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This research provides the first comprehensive analysis of the performance of pre-trained language models for Sinhala text classification. We test on a set of different Sinhala text classification tasks and our analysis shows that out of…

Computation and Language · Computer Science 2022-08-18 Vinura Dhananjaya , Piyumal Demotte , Surangika Ranathunga , Sanath Jayasena

Music source separation performance has greatly improved in recent years with the advent of approaches based on deep learning. Such methods typically require large amounts of labelled training data, which in the case of music consist of…

Sound · Computer Science 2019-09-19 Ethan Manilow , Gordon Wichern , Prem Seetharaman , Jonathan Le Roux

This thesis combines audio-analysis with computer vision to approach Music Information Retrieval (MIR) tasks from a multi-modal perspective. This thesis focuses on the information provided by the visual layer of music videos and how it can…

Multimedia · Computer Science 2020-02-04 Alexander Schindler

Music emotion recognition (MER) aims to identify the emotions conveyed in a given musical piece. However, currently, in the field of MER, the available public datasets have limited sample sizes. Recently, segment-based methods for…

Sound · Computer Science 2025-04-23 Yifu Sun , Xulong Zhang , Monan Zhou , Wei Li

A large-scale dataset is essential for training a well-generalized deep-learning model. Most such datasets are collected via scraping from various internet sources, inevitably introducing duplicated data. In the symbolic music domain, these…

Sound · Computer Science 2025-09-23 Eunjin Choi , Hyerin Kim , Jiwoo Ryu , Juhan Nam , Dasaem Jeong

Figures of Speech (FoS) consist of multi-word phrases that are deeply intertwined with culture. While Neural Machine Translation (NMT) performs relatively well with the figurative expressions of high-resource languages, it often faces…

Computation and Language · Computer Science 2026-02-11 Johan Sofalas , Dilushri Pavithra , Nevidu Jayatilleke , Ruvan Weerasinghe

This study presents a large multi-modal Bangla YouTube clickbait dataset consisting of 253,070 data points collected through an automated process using the YouTube API and Python web automation frameworks. The dataset contains 18 diverse…

Machine Learning · Computer Science 2023-10-19 Abdullah Al Imran , Md Sakib Hossain Shovon , M. F. Mridha

In this paper, we introduce YTCommentVerse, a large-scale multilingual and multi-category dataset of YouTube comments. It contains over 32 million comments from 178,000 videos contributed by more than 20 million unique users spanning 15…

Social and Information Networks · Computer Science 2025-09-16 Hridoy Sankar Dutta , Biswadeep Khan

Social media plays a significant role in cross-cultural communication. A vast amount of this occurs in code-mixed and multilingual form, posing a significant challenge to Natural Language Processing (NLP) tools for processing such…

Computation and Language · Computer Science 2026-01-21 Dwip Dalal , Vivek Srivastava , Mayank Singh

Warning: This paper consists of examples representing regional biases in Indian regions that might be offensive towards a particular region. While social biases corresponding to gender, race, socio-economic conditions, etc., have been…

Computation and Language · Computer Science 2026-01-14 Debasmita Panda , Akash Anil , Neelesh Kumar Shukla

Noise reduction is a crucial aspect of hearing aids, which researchers have been striving to address over the years. However, most existing noise reduction algorithms have primarily been evaluated using English. Considering the linguistic…

Audio and Speech Processing · Electrical Eng. & Systems 2023-06-28 Malitha Gunawardhana , Chathuki Navanjana , Dinithi Fernando , Nipuna Upeksha , Anjula De Silva

We have built SinSpell, a comprehensive spelling checker for the Sinhala language which is spoken by over 16 million people, mainly in Sri Lanka. However, until recently, Sinhala had no spelling checker with acceptable coverage. Sinspell is…

Computation and Language · Computer Science 2021-07-08 Upuli Liyanapathirana , Kaumini Gunasinghe , Gihan Dias

The Multi-language Video Subtitle Dataset is a comprehensive collection designed to support research in text recognition across multiple languages. This dataset includes 4,224 subtitle images extracted from 24 videos sourced from online…

Computer Vision and Pattern Recognition · Computer Science 2024-11-11 Thanadol Singkhornart , Olarik Surinta

In this paper we present a fundamental lexical semantics of Sinhala language and a Hidden Markov Model (HMM) based Part of Speech (POS) Tagger for Sinhala language. In any Natural Language processing task, Part of Speech is a very vital…

Computation and Language · Computer Science 2014-07-14 A. J. P. M. P. Jayaweera , N. G. J. Dias

Sentiment analysis, also called opinion mining, is the field of study that analyzes people's opinions,sentiments, attitudes and emotions. Songs are important to sentiment analysis since the songs and mood are mutually dependent on each…

Computation and Language · Computer Science 2018-06-12 Gangula Rama Rohit Reddy , Radhika Mamidi

Despite progress in comment-aware multimodal and multilingual summarization for English and Chinese, research in Indian languages remains limited. This study addresses this gap by introducing COSMMIC, a pioneering comment-sensitive…

Computation and Language · Computer Science 2025-06-19 Raghvendra Kumar , S. A. Mohammed Salman , Aryan Sahu , Tridib Nandi , Pragathi Y. P. , Sriparna Saha , Jose G. Moreno

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

The exploration of sentiment analysis in low-resource languages, such as Marathi, has been limited due to the availability of suitable datasets. In this work, we present L3Cube-MahaSent-MD, a multi-domain Marathi sentiment analysis dataset,…

Computation and Language · Computer Science 2023-06-27 Aabha Pingle , Aditya Vyawahare , Isha Joshi , Rahul Tangsali , Raviraj Joshi

Music representation learning is central to music information retrieval and generation. While recent advances in multimodal learning have improved alignment between text and audio for tasks such as cross-modal music retrieval, text-to-music…

This work explores the utilization of Romanized Sinhala social media data to identify individuals at risk of depression. A machine learning-based framework is presented for the automatic screening of depression symptoms by analyzing…

Computation and Language · Computer Science 2024-04-01 Jayathi Hewapathirana , Deshan Sumanathilaka