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The need for raw large raw corpora has dramatically increased in recent years with the introduction of transfer learning and semi-supervised learning methods to Natural Language Processing. And while there have been some recent attempts to…

Computation and Language · Computer Science 2022-01-19 Julien Abadji , Pedro Ortiz Suarez , Laurent Romary , Benoît Sagot

A major hurdle in data-driven research on typology is having sufficient data in many languages to draw meaningful conclusions. We present VoxClamantis v1.0, the first large-scale corpus for phonetic typology, with aligned segments and…

Computation and Language · Computer Science 2020-05-29 Elizabeth Salesky , Eleanor Chodroff , Tiago Pimentel , Matthew Wiesner , Ryan Cotterell , Alan W Black , Jason Eisner

Twitter is a well-known microblogging social site where users express their views and opinions in real-time. As a result, tweets tend to contain valuable information. With the advancements of deep learning in the domain of natural language…

Computation and Language · Computer Science 2020-10-22 Mohiuddin Md Abdul Qudar , Vijay Mago

We introduce a new reading comprehension dataset, dubbed MultiWikiQA, which covers 306 languages and has 1,220,757 samples in total. We start with Wikipedia articles, which also provide the context for the dataset samples, and use an LLM to…

Computation and Language · Computer Science 2026-03-05 Dan Saattrup Smart

We perform a large-scale analysis of language diatopic variation using geotagged microblogging datasets. By collecting all Twitter messages written in Spanish over more than two years, we build a corpus from which a carefully selected list…

Physics and Society · Physics 2014-11-20 Bruno Gonçalves , David Sánchez

We present a large-scale comparative study of 242 Latin and Cyrillic-script languages using subword-based methodologies. By constructing 'glottosets' from Wikipedia lexicons, we introduce a framework for simultaneous cross-linguistic…

Computation and Language · Computer Science 2026-01-27 Iaroslav Chelombitko , Mika Hämäläinen , Aleksey Komissarov

Self-supervised learning (SSL) has helped extend speech technologies to more languages by reducing the need for labeled data. However, models are still far from supporting the world's 7000+ languages. We propose XEUS, a Cross-lingual…

Computation and Language · Computer Science 2024-07-03 William Chen , Wangyou Zhang , Yifan Peng , Xinjian Li , Jinchuan Tian , Jiatong Shi , Xuankai Chang , Soumi Maiti , Karen Livescu , Shinji Watanabe

This paper investigates the use of automatically collected web audio data for the task of spoken language recognition. We generate semi-random search phrases from language-specific Wikipedia data that are then used to retrieve videos from…

Audio and Speech Processing · Electrical Eng. & Systems 2020-11-30 Jörgen Valk , Tanel Alumäe

Language documentation projects often involve the creation of annotated text in a format such as interlinear glossed text (IGT), which captures fine-grained morphosyntactic analyses in a morpheme-by-morpheme format. However, there are few…

Computation and Language · Computer Science 2024-11-14 Michael Ginn , Lindia Tjuatja , Taiqi He , Enora Rice , Graham Neubig , Alexis Palmer , Lori Levin

English is the predominant language on the web, powering nearly half of the world's top ten million websites. Support for multilingual content is nevertheless growing, with many websites increasingly combining English with regional or…

Computation and Language · Computer Science 2025-08-27 Masudul Hasan Masud Bhuiyan , Matteo Varvello , Yasir Zaki , Cristian-Alexandru Staicu

Recent advances in language modeling have demonstrated significant improvements in zero-shot capabilities, including in-context learning, instruction following, and machine translation for extremely under-resourced languages (Tanzer et al.,…

Computation and Language · Computer Science 2024-12-30 Albert Kornilov , Tatiana Shavrina

The use of Project Gutenberg (PG) as a text corpus has been extremely popular in statistical analysis of language for more than 25 years. However, in contrast to other major linguistic datasets of similar importance, no consensual full…

Computation and Language · Computer Science 2018-12-20 Martin Gerlach , Francesc Font-Clos

Cluster analysis is a field of data analysis that extracts underlying patterns in data. One application of cluster analysis is in text-mining, the analysis of large collections of text to find similarities between documents. We used a…

Machine Learning · Statistics 2014-08-26 Daniel Godfrey , Caley Johns , Carl Meyer , Shaina Race , Carol Sadek

This paper presents the Arabic Women and Society Corpus, a ten year collection of 252,487 public Arabic Facebook posts related to women's empowerment and social wellbeing. The corpus was collected from 51,660 pages across 77 countries…

Computation and Language · Computer Science 2026-05-22 Wajdi Zaghouani , Mabrouka Bessghaier , MD. Rafiul Biswas , Shimaa Amer Ibrahim

Machine translation between many languages at once is highly challenging, since training with ground truth requires supervision between all language pairs, which is difficult to obtain. Our key insight is that, while languages may vary…

Computation and Language · Computer Science 2022-04-04 Dídac Surís , Dave Epstein , Carl Vondrick

Multimodal Large Language Models (mLLMs) are trained on a large amount of text-image data. While most mLLMs are trained on caption-like data only, Alayrac et al. (2022) showed that additionally training them on interleaved sequences of text…

Computation and Language · Computer Science 2025-05-30 Matthieu Futeral , Armel Zebaze , Pedro Ortiz Suarez , Julien Abadji , Rémi Lacroix , Cordelia Schmid , Rachel Bawden , Benoît Sagot

In the rapidly evolving digital era, there is an increasing demand for concise information as individuals seek to distil key insights from various sources. Recent attention from researchers on Multi-document Summarisation (MDS) has resulted…

Computation and Language · Computer Science 2024-09-19 Kushan Hewapathirana , Nisansa de Silva , C. D. Athuraliya

Languages are known to describe the world in diverse ways. Across lexicons, diversity is pervasive, appearing through phenomena such as lexical gaps and untranslatability. However, in computational resources, such as multilingual lexical…

Computation and Language · Computer Science 2023-10-27 Hadi Khalilia , Gábor Bella , Abed Alhakim Freihat , Shandy Darma , Fausto Giunchiglia

Organisations disclose their privacy practices by posting privacy policies on their website. Even though users often care about their digital privacy, they often don't read privacy policies since they require a significant investment in…

Information Retrieval · Computer Science 2024-04-02 Mukund Srinath , Shomir Wilson , C. Lee Giles

Machine-translated data is widely used in multilingual NLP, particularly when native text is scarce. However, translated text differs systematically from native text. This phenomenon is known as translationese, and it reflects both traces…

Computation and Language · Computer Science 2026-02-19 Jenny Kunz