Cited by 485 · see citing works
Self-citationContrasting Linguistic Patterns in Human and LLM-Generated News Text
Muñoz-Ortiz, A., Gómez-Rodríguez, C., & Vilares, D. (2024) · Artificial Intelligence Review · doi:10.1007/s10462-024-10903-2 · Cited by 94 · see citing works
How Human is Machine Translationese? Comparing Human and Machine Translations of Text and Speech
Bizzoni, Y., Juzek, T. S., España-Bonet, C., Dutta Chowdhury, K., van Genabith, J., & Teich, E. (2020) · Proceedings of the 17th International Conference on Spoken Language Translation · doi:10.18653/v1/2020.iwslt-1.34 · Cited by 34 · see citing works
- Authors
- Futrell, R., Mahowald, K., & Gibson, E.
- Affiliations
- Massachusetts Institute of Technology (US)
- Venue
- Proceedings of the National Academy of Sciences
- Publisher
- National Academy of Sciences
- Published
- 2015-08-03
- Volume
- 112
- Issue
- 33
- Pages
- 10336-10341
- ISSN
- 0027-8424 (ISSN-L)
- 1091-6490
- PMC
- PMC4547262
- OpenAlex
- W2114719613
- Cited by
- 455
- References
- 61
- Citations by year
- 2026: 38 · 2025: 45 · 2024: 30 · 2023: 40 · 2022: 74 · 2021: 42 · 2020: 40 · 2019: 40 · 2018: 46 · 2017: 29 · 2016: 21 · 2015: 9 · 2014: 1
- FWCI
- 234.50
- Type
- journal article
- Language
- en
- Update notices
- Open access
- bronze
- doi.org
- Locations
- Proceedings of the National Academy of Sciences (publishedVersion)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- DSpace@MIT (Massachusetts Institute of Technology) (submittedVersion, cc-by-nc)
- Funders
- U.S. Department of Defense
- National Defense Science and Engineering Graduate
- Topics
- Social Sciences › Arts and Humanities › Language and Linguistics › Syntax, Semantics, Linguistic Variation
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neurobiology of Language and Bilingualism
- Social Sciences › Psychology › Developmental and Educational Psychology › Language Development and Disorders
- Keywords
- cross-linguistic variation, language universals, parsed corpora, sentence processing, computational models of language, human information processing, linguistic typology
- MeSH terms
- Humans, Language, Linguistics, Models, Theoretical, Regression Analysis, Comprehension
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review