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The rapid spread of fake news presents a significant global challenge, particularly in low-resource languages like Bangla, which lack adequate datasets and detection tools. Although manual fact-checking is accurate, it is expensive and slow…

Computation and Language · Computer Science 2025-02-18 Hrithik Majumdar Shibu , Shrestha Datta , Md. Sumon Miah , Nasrullah Sami , Mahruba Sharmin Chowdhury , Md. Saiful Islam

The rapid evolution of Natural Language Processing (NLP) has favoured major languages such as English, leaving a significant gap for many others due to limited resources. This is especially evident in the context of data annotation, a task…

Despite significant progress in Natural Language Generation for Indian languages (IndicNLP), there is a lack of datasets around complex structured tasks such as semantic parsing. One reason for this imminent gap is the complexity of the…

Computation and Language · Computer Science 2023-06-06 Divyanshu Aggarwal , Vivek Gupta , Anoop Kunchukuttan

The development of Large Language Models (LLMs) remains heavily skewed towards English and a few other high-resource languages. This linguistic disparity is particularly evident for Bangla - the 5th most spoken language. A few initiatives…

Computation and Language · Computer Science 2025-07-01 Nishat Raihan , Marcos Zampieri

Real-time speech assistants are becoming increasingly popular for ensuring improved accessibility to information. Bengali, being a low-resource language with a high regional dialectal diversity, has seen limited progress in developing such…

Computation and Language · Computer Science 2025-11-17 Jakir Hasan , Shubhashis Roy Dipta

Question Answering, including Reading Comprehension, is one of the NLP research areas that has seen significant scientific breakthroughs over the past few years, thanks to the concomitant advances in Language Modeling. Most of these…

Computation and Language · Computer Science 2021-09-28 Quentin Heinrich , Gautier Viaud , Wacim Belblidia

We present a large-scale dataset for the task of rewriting an ill-formed natural language question to a well-formed one. Our multi-domain question rewriting MQR dataset is constructed from human contributed Stack Exchange question edit…

Computation and Language · Computer Science 2019-11-22 Zewei Chu , Mingda Chen , Jing Chen , Miaosen Wang , Kevin Gimpel , Manaal Faruqui , Xiance Si

The rapid expansion of the digital world has propelled sentiment analysis into a critical tool across diverse sectors such as marketing, politics, customer service, and healthcare. While there have been significant advancements in sentiment…

Computation and Language · Computer Science 2024-04-08 Md. Arid Hasan , Shudipta Das , Afiyat Anjum , Firoj Alam , Anika Anjum , Avijit Sarker , Sheak Rashed Haider Noori

Over the past few years, improving LLM code generation capabilities has been a key focus in NLP research. Despite Bengali having 242 million native speakers worldwide, it receives little attention when it comes to training LLMs. More…

Software Engineering · Computer Science 2025-11-18 Sajed Jalil , Shuvo Saha , Hossain Mohammad Seym

Large Language Models (LLMs) have emerged as one of the most important breakthroughs in NLP for their impressive skills in language generation and other language-specific tasks. Though LLMs have been evaluated in various tasks, mostly in…

Computation and Language · Computer Science 2024-03-20 Mohsinul Kabir , Mohammed Saidul Islam , Md Tahmid Rahman Laskar , Mir Tafseer Nayeem , M Saiful Bari , Enamul Hoque

Bengali remains a low-resource language in speech technology, especially for complex tasks like long-form transcription and speaker diarization. This paper presents a multistage approach developed for the "DL Sprint 4.0 - Bengali Long-Form…

Sound · Computer Science 2026-03-04 Epshita Jahan , Khandoker Md Tanjinul Islam , Pritom Biswas , Tafsir Al Nafin

Hate speech recognition in low-resource languages remains a difficult problem due to insufficient datasets, orthographic heterogeneity, and linguistic variety. Bangla is spoken by more than 230 million people of Bangladesh and India (West…

Computation and Language · Computer Science 2025-12-03 Yalda Keivan Jafari , Krishno Dey

Although research on emotion classification has significantly progressed in high-resource languages, it is still infancy for resource-constrained languages like Bengali. However, unavailability of necessary language processing tools and…

Computation and Language · Computer Science 2021-04-20 Avishek Das , Omar Sharif , Mohammed Moshiul Hoque , Iqbal H. Sarker

Readers of academic research papers often read with the goal of answering specific questions. Question Answering systems that can answer those questions can make consumption of the content much more efficient. However, building such tools…

Computation and Language · Computer Science 2021-05-10 Pradeep Dasigi , Kyle Lo , Iz Beltagy , Arman Cohan , Noah A. Smith , Matt Gardner

Spoken question answering (SQA) systems are critical for digital assistants and other real-world use cases, but evaluating their performance is a challenge due to the importance of human-spoken questions. This study presents a new…

Computation and Language · Computer Science 2024-02-28 Yijing Wu , SaiKrishna Rallabandi , Ravisutha Srinivasamurthy , Parag Pravin Dakle , Alolika Gon , Preethi Raghavan

Developing accurate biomedical Question Answering (QA) systems in low-resource languages remains a major challenge, limiting equitable access to reliable medical knowledge. This paper introduces BanglaMedQA and BanglaMMedBench, the first…

Computation and Language · Computer Science 2025-11-07 Sadia Sultana , Saiyma Sittul Muna , Mosammat Zannatul Samarukh , Ajwad Abrar , Tareque Mohmud Chowdhury

Sentiment analysis for regional dialects of Bangla remains an underexplored area due to linguistic diversity and limited annotated data. This paper introduces ANUBHUTI, a comprehensive dataset consisting of 10,000 sentences manually…

Computation and Language · Computer Science 2026-01-21 Swastika Kundu , Autoshi Ibrahim , Mithila Rahman , Tanvir Ahmed

Plagiarism means taking another person's work and not giving any credit to them for it. Plagiarism is one of the most serious problems in academia and among researchers. Even though there are multiple tools available to detect plagiarism in…

Computation and Language · Computer Science 2022-08-23 Satyajit Ghosh , Aniruddha Ghosh , Bittaswer Ghosh , Abhishek Roy

The problem of natural language processing over structured data has become a growing research field, both within the relational database and the Semantic Web community, with significant efforts involved in question answering over knowledge…

The proliferation of transliterated texts in digital spaces has emphasized the need for detecting and classifying hate speech in languages beyond English, particularly in low-resource languages. As online discourse can perpetuate…