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We model certain features of human language complexity by means of advanced concepts borrowed from statistical mechanics. Using a time series approach, the diffusion entropy method (DE), we compute the complexity of an Italian corpus of…

统计力学 · 物理学 2016-11-23 Paolo Allegrini , Paolo Grigolini , Luigi Palatella

The review summarizes the main methodological concepts used in studying natural language from the perspective of complexity science and documents their applicability in identifying both universal and system-specific features of language in…

物理与社会 · 物理学 2024-01-09 Tomasz Stanisz , Stanisław Drożdż , Jarosław Kwapień

We study a deliberately simple, fully non-linguistic model of text: a sequence of independent draws from a finite alphabet of letters plus a single space symbol. A word is defined as a maximal block of non-space symbols. Within this…

计算与语言 · 计算机科学 2025-11-25 Vladimir Berman

Quantitative linguistics has provided us with a number of empirical laws that characterise the evolution of languages and competition amongst them. In terms of language usage, one of the most influential results is Zipf's law of word…

物理与社会 · 物理学 2009-01-21 Alvaro Corral , Ramon Ferrer-i-Cancho , Gemma Boleda , Albert Diaz-Guilera , .

The Chapter starts with introductory information about quantitative linguistics notions, like rank--frequency dependence, Zipf's law, frequency spectra, etc. Similarities in distributions of words in texts with level occupation in quantum…

数据分析、统计与概率 · 物理学 2024-01-04 Andrij Rovenchak

We use the formulation of equilibrium statistical mechanics in order to study some important characteristics of language. Using a simple expression for the Hamiltonian of a language system, which is directly implied by the Zipf law, we are…

物理与社会 · 物理学 2009-11-11 Kosmas Kosmidis , Alkiviadis Kalampokis , Panos Argyrakis

Statistical regularities in human language have fascinated researchers for decades, suggesting deep underlying principles governing its evolution and information structuring for efficient communication. While Zipf's Law describes the…

物理与社会 · 物理学 2025-04-29 Alessandro Bellina , Vito D. P. Servedio

Systematic generalization remains challenging for current language models, which are known to be both sensitive to semantically similar permutations of the input and to struggle with known concepts presented in novel contexts. Although…

计算与语言 · 计算机科学 2025-05-28 Sondre Wold , Lucas Georges Gabriel Charpentier , Étienne Simon

The Zipf's law establishes that if the words of a (large) text are ordered by decreasing frequency, the frequency versus the rank decreases as a power law with exponent close to $-1$. Previous work has stressed that this pattern arises from…

物理与社会 · 物理学 2019-04-03 Felipe Urbina , Javier Vera

Zipf's law on word frequency is observed in English, French, Spanish, Italian, and so on, yet it does not hold for Chinese, Japanese or Korean characters. A model for writing process is proposed to explain the above difference, which takes…

数据分析、统计与概率 · 物理学 2013-05-03 Linyuan Lu , Zi-Ke Zhang , Tao Zhou

We analyse correspondence of a text to a simple probabilistic model. The model assumes that the words are selected independently from an infinite dictionary. The probability distribution correspond to the Zipf---Mandelbrot law. We count…

Most of various large-size complex systems in nature and society can be well described as complex networks (graphs) to better understand the evolutional mechanisms and dynamical functions behind themselves. Of some part follow scale-free…

物理与社会 · 物理学 2023-08-08 Fei Ma

The complexity of a system description is a function of the entropy of its symbolic description. Prior to computing the entropy of the system description, an observation scale has to be assumed. In natural language texts, typical scales are…

信息论 · 计算机科学 2015-03-31 Gerardo Febres , Klaus Jaffe

We propose a stochastic model for the number of different words in a given database which incorporates the dependence on the database size and historical changes. The main feature of our model is the existence of two different classes of…

物理与社会 · 物理学 2013-05-16 Martin Gerlach , Eduardo G. Altmann

The dependence with text length of the statistical properties of word occurrences has long been considered a severe limitation quantitative linguistics. We propose a simple scaling form for the distribution of absolute word frequencies…

物理与社会 · 物理学 2015-06-15 Francesc Font-Clos , Gemma Boleda , Álvaro Corral

This paper introduces how human languages can be studied in light of recent development of network theories. There are two directions of exploration. One is to study networks existing in the language system. Various lexical networks can be…

计算与语言 · 计算机科学 2007-05-23 Jinyun KE

We inspect the deductive connection between the neural scaling law and Zipf's law -- two statements discussed in machine learning and quantitative linguistics. The neural scaling law describes how the cross entropy rate of a foundation…

信息论 · 计算机科学 2025-12-23 Łukasz Dębowski

In this article, we evaluate computational models of natural language with respect to the universal statistical behaviors of natural language. Statistical mechanical analyses have revealed that natural language text is characterized by…

计算与语言 · 计算机科学 2019-06-25 Shuntaro Takahashi , Kumiko Tanaka-Ishii

Network or graph structures are ubiquitous in the study of complex systems. Often, we are interested in complexity trends of these system as it evolves under some dynamic. An example might be looking at the complexity of a food web as…

信息论 · 计算机科学 2012-01-23 Russell K. Standish

In this paper we quantify the consistency of word usage in written texts represented by complex networks, where words were taken as nodes, by measuring the degree of preservation of the node neighborhood.} Words were considered highly…

物理与社会 · 物理学 2013-02-19 Diego R. Amancio , Osvaldo N. Oliveira , Luciano da F. Costa
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