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We present an analysis tool based on joint matrix factorization for comparing latent representations of multilingual and monolingual models. An alternative to probing, this tool allows us to analyze multiple sets of representations in a…

Computation and Language · Computer Science 2023-10-25 Zheng Zhao , Yftah Ziser , Bonnie Webber , Shay B. Cohen

We show that the geometric relations between semantic features in large language models' hidden states closely mirror human psychological associations. We construct feature vectors corresponding to 360 words and project them on 32 semantic…

Computation and Language · Computer Science 2026-05-01 Austin C. Kozlowski , Andrei Boutyline

Language is a major source of systemic inequities in science, particularly among scholars whose first language is not English. Studies have examined scientists' linguistic practices in specific contexts; few, however, have provided a global…

Digital Libraries · Computer Science 2025-05-01 Carolina Pradier , Lucía Céspedes , Vincent Larivière

We study politeness phenomena in nine typologically diverse languages. Politeness is an important facet of communication and is sometimes argued to be cultural-specific, yet existing computational linguistic study is limited to English. We…

Computation and Language · Computer Science 2022-11-30 Anirudh Srinivasan , Eunsol Choi

What makes some types of languages more probable than others? For instance, we know that almost all spoken languages contain the vowel phoneme /i/; why should that be? The field of linguistic typology seeks to answer these questions and,…

Computation and Language · Computer Science 2018-07-10 Ryan Cotterell , Jason Eisner

We introduce a multilingual extension of the HOLISTICBIAS dataset, the largest English template-based taxonomy of textual people references: MULTILINGUALHOLISTICBIAS. This extension consists of 20,459 sentences in 50 languages distributed…

Idiomatic expressions are an integral part of human languages, often used to express complex ideas in compressed or conventional ways (e.g. eager beaver as a keen and enthusiastic person). However, their interpretations may not be…

Computation and Language · Computer Science 2024-11-06 Wei He , Tiago Kramer Vieira , Marcos Garcia , Carolina Scarton , Marco Idiart , Aline Villavicencio

Self-supervised representation learning for speech often involves a quantization step that transforms the acoustic input into discrete units. However, it remains unclear how to characterize the relationship between these discrete units and…

Computation and Language · Computer Science 2023-06-06 Badr M. Abdullah , Mohammed Maqsood Shaik , Bernd Möbius , Dietrich Klakow

With the rise of Large Language Models (LLMs) and their vision-enabled counterparts (VLMs), numerous works have investigated their capabilities in tasks that fuse the modalities of vision and language. In this work, we benchmark the extent…

Computation and Language · Computer Science 2025-11-18 Tyler Loakman , Joseph James , Chenghua Lin

Large language models (LLMs) demonstrate remarkable potential across diverse language related tasks, yet whether they capture deeper linguistic properties, such as syntactic structure, phonetic cues, and metrical patterns from raw text…

Computation and Language · Computer Science 2025-12-05 Weiye Shi , Zhaowei Zhang , Shaoheng Yan , Yaodong Yang

Statistical linguistics has advanced considerably in recent decades as data has become available. This has allowed researchers to study how statistical properties of languages change over time. In this work, we use data from Twitter to…

Brain Signals, such as Electroencephalography (EEG), and human languages have been widely explored independently for many downstream tasks, however, the connection between them has not been well explored. In this study, we explore the…

Neurons and Cognition · Quantitative Biology 2024-05-07 William Han , Jielin Qiu , Jiacheng Zhu , Mengdi Xu , Douglas Weber , Bo Li , Ding Zhao

Exploring and quantifying semantic relatedness is central to representing language and holds significant implications across various NLP tasks. While earlier NLP research primarily focused on semantic similarity, often within the English…

Understanding how the brain represents the multifaceted properties of words in context is essential for explaining the neural architecture of human language. Here, we combine large-scale psycholinguistic modeling with naturalistic fMRI to…

Neurons and Cognition · Quantitative Biology 2026-01-21 Xuan Yang , Chuanji Gao , Cheng Xiao , Nicholas Riccardi , Rutvik H. Desai

We present a novel metric for the evaluation of the morphological plausibility of subword segmentation. Unlike the typically used morpheme boundary or retrieval F-score, which requires gold segmentation data that is either unavailable or of…

Computation and Language · Computer Science 2026-01-27 Abishek Stephen , Jindřich Libovický

Potentially idiomatic expressions (PIEs) construe meanings inherently tied to the everyday experience of a given language community. As such, they constitute an interesting challenge for assessing the linguistic (and to some extent…

Computation and Language · Computer Science 2026-02-25 Dilara Torunoğlu-Selamet , Dogukan Arslan , Rodrigo Wilkens , Wei He , Doruk Eryiğit , Thomas Pickard , Adriana S. Pagano , Aline Villavicencio , Gülşen Eryiğit , Ágnes Abuczki , Aida Cardoso , Alesia Lazarenka , Dina Almassova , Amalia Mendes , Anna Kanellopoulou , Antoni Brosa-Rodríguez , Baiba Saulite , Beata Wojtowicz , Bolette Pedersen , Carlos Manuel Hidalgo-Ternero , Chaya Liebeskind , Danka Jokić , Diego Alves , Eleni Triantafyllidi , Erik Velldal , Fred Philippy , Giedre Valunaite Oleskeviciene , Ieva Rizgeliene , Inguna Skadina , Irina Lobzhanidze , Isabell Stinessen Haugen , Jauza Akbar Krito , Jelena M. Marković , Johanna Monti , Josue Alejandro Sauca , Kaja Dobrovoljc , Kingsley O. Ugwuanyi , Laura Rituma , Lilja Øvrelid , Maha Tufail Agro , Manzura Abjalova , Maria Chatzigrigoriou , María del Mar Sánchez Ramos , Marija Pendevska , Masoumeh Seyyedrezaei , Mehrnoush Shamsfard , Momina Ahsan , Muhammad Ahsan Riaz Khan , Nathalie Carmen Hau Norman , Nilay Erdem Ayyıldız , Nina Hosseini-Kivanani , Noémi Ligeti-Nagy , Numaan Naeem , Olha Kanishcheva , Olha Yatsyshyna , Daniil Orel , Petra Giommarelli , Petya Osenova , Radovan Garabik , Regina E. Semou , Rozane Rebechi , Salsabila Zahirah Pranida , Samia Touileb , Sanni Nimb , Sarfraz Ahmad , Sarvinoz Sharipova , Shahar Golan , Shaoxiong Ji , Sopuruchi Christian Aboh , Srdjan Sucur , Stella Markantonatou , Sussi Olsen , Vahide Tajalli , Veronika Lipp , Voula Giouli , Yelda Yeşildal Eraydın , Zahra Saaberi , Zhuohan Xie

The extent to which individual language characteristics influence tokenization and language modeling is an open question. Differences in morphological systems have been suggested as both unimportant and crucial to consider (Cotterell et…

Computation and Language · Computer Science 2025-11-04 Wessel Poelman , Thomas Bauwens , Miryam de Lhoneux

Morphology is a crucial factor for multilingual language modeling as it poses direct challenges for tokenization. Here, we seek to understand how tokenization influences the morphological knowledge encoded in multilingual language models.…

Computation and Language · Computer Science 2024-10-23 Thao Anh Dang , Limor Raviv , Lukas Galke

Euphemisms substitute socially sensitive expressions, often softening or reframing meaning, and their reliance on cultural and pragmatic context complicates modeling across languages. In this study, we investigate how cross-lingual…

Computation and Language · Computer Science 2026-02-20 Hasan Can Biyik , Libby Barak , Jing Peng , Anna Feldman

It is well recognized that sensory perceptions and language have interconnections through numerous studies in psychology, neuroscience, and sensorial linguistics. Set in this rich context we ask whether the use of sensorial language in…

Computation and Language · Computer Science 2022-09-27 Osama Khalid , Padmini Srinivasan
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