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Given a random text over a finite alphabet, we study the frequencies at which fixed-length words occur as subsequences. As the data size grows, the joint distribution of word counts exhibits a rich asymptotic structure. We investigate all…

Probability · Mathematics 2026-05-06 Chaim Even-Zohar , Tsviqa Lakrec , Ran J. Tessler

Language identification is a critical component of language processing pipelines (Jauhiainen et al.,2019) and is not a solved problem in real-world settings. We present a lightweight and effective language identifier that is robust to…

Computation and Language · Computer Science 2021-09-22 Dominic Widdows , Chris Brew

The word-frequency distribution provides the fundamental building blocks that generate discourse in language. It is well known, from empirical evidence, that the word-frequency distribution of almost any text is described by Zipf's law, at…

Physics and Society · Physics 2020-11-09 Alvaro Corral , Montserrat Garcia del Muro

This paper describes a machine learning algorithm for document (re)ranking, in which queries and documents are firstly encoded using BERT [1], and on top of that a learning-to-rank (LTR) model constructed with TF-Ranking (TFR) [2] is…

Information Retrieval · Computer Science 2020-06-11 Shuguang Han , Xuanhui Wang , Mike Bendersky , Marc Najork

In his pioneering research, G. K. Zipf observed that more frequent words tend to have more meanings, and showed that the number of meanings of a word grows as the square root of its frequency. He derived this relationship from two…

Computation and Language · Computer Science 2020-09-24 Ramon Ferrer-i-Cancho , Michael S. Vitevitch

We demonstrate that the frequency distribution of phonemes across languages can be explained at both macroscopic and microscopic levels. Macroscopically, phoneme rank-frequency distributions closely follow the order statistics of a…

Computation and Language · Computer Science 2026-03-04 Fermín Moscoso del Prado Martín , Suchir Salhan

In his pioneering research, G. K. Zipf formulated a couple of statistical laws on the relationship between the frequency of a word with its number of meanings: the law of meaning distribution, relating the frequency of a word and its…

Computation and Language · Computer Science 2022-01-19 Neus Català , Jaume Baixeries , Ramon Ferrer-Cancho , Lluís Padró , Antoni Hernández-Fernández

Most Information Retrieval models compute the relevance score of a document for a given query by summing term weights specific to a document or a query. Heuristic approaches, like TF-IDF, or probabilistic models, like BM25, are used to…

Information Retrieval · Computer Science 2016-06-15 B. Piwowarski

Knowing which strings in a massive text are significant -- that is, which strings are common and distinct from other strings -- is valuable for several applications, including text compression and tokenization. Frequency in itself is not…

Data Structures and Algorithms · Computer Science 2024-04-24 Peaker Guo , Patrick Eades , Anthony Wirth , Justin Zobel

The article discusses the frequency of characters of Oracle,concluding that the frequency and the rank of a word or character is fit to Zipf-Mandelboit Law or Zipf's law with three parameters,and figuring out the parameters based on the…

Computation and Language · Computer Science 2014-12-10 Xiuli Wang

The limited range in its abscissa of ranked letter frequency distributions causes multiple functions to fit the observed distribution reasonably well. In order to critically compare various functions, we apply the statistical model…

Computation and Language · Computer Science 2012-05-07 Wentian Li , Pedro Miramontes

TextRank is a variant of PageRank typically used in graphs that represent documents, and where vertices denote terms and edges denote relations between terms. Quite often the relation between terms is simple term co-occurrence within a…

Information Retrieval · Computer Science 2017-04-07 Wei Lu , Qikai Cheng , Christina Lioma

We construct a family of ergodic measures on random substitution subshifts (RS-subshifts) associated to a primitive random substitution. In particular, the word frequencies of every finite legal word exist for almost every element of the…

Dynamical Systems · Mathematics 2021-01-25 Philipp Gohlke , Timo Spindeler

We fully determine the communication complexity of approximating matrix rank, over any finite field $\mathbb{F}$. We study the most general version of this problem, where $0\leq r<R\leq n$ are given integers, Alice and Bob's inputs are…

Computational Complexity · Computer Science 2024-10-29 Alexander A. Sherstov , Andrey A. Storozhenko

Much work has been done on feature selection. Existing methods are based on document frequency, such as Chi-Square Statistic, Information Gain etc. However, these methods have two shortcomings: one is that they are not reliable for…

Machine Learning · Computer Science 2013-05-06 Deqing Wang , Hui Zhang , Rui Liu , Weifeng Lv

For a word $S$, let $f(S)$ be the largest integer $m$ such that there are two disjoints identical (scattered) subwords of length $m$. Let $f(n, \Sigma) = \min \{f(S): S \text{is of length} n, \text{over alphabet} \Sigma \}$. Here, it is…

Combinatorics · Mathematics 2012-04-11 Maria Axenovich , Yury Person , Svetlana Puzynina

Term frequency is a common method for identifying the importance of a term in a query or document. But it is a weak signal, especially when the frequency distribution is flat, such as in long queries or short documents where the text is of…

Information Retrieval · Computer Science 2019-11-28 Zhuyun Dai , Jamie Callan

The complexity function of an infinite word $w$ on a finite alphabet $A$ is the sequence counting, for each non-negative $n$, the number of words of length $n$ on the alphabet $A$ that are factors of the infinite word $w$. For any given…

Dynamical Systems · Mathematics 2018-03-01 C. Mauduit , C. -G. Moreira

The net frequency (NF) of a string, of length $m$, in a text, of length $n$, is the number of occurrences of the string in the text with unique left and right extensions. Recently, Guo et al. [CPM 2024] showed that NF is combinatorially…

Data Structures and Algorithms · Computer Science 2024-08-02 Peaker Guo , Seeun William Umboh , Anthony Wirth , Justin Zobel

We study correlations between the structure and properties of a free association network of the English language, and solutions of psycholinguistic Remote Association Tests (RATs). We show that average hardness of individual RATs is largely…

Artificial Intelligence · Computer Science 2021-06-09 O. V. Valba , A. S. Gorsky , S. K. Nechaev , M. V. Tamm