English
Related papers

Related papers: Constructing and Expanding Low-Resource and Underr…

200 papers

Faced with a considerable lack of resources in African languages to carry out work in Natural Language Processing (NLP), Natural Language Understanding (NLU) and artificial intelligence, the research teams of NTeALan association has set…

Computation and Language · Computer Science 2021-04-01 Elvis Mboning Tchiaze

We present the Multilingual Cloud Corpus, the first national-scale, parallel, multimodal linguistic dataset of Bangladesh's ethnic and indigenous languages. Despite being home to approximately 40 minority languages spanning four language…

Computation and Language · Computer Science 2026-03-09 Mohammad Mamun Or Rashid

Despite being the third most popular language in India, the Marathi language lacks useful NLP resources. Moreover, popular NLP libraries do not have support for the Marathi language. With L3Cube-MahaNLP, we aim to build resources and a…

Computation and Language · Computer Science 2022-06-01 Raviraj Joshi

Low-resource languages, by its very definition, tend to be under represented in the pre-training corpora of Large Language Models. In this work, we investigate three low-resource cross-lingual approaches that enable an LLM adapt to tasks in…

Computation and Language · Computer Science 2024-06-26 Vaibhav Singh , Amrith Krishna , Karthika NJ , Ganesh Ramakrishnan

Developing effective spoken language processing systems for low-resource languages poses several challenges due to the lack of parallel data and limited resources for fine-tuning models. In this work, we target on improving upon both text…

Computation and Language · Computer Science 2023-07-04 Pin-Jie Lin , Muhammed Saeed , Ernie Chang , Merel Scholman

Extremely low-resource (XLR) languages lack substantial corpora for training NLP models, motivating the use of all available resources such as dictionaries and grammar books. Machine Translation from One Book (Tanzer et al., 2024) suggests…

Computation and Language · Computer Science 2025-04-25 Seth Aycock , David Stap , Di Wu , Christof Monz , Khalil Sima'an

Text corpora are essential for training models used in tasks like summarization, translation, and large language models (LLMs). While various efforts have been made to collect monolingual and multilingual datasets in many languages, Persian…

Computation and Language · Computer Science 2025-02-14 Sara Bourbour Hosseinbeigi , Fatemeh Taherinezhad , Heshaam Faili , Hamed Baghbani , Fatemeh Nadi , Mostafa Amiri

The Javanese language features a complex system of honorifics that vary according to the social status of the speaker, listener, and referent. Despite its cultural and linguistic significance, there has been limited progress in developing a…

Data is crucial for evidence-based policymaking and enhancing public services, including those at the Ministry of Finance of the Republic of Indonesia. However, the complexity and dynamic nature of governmental financial data and…

Artificial Intelligence · Computer Science 2024-08-01 Gilang Fajar Febrian , Grazziela Figueredo

Pre-trained multilingual language models such as mBERT and XLM-R have demonstrated great potential for zero-shot cross-lingual transfer to low web-resource languages (LRL). However, due to limited model capacity, the large difference in the…

Computation and Language · Computer Science 2022-03-24 Vaidehi Patil , Partha Talukdar , Sunita Sarawagi

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…

Parallel text is required for building high-quality machine translation (MT) systems, as well as for other multilingual NLP applications. For many South Asian languages, such data is in short supply. In this paper, we described a new…

Computation and Language · Computer Science 2020-01-28 Barry Haddow , Faheem Kirefu

Natural Language Processing (NLP) research has made great advancements in recent years with major breakthroughs that have established new benchmarks. However, these advances have mainly benefited a certain group of languages commonly…

Computation and Language · Computer Science 2023-05-02 Derguene Mbaye , Moussa Diallo , Thierno Ibrahima Diop

State-of-the-art natural language processing systems rely on supervision in the form of annotated data to learn competent models. These models are generally trained on data in a single language (usually English), and cannot be directly used…

Computation and Language · Computer Science 2018-09-14 Alexis Conneau , Guillaume Lample , Ruty Rinott , Adina Williams , Samuel R. Bowman , Holger Schwenk , Veselin Stoyanov

Although there are increasing and significant ties between China and Portuguese-speaking countries, there is not much parallel corpora in the Chinese-Portuguese language pair. Both languages are very populous, with 1.2 billion native…

Computation and Language · Computer Science 2018-04-06 Siyou Liu , Longyue Wang , Chao-Hong Liu

We present COPAL-ID, a novel, public Indonesian language common sense reasoning dataset. Unlike the previous Indonesian COPA dataset (XCOPA-ID), COPAL-ID incorporates Indonesian local and cultural nuances, and therefore, provides a more…

Computation and Language · Computer Science 2024-04-23 Haryo Akbarianto Wibowo , Erland Hilman Fuadi , Made Nindyatama Nityasya , Radityo Eko Prasojo , Alham Fikri Aji

Multilingual language models are widely used to extend NLP systems to low-resource languages. However, concrete evidence for the effects of multilinguality on language modeling performance in individual languages remains scarce. Here, we…

Computation and Language · Computer Science 2023-11-16 Tyler A. Chang , Catherine Arnett , Zhuowen Tu , Benjamin K. Bergen

Social bias in language models can potentially exacerbate social inequalities. Despite it having garnered wide attention, most research focuses on English data. In a low-resource scenario, the models often perform worse due to insufficient…

Computation and Language · Computer Science 2025-07-15 Ej Zhou , Weiming Lu

Figures of Speech (FoS) consist of multi-word phrases that are deeply intertwined with culture. While Neural Machine Translation (NMT) performs relatively well with the figurative expressions of high-resource languages, it often faces…

Computation and Language · Computer Science 2026-02-11 Johan Sofalas , Dilushri Pavithra , Nevidu Jayatilleke , Ruvan Weerasinghe

In this project, we develop a practical and efficient solution for automating the Manhwa translation from Indonesian to English. Our approach combines computer vision, text recognition, and natural language processing techniques to…

Machine Learning · Computer Science 2025-01-06 Nithyasri Narasimhan , Sagarika Singh