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Modern NLP breakthrough includes large multilingual models capable of performing tasks across more than 100 languages. State-of-the-art language models came a long way, starting from the simple one-hot representation of words capable of…

Computation and Language · Computer Science 2023-09-06 Fahim Faisal

Word choice is dependent on the cultural context of writers and their subjects. Different words are used to describe similar actions, objects, and features based on factors such as class, race, gender, geography and political affinity.…

Computation and Language · Computer Science 2018-07-02 Taylor Arnold , Lauren Tilton

In this paper, we study the network of global interconnections between language communities, based on shared co-editing interests of Wikipedia editors, and show that although English is discussed as a potential lingua franca of the digital…

Physics and Society · Physics 2016-03-15 Anna Samoilenko , Fariba karimi , Daniel Edler , Jérôme Kunegis , Markus Strohmaier

Emergent language research has made significant progress in recent years, but still largely fails to explore how communication emerges in more complex and situated multi-agent systems. Existing setups often employ a reference game, which…

Artificial Intelligence · Computer Science 2024-10-18 Cornelius Wolff , Julius Mayer , Elia Bruni , Xenia Ohmer

Information visualization and natural language are intricately linked. However, the majority of research and relevant work in information and data visualization (and human-computer interaction) involve English-speaking populations as both…

Human-Computer Interaction · Computer Science 2023-10-04 Noëlle Rakotondravony , Priya Dhawka , Melanie Bancilhon

Languages are classified as low-resource when they lack the quantity of data necessary for training statistical and machine learning tools and models. Causes of resource scarcity vary but can include poor access to technology for developing…

Computation and Language · Computer Science 2022-04-13 Zoey Liu , Crystal Richardson , Richard Hatcher , Emily Prud'hommeaux

We study the problem of multilingual masked language modeling, i.e. the training of a single model on concatenated text from multiple languages, and present a detailed study of several factors that influence why these models are so…

Computation and Language · Computer Science 2020-05-11 Shijie Wu , Alexis Conneau , Haoran Li , Luke Zettlemoyer , Veselin Stoyanov

An interesting line of research in natural language processing (NLP) aims to incorporate linguistic typology to bridge linguistic diversity and assist the research of low-resource languages. While most works construct linguistic similarity…

Computation and Language · Computer Science 2023-05-24 Haotian Ye , Yihong Liu , Hinrich Schütze

The successful adaptation of multilingual language models (LMs) to a specific language-task pair critically depends on the availability of data tailored for that condition. While cross-lingual transfer (XLT) methods have contributed to…

Computation and Language · Computer Science 2024-06-06 Seong Hoon Lim , Taejun Yun , Jinhyeon Kim , Jihun Choi , Taeuk Kim

English is widely used as a lingua franca in scholarly communication, yet preserving local languages is vital to reaching a broader audience. Disseminating research in multiple languages can help ensure equitable access, a responsibility…

Digital Libraries · Computer Science 2025-02-28 Faizhal Arif Santosa , Barbara S. Lancho Barrantes

Probing techniques for large language models (LLMs) have primarily focused on English, overlooking the vast majority of the world's languages. In this paper, we extend these probing methods to a multilingual context, investigating the…

Computation and Language · Computer Science 2025-02-03 Daoyang Li , Haiyan Zhao , Qingcheng Zeng , Mengnan Du

The curse of multilinguality phenomenon is a fundamental problem of multilingual Large Language Models (LLMs), where the competition between massive languages results in inferior performance. It mainly comes from limited capacity and…

Computation and Language · Computer Science 2025-06-17 Chong Li , Yingzhuo Deng , Jiajun Zhang , Chengqing Zong

The development and evaluation of Large Language Models (LLMs) has primarily focused on their task-solving capabilities, with recent models even surpassing human performance in some areas. However, this focus often neglects whether…

Computation and Language · Computer Science 2025-07-29 Yanzhu Guo , Guokan Shang , Chloé Clavel

Auditory attention and selective phase-locking are central to human speech understanding in complex acoustic scenes and cocktail party settings, yet these capabilities in multilingual subjects remain poorly understood. While machine…

Audio and Speech Processing · Electrical Eng. & Systems 2026-03-11 Sai Samrat Kankanala , Ram Chandra , Sriram Ganapathy

Large language models (LLMs) are being deployed across the Global South, where everyday use involves low-resource languages, code-mixing, and culturally specific norms. Yet safety pipelines, benchmarks, and alignment still largely target…

Computation and Language · Computer Science 2026-02-17 Somnath Banerjee , Rima Hazra , Animesh Mukherjee

Recent computer simulations of the competition between thousands of languages are reviewed, and some new results on language families and language similarities are presented.

Physics and Society · Physics 2007-05-23 D. Stauffer , C. Schulze , S. Wichmann

Multilingual pre-trained language models transfer remarkably well on cross-lingual downstream tasks. However, the extent to which they learn language-neutral representations (i.e., shared representations that encode similar phenomena across…

Computation and Language · Computer Science 2022-11-01 Negar Foroutan , Mohammadreza Banaei , Remi Lebret , Antoine Bosselut , Karl Aberer

Large Language Models (LLMs) are known to lack cultural representation and overall diversity in their generations, from expressing opinions to answering factual questions. To mitigate this problem, we propose multilingual prompting: a…

Computation and Language · Computer Science 2025-09-30 Qihan Wang , Shidong Pan , Tal Linzen , Emily Black

There is growing interest in studying the languages that emerge when neural agents are jointly trained to solve tasks requiring communication through a discrete channel. We investigate here the information-theoretic complexity of such…

Computation and Language · Computer Science 2020-06-29 Eugene Kharitonov , Rahma Chaabouni , Diane Bouchacourt , Marco Baroni

We analyze the time evolution of a system of two coexisting languages (Castillian Spanish and Galician, both spoken in northwest Spain) in the framework of a model given by Abrams and Strogatz [Nature 424, 900 (2003)]. It is shown that,…

Physics and Society · Physics 2015-06-26 J. Mira , A. Paredes