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Creating spoken dialogue datasets is methodologically challenging, and these challenges are amplified when the goal is to build multilingual, multi-parallel datasets at scale. This work introduces HEALTHDIAL, a large-scale, multilingual,…

Computation and Language · Computer Science 2026-05-29 Songbo Hu , Yinhong Liu , Ej Zhou , Evgeniia Razumovskaia , Xiaobin Wang , Alexander Fraser , Ivan Vulić , Anna Korhonen

The complete freedom of expression in social media has its costs especially in spreading harmful and abusive content that may induce people to act accordingly. Therefore, the need of detecting automatically such a content becomes an urgent…

Computation and Language · Computer Science 2021-10-12 Slim Gharbi , Heger Arfaoui , Hatem Haddad , Mayssa Kchaou

In this study, we introduce YODAS (YouTube-Oriented Dataset for Audio and Speech), a large-scale, multilingual dataset comprising currently over 500k hours of speech data in more than 100 languages, sourced from both labeled and unlabeled…

Computation and Language · Computer Science 2024-06-04 Xinjian Li , Shinnosuke Takamichi , Takaaki Saeki , William Chen , Sayaka Shiota , Shinji Watanabe

Question semantic similarity is a challenging and active research problem that is very useful in many NLP applications, such as detecting duplicate questions in community question answering platforms such as Quora. Arabic is considered to…

Computation and Language · Computer Science 2019-09-23 Hesham Al-Bataineh , Wael Farhan , Ahmad Mustafa , Haitham Seelawi , Hussein T. Al-Natsheh

Bengali is one of the most spoken languages in the world with over 300 million speakers globally. Despite its popularity, research into the development of Bengali speech recognition systems is hindered due to the lack of diverse open-source…

Recent NLP advances focus primarily on standardized languages, leaving most low-resource dialects under-served especially in Indian scenarios. In India, the issue is particularly important: despite Hindi being the third most spoken language…

Computation and Language · Computer Science 2026-01-16 Tarun Sharma , Manikandan Ravikiran , Sourava Kumar Behera , Pramit Bhattacharya , Arnab Bhattacharya , Rohit Saluja

Morphological tagging is challenging for morphologically rich languages due to the large target space and the need for more training data to minimize model sparsity. Dialectal variants of morphologically rich languages suffer more as they…

Computation and Language · Computer Science 2019-10-29 Nasser Zalmout , Nizar Habash

The advancement of speech technologies has been remarkable, yet its integration with African languages remains limited due to the scarcity of African speech corpora. To address this issue, we present AfroDigits, a minimalist,…

Emotion detection can provide us with a window into understanding human behavior. Due to the complex dynamics of human emotions, however, constructing annotated datasets to train automated models can be expensive. Thus, we explore the…

Computation and Language · Computer Science 2022-05-06 Sabit Hassan , Shaden Shaar , Kareem Darwish

Large language models (LLMs) serve as powerful tools for design, providing capabilities for both task automation and design assistance. Recent advancements have shown tremendous potential for facilitating LLM integration into the chip…

Instruction-tuned large language models have demonstrated remarkable capabilities in following human instructions across various domains. However, their proficiency remains notably deficient in many low-resource languages. To address this…

Computation and Language · Computer Science 2025-01-16 Hojjat Mokhtarabadi , Ziba Zamani , Abbas Maazallahi , Mohammad Hossein Manshaei

Progress in cross-lingual modeling depends on challenging, realistic, and diverse evaluation sets. We introduce Multilingual Knowledge Questions and Answers (MKQA), an open-domain question answering evaluation set comprising 10k…

Computation and Language · Computer Science 2021-08-18 Shayne Longpre , Yi Lu , Joachim Daiber

The Linguistic Data Consortium (LDC) has developed hundreds of data corpora for natural language processing (NLP) research. Among these are a number of annotated treebank corpora for Arabic. Typically, these corpora consist of a single…

Computation and Language · Computer Science 2013-09-24 Mona Diab , Nizar Habash , Owen Rambow , Ryan Roth

Generative models are increasingly being used in various applications, such as text generation, commonsense reasoning, and question-answering. To be effective globally, these models must be aware of and account for local socio-cultural…

Computers and Society · Computer Science 2024-03-25 Agrima Seth , Sanchit Ahuja , Kalika Bali , Sunayana Sitaram

Recent advances in self-supervised learning have dramatically improved the state of the art on a wide variety of tasks. However, research in language model pre-training has mostly focused on natural languages, and it is unclear whether…

Computation and Language · Computer Science 2021-10-29 Baptiste Roziere , Marie-Anne Lachaux , Marc Szafraniec , Guillaume Lample

Pre-trained transformers are now the de facto models in Natural Language Processing given their state-of-the-art results in many tasks and languages. However, most of the current models have been trained on languages for which large text…

Computation and Language · Computer Science 2022-12-13 Amine Abdaoui , Mohamed Berrimi , Mourad Oussalah , Abdelouahab Moussaoui

The absence of annotated sign language datasets has hindered the development of sign language recognition and translation technologies. In this paper, we introduce Bornil; a crowdsource-friendly, multilingual sign language data collection,…

The identification of analytic tasks from free text is critical for visualization-oriented natural language interfaces (V-NLIs) to suggest effective visualizations. However, it is challenging due to the ambiguity and complexity nature of…

Computation and Language · Computer Science 2020-12-04 Siwei Fu , Kai Xiong , Xiaodong Ge , Siliang Tang , Wei Chen , Yingcai Wu

Research on (multi-domain) task-oriented dialog (TOD) has predominantly focused on the English language, primarily due to the shortage of robust TOD datasets in other languages, preventing the systematic investigation of cross-lingual…

Computation and Language · Computer Science 2022-05-24 Chia-Chien Hung , Anne Lauscher , Ivan Vulić , Simone Paolo Ponzetto , Goran Glavaš

Based on an annotated multimedia corpus, television series Mar{\=a}y{\=a} 2013, we dig into the question of ''automatic standardization'' of Arabic dialects for machine translation. Here we distinguish between rule-based machine translation…

Computation and Language · Computer Science 2023-01-10 Abidrabbo Alnassan
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