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相关论文: Kencorpus: A Kenyan Language Corpus of Swahili, Dh…

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Natural Language Processing is a crucial frontier in artificial intelligence, with broad applications in many areas, including public health, agriculture, education, and commerce. However, due to the lack of substantial linguistic…

计算与语言 · 计算机科学 2025-01-22 Audrey Mbogho , Quin Awuor , Andrew Kipkebut , Lilian Wanzare , Vivian Oloo

The need for Question Answering datasets in low resource languages is the motivation of this research, leading to the development of Kencorpus Swahili Question Answering Dataset, KenSwQuAD. This dataset is annotated from raw story texts of…

计算与语言 · 计算机科学 2025-01-17 Barack W. Wanjawa , Lilian D. A. Wanzare , Florence Indede , Owen McOnyango , Lawrence Muchemi , Edward Ombui

AfriVoices-KE is a large-scale multilingual speech dataset comprising approximately 3,000 hours of audio across five Kenyan languages: Dholuo, Kikuyu, Kalenjin, Maasai, and Somali. The dataset includes 750 hours of scripted speech and 2,250…

Processing low-resource languages, such as Kiswahili, using machine learning is difficult due to lack of adequate training data. However, such low-resource languages are still important for human communication and are already in daily use…

计算与语言 · 计算机科学 2025-01-17 Barack Wamkaya Wanjawa , Lawrence Muchemi , Evans Miriti

Kenya, known for its linguistic diversity, faces unique challenges and promising opportunities in advancing Natural Language Processing (NLP) technologies, particularly for its underrepresented indigenous languages. This survey provides a…

We present the Thiomi Dataset, a large-scale multimodal corpus spanning ten African languages across four language families: Swahili, Kikuyu, Kamba, Kimeru, Luo, Maasai, Kipsigis, Somali (East Africa); Wolof (West Africa); and Fulani…

计算与语言 · 计算机科学 2026-04-07 Hillary Mutisya , John Mugane , Gavin Nyamboga , Brian Chege , Maryruth Gathoni

If today some African languages like Swahili have enough resources to develop high-performing Natural Language Processing (NLP) systems, many other languages spoken on the continent are still lacking such support. For these languages, still…

计算与语言 · 计算机科学 2024-12-19 Naira Abdou Mohamed , Zakarya Erraji , Abdessalam Bahafid , Imade Benelallam

This paper proposes the creation of a Swahili Question Answering (QA) benchmark dataset, aimed at addressing the underrepresentation of Swahili in natural language processing (NLP). Drawing from established benchmarks like SQuAD, GLUE,…

计算与语言 · 计算机科学 2024-10-21 Alfred Malengo Kondoro

Low resource languages present unique challenges for natural language processing due to the limited availability of digitized and well structured linguistic data. To address this gap, the GhanaNLP initiative has developed and curated 41,513…

Building automatic speech recognition (ASR) systems is a challenging task, especially for under-resourced languages that need to construct corpora nearly from scratch and lack sufficient training data. It has emerged that several African…

Hausa language belongs to the Afroasiatic phylum, and with more first-language speakers than any other sub-Saharan African language. With a majority of its speakers residing in the Northern and Southern areas of Nigeria and the Republic of…

计算与语言 · 计算机科学 2021-02-18 Isa Inuwa-Dutse

Most speech and language technologies are trained with massive amounts of speech and text information. However, most of the world languages do not have such resources or stable orthography. Systems constructed under these almost zero…

Scene text recognition is essential in many applications, including automated translation, information retrieval, driving assistance, and enhancing accessibility for individuals with visual impairments. Much research has been done to…

计算机视觉与模式识别 · 计算机科学 2024-05-21 Fadila Wendigoundi Douamba , Jianjun Song , Ling Fu , Yuliang Liu , Xiang Bai

Hausa Natural Language Processing (NLP) has gained increasing attention in recent years, yet remains understudied as a low-resource language despite having over 120 million first-language (L1) and 80 million second-language (L2) speakers…

We present PashtoCorp, a 1.25-billion-word corpus for Pashto, a language spoken by 60 million people that remains severely underrepresented in NLP. The corpus is assembled from 39 sources spanning seven HuggingFace datasets and 32…

计算与语言 · 计算机科学 2026-03-18 Hanif Rahman

In this paper we present the dataset of Himachali low resource endangered language, Kangri (ISO 639-3xnr) listed in the United Nations Educational, Scientific and Cultural Organization (UNESCO). The compilation of kangri corpus has been a…

计算与语言 · 计算机科学 2021-03-23 Shweta Chauhan , Shefali Saxena , Philemon Daniel

The development of Natural Language Processing (NLP) tools for low-resource languages is critically hindered by the scarcity of annotated datasets. This paper addresses this fundamental challenge by introducing HausaMovieReview, a novel…

Low-resource languages serve as invaluable repositories of human history, preserving cultural and intellectual diversity. Despite their significance, they remain largely absent from modern natural language processing systems. While progress…

计算与语言 · 计算机科学 2026-03-17 Offiong Bassey Edet , Mbuotidem Sunday Awak , Emmanuel Oyo-Ita , Benjamin Okon Nyong , Ita Etim Bassey

The development of high-performing, robust, and reliable speech technologies depends on large, high-quality datasets. However, African languages -- including our focus, Igbo, Hausa, and Yoruba -- remain under-represented due to insufficient…

The Bangla language is the seventh most spoken language, with 265 million native and non-native speakers worldwide. However, English is the predominant language for online resources and technical knowledge, journals, and documentation.…

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