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This paper introduces AFRIDOC-MT, a document-level multi-parallel translation dataset covering English and five African languages: Amharic, Hausa, Swahili, Yor\`ub\'a, and Zulu. The dataset comprises 334 health and 271 information…

The evolution of the Internet has increased the amount of information that is expressed by people on different platforms. This information can be product reviews, discussions on forums, or social media platforms. Accessibility of these…

计算与语言 · 计算机科学 2021-04-20 Gati L. Martin , Medard E. Mswahili , Young-Seob Jeong

Voice or Speech Commands are a subset of the broader Spoken Word Corpus of a language which are essential for non-contact control of and activation of larger AI systems in devices used in everyday life especially for persons with…

音频与语音处理 · 电气工程与系统科学 2025-07-03 George Igwegbe , Martins Awojide , Mboh Bless , Nirel Kadzo

While language identification is a fundamental speech and language processing task, for many languages and language families it remains a challenging task. For many low-resource and endangered languages this is in part due to resource…

Over the past three years, the rapid advancement of Large Language Models (LLMs) has had a profound impact on multiple areas of Artificial Intelligence (AI), particularly in Natural Language Processing (NLP) across diverse languages,…

计算与语言 · 计算机科学 2025-05-14 Haneh Rhel , Dmitri Roussinov

Yor\`ub\'a is a widely spoken West African language with a writing system rich in orthographic and tonal diacritics. They provide morphological information, are crucial for lexical disambiguation, pronunciation and are vital for any…

Linguistic disparity in the NLP world is a problem that has been widely acknowledged recently. However, different facets of this problem, or the reasons behind this disparity are seldom discussed within the NLP community. This paper…

计算与语言 · 计算机科学 2022-10-21 Surangika Ranathunga , Nisansa de Silva

Current automatic speech recognition (ASR) models are designed to be used across many languages and tasks without substantial changes. However, this broad language coverage hides performance gaps within languages, for example, across…

计算与语言 · 计算机科学 2024-10-04 Giuseppe Attanasio , Beatrice Savoldi , Dennis Fucci , Dirk Hovy

Despite recent availability of large transcribed Kinyarwanda speech data, achieving robust speech recognition for Kinyarwanda is still challenging. In this work, we show that using self-supervised pre-training, following a simple curriculum…

音频与语音处理 · 电气工程与系统科学 2024-03-05 Antoine Nzeyimana

Researchers working on low-resource languages face persistent challenges due to limited data availability and restricted access to computational resources. Although most large language models (LLMs) are predominantly trained in…

计算与语言 · 计算机科学 2025-05-27 Odunayo Ogundepo , Akintunde Oladipo , Kelechi Ogueji , Esther Adenuga , David Ifeoluwa Adelani , Jimmy Lin

Automatic Speech Recognition (ASR) technology has witnessed significant advancements in recent years, revolutionizing human-computer interactions. While major languages have benefited from these developments, lesser-resourced languages like…

计算与语言 · 计算机科学 2024-11-25 Muhammad Sharif , Zeeshan Abbas , Jiangyan Yi , Chenglin Liu

This article methodologically reflects on how social media scholars can effectively engage with speech-based data in their analyses. While contemporary media studies have embraced textual, visual, and relational data, the aural dimension…

社会与信息网络 · 计算机科学 2024-12-18 Hongrui Jin

The surge in global migration patterns underscores the imperative of integrating migrants seamlessly into host communities, necessitating inclusive and trustworthy public services. Despite the Nordic countries' robust public sector…

计算与语言 · 计算机科学 2024-06-14 Fedor Vitiugin , Sunok Lee , Henna Paakki , Anastasiia Chizhikova , Nitin Sawhney

Question answering (QA) systems are now available through numerous commercial applications for a wide variety of domains, serving millions of users that interact with them via speech interfaces. However, current benchmarks in QA research do…

计算与语言 · 计算机科学 2021-09-27 Fahim Faisal , Sharlina Keshava , Md Mahfuz ibn Alam , Antonios Anastasopoulos

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…

音频与语音处理 · 电气工程与系统科学 2020-01-30 Andrew Titus , Jan Silovsky , Nanxin Chen , Roger Hsiao , Mary Young , Arnab Ghoshal

Bilingual and multilingual language models offer a promising path toward scaling NLP systems across diverse languages and users. However, their performance often varies wildly between languages as prior works show that adding more languages…

计算与语言 · 计算机科学 2025-06-17 Skyler Seto , Maartje ter Hoeve , Maureen de Seyssel , David Grangier

Deepfake generation methods are evolving fast, making fake media harder to detect and raising serious societal concerns. Most deepfake detection and dataset creation research focuses on monolingual content, often overlooking the challenges…

计算机视觉与模式识别 · 计算机科学 2025-05-29 Kartik Kuckreja , Parul Gupta , Injy Hamed , Thamar Solorio , Muhammad Haris Khan , Abhinav Dhall

Searching for an available, reliable, official, and understandable information is not a trivial task due to scattered information across the internet, and the availability lack of governmental communication channels communicating with…

计算与语言 · 计算机科学 2021-03-17 Aymen Ben Elhaj Mabrouk , Moez Ben Haj Hmida , Chayma Fourati , Hatem Haddad , Abir Messaoudi

As machine learning and data science applications grow ever more prevalent, there is an increased focus on data sharing and open data initiatives, particularly in the context of the African continent. Many argue that data sharing can…

计算机与社会 · 计算机科学 2021-03-02 Rediet Abebe , Kehinde Aruleba , Abeba Birhane , Sara Kingsley , George Obaido , Sekou L. Remy , Swathi Sadagopan

Data voids--areas of the internet where reliable information is scarce or absent--pose significant challenges to online health information seeking, particularly for users operating in low-web data languages. These voids are increasingly…