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This study presents BanStereoSet, a dataset designed to evaluate stereotypical social biases in multilingual LLMs for the Bangla language. In an effort to extend the focus of bias research beyond English-centric datasets, we have localized…

Computation and Language · Computer Science 2025-06-02 Mahammed Kamruzzaman , Abdullah Al Monsur , Shrabon Das , Enamul Hassan , Gene Louis Kim

Toxic content is one of the most critical issues for social media platforms today. India alone had 518 million social media users in 2020. In order to provide a good experience to content creators and their audience, it is crucial to flag…

Computation and Language · Computer Science 2022-01-04 Manan Jhaveri , Devanshu Ramaiya , Harveen Singh Chadha

Human beings have rich ways of emotional expressions, including facial action, voice, and natural languages. Due to the diversity and complexity of different individuals, the emotions expressed by various modalities may be semantically…

Artificial Intelligence · Computer Science 2023-02-06 Chuan Zhang , Daoxin Zhang , Ruixiu Zhang , Jiawei Li , Jianke Zhu

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

Intent recognition aims to identify users' underlying intentions, traditionally focusing on text in natural language processing. With growing demands for natural human-computer interaction, the field has evolved through deep learning and…

Computation and Language · Computer Science 2025-08-01 Jingwei Zhao , Yuhua Wen , Qifei Li , Minchi Hu , Yingying Zhou , Jingyao Xue , Junyang Wu , Yingming Gao , Zhengqi Wen , Jianhua Tao , Ya Li

Social media has effectively become the prime hub of communication and digital marketing. As these platforms enable the free manifestation of thoughts and facts in text, images and video, there is an extensive need to screen them to protect…

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

At present, recognition of the Bangla handwriting compound character has been an essential issue for many years. In recent years there have been application-based researches in machine learning, and deep learning, which is gained interest,…

Computer Vision and Pattern Recognition · Computer Science 2024-12-05 Jannatul Ferdous , Suvrajit Karmaker , A K M Shahariar Azad Rabby , Syed Akhter Hossain

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

The impact of multimodal misinformation arises not only from factual inaccuracies but also from the misleading narratives that creators deliberately embed. Interpreting such creator intent is therefore essential for multimodal…

Computer Vision and Pattern Recognition · Computer Science 2026-04-14 Jiaying Wu , Fanxiao Li , Zihang Fu , Min-Yen Kan , Bryan Hooi

This paper introduces a novel multimodal framework for hate speech detection in deepfake audio, excelling even in zero-shot scenarios. Unlike previous approaches, our method uses contrastive learning to jointly align audio and text…

Sound · Computer Science 2025-06-11 Rishabh Ranjan , Likhith Ayinala , Mayank Vatsa , Richa Singh

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

Multimodal aspect-based sentiment analysis (MABSA) aims to identify aspect-level sentiments by jointly modeling textual and visual information, which is essential for fine-grained opinion understanding in social media. Existing approaches…

Computation and Language · Computer Science 2026-01-13 Zhongzheng Wang , Yuanhe Tian , Hongzhi Wang , Yan Song

Multiple modalities represent different aspects by which information is conveyed by a data source. Modern day social media platforms are one of the primary sources of multimodal data, where users use different modes of expression by posting…

Computer Vision and Pattern Recognition · Computer Science 2018-07-17 Mayank Meghawat , Satyendra Yadav , Debanjan Mahata , Yifang Yin , Rajiv Ratn Shah , Roger Zimmermann

A positive phrase or a sentence with an underlying negative motive is usually defined as sarcasm that is widely used in today's social media platforms such as Facebook, Twitter, Reddit, etc. In recent times active users in social media…

Computation and Language · Computer Science 2023-03-23 Ramisa Anan , Tasnim Sakib Apon , Zeba Tahsin Hossain , Elizabeth Antora Modhu , Sudipta Mondal , MD. Golam Rabiul Alam

In the field of natural language processing and human-computer interaction, human attitudes and sentiments have attracted the researchers. However, in the field of human-computer interaction, human abnormality detection has not been…

Computation and Language · Computer Science 2020-07-22 M. F. Mridha , Md. Saifur Rahman , Abu Quwsar Ohi

Spoken languages often utilise intonation, rhythm, intensity, and structure, to communicate intention, which can be interpreted differently depending on the rhythm of speech of their utterance. These speech acts provide the foundation of…

Social media sites such as YouTube and Facebook have become an integral part of everyone's life and in the last few years, hate speech in the social media comment section has increased rapidly. Detection of hate speech on social media…

Computation and Language · Computer Science 2020-12-18 Nauros Romim , Mosahed Ahmed , Hriteshwar Talukder , Md Saiful Islam

Multimodal intent recognition is a significant task for understanding human language in real-world multimodal scenes. Most existing intent recognition methods have limitations in leveraging the multimodal information due to the restrictions…

Artificial Intelligence · Computer Science 2023-02-09 Hanlei Zhang , Hua Xu , Xin Wang , Qianrui Zhou , Shaojie Zhao , Jiayan Teng

Human Multimodal Language Understanding (MLU) aims to infer human intentions by integrating related cues from heterogeneous modalities. Existing works predominantly follow a ``learning to attend" paradigm, which maximizes mutual information…

Computation and Language · Computer Science 2025-09-29 Menghua Jiang , Yuncheng Jiang , Haifeng Hu , Sijie Mai