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We introduce a language competition model that is based on the Abrams-Strogatz model and incorporates the effects of memory and learning in the language shift dynamics. On a coarse grained time scale, the effects of memory and learning can…

Physics and Society · Physics 2025-11-12 Mikhail V. Tamm , Els Heinsalu , Stefano Scialla , Marco Patriarca

An in-depth analytic study of a model of language dynamics is presented: a model which tackles the problem of the coexistence of two languages within a closed community of speakers taking into account bilingualism and incorporating a…

Physics and Society · Physics 2014-02-19 Victoria Otero-Espinar , Luís F. Seoane , Juan J. Nieto , Jorge Mira

During the last decade, much attention has been paid to language competition in the complex systems community, that is, how the fractions of speakers of several competing languages evolve in time. In this paper we review recent advances in…

Physics and Society · Physics 2012-06-15 M. Patriarca , X. Castelló , J. R. Uriarte , V. M. Eguíluz , M. San Miguel

We investigate the dynamics of two agent based models of language competition. In the first model, each individual can be in one of two possible states, either using language $X$ or language $Y$, while the second model incorporates a third…

Physics and Society · Physics 2015-05-18 F. Vazquez , X. Castello , M. San Miguel

I study the interplay between language competition and ideology struggle in a country where there is a native high-status language and a low-status language spoken by immigrants. Language transition is governed by a three-state model…

Physics and Society · Physics 2016-09-09 André Barreira da Silva Rocha

Inspired by language competition processes, we present a model of coupled evolution of node and link states. In particular, we focus on the interplay between the use of a language and the preference or attitude of the speakers towards it,…

Physics and Society · Physics 2016-12-05 Adrián Carro , Raúl Toral , Maxi San Miguel

Motivated by the dramatic disappearance of endangered languages observed in recent years, a great deal of attention has been given to the modeling of language competition in order to understand the factors that promote the disappearance of…

Physics and Society · Physics 2024-01-09 Christos Charalambous , David Sanchez , Raul Toral

Increasing evidence demonstrates that in many places language coexistence has become ubiquitous and essential for supporting language and cultural diversity and associated with its financial and economic benefits. The competitive evolution…

Computers and Society · Computer Science 2021-12-23 Zejie Zhou , Boleslaw K. Szymanski , Jianxi Gao

For the longest time, languages have been competing for their speakers to survive, although this problem has only recently gained rigorous attention from the scholarly community as a means to address the risk of losing speakers for the…

Dynamical Systems · Mathematics 2023-06-16 Chami Kariyapperuma , Kushani De Silva

In order to analyze the dynamics of two languages in competition, one approach is to fit historical data on their numbers of speakers with a mathematical model in which the parameters are interpreted as the similarity between those…

Physics and Society · Physics 2015-05-19 Jorge Mira , Luís F. Seoane , Juan J. Nieto

We investigate the evolution of competing languages, a subject where much previous literature suggests that the outcome is always the domination of one language over all the others. Since coexistence of languages is observed in reality, we…

Statistical Mechanics · Physics 2020-04-21 Jean-Marc Luck , Anita Mehta

Recent contributions address the problem of language coexistence as that of two species competing to aggregate speakers, thus focusing on the dynamics of linguistic traits across populations. They draw inspiration from physics and biology…

Physics and Society · Physics 2017-04-03 Luís F Seoane , Jorge Mira

We extend the Abrams-Strogatz model for competition between two languages [Nature 424, 900 (2003)] to the case of n(>=2) competing states (i.e., languages). Although the Abrams-Strogatz model for n=2 can be interpreted as modeling either…

Physics and Society · Physics 2013-04-04 Ryo Fujie , Kazuyuki Aihara , Naoki Masuda

The bit-string model of Schulze and Stauffer (2005) is applied to non-equilibrium situations and then gives better agreement with the empirical distribution of language sizes. Here the size is the number of people having this language as…

Physics and Society · Physics 2009-11-11 D. Stauffer , C. Schulze , F. W. S. Lima , S. Wichmann , S. Solomon

A simple model of language evolution, proposed in \cite{K_N}, is characterized by a pay-off in communicative function, and by an error in learning, that measures the accuracy in language acquisition. In the mean field approximation, this…

Physics and Society · Physics 2007-12-28 J M Tavares , M M Telo da Gama , A Nunes

A growing body of literature has focused on detailing the linguistic knowledge embedded in large, pretrained language models. Existing work has shown that non-linguistic biases in models can drive model behavior away from linguistic…

Computation and Language · Computer Science 2021-06-03 Forrest Davis , Marten van Schijndel

Word alignment is essential for the downstream cross-lingual language understanding and generation tasks. Recently, the performance of the neural word alignment models has exceeded that of statistical models. However, they heavily rely on…

Computation and Language · Computer Science 2022-05-11 Di Wu , Liang Ding , Shuo Yang , Mingyang Li

Large Language Models (LLMs) are increasingly deployed in multilingual contexts, yet their consistency across languages on politically sensitive topics remains understudied. This paper presents a systematic bilingual benchmark study…

Computers and Society · Computer Science 2026-02-09 Ju-Chun Ko

Despite their remarkable ability to capture linguistic nuances across diverse languages, questions persist regarding the degree of alignment between languages in multilingual embeddings. Drawing inspiration from research on high-dimensional…

Computation and Language · Computer Science 2024-05-24 Basel Mousi , Nadir Durrani , Fahim Dalvi , Majd Hawasly , Ahmed Abdelali

Using the Schulze model for Monte Carlo simulations of language competition, we include a barrier between the top half and the bottom half of the lattice. We check under which conditions two different languages evolve as dominating in the…

Physics and Society · Physics 2009-11-13 Christian Schulze , Dietrich Stauffer
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