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Code-mixing is the practice of using two or more languages in a single sentence, which often occurs in multilingual communities such as India where people commonly speak multiple languages. Classic NLP tools, trained on monolingual data,…

Computation and Language · Computer Science 2024-11-28 Shruti Jagdale , Omkar Khade , Gauri Takalikar , Mihir Inamdar , Raviraj Joshi

Deepfake audio detection is challenging for low-resource languages like Bengali due to limited datasets and subtle acoustic features. To address this, we introduce BangalFake, a Bengali Deepfake Audio Dataset with 12,260 real and 13,260…

Sound · Computer Science 2025-05-19 Istiaq Ahmed Fahad , Kamruzzaman Asif , Sifat Sikder

Combating online hate speech in multilingual settings requires approaches that go beyond English-centric models and capture the cultural and linguistic diversity of global online discourse. This paper presents a comprehensive survey and…

Computation and Language · Computer Science 2026-03-23 Zahra Safdari Fesaghandis , Suman Kalyan Maity

Sentiment Analysis and other semantic tasks are commonly used for social media textual analysis to gauge public opinion and make sense from the noise on social media. The language used on social media not only commonly diverges from the…

Computation and Language · Computer Science 2019-06-19 Anirudh Dahiya , Neeraj Battan , Manish Shrivastava , Dipti Mishra Sharma

Social media is awash with hateful content, much of which is often veiled with linguistic and topical diversity. The benchmark datasets used for hate speech detection do not account for such divagation as they are predominantly compiled…

Computation and Language · Computer Science 2023-06-16 Atharva Kulkarni , Sarah Masud , Vikram Goyal , Tanmoy Chakraborty

With the spreading of hate speech on social media in recent years, automatic detection of hate speech is becoming a crucial task and has attracted attention from various communities. This task aims to recognize online posts (e.g., tweets)…

Computation and Language · Computer Science 2022-04-15 Jiaxuan Li , Yue Ning

The pervasiveness of the Internet and social media have enabled the rapid and anonymous spread of Hate Speech content on microblogging platforms such as Twitter. Current EU and US legislation against hateful language, in conjunction with…

Computation and Language · Computer Science 2021-02-10 Chrysoula Themeli , George Giannakopoulos , Nikiforos Pittaras

The rise of social media and online communication platforms has led to the spread of Arabic textual posts and memes as a key form of digital expression. While these contents can be humorous and informative, they are also increasingly being…

Computation and Language · Computer Science 2025-08-25 Nouar AlDahoul , Yasir Zaki

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

This research introduces a novel approach to textual and multimodal Hate Speech Detection (HSD), using Large Language Models (LLMs) as dynamic knowledge bases to generate background context and incorporate it into the input of HSD…

Computation and Language · Computer Science 2025-10-20 Joshua Wolfe Brook , Ilia Markov

The phenomenon of mixing the vocabulary and syntax of multiple languages within the same utterance is called Code-Mixing. This is more evident in multilingual societies. In this paper, we have developed a system for SemEval 2020: Task 9 on…

Computation and Language · Computer Science 2020-10-12 Sunil Gundapu , Radhika Mamidi

Sentiment analysis is an essential part of text analysis, which is a larger field that includes determining and evaluating the author's emotional state. This method is essential since it makes it easier to comprehend consumers' feelings,…

Computation and Language · Computer Science 2025-10-03 Sumaiya Tabassum

Neural network models have shown promising results for text classification. However, these solutions are limited by their dependence on the availability of annotated data. The prospect of leveraging resource-rich languages to enhance the…

Computation and Language · Computer Science 2018-06-12 Nurendra Choudhary , Rajat Singh , Manish Shrivastava

Multi-aspect sentiment analysis of Bangla e-commerce reviews remains challenging due to limited annotated datasets, morphological complexity, code-mixing phenomena, and domain shift issues, affecting 300 million Bangla-speaking users.…

Machine Learning · Computer Science 2025-12-01 Ariful Islam , Md Rifat Hossen , Tanvir Mahmud

Hate speech detection in low-resource languages like Telugu is a growing challenge in NLP. This study investigates transformer-based models, including TeluguHateBERT, HateBERT, DeBERTa, Muril, IndicBERT, Roberta, and Hindi-Abusive-MuRIL,…

Computation and Language · Computer Science 2025-02-18 Santhosh Kakarla , Gautama Shastry Bulusu Venkata

This paper describes our contribution to the SemEval-2020 Task 9 on Sentiment Analysis for Code-mixed Social Media Text. We investigated two approaches to solve the task of Hinglish sentiment analysis. The first approach uses cross-lingual…

Computation and Language · Computer Science 2020-10-22 Pranaydeep Singh , Els Lefever

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

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

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

In recent years, several systems have been developed to regulate the spread of negativity and eliminate aggressive, offensive or abusive contents from the online platforms. Nevertheless, a limited number of researches carried out to…

Computation and Language · Computer Science 2021-03-02 Eftekhar Hossain , Omar Sharif , Mohammed Moshiul Hoque