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Related papers: An Ising-like model for language evolution

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Humans continuously adapt their style and language to a variety of domains. However, a reliable definition of `domain' has eluded researchers thus far. Additionally, the notion of discrete domains stands in contrast to the multiplicity of…

Computation and Language · Computer Science 2016-10-31 Sebastian Ruder , Parsa Ghaffari , John G. Breslin

In recent times, the research field of language dynamics has focused on the investigation of language evolution, dividing the work in three evolutive steps, according to the level of complexity: lexicon, categories and grammar. The Naming…

Physics and Society · Physics 2013-07-08 L. Pucci , P. Gravino , V. D. P. Servedio

The processes leading to change in languages are manifold. In order to reduce ambiguity in the transmission of information, agreement on a set of conventions for recurring problems is favored. In addition to that, speakers tend to use…

Physics and Society · Physics 2015-06-17 Cristina-Maria Pop , Erwin Frey

The Ising model, originally developed for understanding magnetic phase transitions, has become a cornerstone in the study of collective phenomena across diverse disciplines. In this review, we explore how Ising and Ising-like models have…

Physics and Society · Physics 2025-07-01 Pratik Mullick , Parongama Sen

How complex is an Ising model? Usually, this is measured by the computational complexity of its ground state energy problem. Yet, this complexity measure only distinguishes between planar and non-planar interaction graphs, and thus fails to…

Statistical Mechanics · Physics 2025-05-28 Tobias Reinhart , Gemma De les Coves

Linguistic entrainment is a phenomenon where people tend to mimic each other in conversation. The core instrument to quantify entrainment is a linguistic similarity measure between conversational partners. Most of the current similarity…

Computation and Language · Computer Science 2021-09-07 Mingzhi Yu , Diane Litman , Shuang Ma , Jian Wu

Grammatical forms are said to evolve via two main mechanisms. These are, respectively, the `descent' mechanism, where current forms can be seen to have descended (albeit with occasional modifications) from their roots in ancient languages,…

Statistical Mechanics · Physics 2023-02-20 Jean-Marc Luck , Anita Mehta

Languages emerge and change over time at the population level though interactions between individual speakers. It is, however, hard to directly observe how a single speaker's linguistic innovation precipitates a population-wide change in…

Computation and Language · Computer Science 2021-06-04 Richard A Blythe , William Croft

Computer model has been extensively adopted to overcome the time limitation of language evolution by transforming language theory into physical modeling mechanism, which helps to explore the general laws of the evolution. In this paper, a…

Systems and Control · Electrical Eng. & Systems 2022-10-07 Yu Zhang , Li Liu , Chen Diao , Ning Cai

In recent years several novel models were developed to process natural language, development of accurate language translation systems have helped us overcome geographical barriers and communicate ideas effectively. These models are…

Computation and Language · Computer Science 2019-02-19 Sangarshanan Veeraraghavan

Linguistic norms emerge in human communities because people imitate each other. A shared linguistic system provides people with the benefits of shared knowledge and coordinated planning. Once norms are in place, why would they ever change?…

Computation and Language · Computer Science 2014-08-12 Janet B. Pierrehumbert , Forrest Stonedahl , Robert Daland

While large language models (LLMs) are generally considered proficient in generating language, how similar their language usage is to that of humans remains understudied. In this paper, we test whether models exhibit linguistic convergence,…

Computation and Language · Computer Science 2026-02-13 Terra Blevins , Susanne Schmalwieser , Benjamin Roth

We examine a naming game on an adaptive weighted network. A weight of connection for a given pair of agents depends on their communication success rate and determines the probability with which the agents communicate. In some cases,…

Statistical Mechanics · Physics 2012-08-10 Dorota Lipowska , Adam Lipowski

Interaction between caregivers and children plays a critical role in human language acquisition and development. Given this observation, it is remarkable that explicit interaction plays little to no role in artificial language modeling --…

Computation and Language · Computer Science 2022-09-29 Maartje ter Hoeve , Evgeny Kharitonov , Dieuwke Hupkes , Emmanuel Dupoux

While most machine translation systems to date are trained on large parallel corpora, humans learn language in a different way: by being grounded in an environment and interacting with other humans. In this work, we propose a communication…

Computation and Language · Computer Science 2018-04-12 Jason Lee , Kyunghyun Cho , Jason Weston , Douwe Kiela

Using the SSWL database of syntactic parameters of world languages, and the MIT Media Lab data on language interactions, we construct a spin glass model of language evolution. We treat binary syntactic parameters as spin states, with…

Computation and Language · Computer Science 2015-08-04 Karthik Siva , Jim Tao , Matilde Marcolli

Human languages evolve continuously, and a puzzling problem is how to reconcile the apparent robustness of most of the deep linguistic structures we use with the evidence that they undergo possibly slow, yet ceaseless, changes. Is the state…

Physics and Society · Physics 2011-02-28 Animesh Mukherjee , Francesca Tria , Andrea Baronchelli , Andrea Puglisi , Vittorio Loreto

Ising models describe the joint probability distribution of a vector of binary feature variables. Typically, not all the variables interact with each other and one is interested in learning the presumably sparse network structure of the…

Machine Learning · Computer Science 2019-07-09 Frank Nussbaum , Joachim Giesen

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

Static and dynamic equilibria in noisy binary choice (Ising) games on complete and random graphs in the annealed approximation are analysed. Two versions, an Ising game with interaction term defined in accordance with the Ising model in…

Physics and Society · Physics 2023-12-27 Andrey Leonidov , Alexey Savvateev , Andrew G. Semenov