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Hate speech encompasses verbal, written, or behavioral communication that targets derogatory or discriminatory language against individuals or groups based on sensitive characteristics. Automated hate speech detection plays a crucial role…

Computation and Language · Computer Science 2024-05-06 Tanmay Sen , Ansuman Das , Mrinmay Sen

We present our journey in training a speech language model for Wolof, an underrepresented language spoken in West Africa, and share key insights. We first emphasize the importance of collecting large-scale, spontaneous, high-quality…

Computation and Language · Computer Science 2025-09-26 Yaya Sy , Dioula Doucouré , Christophe Cerisara , Irina Illina

The growing spread of misinformation in digital media highlights the need for reliable fake news detection systems, yet progress in under-resourced languages such as Bangla is limited by small and imbalanced datasets. This study…

Computation and Language · Computer Science 2026-05-05 Ahmed Alfey Sani , Kazi Akib Zaoad , Shefayat E Shams Adib , Md Abdul Muqtadir , Ajwad Abrar

This chapter focuses on gender-related errors in machine translation (MT) in the context of low-resource languages. We begin by explaining what low-resource languages are, examining the inseparable social and computational factors that…

Computation and Language · Computer Science 2024-03-13 Sourojit Ghosh , Srishti Chatterjee

Handwriting recognition remains challenging for some of the most spoken languages, like Bangla, due to the complexity of line and word segmentation brought by the curvilinear nature of writing and lack of quality datasets. This paper solves…

Computer Vision and Pattern Recognition · Computer Science 2023-09-27 Sheikh Mohammad Jubaer , Nazifa Tabassum , Md. Ataur Rahman , Mohammad Khairul Islam

Punctuation restoration enhances the readability of text and is critical for post-processing tasks in Automatic Speech Recognition (ASR), especially for low-resource languages like Bangla. In this study, we explore the application of…

Computation and Language · Computer Science 2026-01-13 Md Obyedullahil Mamun , Md Adyelullahil Mamun , Arif Ahmad , Md. Imran Hossain Emu

With the rise of social media and online news sources, fake news has become a significant issue globally. However, the detection of fake news in low resource languages like Bengali has received limited attention in research. In this paper,…

Computation and Language · Computer Science 2025-10-20 Arman Sakif Chowdhury , G. M. Shahariar , Ahammed Tarik Aziz , Syed Mohibul Alam , Md. Azad Sheikh , Tanveer Ahmed Belal

Bangla or Bengali is the national language of Bangladesh, people from different regions don't talk in proper Bangla. Every division of Bangladesh has its own local language like Sylheti, Chittagong etc. In recent years some papers were…

Language models have demonstrated remarkable performance on complex multi-step reasoning tasks. However, their evaluation has been predominantly confined to high-resource languages such as English. In this paper, we introduce a manually…

Computation and Language · Computer Science 2025-12-04 Khondoker Ittehadul Islam , Gabriele Sarti

Social media platforms are critical spaces for public discourse, shaping opinions and community dynamics, yet their widespread use has amplified harmful content, particularly hate speech, threatening online safety and inclusivity. While…

Computation and Language · Computer Science 2025-06-11 Muhammad Usman , Muhammad Ahmad , M. Shahiki Tash , Irina Gelbukh , Rolando Quintero Tellez , Grigori Sidorov

We present the findings of SemEval-2023 Task 12, a shared task on sentiment analysis for low-resource African languages using Twitter dataset. The task featured three subtasks; subtask A is monolingual sentiment classification with 12…

Online presence on social media platforms such as Facebook and Twitter has become a daily habit for internet users. Despite the vast amount of services the platforms offer for their users, users suffer from cyber-bullying, which further…

Computation and Language · Computer Science 2022-07-19 Ahmad Shapiro , Ayman Khalafallah , Marwan Torki

Sentiment analysis (SA) in Bengali is challenging due to this Indo-Aryan language's highly inflected properties with more than 160 different inflected forms for verbs and 36 different forms for noun and 24 different forms for pronouns. The…

Computation and Language · Computer Science 2020-12-15 Khondoker Ittehadul Islam , Md. Saiful Islam , Md Ruhul Amin

In this paper, we discuss the nlpBDpatriots entry to the shared task on Sentiment Analysis of Bangla Social Media Posts organized at the first workshop on Bangla Language Processing (BLP) co-located with EMNLP. The main objective of this…

Computation and Language · Computer Science 2023-11-28 Dhiman Goswami , Md Nishat Raihan , Sadiya Sayara Chowdhury Puspo , Marcos Zampieri

Online social networks are ubiquitous and user-friendly. Nevertheless, it is vital to detect and moderate offensive content to maintain decency and empathy. However, mining social media texts is a complex task since users don't adhere to…

Computation and Language · Computer Science 2022-04-12 Vitthal Bhandari , Poonam Goyal

Bengali, spoken by over 300 million people, is a morphologically rich and lowresource language, posing challenges for automatic speech recognition (ASR). This research presents an end-to-end framework for Bengali ASR, building on a…

Audio and Speech Processing · Electrical Eng. & Systems 2026-01-16 Md. Nazmus Sakib , Golam Mahmud , Md. Maruf Bangabashi , Umme Ara Mahinur Istia , Md. Jahidul Islam , Partha Sarker , Afra Yeamini Prity

This paper presents a detailed system description of our entry for the CHiPSAL 2025 shared task, focusing on language detection, hate speech identification, and target detection in Devanagari script languages. We experimented with a…

Multilingual transformer models like mBERT and XLM-RoBERTa have obtained great improvements for many NLP tasks on a variety of languages. However, recent works also showed that results from high-resource languages could not be easily…

Computation and Language · Computer Science 2020-10-08 Michael A. Hedderich , David Adelani , Dawei Zhu , Jesujoba Alabi , Udia Markus , Dietrich Klakow

In recent years, transformer models have achieved great success in natural language processing (NLP) tasks. Most of the current state-of-the-art NLP results are achieved by using monolingual transformer models, where the model is…

Computation and Language · Computer Science 2020-06-22 Abrhalei Tela , Abraham Woubie , Ville Hautamaki

Each new generation of English-oriented Large Language Models (LLMs) exhibits enhanced cross-lingual transfer capabilities and significantly outperforms older LLMs on low-resource languages. This prompts the question: Is there a need for…

Computation and Language · Computer Science 2024-12-16 Tamzeed Mahfuz , Satak Kumar Dey , Ruwad Naswan , Hasnaen Adil , Khondker Salman Sayeed , Haz Sameen Shahgir