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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

People change their physical contacts as a preventive response to infectious disease propagations. Yet, only a few mathematical models consider the coupled dynamics of the disease propagation and the contact adaptation process. This paper…

Social and Information Networks · Computer Science 2018-09-18 Faryad Darabi Sahneh , Aram Vajdi , Joshua Melander , Caterina M. Scoglio

When comparing the linguistic capabilities of language models (LMs) with humans using LM probabilities, factors such as the length of the sequence and the unigram frequency of lexical items have a significant effect on LM probabilities in…

Computation and Language · Computer Science 2025-06-04 Lindia Tjuatja , Graham Neubig , Tal Linzen , Sophie Hao

We compute the transition probability between two learning tasks, and show that it decomposes into two factors. The first depends on the geometry of the loss landscape of a model trained on each task, independent of any particular model…

Machine Learning · Computer Science 2019-05-30 Alessandro Achille , Glen Mbeng , Stefano Soatto

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

Recent years have seen exceptional strides in the task of automatic morphological inflection generation. However, for a long tail of languages the necessary resources are hard to come by, and state-of-the-art neural methods that work well…

Computation and Language · Computer Science 2019-08-21 Antonios Anastasopoulos , Graham Neubig

This paper presents a study on mutual speech variation influences in a human-computer setting. The study highlights behavioral patterns in data collected as part of a shadowing experiment, and is performed using a novel end-to-end platform…

Human-Computer Interaction · Computer Science 2018-09-14 Eran Raveh , Ingmar Steiner , Iona Gessinger , Bernd Möbius

Current research on bias in language models (LMs) predominantly focuses on data quality, with significantly less attention paid to model architecture and temporal influences of data. Even more critically, few studies systematically…

Computation and Language · Computer Science 2025-11-14 Mohsinul Kabir , Tasfia Tahsin , Sophia Ananiadou

Most previous studies on automatic recognition model for bipolar disorder (BD) were based on both social media and linguistic features. The present study investigates the possibility of adopting only language-based features, namely the…

Information Retrieval · Computer Science 2019-07-18 Yen-Hao Huang , Yi-Hsin Chen , Fernando Henrique Calderon Alvarado , Ssu-Rui Lee , Shu-I Wu , Yuwen Lai , Yi-Shin Chen

The performance of multilingual pretrained models is highly dependent on the availability of monolingual or parallel text present in a target language. Thus, the majority of the world's languages cannot benefit from recent progress in NLP…

Computation and Language · Computer Science 2022-04-07 Xinyi Wang , Sebastian Ruder , Graham Neubig

Classical language dynamics explains language shift as a process in which speakers adopt a higher status language in lieu of a lower status language. This is well documented with English having out-competed languages such as Scottish…

What statistical properties might support learning abstract grammatical knowledge from linear input? We address this question by examining the statistical distribution of function words. Function words have been argued to aid acquisition…

Computation and Language · Computer Science 2026-04-21 Xiulin Yang , Heidi Getz , Ethan Gotlieb Wilcox

The rapid adoption of large language models in AI-powered language education has created an urgent need for evaluations that assess pedagogical effectiveness, particularly in language learning--one of the most common LLM use cases (Tamkin…

Computers and Society · Computer Science 2026-05-25 James Edgell , Wm. Matthew Kennedy , Isaac Pattis , Ben Knight , Danielle Carvalho , Elizabeth Wonnacott

In many current speech recognizers, a statistical language model is used to indicate how likely it is that a certain word will be spoken next, given the words recognized so far. How can statistical language models be improved so that more…

cmp-lg · Computer Science 2008-02-03 Joerg P. Ueberla

The recent increase in data and model scale for language model pre-training has led to huge training costs. In scenarios where new data become available over time, updating a model instead of fully retraining it would therefore provide…

Computation and Language · Computer Science 2024-06-28 Evangelia Gogoulou , Timothée Lesort , Magnus Boman , Joakim Nivre

Language style transfer is the problem of migrating the content of a source sentence to a target style. In many of its applications, parallel training data are not available and source sentences to be transferred may have arbitrary and…

Computation and Language · Computer Science 2018-08-14 Yanpeng Zhao , Wei Bi , Deng Cai , Xiaojiang Liu , Kewei Tu , Shuming Shi

Large Language Models are increasingly used to simulate human opinion dynamics, yet the effect of genuine interaction is often obscured by systematic biases. We develop a Bayesian framework to disentangle and quantify three such biases: (i)…

Physics and Society · Physics 2026-05-25 Vincent C. Brockers , David A. Ehrlich , Viola Priesemann

How do learners acquire languages from the limited data available to them? This process must involve some inductive biases - factors that affect how a learner generalizes - but it is unclear which inductive biases can explain observed…

Computation and Language · Computer Science 2020-07-02 R. Thomas McCoy , Erin Grant , Paul Smolensky , Thomas L. Griffiths , Tal Linzen

Language contact is a pervasive phenomenon reflected in the borrowing of words from donor to recipient languages. Most computational approaches to borrowing detection treat all languages under study as equally important, even though…

Computation and Language · Computer Science 2023-02-22 John E. Miller , Johann-Mattis List

The real-world information sources are inherently multilingual, which naturally raises a question about whether language models can synthesize information across languages. In this paper, we introduce a simple two-hop question answering…

Computation and Language · Computer Science 2026-01-13 Yan Meng , Wafaa Mohammed , Christof Monz
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