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Zipf's law states that if words of language are ranked in the order of decreasing frequency in texts, the frequency of a word is inversely proportional to its rank. It is very robust as an experimental observation, but to date it escaped…

计算与语言 · 计算机科学 2009-01-22 Dmitrii Manin

The frequencies at which individual words occur across languages follow power law distributions, a pattern of findings known as Zipf's law. A vast literature argues over whether this serves to optimize the efficiency of human communication,…

计算与语言 · 计算机科学 2020-01-16 Michael Ramscar

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

An important body of quantitative linguistics is constituted by a series of statistical laws about language usage. Despite the importance of these linguistic laws, some of them are poorly formulated, and, more importantly, there is no…

物理与社会 · 物理学 2020-11-09 Alvaro Corral , Isabel Serra

Zipf's law is a hallmark of several complex systems with a modular structure, such as books composed by words or genomes composed by genes. In these component systems, Zipf's law describes the empirical power law distribution of component…

统计力学 · 物理学 2018-12-05 Andrea Mazzolini , Alberto Colliva , Michele Caselle , Matteo Osella

Of basic interest is the quantification of the long term growth of a language's lexicon as it develops to more completely cover both a culture's communication requirements and knowledge space. Here, we explore the usage dynamics of words in…

计算与语言 · 计算机科学 2017-03-27 Eitan Adam Pechenick , Christopher M. Danforth , Peter Sheridan Dodds

The Zipf's law is the major regularity of statistical linguistics that served as a prototype for rank-frequency relations and scaling laws in natural sciences. Here we show that the Zipf's law -- together with its applicability for a single…

数据分析、统计与概率 · 物理学 2015-06-15 Armen E. Allahverdyan , Weibing Deng , Q. A. Wang

Here we present a new class of optimality for coding systems. Members of that class are displaced linearly from optimal coding and thus exhibit Zipf's law, namely a power-law distribution of frequency ranks. Within that class, Zipf's law,…

计算与语言 · 计算机科学 2025-10-31 Ramon Ferrer-i-Cancho

Zipf's law seems to be ubiquitous in human languages and appears to be a universal property of complex communicating systems. Following the early proposal made by Zipf concerning the presence of a tension between the efforts of speaker and…

适应与自组织系统 · 物理学 2015-05-19 Bernat Corominas-Murtra , Jordi Fortuny , Ricard V. Solé

In this study, we investigate whether speech symbols, learned through deep learning, follow Zipf's law, akin to natural language symbols. Zipf's law is an empirical law that delineates the frequency distribution of words, forming…

计算与语言 · 计算机科学 2023-09-19 Shinnosuke Takamichi , Hiroki Maeda , Joonyong Park , Daisuke Saito , Hiroshi Saruwatari

Zipf's law of abbreviation, namely the tendency of more frequent words to be shorter, has been viewed as a manifestation of compression, i.e. the minimization of the length of forms -- a universal principle of natural communication.…

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

The pioneering research of G. K. Zipf on the relationship between word frequency and other word features led to the formulation of various linguistic laws. The most popular is Zipf's law for word frequencies. Here we focus on two laws that…

Zipf's law is the main regularity of quantitative linguistics. Despite of many works devoted to foundations of this law, it is still unclear whether it is only a statistical regularity, or it has deeper relations with information-carrying…

计算与语言 · 计算机科学 2018-09-25 Weibing Deng , Armen E. Allahverdyan

The article introduces corrections to Zipf's and Heaps' laws based on systematic models of the proportion of hapaxes, i.e., words that occur once. The derivation rests on two assumptions: The first one is the standard urn model which…

计算与语言 · 计算机科学 2025-05-27 Łukasz Dębowski

It is traditionally assumed that Zipf's law implies the power-law growth of the number of different elements with the total number of elements in a system - the so-called Heaps' law. We show that a careful definition of Zipf's law leads to…

物理与社会 · 物理学 2015-06-17 Francesc Font-Clos , Alvaro Corral

Present human languages display slightly asymmetric log-normal (Gauss) distribution for size [1-3], whereas present cities follow power law (Pareto-Zipf law)[4]. Our model considers the competition between languages and that between cities…

计算物理 · 物理学 2007-05-23 Caglar Tuncay

Zipf's law establishes a scaling behavior for word-frequencies in large text corpora. The appearance of Zipfian properties in human language has been previously explained as an optimization problem for the interests of speakers and hearers.…

物理与社会 · 物理学 2021-02-24 Javier Vera , Felipe Urbina , Wenceslao Palma

We study the relationship between vocabulary size and text length in a corpus of $75$ literary works in English, authored by six writers, distinguishing between the contributions of three grammatical classes (or ``tags,'' namely, {\it…

计算与语言 · 计算机科学 2020-01-08 Andrés Chacoma , Damián H. Zanette

Zipf's law is found when the vocabulary of long written texts is ranked according to the frequency of word occurrences, establishing a power-law decay for the frequency vs rank relation. This law is a robust statistical property observed…

物理与社会 · 物理学 2020-02-17 Juan Ignacio Perotti , Orlando Vito Billoni