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The small world of human language

Proceedings of the Royal Society B Biological Sciences · 2001 · Vol. 268(1482) · pp. 2261–2265
Ramon Ferrer‐i‐CanchoRicard V. Solé

Abstract

Words in human language interact in sentences in non-random ways, and allow humans to construct an astronomic variety of sentences from a limited number of discrete units. This construction process is extremely fast and robust. The co-occurrence of words in sentences reflects language organization in a subtle manner that can be described in terms of a graph of word interactions. Here, we show that such graphs display two important features recently found in a disparate number of complex systems. (i) The so called small-world effect. In particular, the average distance between two words, d (i.e. the average minimum number of links to be crossed from an arbitrary word to another), is shown to be d approximately equal to 2-3, even though the human brain can store many thousands. (ii) A scale-free distribution of degrees. The known pronounced effects of disconnecting the most connected vertices in such networks can be identified in some language disorders. These observations indicate some unexpected features of language organization that might reflect the evolutionary and social history of lexicons and the origins of their flexibility and combinatorial nature.

Fractal and DNA sequence analysisLanguage and cultural evolutionMachine Learning in BioinformaticsWord (group theory)Computer scienceVariety (cybernetics)Human languageConstruct (python library)Flexibility (engineering)GraphProcess (computing)Artificial intelligenceNatural language processing

MeSH terms

Biological EvolutionHumansMathematical ComputingPhonetics
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References
Emergence of Scaling in Random Networks
Science · 1999 · 35,882 citations
ON A CLASS OF SKEW DISTRIBUTION FUNCTIONS
Biometrika · 1955 · 2,474 citations
Frequency and repetition effects in lexical memory.
Journal of Experimental Psychology Human Perception & Performance · 1977 · 909 citations
Linguistics: an introduction to language and communication
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