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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

Emotion detection from text seeks to identify an individual's emotional or mental state - positive, negative, or neutral - based on linguistic cues. While significant progress has been made for English and other high-resource languages,…

Computation and Language · Computer Science 2025-11-11 Abdullah Al Maruf , Aditi Golder , Zakaria Masud Jiyad , Abdullah Al Numan , Tarannum Shaila Zaman

Sentiment analysis for the Bengali language has attracted increasing research interest in recent years. However, progress remains constrained by the scarcity of large-scale and diverse annotated datasets. Although several Bengali sentiment…

Computation and Language · Computer Science 2026-01-29 Akif Islam , Sujan Kumar Roy , Md. Ekramul Hamid

In recent years, Sentiment Analysis (SA) and Emotion Recognition (ER) have been increasingly popular in the Bangla language, which is the seventh most spoken language throughout the entire world. However, the language is structurally…

The analysis of consumer sentiment, as expressed through reviews, can provide a wealth of insight regarding the quality of a product. While the study of sentiment analysis has been widely explored in many popular languages, relatively less…

Computation and Language · Computer Science 2023-06-09 Mohsinul Kabir , Obayed Bin Mahfuz , Syed Rifat Raiyan , Hasan Mahmud , Md Kamrul Hasan

The widespread availability of code-mixed data can provide valuable insights into low-resource languages like Bengali, which have limited datasets. Sentiment analysis has been a fundamental text classification task across several languages…

Computation and Language · Computer Science 2024-12-11 Sadia Alam , Md Farhan Ishmam , Navid Hasin Alvee , Md Shahnewaz Siddique , Md Azam Hossain , Abu Raihan Mostofa Kamal

Despite the growing progress in Natural Language Inference (NLI) research, resources for the Bengali language remain extremely limited. Existing Bengali NLI datasets exhibit several inconsistencies, including annotation errors, ambiguous…

Computation and Language · Computer Science 2025-11-13 Farah Binta Haque , Md Yasin , Shishir Saha , Md Shoaib Akhter Rafi , Farig Sadeque

Determining the readability of a text is the first step to its simplification. In this paper, we present a readability analysis tool capable of analyzing text written in the Bengali language to provide in-depth information on its…

Computation and Language · Computer Science 2020-12-15 Susmoy Chakraborty , Mir Tafseer Nayeem , Wasi Uddin Ahmad

Bengali is the seventh most spoken language on earth, yet considered a low-resource language in the field of natural language processing (NLP). Question answering over unstructured text is a challenging NLP task as it requires understanding…

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

Being the seventh most spoken language in the world, the use of the Bangla language online has increased in recent times. Hence, it has become very important to analyze Bangla text data to maintain a safe and harassment-free online place.…

Computation and Language · Computer Science 2021-02-05 Md Faisal Ahmed , Zalish Mahmud , Zarin Tasnim Biash , Ahmed Ann Noor Ryen , Arman Hossain , Faisal Bin Ashraf

Bengali is one of the most spoken languages in the world with over 300 million speakers globally. Despite its popularity, research into the development of Bengali speech recognition systems is hindered due to the lack of diverse open-source…

Sentiment analysis (SA) is a process of identifying the emotional tone or polarity within a given text and aims to uncover the user's complex emotions and inner feelings. While sentiment analysis has been extensively studied for languages…

Machine Learning · Computer Science 2025-04-24 Hemal Mahmud , Hasan Mahmud , Mohammad Rifat Ahmmad Rashid

Bangla is the 7th most widely spoken language globally, with a staggering 234 million native speakers primarily hailing from India and Bangladesh. This morphologically rich language boasts a rich literary tradition, encompassing diverse…

Computation and Language · Computer Science 2023-10-19 Saumajit Saha , Albert Nanda

Research on understanding emotions in written language continues to expand, especially for understudied languages with distinctive regional expressions and cultural features, such as Bangla. This study examines emotion analysis using 22,698…

Computation and Language · Computer Science 2025-06-13 Bidyarthi Paul , SM Musfiqur Rahman , Dipta Biswas , Md. Ziaul Hasan , Md. Zahid Hossain

Due to the breathtaking growth of social media or newspaper user comments, online product reviews comments, sentiment analysis (SA) has captured substantial interest from the researchers. With the fast increase of domain, SA work aims not…

Computation and Language · Computer Science 2020-12-02 Mahfuz Ahmed Masum , Sheikh Junayed Ahmed , Ayesha Tasnim , Md Saiful Islam

Sentiment Analysis (SA) is an action research area in the digital age. With rapid and constant growth of online social media sites and services, and the increasing amount of textual data such as - statuses, comments, reviews etc. available…

Computation and Language · Computer Science 2016-11-28 A. Hassan , M. R. Amin , N. Mohammed , A. K. A. Azad

Observing the damages that can be done by the rapid propagation of fake news in various sectors like politics and finance, automatic identification of fake news using linguistic analysis has drawn the attention of the research community.…

Computation and Language · Computer Science 2020-04-21 Md Zobaer Hossain , Md Ashraful Rahman , Md Saiful Islam , Sudipta Kar

While Bangla is considered a language with limited resources, sentiment analysis has been a subject of extensive research in the literature. Nevertheless, there is a scarcity of exploration into sentiment analysis specifically in the realm…

Computation and Language · Computer Science 2024-01-31 Kazi Toufique Elahi , Tasnuva Binte Rahman , Shakil Shahriar , Samir Sarker , Md. Tanvir Rouf Shawon , G. M. Shahariar

This work presents the BanglishRev Dataset, the largest e-commerce product review dataset to date for reviews written in Bengali, English, a mixture of both and Banglish, Bengali words written with English alphabets. The dataset comprises…

Computation and Language · Computer Science 2024-12-19 Mohammad Nazmush Shamael , Sabila Nawshin , Swakkhar Shatabda , Salekul Islam
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