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Emotion classification in multilingual settings remains constrained by the scarcity of annotated data: existing corpora are predominantly English, single-label, and cover few languages. We address this gap by constructing a large-scale…

Computation and Language · Computer Science 2026-04-15 Vadim Borisov

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

Kansei models were used to study the connotative meaning of music. In multimedia and mixed reality, automatically generated melodies are increasingly being used. It is important to consider whether and what feelings are communicated by this…

Sound · Computer Science 2022-09-01 Filippo Carnovalini , Alessandro Pelizzo , Antonio Rodà , Sergio Canazza

Large language models work well for technical problem solving in English but perform poorly when the same questions are asked in Bangla. A simple solution would be to translate Bangla questions into English first and then use these models.…

Computation and Language · Computer Science 2025-11-06 Kazi Reyazul Hasan , Mubasshira Musarrat , A. B. M. Alim Al Islam , Muhammad Abdullah Adnan

Music recommender systems play a critical role in music streaming platforms by providing users with music that they are likely to enjoy. Recent studies have shown that user emotions can influence users' preferences for music moods. However,…

Artificial Intelligence · Computer Science 2024-12-02 Erkang Jing , Yezheng Liu , Yidong Chai , Shuo Yu , Longshun Liu , Yuanchun Jiang , Yang Wang

In this paper, we introduce Bangla-Bayanno, an open-ended Visual Question Answering (VQA) Dataset in Bangla, a widely used, low-resource language in multimodal AI research. The majority of existing datasets are either manually annotated…

Computation and Language · Computer Science 2025-08-28 Mohammed Rakibul Hasan , Rafi Majid , Ahanaf Tahmid

Speech recognition is a technique that converts human speech signals into text or words or in any form that can be easily understood by computers or other machines. There have been a few studies on Bangla digit recognition systems, the…

Sound · Computer Science 2021-11-15 Ovishake Sen , Al-Mahmud , Pias Roy

Sentiment analysis is essential in many real-world applications such as stance detection, review analysis, recommendation system, and so on. Sentiment analysis becomes more difficult when the data is noisy and collected from social media.…

Computation and Language · Computer Science 2018-03-20 Braja Gopal Patra , Dipankar Das , Amitava Das

Deep learning models for music have advanced drastically in recent years, but how good are machine learning models at capturing emotion, and what challenges are researchers facing? In this paper, we provide a comprehensive overview of the…

Sound · Computer Science 2025-06-25 Jaeyong Kang , Dorien Herremans

We introduce the problem of learning affective correspondence between audio (music) and visual data (images). For this task, a music clip and an image are considered similar (having true correspondence) if they have similar emotion content.…

Multimedia · Computer Science 2019-04-18 Gaurav Verma , Eeshan Gunesh Dhekane , Tanaya Guha

The present study reports interesting findings in regard to emotional arousal based activities while listening to two Hindustani classical ragas of contrast emotion. EEG data was taken on 5 naive listeners while they listened to two ragas…

Neurons and Cognition · Quantitative Biology 2017-05-02 Sourya Sengupta , Sayan Biswas , Sayan Nag , Shankha Sanyal , Archi Banerjee , Ranjan Sengupta , Dipak Ghosh

Bengali text classification is a Significant task in natural language processing (NLP), where text is categorized into predefined labels. Unlike English, Bengali faces challenges due to the lack of extensive annotated datasets and…

Computation and Language · Computer Science 2026-01-21 Md Mahmudul Hoque , Md Mehedi Hassain , Md Hojaifa Tanvir , Rahul Nandy

In this study, we introduce BEnQA, a dataset comprising parallel Bengali and English exam questions for middle and high school levels in Bangladesh. Our dataset consists of approximately 5K questions covering several subjects in science…

Computation and Language · Computer Science 2024-03-19 Sheikh Shafayat , H M Quamran Hasan , Minhajur Rahman Chowdhury Mahim , Rifki Afina Putri , James Thorne , Alice Oh

This research study aims to use machine learning methods to characterize the EEG response to music. Specifically, we investigate how resonance in the EEG response correlates with individual aesthetic enjoyment. Inspired by the notion of…

Signal Processing · Electrical Eng. & Systems 2020-10-09 Prashant Lawhatre , Bharatesh R Shiraguppi , Esha Sharma , Krishna Prasad Miyapuram , Derek Lomas

Representation learning focused on disentangling the underlying factors of variation in given data has become an important area of research in machine learning. However, most of the studies in this area have relied on datasets from the…

Machine Learning · Computer Science 2020-07-31 Ashis Pati , Siddharth Gururani , Alexander Lerch

Trending topic of newspapers is an indicator to understand the situation of a country and also a way to evaluate the particular newspaper. This paper represents a model describing few techniques to select trending topics from Bangla…

Information Retrieval · Computer Science 2017-01-30 Syed Mehedi Hasan Nirob , Md. Kazi Nayeem , Md. Saiful Islam

Memes have become a distinctive and effective form of communication in the digital era, attracting online communities and cutting across cultural barriers. Even though memes are frequently linked with humor, they have an amazing capacity to…

Computer Vision and Pattern Recognition · Computer Science 2024-01-19 Kazi Toufique Elahi , Tasnuva Binte Rahman , Shakil Shahriar , Samir Sarker , Sajib Kumar Saha Joy , Faisal Muhammad Shah

Music plays a huge part in shaping peoples' psychology and behavioral patterns. This paper investigates the connection between national anthems and different global indices with computational music analysis and statistical correlation…

Emotion stimulus detection is the task of finding the cause of an emotion in a textual description, similar to target or aspect detection for sentiment analysis. Previous work approached this in three ways, namely (1) as text classification…

Computation and Language · Computer Science 2020-11-10 Laura Oberländer , Roman Klinger

In this paper, a method is proposed to detect the emotion of a song based on its lyrical and audio features. Lyrical features are generated by segmentation of lyrics during the process of data extraction. ANEW and WordNet knowledge is then…

Computation and Language · Computer Science 2015-06-17 Adit Jamdar , Jessica Abraham , Karishma Khanna , Rahul Dubey