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We introduce VoxPopuli, a large-scale multilingual corpus providing 100K hours of unlabelled speech data in 23 languages. It is the largest open data to date for unsupervised representation learning as well as semi-supervised learning.…

Computation and Language · Computer Science 2021-07-28 Changhan Wang , Morgane Rivière , Ann Lee , Anne Wu , Chaitanya Talnikar , Daniel Haziza , Mary Williamson , Juan Pino , Emmanuel Dupoux

Large language models (LLMs) have demonstrated remarkable capabilities, but their success heavily relies on the quality of pretraining corpora. For Chinese LLMs, the scarcity of high-quality Chinese datasets presents a significant…

Computation and Language · Computer Science 2025-01-15 Yijiong Yu , Ziyun Dai , Zekun Wang , Wei Wang , Ran Chen , Ji Pei

Linguistic features remain essential for interpretability and tasks that involve style, structure, and readability, but existing Spanish tools offer limited coverage. We present PUCP-Metrix, an open-source and comprehensive toolkit for…

Computation and Language · Computer Science 2025-12-05 Javier Alonso Villegas Luis , Marco Antonio Sobrevilla Cabezudo

This paper will present textual corpora for Serbian (and Serbo-Croatian), usable for the training of large language models and publicly available at one of the several notable online repositories. Each corpus will be classified using…

Computation and Language · Computer Science 2024-05-16 Mihailo Škorić , Nikola Janković

Recent studies have highlighted the potential of exploiting parallel corpora to enhance multilingual large language models, improving performance in both bilingual tasks, e.g., machine translation, and general-purpose tasks, e.g., text…

Computation and Language · Computer Science 2025-02-11 Peiqin Lin , André F. T. Martins , Hinrich Schütze

This paper introduces the open-source dataset WanJuanSiLu, designed to provide high-quality training corpora for low-resource languages, thereby advancing the research and development of multilingual models. To achieve this, we have…

In this paper we describe a WSD experiment based on bilingual English-Spanish comparable corpora in which individual noun phrases have been identified and aligned with their respective counterparts in the other language. The evaluation of…

Computation and Language · Computer Science 2009-10-30 David Fernandez-Amoros

Wikipedia articles (content pages) are commonly used corpora in Natural Language Processing (NLP) research, especially in low-resource languages other than English. Yet, a few research studies have studied the three Arabic Wikipedia…

Computation and Language · Computer Science 2024-04-02 Saied Alshahrani , Hesham Haroon , Ali Elfilali , Mariama Njie , Jeanna Matthews

MIRACL (Multilingual Information Retrieval Across a Continuum of Languages) is a multilingual dataset we have built for the WSDM 2023 Cup challenge that focuses on ad hoc retrieval across 18 different languages, which collectively encompass…

We present ASDiv (Academia Sinica Diverse MWP Dataset), a diverse (in terms of both language patterns and problem types) English math word problem (MWP) corpus for evaluating the capability of various MWP solvers. Existing MWP corpora for…

Artificial Intelligence · Computer Science 2021-07-01 Shen-Yun Miao , Chao-Chun Liang , Keh-Yih Su

Linking concepts and named entities to knowledge bases has become a crucial Natural Language Understanding task. In this respect, recent works have shown the key advantage of exploiting textual definitions in various Natural Language…

Computation and Language · Computer Science 2017-02-22 José Camacho Collados , Claudio Delli Bovi , Alessandro Raganato , Roberto Navigli

The monitoring of underground criminal activities is often automated to maximize the data collection and to train ML models to automatically adapt data collection tools to different communities. On the other hand, sophisticated adversaries…

Cryptography and Security · Computer Science 2020-09-18 Michele Campobasso , Pavlo Burda , Luca Allodi

Large text corpora are increasingly important for a wide variety of Natural Language Processing (NLP) tasks, and automatic language identification (LangID) is a core technology needed to collect such datasets in a multilingual context.…

Computation and Language · Computer Science 2020-10-30 Isaac Caswell , Theresa Breiner , Daan van Esch , Ankur Bapna

Despite its troubled past, the AOL Query Log continues to be an important resource to the research community -- particularly for tasks like search personalisation. When using the query log these ranking experiments, little attention is…

Information Retrieval · Computer Science 2022-01-24 Sean MacAvaney , Craig Macdonald , Iadh Ounis

This paper presents a multi-stage framework for detecting reclaimed slurs in multilingual social media discourse. It addresses the challenge of identifying reclamatory versus non-reclamatory usage of LGBTQ+-related slurs across English,…

Computation and Language · Computer Science 2026-05-19 Barathi Ganesh HB , Michal Ptaszynski , Rene Melendez , Juuso Eronen

Verbal deception has been studied in psychology, forensics, and computational linguistics for a variety of reasons, like understanding behaviour patterns, identifying false testimonies, and detecting deception in online communication.…

Computation and Language · Computer Science 2023-06-09 Aswathy Velutharambath , Roman Klinger

Recent advances in speech recognition and translation rely on hundreds of thousands of hours of Internet speech data. We argue that state-of-the art accuracy can be reached without relying on web-scale data. Canary - multilingual ASR and…

Large text corpora are the backbone of language models. However, we have a limited understanding of the content of these corpora, including general statistics, quality, social factors, and inclusion of evaluation data (contamination). In…

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

The EcoLexicon English Corpus (EEC) is a 23.1-million-word corpus of contemporary environmental texts. It was compiled by the LexiCon research group for the development of EcoLexicon (Faber, Leon-Arauz & Reimerink 2016; San Martin et al.…

Computation and Language · Computer Science 2018-07-17 Pilar Leon-Arauz , Antonio San Martin , Arianne Reimerink