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Natural Language Processing (NLP) is increasingly used as a key ingredient in critical decision-making systems such as resume parsers used in sorting a list of job candidates. NLP systems often ingest large corpora of human text, attempting…

Computation and Language · Computer Science 2020-07-14 Esma Wali , Yan Chen , Christopher Mahoney , Thomas Middleton , Marzieh Babaeianjelodar , Mariama Njie , Jeanna Neefe Matthews

Bangla -- ranked as the 6th most widely spoken language across the world (https://www.ethnologue.com/guides/ethnologue200), with 230 million native speakers -- is still considered as a low-resource language in the natural language…

Computation and Language · Computer Science 2021-07-27 Firoj Alam , Arid Hasan , Tanvirul Alam , Akib Khan , Janntatul Tajrin , Naira Khan , Shammur Absar Chowdhury

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

Although researchers and practitioners are pushing the boundaries and enhancing the capacities of NLP tools and methods, works on African languages are lagging. A lot of focus on well resourced languages such as English, Japanese, German,…

Computation and Language · Computer Science 2020-04-03 Ignatius Ezeani , Paul Rayson , Ikechukwu Onyenwe , Chinedu Uchechukwu , Mark Hepple

Africa has over 2000 languages. Despite this, African languages account for a small portion of available resources and publications in Natural Language Processing (NLP). This is due to multiple factors, including: a lack of focus from…

Amharic is the official language of the Federal Democratic Republic of Ethiopia. There are lots of historic Amharic and Ethiopic handwritten documents addressing various relevant issues including governance, science, religious, social…

Computer Vision and Pattern Recognition · Computer Science 2022-10-04 Mesay Samuel Gondere , Lars Schmidt-Thieme , Abiot Sinamo Boltena , Hadi Samer Jomaa

Natural language processing (NLP) has recently gained much attention for representing and analysing human language computationally. It has spread its applications in various fields such as machine translation, email spam detection,…

Computation and Language · Computer Science 2022-08-01 Diksha Khurana , Aditya Koli , Kiran Khatter , Sukhdev Singh

Recent advances in word embeddings and language models use large-scale, unlabelled data and self-supervised learning to boost NLP performance. Multilingual models, often trained on web-sourced data like Wikipedia, face challenges: few…

Computation and Language · Computer Science 2025-07-02 David Ifeoluwa Adelani

State-of-the-art natural language processing (NLP) models are trained on massive training corpora, and report a superlative performance on evaluation datasets. This survey delves into an important attribute of these datasets: the dialect of…

Computation and Language · Computer Science 2024-12-10 Aditya Joshi , Raj Dabre , Diptesh Kanojia , Zhuang Li , Haolan Zhan , Gholamreza Haffari , Doris Dippold

Natural Language Processing (NLP) is undergoing constant transformation, as Large Language Models (LLMs) are driving daily breakthroughs in research and practice. In this regard, tracking the progress of NLP research and automatically…

Yor\`ub\'a an African language with roughly 47 million speakers encompasses a continuum with several dialects. Recent efforts to develop NLP technologies for African languages have focused on their standard dialects, resulting in…

Computation and Language · Computer Science 2024-07-01 Orevaoghene Ahia , Anuoluwapo Aremu , Diana Abagyan , Hila Gonen , David Ifeoluwa Adelani , Daud Abolade , Noah A. Smith , Yulia Tsvetkov

Language is inherent and compulsory for human communication. Whether expressed in a written or spoken way, it ensures understanding between people of the same and different regions. With the growing awareness and effort to include more…

Computation and Language · Computer Science 2021-03-17 Bonaventure F. P. Dossou , Chris C. Emezue

Natural language processing (NLP) systems have become a central technology in communication, education, medicine, artificial intelligence, and many other domains of research and development. While the performance of NLP methods has grown…

Computation and Language · Computer Science 2021-10-14 Damián Blasi , Antonios Anastasopoulos , Graham Neubig

Natural Language Processing (NLP) is today a very active field of research and innovation. Many applications need however big sets of data for supervised learning, suitably labelled for the training purpose. This includes applications for…

Computation and Language · Computer Science 2021-02-23 ElMehdi Boujou , Hamza Chataoui , Abdellah El Mekki , Saad Benjelloun , Ikram Chairi , Ismail Berrada

In NLP, text classification is one of the primary problems we try to solve and its uses in language analyses are indisputable. The lack of labeled training data made it harder to do these tasks in low resource languages like Amharic. The…

Computation and Language · Computer Science 2021-03-11 Israel Abebe Azime , Nebil Mohammed

Large language models (LLMs) have received a lot of attention in natural language processing (NLP) research because of their exceptional performance in understanding and generating human languages. However, low-resource languages are left…

Research in NLP for Central Asian Turkic languages - Kazakh, Uzbek, Kyrgyz, and Turkmen - faces typical low-resource language challenges like data scarcity, limited linguistic resources and technology development. However, recent…

Computation and Language · Computer Science 2026-02-17 Yana Veitsman , Mareike Hartmann

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…

Computation and Language · Computer Science 2025-01-22 Audrey Mbogho , Quin Awuor , Andrew Kipkebut , Lilian Wanzare , Vivian Oloo

Large Language Models (LLMs) like GPT-4 and LLaMA have shown incredible proficiency at natural language processing tasks and have even begun to excel at tasks across other modalities such as vision and audio. Despite their success, LLMs…

Computation and Language · Computer Science 2024-03-12 Michael Andersland

African languages are numerous, complex and low-resourced. The datasets required for machine translation are difficult to discover, and existing research is hard to reproduce. Minimal attention has been given to machine translation for…

Computation and Language · Computer Science 2019-06-17 Laura Martinus , Jade Z. Abbott