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Pretrained multilingual models exhibit the same social bias as models processing English texts. This systematic review analyzes emerging research that extends bias evaluation and mitigation approaches into multilingual and non-English…

Computation and Language · Computer Science 2025-09-08 Lance Calvin Lim Gamboa , Yue Feng , Mark Lee

A vast majority of the world's 7,000 spoken languages are predicted to become extinct within this century, including the endangered language of Ladin from the Italian Alps. Linguists who work to preserve a language's phonetic and…

Audio and Speech Processing · Electrical Eng. & Systems 2021-08-31 Zane Durante , Leena Mathur , Eric Ye , Sichong Zhao , Tejas Ramdas , Khalil Iskarous

The field of emergent language represents a novel area of research within the domain of artificial intelligence, particularly within the context of multi-agent reinforcement learning. Although the concept of studying language emergence is…

Language identification from speech is a common preprocessing step in many spoken language processing systems. In recent years, this field has seen fast progress, mostly due to the use of self-supervised models pretrained on multilingual…

Audio and Speech Processing · Electrical Eng. & Systems 2022-07-04 Kunnar Kukk , Tanel Alumäe

Sociodemographic factors (e.g., gender or age) shape our language. Previous work showed that incorporating specific sociodemographic factors can consistently improve performance for various NLP tasks in traditional NLP models. We…

Computation and Language · Computer Science 2022-08-02 Chia-Chien Hung , Anne Lauscher , Dirk Hovy , Simone Paolo Ponzetto , Goran Glavaš

Propinquity between Australian Indigenous communities' social structures and ICT purposed for cultural preservation is a modern area of research; historically hindered by the "digital divide" thus limiting plentiful literature and existing…

Computers and Society · Computer Science 2016-06-07 Sarah Van Der Meer , Stephen Smith , Vincent Pang

Interpreting the effects of variants within the human genome and proteome is essential for analysing disease risk, predicting medication response, and developing personalised health interventions. Due to the intrinsic similarities between…

Computation and Language · Computer Science 2025-03-17 Megha Hegde , Jean-Christophe Nebel , Farzana Rahman

Generative language models have improved drastically, and can now produce realistic text outputs that are difficult to distinguish from human-written content. For malicious actors, these language models bring the promise of automating the…

Computers and Society · Computer Science 2023-01-12 Josh A. Goldstein , Girish Sastry , Micah Musser , Renee DiResta , Matthew Gentzel , Katerina Sedova

Since 2022 we have been exploring application areas and technologies in which Artificial Intelligence (AI) and modern Natural Language Processing (NLP), such as Large Language Models (LLMs), can be employed to foster the usage and…

Modern language models are trained almost exclusively on token sequences produced by a fixed tokenizer, an external lossless compressor often over UTF-8 byte sequences, thereby coupling the model to that compressor. This work introduces…

Computation and Language · Computer Science 2026-05-15 Lin Zheng , Xinyu Li , Qian Liu , Xiachong Feng , Lingpeng Kong

Spoken language identification (LID) technologies have improved in recent years from discriminating largely distinct languages to discriminating highly similar languages or even dialects of the same language. One aspect that has been mostly…

Audio and Speech Processing · Electrical Eng. & Systems 2020-01-30 Andrew Titus , Jan Silovsky , Nanxin Chen , Roger Hsiao , Mary Young , Arnab Ghoshal

The survival of endangered languages in complex language competition depends on socio-cultural status and honour endowed (by itself and by the other) among them. The restriction in the endorsement of this honour leads to language extinction…

Physics and Society · Physics 2023-07-26 Moirangthem Shubhakanta Singh , R. K. Brojen Singh

Words shift in meaning for many reasons, including cultural factors like new technologies and regular linguistic processes like subjectification. Understanding the evolution of language and culture requires disentangling these underlying…

Computation and Language · Computer Science 2016-09-27 William L. Hamilton , Jure Leskovec , Dan Jurafsky

Multilinguality is crucial for extending recent advancements in language modelling to diverse linguistic communities. To maintain high performance while representing multiple languages, multilingual models ideally align representations,…

Computation and Language · Computer Science 2024-07-18 Anton Schäfer , Shauli Ravfogel , Thomas Hofmann , Tiago Pimentel , Imanol Schlag

Multilingual Large Language Models (MLLMs) represent a pivotal advancement in democratizing artificial intelligence across linguistic boundaries. While theoretical foundations are well-established, practical implementation guidelines remain…

Computation and Language · Computer Science 2024-10-24 Junhua Liu , Bin Fu

Intimacy is a fundamental aspect of how we relate to others in social settings. Language encodes the social information of intimacy through both topics and other more subtle cues (such as linguistic hedging and swearing). Here, we introduce…

Computation and Language · Computer Science 2020-11-06 Jiaxin Pei , David Jurgens

Generative Language Models (GLMs) have the potential to significantly shape our linguistic landscape due to their expansive use in various digital applications. However, this widespread adoption might inadvertently trigger a…

Computation and Language · Computer Science 2023-06-13 Minhyeok Lee

We explore which linguistic factors -- at the sentence and token level -- play an important role in influencing language model predictions, and investigate whether these are reflective of results found in humans and human corpora (Gries and…

Computation and Language · Computer Science 2024-09-18 Jaap Jumelet , Willem Zuidema , Arabella Sinclair

Language transformations are algorithms that take a language specification in input, and return the language specification modified. Language transformations are useful for automatically adding features such as subtyping to programming…

Programming Languages · Computer Science 2021-08-25 Matteo Cimini , Benjamin Mourad

I survey some recent approaches to studying change in the lexicon, particularly change in meaning across phylogenies. I briefly sketch an evolutionary approach to language change and point out some issues in recent approaches to studying…

Computation and Language · Computer Science 2019-06-14 Claire Bowern
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